diff --git a/nncf/common/hardware/configs/cpu.json b/nncf/common/hardware/configs/cpu.json index 19ca1b76246..7f001ed554f 100644 --- a/nncf/common/hardware/configs/cpu.json +++ b/nncf/common/hardware/configs/cpu.json @@ -297,6 +297,12 @@ "weights": ["q8_w_sym", "q8_w_asym"] } }, - {"type": "EmbeddingBag"} + {"type": "EmbeddingBag"}, + { + "type": "BatchNorm", + "quantization": { + "activations": ["q8_a_ch"] + } + } ] } diff --git a/nncf/common/hardware/opset.py b/nncf/common/hardware/opset.py index c01e950b417..d35a8a80b04 100644 --- a/nncf/common/hardware/opset.py +++ b/nncf/common/hardware/opset.py @@ -59,3 +59,4 @@ class HWConfigOpName: GRUSEQUENCE = "GRUSequence" GROUPNORMALIZATION = "GroupNormalization" SCALED_DOT_PRODUCT_ATTENTION = "ScaledDotProductAttention" + BATCH_NORM = "BatchNorm" diff --git a/nncf/common/quantization/quantizer_propagation/graph.py b/nncf/common/quantization/quantizer_propagation/graph.py index 03cb4ed51dc..4b53d4ced0f 100644 --- a/nncf/common/quantization/quantizer_propagation/graph.py +++ b/nncf/common/quantization/quantizer_propagation/graph.py @@ -542,10 +542,11 @@ def unify_pq_scales( secondary_pq: PropagatingQuantizer, unified_scale_type: Optional[UnifiedScaleType] = None, ): - if unified_scale_type is None: - primary_pq.unified_scale_type = UnifiedScaleType.UNIFY_ALWAYS - else: - primary_pq.unified_scale_type = unified_scale_type + if primary_pq.unified_scale_type is None: + if unified_scale_type is None: + primary_pq.unified_scale_type = UnifiedScaleType.UNIFY_ALWAYS + else: + primary_pq.unified_scale_type = unified_scale_type secondary_pq.unified_scale_type = primary_pq.unified_scale_type primary_gid = self._unified_scale_group_manager.get_group_id_by_propagating_quantizer_id(primary_pq.id) if primary_gid is None: @@ -774,40 +775,17 @@ def get_paths_to_immediately_dominating_insertion_points( self, insertion_point_node_key: str ) -> List[PropagationPath]: group_dict = self.get_paths_to_immediately_dominating_insertion_points_grouped_by_unified_scales( - insertion_point_node_key, set(), {} + insertion_point_node_key, set() ) return group_dict[None] def get_paths_to_immediately_dominating_insertion_points_grouped_by_unified_scales( - self, - insertion_point_node_key: str, - unified_scale_op_metatypes: Set[Type[OperatorMetatype]], - scales_unification_map: Dict[OperatorMetatype, OperatorMetatype], + self, insertion_point_node_key: str, unified_scale_op_metatypes: Set[Type[OperatorMetatype]] ) -> Dict[Optional[int], List[PropagationPath]]: """Paths are lists of edges.""" next_group_idx = 0 paths = {} - def followed_by_weighted_types(curr_node_key, curr_node_metatype) -> bool: - nodes_queue = deque(self.successors(curr_node_key)) - while nodes_queue: - next_node_key = nodes_queue.popleft() - next_node = self.nodes[next_node_key] - next_node_type = next_node[QuantizerPropagationStateGraph.NODE_TYPE_NODE_ATTR] - if next_node_type != QuantizerPropagationStateGraphNodeType.OPERATOR: - nodes_queue.extend(self.successors(next_node_key)) - else: - next_node_metatype = next_node[QuantizerPropagationStateGraph.OPERATOR_METATYPE_NODE_ATTR] - next_node_trait = next_node[QuantizerPropagationStateGraph.QUANTIZATION_TRAIT_NODE_ATTR] - if ( - next_node_trait == QuantizationTrait.QUANTIZATION_AGNOSTIC - or next_node_metatype in unified_scale_op_metatypes - ): - nodes_queue.extend(self.successors(next_node_key)) - if next_node_metatype in scales_unification_map[curr_node_metatype]: - return True - return False - def recursive_helper(curr_edge, curr_path, all_paths, curr_group): nonlocal next_group_idx curr_path.append(curr_edge) @@ -828,8 +806,6 @@ def recursive_helper(curr_edge, curr_path, all_paths, curr_group): curr_group is None, len(self.in_edges(curr_node_key)) > 1, ] - if scales_unification_map is not None and metatype in scales_unification_map: - unify_conditions.append(followed_by_weighted_types(curr_node_key, metatype)) if all(unify_conditions): curr_group = next_group_idx next_group_idx += 1 diff --git a/nncf/common/quantization/quantizer_propagation/solver.py b/nncf/common/quantization/quantizer_propagation/solver.py index 7d0314bfc8b..8e7b1d7a674 100644 --- a/nncf/common/quantization/quantizer_propagation/solver.py +++ b/nncf/common/quantization/quantizer_propagation/solver.py @@ -337,7 +337,6 @@ def __init__( quantize_outputs: bool = False, post_processing_marker_metatypes: List[OperatorMetatype] = None, metatypes_to_ignore: List[OperatorMetatype] = None, - scales_unification_map: Dict[OperatorMetatype, OperatorMetatype] = None, ): """ Initializes the solver with parameters affecting the resulting quantizer setup. @@ -389,8 +388,6 @@ def __init__( If None automatic ignoring will be skipped. :param metatypes_to_ignore: The framework specific NNCF metatypes, which should be automatically ignored. - :param scales_unification_map: The framework-specific map with NNCF metatypes, which generating a quantizer - that can be unified if it so requires based on metatype. """ if default_trait_to_metatype_map is None: self._default_trait_to_metatype_map = {} @@ -446,7 +443,6 @@ def __init__( self._quantizable_layer_nodes = quantizable_layer_nodes self._post_processing_marker_metatypes = post_processing_marker_metatypes self._metatypes_to_ignore = metatypes_to_ignore - self._scales_unification_map = scales_unification_map def _filter_by_weight_ignored_target_scopes( self, @@ -729,7 +725,7 @@ def propagation_step( # only concat unified scale groups appear here unified_scale_grouped_paths = ( quant_prop_graph.get_paths_to_immediately_dominating_insertion_points_grouped_by_unified_scales( - curr_node_key, self._unified_scales_operation_set, self._scales_unification_map + curr_node_key, self._unified_scales_operation_set ) ) diff --git a/nncf/common/quantization/quantizer_setup.py b/nncf/common/quantization/quantizer_setup.py index a2d1f3f3ad7..5555bceb42f 100644 --- a/nncf/common/quantization/quantizer_setup.py +++ b/nncf/common/quantization/quantizer_setup.py @@ -251,9 +251,9 @@ def add_independent_quantization_point(self, qp: QuantizationPointBase): def register_unified_scale_group(self, qp_group: List[QuantizationPointId]) -> int: for qp_id in qp_group: - gid = self.get_unified_scale_group_id(qp_id) is not None - if gid: - raise nncf.InternalError("QP id {} is already in unified scale group {}".format(qp_id, gid)) + gid = self.get_unified_scale_group_id(qp_id) + if gid is not None: + raise RuntimeError(f"QP id {qp_id} is already in unified scale group {gid}") gid = self._next_unified_scale_gid self.unified_scale_groups[self._next_unified_scale_gid] = set(qp_group) self._next_unified_scale_gid += 1 @@ -261,9 +261,9 @@ def register_unified_scale_group(self, qp_group: List[QuantizationPointId]) -> i def register_shared_inputs_group(self, qp_group: List[QuantizationPointId]) -> int: for qp_id in qp_group: - gid = self.get_shared_inputs_group_id(qp_id) is not None - if gid: - raise nncf.InternalError("QP id {} is already in shared input group {}".format(qp_id, gid)) + gid = self.get_shared_inputs_group_id(qp_id) + if gid is not None: + raise RuntimeError(f"QP id {qp_id} is already in shared input group {gid}") gid = self._next_shared_inputs_gid self.shared_input_operation_set_groups[self._next_shared_inputs_gid] = set(qp_group) self._next_shared_inputs_gid += 1 @@ -495,9 +495,18 @@ def select_qconfigs( for qid in per_tensor_qids: retval.remove_unified_scale_from_point(qid) - retval.register_unified_scale_group(list(per_tensor_qids)) + if len(per_tensor_qids) > 1: + retval.register_unified_scale_group(list(per_tensor_qids)) + else: + nncf_logger.debug( + "Not making a unified scale group out of single per-tensor quantizer remaining in " + "the group after segregating per-tensor and per-channel quantizers within same original " + "unified scale group" + ) + remaining_per_channel_qids = [] for per_channel_qid in per_channel_qids: + retval.remove_unified_scale_from_point(per_channel_qid) us_type = self._unified_scale_qpid_vs_type[per_channel_qid] if us_type is UnifiedScaleType.UNIFY_ONLY_PER_TENSOR: nncf_logger.debug( @@ -505,7 +514,16 @@ def select_qconfigs( "unified scale point that only supports per-tensor scale unification, disabling " "unified scales for this point." ) - retval.remove_unified_scale_from_point(per_channel_qid) + else: + remaining_per_channel_qids.append(per_channel_qid) + + if len(remaining_per_channel_qids) > 1: + retval.register_unified_scale_group(list(remaining_per_channel_qids)) + elif len(remaining_per_channel_qids) == 1: + nncf_logger.debug( + "Not making a unified scale group out of single per-channel quantizer remaining in " + "the group after removing quantizers with UnifiedScaleType.UNIFY_ONLY_PER_TENSOR" + ) return retval diff --git a/nncf/onnx/graph/metatypes/onnx_metatypes.py b/nncf/onnx/graph/metatypes/onnx_metatypes.py index da40b2e8f30..6f299dbac12 100644 --- a/nncf/onnx/graph/metatypes/onnx_metatypes.py +++ b/nncf/onnx/graph/metatypes/onnx_metatypes.py @@ -253,6 +253,7 @@ class ONNXConcatMetatype(ONNXOpMetatype): class ONNXBatchNormMetatype(ONNXOpMetatype): name = "BatchNormalizationOp" op_names = ["BatchNormalization"] + hw_config_names = [HWConfigOpName.BATCH_NORM] @ONNX_OPERATION_METATYPES.register() diff --git a/nncf/openvino/graph/metatypes/openvino_metatypes.py b/nncf/openvino/graph/metatypes/openvino_metatypes.py index c884b8621c4..436879201d6 100644 --- a/nncf/openvino/graph/metatypes/openvino_metatypes.py +++ b/nncf/openvino/graph/metatypes/openvino_metatypes.py @@ -216,6 +216,7 @@ class OVConcatMetatype(OVOpMetatype): class OVBatchNormMetatype(OVOpMetatype): name = "BatchNormalizationOp" op_names = ["BatchNormInference"] + hw_config_names = [HWConfigOpName.BATCH_NORM] @OV_OPERATOR_METATYPES.register() diff --git a/nncf/quantization/algorithms/min_max/algorithm.py b/nncf/quantization/algorithms/min_max/algorithm.py index 52ce17dc30f..0bc12207f08 100644 --- a/nncf/quantization/algorithms/min_max/algorithm.py +++ b/nncf/quantization/algorithms/min_max/algorithm.py @@ -537,7 +537,6 @@ def _get_quantizer_setup( global_constraints=self._global_quantizer_constraints, post_processing_marker_metatypes=post_processing_types, metatypes_to_ignore=metatypes_to_ignore, - scales_unification_map=self._backend_entity.scales_unification_map, scope_overrides=scope_overrides, ) diff --git a/nncf/quantization/algorithms/min_max/backend.py b/nncf/quantization/algorithms/min_max/backend.py index 7f00e8fc62a..376ad2475f3 100644 --- a/nncf/quantization/algorithms/min_max/backend.py +++ b/nncf/quantization/algorithms/min_max/backend.py @@ -97,13 +97,6 @@ def scaled_dot_product_attention_metatypes(self) -> List[OperatorMetatype]: Property for the backend-specific Scaled Dot Product Attention metatypes. """ - @property - @abstractmethod - def scales_unification_map(self) -> Dict[OperatorMetatype, OperatorMetatype]: - """ - Property for the backend-specific metatypes that produces quantizers that might be unified. - """ - @property @abstractmethod def hw_config(self) -> HWConfig: diff --git a/nncf/quantization/algorithms/min_max/onnx_backend.py b/nncf/quantization/algorithms/min_max/onnx_backend.py index 6f270aa6683..72e72548b99 100644 --- a/nncf/quantization/algorithms/min_max/onnx_backend.py +++ b/nncf/quantization/algorithms/min_max/onnx_backend.py @@ -92,10 +92,6 @@ def read_variable_metatypes(self) -> List[OperatorMetatype]: def scaled_dot_product_attention_metatypes(self) -> List[OperatorMetatype]: return [] - @property - def scales_unification_map(self) -> Dict[OperatorMetatype, OperatorMetatype]: - return {om.ONNXConcatMetatype: self.overflow_fix_metatypes} - @property def hw_config(self) -> HWConfig: return ONNXHWConfig diff --git a/nncf/quantization/algorithms/min_max/openvino_backend.py b/nncf/quantization/algorithms/min_max/openvino_backend.py index 1b258618ee5..f459e1003eb 100644 --- a/nncf/quantization/algorithms/min_max/openvino_backend.py +++ b/nncf/quantization/algorithms/min_max/openvino_backend.py @@ -94,10 +94,6 @@ def read_variable_metatypes(self) -> List[OperatorMetatype]: def scaled_dot_product_attention_metatypes(self) -> List[OperatorMetatype]: return [om.OVScaledDotProductAttentionMetatype] - @property - def scales_unification_map(self) -> Dict[OperatorMetatype, OperatorMetatype]: - return {om.OVConcatMetatype: self.overflow_fix_metatypes} - @property def hw_config(self) -> HWConfig: return OVHWConfig diff --git a/nncf/quantization/algorithms/min_max/torch_backend.py b/nncf/quantization/algorithms/min_max/torch_backend.py index f321a8f70f2..94cb4afa878 100644 --- a/nncf/quantization/algorithms/min_max/torch_backend.py +++ b/nncf/quantization/algorithms/min_max/torch_backend.py @@ -106,10 +106,6 @@ def group_conv_metatypes(self) -> List[OperatorMetatype]: def scaled_dot_product_attention_metatypes(self) -> List[OperatorMetatype]: return [] - @property - def scales_unification_map(self) -> Dict[OperatorMetatype, OperatorMetatype]: - return {om.PTCatMetatype: self.overflow_fix_metatypes} - @property def hw_config(self) -> HWConfig: return PTHWConfig @@ -333,9 +329,6 @@ def get_ignored_metatypes(model_type: ModelType, device: TargetDevice) -> List[O om.PTModuleLayerNormMetatype, om.PTGroupNormMetatype, om.PTModuleGroupNormMetatype, - # Batchnorm - om.PTBatchNormMetatype, - om.PTModuleBatchNormMetatype, ] if device != TargetDevice.CPU_SPR: types.append(om.PTMulMetatype) diff --git a/nncf/tensorflow/graph/metatypes/keras_layers.py b/nncf/tensorflow/graph/metatypes/keras_layers.py index ce65fc63298..8ce2220c401 100644 --- a/nncf/tensorflow/graph/metatypes/keras_layers.py +++ b/nncf/tensorflow/graph/metatypes/keras_layers.py @@ -219,6 +219,7 @@ class TFBatchNormalizationLayerMetatype(TFLayerWithWeightsMetatype): weight_definitions = [WeightDef(weight_attr_name="gamma", channel_axes=0)] bias_attr_name = "beta" + hw_config_names = [HWConfigOpName.BATCH_NORM] @KERAS_LAYER_METATYPES.register() diff --git a/nncf/tensorflow/quantization/algorithm.py b/nncf/tensorflow/quantization/algorithm.py index 57af3fa6204..1227dea97b9 100644 --- a/nncf/tensorflow/quantization/algorithm.py +++ b/nncf/tensorflow/quantization/algorithm.py @@ -64,10 +64,8 @@ from nncf.tensorflow.graph.metatypes.common import ELEMENTWISE_LAYER_METATYPES from nncf.tensorflow.graph.metatypes.common import GENERAL_CONV_LAYER_METATYPES from nncf.tensorflow.graph.metatypes.common import LINEAR_LAYER_METATYPES -from nncf.tensorflow.graph.metatypes.keras_layers import TFConcatenateLayerMetatype from nncf.tensorflow.graph.metatypes.keras_layers import TFLambdaLayerMetatype from nncf.tensorflow.graph.metatypes.keras_layers import TFLayerWithWeightsMetatype -from nncf.tensorflow.graph.metatypes.tf_ops import TFConcatOpMetatype from nncf.tensorflow.graph.metatypes.tf_ops import TFIdentityOpMetatype from nncf.tensorflow.graph.metatypes.tf_ops import TFOpWithWeightsMetatype from nncf.tensorflow.graph.transformations.commands import TFAfterLayer @@ -620,10 +618,6 @@ def _get_quantizer_propagation_solution( **{name: IgnoreReason.AUTOGENERATED for name in input_preprocessing_node_names}, **{name: IgnoreReason.AUTOGENERATED for name in custom_layer_node_names}, } - scales_unification_map = { - TFConcatenateLayerMetatype: GENERAL_CONV_LAYER_METATYPES + LINEAR_LAYER_METATYPES, - TFConcatOpMetatype: GENERAL_CONV_LAYER_METATYPES + LINEAR_LAYER_METATYPES, - } solver = QuantizerPropagationSolver( activation_ignored_scopes=ignored_scopes_for_solver, weight_ignored_scopes=self.ignored_scopes_per_group[QuantizerGroup.WEIGHTS], @@ -637,7 +631,6 @@ def _get_quantizer_propagation_solution( quantizable_layer_nodes=quantizable_weighted_layer_nodes, global_constraints=self.global_quantizer_constraints, quantize_outputs=self.quantize_outputs, - scales_unification_map=scales_unification_map, ) quantization_proposal = solver.run_on_ip_graph(ip_graph) diff --git a/nncf/torch/graph/operator_metatypes.py b/nncf/torch/graph/operator_metatypes.py index 33d3d628c39..767d54264d4 100644 --- a/nncf/torch/graph/operator_metatypes.py +++ b/nncf/torch/graph/operator_metatypes.py @@ -626,6 +626,7 @@ class PTBatchNormMetatype(PTOperatorMetatype): name = "BatchNormOp" module_to_function_names = {NamespaceTarget.TORCH_NN_FUNCTIONAL: ["batch_norm"]} subtypes = [PTModuleBatchNormMetatype] + hw_config_names = [HWConfigOpName.BATCH_NORM] @PT_OPERATOR_METATYPES.register() diff --git a/nncf/torch/quantization/algo.py b/nncf/torch/quantization/algo.py index ca4db1b5d15..ca8eea76f05 100644 --- a/nncf/torch/quantization/algo.py +++ b/nncf/torch/quantization/algo.py @@ -79,8 +79,6 @@ from nncf.torch.compression_method_api import PTCompressionAlgorithmBuilder from nncf.torch.compression_method_api import PTCompressionAlgorithmController from nncf.torch.graph.graph import PTNNCFGraph -from nncf.torch.graph.operator_metatypes import UNIFICATION_PRODUCING_METATYPES -from nncf.torch.graph.operator_metatypes import PTCatMetatype from nncf.torch.graph.operator_metatypes import PTDepthwiseConv2dSubtype from nncf.torch.graph.operator_metatypes import PTModuleConv2dMetatype from nncf.torch.graph.transformations.commands import PTInsertionCommand @@ -350,7 +348,6 @@ def generate_setup(self) -> SingleConfigQuantizerSetup: self._debug_interface.visualize_insertion_point_graph(insertion_point_graph) from nncf.common.quantization.quantizer_propagation.solver import QuantizerPropagationSolver - scales_unification_map = {PTCatMetatype: UNIFICATION_PRODUCING_METATYPES} ignored_scopes_for_solver = { name: IgnoreReason.USER_REQUESTED for name in self._ignored_scopes_per_group[QuantizerGroup.ACTIVATIONS] } @@ -369,7 +366,6 @@ def generate_setup(self) -> SingleConfigQuantizerSetup: global_constraints=self.global_quantizer_constraints, additional_unified_scale_op_scopes=self._unified_scale_ops, quantize_outputs=self._quantize_outputs, - scales_unification_map=scales_unification_map, ) merged_ip_graph = insertion_point_graph.get_ip_graph_with_merged_hw_optimized_operations( diff --git a/tests/common/quantization/metatypes.py b/tests/common/quantization/metatypes.py index 2c369a52cb6..1002c416f4f 100644 --- a/tests/common/quantization/metatypes.py +++ b/tests/common/quantization/metatypes.py @@ -157,6 +157,16 @@ class DivideTestMetatype(TestMetatype): name = "divide" +@METATYPES_FOR_TEST.register() +class GenericBinaryUnifiedScaleOpMetatype(TestMetatype): + name = "binary_unified_scale_op" + + +@METATYPES_FOR_TEST.register() +class GenericBinaryOpMetatype(TestMetatype): + name = "binary_op" + + @METATYPES_FOR_TEST.register() @INPUT_NOOP_METATYPES.register() class ParameterTestMetatype(TestMetatype): diff --git a/tests/common/quantization/test_quantizer_propagation_graph.py b/tests/common/quantization/test_quantizer_propagation_graph.py index b957be5b329..3390099f48a 100644 --- a/tests/common/quantization/test_quantizer_propagation_graph.py +++ b/tests/common/quantization/test_quantizer_propagation_graph.py @@ -37,9 +37,7 @@ from nncf.common.quantization.structs import QuantizationScheme as QuantizationMode from nncf.common.quantization.structs import QuantizerConfig from nncf.common.quantization.structs import UnifiedScaleType -from tests.common.quantization.metatypes import WEIGHT_LAYER_METATYPES from tests.common.quantization.metatypes import CatTestMetatype -from tests.common.quantization.metatypes import Conv2dTestMetatype from tests.common.quantization.mock_graphs import get_ip_graph_for_test from tests.common.quantization.mock_graphs import get_mock_nncf_node_attrs from tests.common.quantization.mock_graphs import get_nncf_graph_from_mock_nx_graph @@ -47,7 +45,7 @@ from tests.common.quantization.mock_graphs import mark_input_ports_lexicographically_based_on_input_node_key -def get_edge_paths(graph, start_node_key, finish_node_key) -> List[List[Tuple]]: +def get_edge_paths(graph: QPSG, start_node_key: str, finish_node_key: str) -> List[List[Tuple]]: node_paths = list(nx.all_simple_paths(graph, start_node_key, finish_node_key)) edge_paths = [] for path in node_paths: @@ -55,7 +53,7 @@ def get_edge_paths(graph, start_node_key, finish_node_key) -> List[List[Tuple]]: return edge_paths -def get_edge_paths_for_propagation(graph, start_node_key, finish_node_key) -> List[List[Tuple]]: +def get_edge_paths_for_propagation(graph: QPSG, start_node_key: str, finish_node_key: str) -> List[List[Tuple]]: paths = get_edge_paths(graph, start_node_key, finish_node_key) return [list(reversed(path)) for path in paths] @@ -68,7 +66,6 @@ def mock_qp_graph(): qpsg = QPSG(ip_graph) qpsg.nodes["5 /F_0"][QPSG.OPERATOR_METATYPE_NODE_ATTR] = CatTestMetatype - qpsg.nodes["6 /G_0"][QPSG.OPERATOR_METATYPE_NODE_ATTR] = Conv2dTestMetatype qpsg.skip_check = False yield qpsg if not qpsg.skip_check: @@ -287,7 +284,7 @@ def test_get_paths_to_immediately_dominating_insertion_points_grouped_by_unified ref_groups_vs_paths = start_ip_node_and_dom_node_grouped_paths.ref_groups_vs_paths test_groups_vs_paths = ( mock_qp_graph.get_paths_to_immediately_dominating_insertion_points_grouped_by_unified_scales( - start_node_key, {CatTestMetatype}, {CatTestMetatype: WEIGHT_LAYER_METATYPES} + start_node_key, {CatTestMetatype} ) ) diff --git a/tests/common/quantization/test_quantizer_propagation_solver.py b/tests/common/quantization/test_quantizer_propagation_solver.py index 9d0171bc643..14d1b3c0985 100644 --- a/tests/common/quantization/test_quantizer_propagation_solver.py +++ b/tests/common/quantization/test_quantizer_propagation_solver.py @@ -8,24 +8,28 @@ # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. - - +import abc from collections import Counter from collections import namedtuple +from dataclasses import dataclass from itertools import permutations -from typing import Dict, List, Optional, Set, Tuple +from typing import Dict, List, Optional, Set, Tuple, Type import networkx as nx import pytest +import nncf from nncf.common.graph import NNCFGraph from nncf.common.graph import NNCFNode from nncf.common.graph import NNCFNodeName from nncf.common.graph.definitions import MODEL_INPUT_OP_NAME +from nncf.common.graph.definitions import NNCFGraphNodeType from nncf.common.graph.layer_attributes import Dtype +from nncf.common.graph.operator_metatypes import OperatorMetatype from nncf.common.graph.operator_metatypes import OutputNoopMetatype from nncf.common.graph.operator_metatypes import UnknownMetatype from nncf.common.graph.transformations.commands import TargetType +from nncf.common.hardware.config import HWConfig from nncf.common.insertion_point_graph import InsertionPointGraph from nncf.common.quantization.quantizer_propagation.graph import QuantizerPropagationStateGraph as QPSG from nncf.common.quantization.quantizer_propagation.solver import PropagationStrategy @@ -37,15 +41,20 @@ from nncf.common.quantization.quantizer_propagation.structs import QuantizationTrait from nncf.common.quantization.quantizer_setup import ActivationQuantizationInsertionPoint from nncf.common.quantization.quantizer_setup import MultiConfigQuantizationPoint +from nncf.common.quantization.quantizer_setup import MultiConfigQuantizerSetup from nncf.common.quantization.quantizer_setup import QuantizationPointId from nncf.common.quantization.quantizer_setup import WeightQuantizationInsertionPoint from nncf.common.quantization.structs import QuantizationScheme as QuantizationMode from nncf.common.quantization.structs import QuantizerConfig +from nncf.common.quantization.structs import UnifiedScaleType from tests.common.quantization.metatypes import DEFAULT_TEST_QUANT_TRAIT_MAP from tests.common.quantization.metatypes import BatchNormTestMetatype +from tests.common.quantization.metatypes import CatTestMetatype from tests.common.quantization.metatypes import Conv2dTestMetatype from tests.common.quantization.metatypes import DropoutTestMetatype from tests.common.quantization.metatypes import GeluTestMetatype +from tests.common.quantization.metatypes import GenericBinaryOpMetatype +from tests.common.quantization.metatypes import GenericBinaryUnifiedScaleOpMetatype from tests.common.quantization.metatypes import MatMulTestMetatype from tests.common.quantization.metatypes import MaxPool2dTestMetatype from tests.common.quantization.metatypes import MinTestMetatype @@ -58,7 +67,13 @@ from tests.common.quantization.test_quantizer_propagation_graph import get_edge_paths_for_propagation -class TwoFcAfterDropout: +class GraphProvider(abc.ABC): + @abc.abstractmethod + def get_graph(self) -> nx.DiGraph(): + pass + + +class TwoFcAfterDropout(GraphProvider): DROPOUT_OP_TYPE_STR = "dropout" DROPOUT_NODE_NAME = f"TwoFcAfterDropoutModel/{DROPOUT_OP_TYPE_STR}_0" @@ -68,8 +83,7 @@ class TwoFcAfterDropout: FC_2_SCOPE_STR = "TwoFcAfterDropoutModel/NNCFLinear[branch2]" FC_2_NODE_NAME = f"{FC_2_SCOPE_STR}/linear_0" - @staticmethod - def get_graph(): + def get_graph(self) -> nx.DiGraph: graph = nx.DiGraph() dropout_node_attrs = { NNCFNode.NODE_NAME_ATTR: TwoFcAfterDropout.DROPOUT_NODE_NAME, @@ -96,6 +110,153 @@ def get_graph(): return graph +class TwoInputModelWithQuantizableConcat(GraphProvider): + CONCAT_NODE_NAME = "concat" + CONV_NODE_NAME = "conv" + + def get_graph(self) -> nx.DiGraph: + # (I1) (I2) + # | | + # \ / + # (concat) + # | + # (conv) + # + + graph = nx.DiGraph() + input_1_attrs = {NNCFNode.NODE_NAME_ATTR: "I1", NNCFNode.NODE_TYPE_ATTR: NNCFGraphNodeType.INPUT_NODE} + + input_2_attrs = {NNCFNode.NODE_NAME_ATTR: "I2", NNCFNode.NODE_TYPE_ATTR: NNCFGraphNodeType.INPUT_NODE} + + graph.add_node("I1", **input_1_attrs) + graph.add_node("I2", **input_2_attrs) + + concat_node_attrs = { + NNCFNode.NODE_NAME_ATTR: TwoInputModelWithQuantizableConcat.CONCAT_NODE_NAME, + NNCFNode.NODE_TYPE_ATTR: CatTestMetatype.name, + } + + graph.add_node(TwoInputModelWithQuantizableConcat.CONCAT_NODE_NAME, **concat_node_attrs) + + graph.add_edge("I1", TwoInputModelWithQuantizableConcat.CONCAT_NODE_NAME) + graph.add_edge("I2", TwoInputModelWithQuantizableConcat.CONCAT_NODE_NAME) + + graph.add_node( + TwoInputModelWithQuantizableConcat.CONV_NODE_NAME, + **{ + NNCFNode.NODE_NAME_ATTR: QuantizableConcatSharingInputWithBinaryOp.CONV_NODE_NAME, + NNCFNode.NODE_TYPE_ATTR: Conv2dTestMetatype.name, + }, + ) + graph.add_edge( + TwoInputModelWithQuantizableConcat.CONCAT_NODE_NAME, TwoInputModelWithQuantizableConcat.CONV_NODE_NAME + ) + + mark_input_ports_lexicographically_based_on_input_node_key(graph) + return graph + + +class ThreeInputGraphWithConcatAndBinaryOp(GraphProvider, abc.ABC): + BINARY_OP_NAME = "binary_op" + CONCAT_NODE_NAME = "concat" + + def __init__(self, use_unified_scale_binary_op: bool): + self._use_unified_scale_binary_op = use_unified_scale_binary_op + + def _build_common_graph_part(self) -> nx.DiGraph: + graph = nx.DiGraph() + input_1_attrs = {NNCFNode.NODE_NAME_ATTR: "I1", NNCFNode.NODE_TYPE_ATTR: NNCFGraphNodeType.INPUT_NODE} + + input_2_attrs = {NNCFNode.NODE_NAME_ATTR: "I2", NNCFNode.NODE_TYPE_ATTR: NNCFGraphNodeType.INPUT_NODE} + + input_3_attrs = {NNCFNode.NODE_NAME_ATTR: "I3", NNCFNode.NODE_TYPE_ATTR: NNCFGraphNodeType.INPUT_NODE} + + concat_node_attrs = { + NNCFNode.NODE_NAME_ATTR: ConcatBeforeBinaryOp.CONCAT_NODE_NAME, + NNCFNode.NODE_TYPE_ATTR: CatTestMetatype.name, + } + + binary_op_type = ( + GenericBinaryUnifiedScaleOpMetatype.name + if self._use_unified_scale_binary_op + else GenericBinaryOpMetatype.name + ) + binary_op_attrs = { + NNCFNode.NODE_NAME_ATTR: ConcatBeforeBinaryOp.BINARY_OP_NAME, + NNCFNode.NODE_TYPE_ATTR: binary_op_type, + } + + graph.add_node("I1", **input_1_attrs) + graph.add_node("I2", **input_2_attrs) + graph.add_node("I3", **input_3_attrs) + graph.add_node(ConcatBeforeBinaryOp.CONCAT_NODE_NAME, **concat_node_attrs) + graph.add_node(ConcatBeforeBinaryOp.BINARY_OP_NAME, **binary_op_attrs) + return graph + + +class ConcatBeforeBinaryOp(ThreeInputGraphWithConcatAndBinaryOp): + def get_graph(self) -> nx.DiGraph: + # (I1) (I2) (I3) + # | | | + # \ / | + # (concat) | + # \ / + # (binary_op) + graph = self._build_common_graph_part() + graph.add_edge("I1", ThreeInputGraphWithConcatAndBinaryOp.CONCAT_NODE_NAME) + graph.add_edge("I2", ThreeInputGraphWithConcatAndBinaryOp.CONCAT_NODE_NAME) + graph.add_edge( + ThreeInputGraphWithConcatAndBinaryOp.CONCAT_NODE_NAME, ThreeInputGraphWithConcatAndBinaryOp.BINARY_OP_NAME + ) + graph.add_edge("I3", ThreeInputGraphWithConcatAndBinaryOp.BINARY_OP_NAME) + + mark_input_ports_lexicographically_based_on_input_node_key(graph) + return graph + + +class ConcatSharingInputWithBinaryOp(ThreeInputGraphWithConcatAndBinaryOp): + def get_graph(self) -> nx.DiGraph: + # (I1) (I2) (I3) + # | | | + # \ /\ / + # (concat) (binary_op) + # + graph = self._build_common_graph_part() + graph.add_edge("I1", ThreeInputGraphWithConcatAndBinaryOp.CONCAT_NODE_NAME) + graph.add_edge("I2", ThreeInputGraphWithConcatAndBinaryOp.CONCAT_NODE_NAME) + graph.add_edge("I2", ThreeInputGraphWithConcatAndBinaryOp.BINARY_OP_NAME) + graph.add_edge("I3", ThreeInputGraphWithConcatAndBinaryOp.BINARY_OP_NAME) + + mark_input_ports_lexicographically_based_on_input_node_key(graph) + return graph + + +class QuantizableConcatSharingInputWithBinaryOp(ConcatSharingInputWithBinaryOp): + CONV_NODE_NAME = "conv" + + def get_graph(self) -> nx.DiGraph: + # (I1) (I2) (I3) + # | | | + # \ /\ / + # (concat) (binary_op) + # | + # (conv) + # + graph = super().get_graph() + graph.add_node( + QuantizableConcatSharingInputWithBinaryOp.CONV_NODE_NAME, + **{ + NNCFNode.NODE_NAME_ATTR: QuantizableConcatSharingInputWithBinaryOp.CONV_NODE_NAME, + NNCFNode.NODE_TYPE_ATTR: Conv2dTestMetatype.name, + }, + ) + graph.add_edge( + ThreeInputGraphWithConcatAndBinaryOp.CONCAT_NODE_NAME, + QuantizableConcatSharingInputWithBinaryOp.CONV_NODE_NAME, + ) + return graph + + def get_branching_model_graph() -> NNCFGraph: mock_graph = nx.DiGraph() @@ -165,6 +326,29 @@ def __init__( self.directly_quantized_op_node_names = directly_quantized_op_node_names +@dataclass +class TraitConfigTargetNodeStruct: + trait: QuantizationTrait + configs: List[QuantizerConfig] + target_node_name: Optional[NNCFNodeName] + + +@dataclass +class PathTransitionTestStruct: + init_node_to_trait_configs_and_target_node_dict: Dict[str, TraitConfigTargetNodeStruct] + starting_primary_quantizer_ip_node: str + primary_quantizer_qconfigs: List[QuantizerConfig] + target_node_for_primary_quantizer: str + expected_status: TransitionStatus + + +@dataclass +class InitNodeTestStruct: + quantization_trait: QuantizationTrait + qconfigs: List[QuantizerConfig] + op_meta: Type[OperatorMetatype] = UnknownMetatype + + class RunOnIpGraphTestStruct: def __init__( self, @@ -174,7 +358,7 @@ def __init__( retval_shared_input_operation_set_groups: List[Set[QuantizationPointId]], expected_count_finished_quant: int, expected_count_active_quant: int, - ignored_scopes: Optional[List[str]], + ignored_scopes: Optional[Dict[str, IgnoreReason]], ): self.base_graph = get_nncf_graph_from_mock_nx_graph(base_nx_graph) self.retval_unified_scale_qp_groups = retval_unified_scale_qp_groups @@ -831,19 +1015,13 @@ def test_merged_qconfig_list_is_independent_of_branch_qconfig_list_order( ), ) - class InitNodeTestStruct: - def __init__(self, quantization_trait, config, op_meta=UnknownMetatype): - self.quantization_trait = quantization_trait - self.config = config - self.op_meta = op_meta - BRANCH_TRANSITION_TEST_CASES = [ # Downward branches are quantization-agnostic BranchTransitionTestStruct( init_node_to_trait_and_configs_dict= { '4 /D_0': InitNodeTestStruct(QuantizationTrait.INPUTS_QUANTIZABLE, - QuantizerConfig()), + [QuantizerConfig()]), }, starting_primary_quantizer_ip_node=InsertionPointGraph.get_pre_hook_node_key('4 /D_0'), target_branching_node_for_primary_quantizer=InsertionPointGraph.get_post_hook_node_key('2 /B_0'), @@ -1133,7 +1311,7 @@ def test_check_branching_transition(self, branch_transition_test_struct: BranchT primary_prop_quant = None for node_key, init_node_struct in init_node_to_trait_and_configs_dict.items(): - qconfigs = init_node_struct.config + qconfigs = init_node_struct.qconfigs trait = init_node_struct.quantization_trait quant_prop_graph.nodes[node_key][QPSG.QUANTIZATION_TRAIT_NODE_ATTR] = trait if trait == QuantizationTrait.INPUTS_QUANTIZABLE: @@ -1157,21 +1335,10 @@ def test_check_branching_transition(self, branch_transition_test_struct: BranchT status = solver.check_branching_transition(quant_prop_graph, primary_prop_quant, target_node) assert status == expected_status - PathTransitionTestStruct = namedtuple( - "PathTransitionTestStruct", - ( - "init_node_to_trait_configs_and_target_node_dict", - # Unspecified nodes are marked as quantization agnostic - "starting_primary_quantizer_ip_node", - "primary_quantizer_qconfigs", - "target_node_for_primary_quantizer", - "expected_status", - ), - ) - @staticmethod def prepare_propagation_graph_state( - ip_graph: InsertionPointGraph, init_node_to_trait_configs_and_target_node_dict: Dict[str, Tuple] + ip_graph: InsertionPointGraph, + init_node_to_trait_configs_and_target_node_dict: Dict[str, TraitConfigTargetNodeStruct], ) -> Tuple[List[PropagatingQuantizer], QPSG]: quant_prop_graph = QPSG(ip_graph) prop_quantizers = [] @@ -1179,9 +1346,9 @@ def prepare_propagation_graph_state( node[QPSG.QUANTIZATION_TRAIT_NODE_ATTR] = QuantizationTrait.QUANTIZATION_AGNOSTIC for node_key, trait_configs_and_target_tuple in init_node_to_trait_configs_and_target_node_dict.items(): - trait = trait_configs_and_target_tuple[0] - qconfigs = trait_configs_and_target_tuple[1] - target_node = trait_configs_and_target_tuple[2] + trait = trait_configs_and_target_tuple.trait + qconfigs = trait_configs_and_target_tuple.configs + target_node = trait_configs_and_target_tuple.target_node_name quant_prop_graph.nodes[node_key][QPSG.QUANTIZATION_TRAIT_NODE_ATTR] = trait if trait == QuantizationTrait.INPUTS_QUANTIZABLE: ip_node_key = InsertionPointGraph.get_pre_hook_node_key(node_key) @@ -1212,7 +1379,7 @@ def prepare_propagation_graph_state( PathTransitionTestStruct( init_node_to_trait_configs_and_target_node_dict= { - '4 /D_0': (QuantizationTrait.INPUTS_QUANTIZABLE, + '4 /D_0': TraitConfigTargetNodeStruct(QuantizationTrait.INPUTS_QUANTIZABLE, [QuantizerConfig()], InsertionPointGraph.get_post_hook_node_key('1 /A_0')), }, @@ -1226,10 +1393,10 @@ def prepare_propagation_graph_state( PathTransitionTestStruct( init_node_to_trait_configs_and_target_node_dict= { - '6 /F_0': (QuantizationTrait.INPUTS_QUANTIZABLE, + '6 /F_0': TraitConfigTargetNodeStruct(QuantizationTrait.INPUTS_QUANTIZABLE, [QuantizerConfig(num_bits=6)], InsertionPointGraph.get_pre_hook_node_key('3 /C_0')), - '7 /G_0': (QuantizationTrait.INPUTS_QUANTIZABLE, + '7 /G_0': TraitConfigTargetNodeStruct(QuantizationTrait.INPUTS_QUANTIZABLE, [QuantizerConfig()], InsertionPointGraph.get_pre_hook_node_key('5 /E_0')) }, @@ -1243,10 +1410,10 @@ def prepare_propagation_graph_state( PathTransitionTestStruct( init_node_to_trait_configs_and_target_node_dict= { - '6 /F_0': (QuantizationTrait.INPUTS_QUANTIZABLE, + '6 /F_0': TraitConfigTargetNodeStruct(QuantizationTrait.INPUTS_QUANTIZABLE, [QuantizerConfig(num_bits=6), QuantizerConfig(num_bits=8)], InsertionPointGraph.get_pre_hook_node_key('3 /C_0')), - '7 /G_0': (QuantizationTrait.INPUTS_QUANTIZABLE, + '7 /G_0': TraitConfigTargetNodeStruct(QuantizationTrait.INPUTS_QUANTIZABLE, [QuantizerConfig(num_bits=6), QuantizerConfig(num_bits=5, mode=QuantizationMode.ASYMMETRIC)], InsertionPointGraph.get_pre_hook_node_key('5 /E_0')) @@ -1261,7 +1428,7 @@ def prepare_propagation_graph_state( PathTransitionTestStruct( init_node_to_trait_configs_and_target_node_dict= { - '5 /E_0': (QuantizationTrait.INPUTS_QUANTIZABLE, + '5 /E_0': TraitConfigTargetNodeStruct(QuantizationTrait.INPUTS_QUANTIZABLE, [QuantizerConfig()], InsertionPointGraph.get_pre_hook_node_key('1 /A_0')) }, @@ -1274,10 +1441,10 @@ def prepare_propagation_graph_state( PathTransitionTestStruct( init_node_to_trait_configs_and_target_node_dict= { - '7 /G_0': (QuantizationTrait.INPUTS_QUANTIZABLE, + '7 /G_0': TraitConfigTargetNodeStruct(QuantizationTrait.INPUTS_QUANTIZABLE, [QuantizerConfig()], InsertionPointGraph.get_pre_hook_node_key('1 /A_0')), - '6 /F_0': (QuantizationTrait.INPUTS_QUANTIZABLE, + '6 /F_0': TraitConfigTargetNodeStruct(QuantizationTrait.INPUTS_QUANTIZABLE, [QuantizerConfig(num_bits=2)], InsertionPointGraph.get_pre_hook_node_key('3 /C_0')) }, @@ -1293,10 +1460,10 @@ def prepare_propagation_graph_state( PathTransitionTestStruct( init_node_to_trait_configs_and_target_node_dict= { - '3 /C_0': (QuantizationTrait.INPUTS_QUANTIZABLE, + '3 /C_0': TraitConfigTargetNodeStruct(QuantizationTrait.INPUTS_QUANTIZABLE, [QuantizerConfig()], InsertionPointGraph.get_pre_hook_node_key('2 /B_0')), - '10 /J_0': (QuantizationTrait.INPUTS_QUANTIZABLE, + '10 /J_0': TraitConfigTargetNodeStruct(QuantizationTrait.INPUTS_QUANTIZABLE, [QuantizerConfig(num_bits=4)], InsertionPointGraph.get_pre_hook_node_key('9 /I_0')), }, @@ -1310,10 +1477,10 @@ def prepare_propagation_graph_state( PathTransitionTestStruct( init_node_to_trait_configs_and_target_node_dict= { - '10 /J_0': (QuantizationTrait.INPUTS_QUANTIZABLE, + '10 /J_0': TraitConfigTargetNodeStruct(QuantizationTrait.INPUTS_QUANTIZABLE, [QuantizerConfig()], InsertionPointGraph.get_pre_hook_node_key('8 /H_0')), - '3 /C_0': (QuantizationTrait.NON_QUANTIZABLE, + '3 /C_0': TraitConfigTargetNodeStruct(QuantizationTrait.NON_QUANTIZABLE, [], None) }, @@ -1328,10 +1495,10 @@ def prepare_propagation_graph_state( PathTransitionTestStruct( init_node_to_trait_configs_and_target_node_dict= { - '7 /G_0': (QuantizationTrait.INPUTS_QUANTIZABLE, + '7 /G_0': TraitConfigTargetNodeStruct(QuantizationTrait.INPUTS_QUANTIZABLE, [QuantizerConfig()], InsertionPointGraph.get_pre_hook_node_key('5 /E_0')), - '4 /D_0': (QuantizationTrait.NON_QUANTIZABLE, + '4 /D_0': TraitConfigTargetNodeStruct(QuantizationTrait.NON_QUANTIZABLE, [], None) }, @@ -1345,7 +1512,7 @@ def prepare_propagation_graph_state( PathTransitionTestStruct( init_node_to_trait_configs_and_target_node_dict= { - '5 /E_0': (QuantizationTrait.INPUTS_QUANTIZABLE, + '5 /E_0': TraitConfigTargetNodeStruct(QuantizationTrait.INPUTS_QUANTIZABLE, [QuantizerConfig(6)], InsertionPointGraph.get_post_hook_node_key('1 /A_0')), }, @@ -1358,7 +1525,7 @@ def prepare_propagation_graph_state( PathTransitionTestStruct( init_node_to_trait_configs_and_target_node_dict= { - '5 /E_0': (QuantizationTrait.INPUTS_QUANTIZABLE, + '5 /E_0': TraitConfigTargetNodeStruct(QuantizationTrait.INPUTS_QUANTIZABLE, [QuantizerConfig(6)], InsertionPointGraph.get_post_hook_node_key('1 /A_0')) }, @@ -1372,10 +1539,10 @@ def prepare_propagation_graph_state( PathTransitionTestStruct( init_node_to_trait_configs_and_target_node_dict= { - '6 /F_0': (QuantizationTrait.INPUTS_QUANTIZABLE, + '6 /F_0': TraitConfigTargetNodeStruct(QuantizationTrait.INPUTS_QUANTIZABLE, [QuantizerConfig(num_bits=6), QuantizerConfig(num_bits=8)], InsertionPointGraph.get_pre_hook_node_key('3 /C_0')), - '7 /G_0': (QuantizationTrait.INPUTS_QUANTIZABLE, + '7 /G_0': TraitConfigTargetNodeStruct(QuantizationTrait.INPUTS_QUANTIZABLE, [QuantizerConfig(num_bits=6), QuantizerConfig(num_bits=5, mode=QuantizationMode.ASYMMETRIC)], InsertionPointGraph.get_pre_hook_node_key('5 /E_0')) @@ -1431,7 +1598,7 @@ def test_check_transition_via_path(self, path_transition_test_struct: PathTransi PropagationStepTestStruct( init_node_to_trait_configs_and_target_node_dict= { - '6 /F_0': (QuantizationTrait.INPUTS_QUANTIZABLE, + '6 /F_0': TraitConfigTargetNodeStruct(QuantizationTrait.INPUTS_QUANTIZABLE, [QuantizerConfig()], InsertionPointGraph.get_post_hook_node_key('0 /O_0')) }, @@ -1442,7 +1609,7 @@ def test_check_transition_via_path(self, path_transition_test_struct: PathTransi PropagationStepTestStruct( init_node_to_trait_configs_and_target_node_dict= { - '6 /F_0': (QuantizationTrait.INPUTS_QUANTIZABLE, + '6 /F_0': TraitConfigTargetNodeStruct(QuantizationTrait.INPUTS_QUANTIZABLE, [QuantizerConfig()], InsertionPointGraph.get_pre_hook_node_key('3 /C_0')) }, @@ -1452,13 +1619,13 @@ def test_check_transition_via_path(self, path_transition_test_struct: PathTransi ), PropagationStepTestStruct( init_node_to_trait_configs_and_target_node_dict={ - '6 /F_0': (QuantizationTrait.INPUTS_QUANTIZABLE, + '6 /F_0': TraitConfigTargetNodeStruct(QuantizationTrait.INPUTS_QUANTIZABLE, [QuantizerConfig()], InsertionPointGraph.get_pre_hook_node_key('1 /A_0')), - '7 /G_0': (QuantizationTrait.INPUTS_QUANTIZABLE, + '7 /G_0': TraitConfigTargetNodeStruct(QuantizationTrait.INPUTS_QUANTIZABLE, [QuantizerConfig()], InsertionPointGraph.get_pre_hook_node_key('5 /E_0')), - '10 /J_0': (QuantizationTrait.INPUTS_QUANTIZABLE, + '10 /J_0': TraitConfigTargetNodeStruct(QuantizationTrait.INPUTS_QUANTIZABLE, [QuantizerConfig()], InsertionPointGraph.get_pre_hook_node_key('9 /I_0')) }, @@ -1471,13 +1638,13 @@ def test_check_transition_via_path(self, path_transition_test_struct: PathTransi # (i.e. when passing through an upward branching node) PropagationStepTestStruct( init_node_to_trait_configs_and_target_node_dict={ - '10 /J_0': (QuantizationTrait.INPUTS_QUANTIZABLE, + '10 /J_0': TraitConfigTargetNodeStruct(QuantizationTrait.INPUTS_QUANTIZABLE, [QuantizerConfig()], InsertionPointGraph.get_post_hook_node_key('9 /I_0')), - '6 /F_0': (QuantizationTrait.INPUTS_QUANTIZABLE, + '6 /F_0': TraitConfigTargetNodeStruct(QuantizationTrait.INPUTS_QUANTIZABLE, [QuantizerConfig()], InsertionPointGraph.get_pre_hook_node_key('1 /A_0')), - '7 /G_0': (QuantizationTrait.INPUTS_QUANTIZABLE, + '7 /G_0': TraitConfigTargetNodeStruct(QuantizationTrait.INPUTS_QUANTIZABLE, [QuantizerConfig()], InsertionPointGraph.get_pre_hook_node_key('5 /E_0')), }, @@ -1543,8 +1710,8 @@ def test_handling_upward_branching_path_with_no_transition_creates_no_extra_quan ip_graph = get_ip_graph_for_test(mock_graph) quant_prop_solver = QuantizerPropagationSolver() prep_data_dict = { - "9 /I_0": (QuantizationTrait.NON_QUANTIZABLE, [], None), - "10 /J_0": ( + "9 /I_0": TraitConfigTargetNodeStruct(QuantizationTrait.NON_QUANTIZABLE, [], None), + "10 /J_0": TraitConfigTargetNodeStruct( QuantizationTrait.INPUTS_QUANTIZABLE, [QuantizerConfig()], InsertionPointGraph.get_post_hook_node_key("9 /I_0"), @@ -1641,7 +1808,7 @@ def test_handling_upward_branching_path_with_no_transition_creates_no_extra_quan ignored_scopes={'/conv2d_0': IgnoreReason.USER_REQUESTED, '/matmul_0': IgnoreReason.USER_REQUESTED} ), RunOnIpGraphTestStruct( - base_nx_graph=TwoFcAfterDropout.get_graph(), + base_nx_graph=TwoFcAfterDropout().get_graph(), retval_qp_data={1: MultiQPSerializedDataForTest(TargetType.OPERATOR_PRE_HOOK, TwoFcAfterDropout.FC_1_NODE_NAME, [QuantizerConfig()], input_port_id=0, @@ -1653,7 +1820,22 @@ def test_handling_upward_branching_path_with_no_transition_creates_no_extra_quan expected_count_finished_quant=1, expected_count_active_quant=0, ignored_scopes={TwoFcAfterDropout.FC_2_NODE_NAME: IgnoreReason.USER_REQUESTED} - ) + ), + + RunOnIpGraphTestStruct( + base_nx_graph=TwoFcAfterDropout().get_graph(), + retval_qp_data={1: MultiQPSerializedDataForTest(TargetType.OPERATOR_PRE_HOOK, + TwoFcAfterDropout.FC_1_NODE_NAME, [QuantizerConfig()], + input_port_id=0, + directly_quantized_op_node_names=[ + TwoFcAfterDropout.FC_1_NODE_NAME] + )}, + retval_unified_scale_qp_groups=[], + retval_shared_input_operation_set_groups=[{1}], + expected_count_finished_quant=1, + expected_count_active_quant=0, + ignored_scopes={TwoFcAfterDropout.FC_2_NODE_NAME: IgnoreReason.USER_REQUESTED} + ), ] # fmt: skip @staticmethod @@ -1794,7 +1976,7 @@ def test_quantizers_are_not_propagated_through_integer_paths( ): quant_prop_solver = QuantizerPropagationSolver() prep_data_dict = { - int_prop_test_struct.initial_node_name: ( + int_prop_test_struct.initial_node_name: TraitConfigTargetNodeStruct( QuantizationTrait.INPUTS_QUANTIZABLE, [QuantizerConfig()], int_prop_test_struct.target_node_name, @@ -1838,6 +2020,117 @@ def test_quantizers_are_not_set_up_for_integer_inputs(self, ip_graph_with_int_ed "5 /E_0", input_port_id=1 ) + @dataclass + class GranularityBasedUnifiedScaleTestStruct: + graph_provider: GraphProvider + is_binary_op_per_channel: bool + ref_qp_vs_unified_scale_type: Optional[Dict[str, UnifiedScaleType]] + + @pytest.mark.parametrize( + "test_struct", + [ + GranularityBasedUnifiedScaleTestStruct( + graph_provider=TwoInputModelWithQuantizableConcat(), + is_binary_op_per_channel=False, + ref_qp_vs_unified_scale_type={ + "I1|OUTPUT": UnifiedScaleType.UNIFY_ONLY_PER_TENSOR, + "I2|OUTPUT": UnifiedScaleType.UNIFY_ONLY_PER_TENSOR, + }, + ), + GranularityBasedUnifiedScaleTestStruct( + graph_provider=ConcatBeforeBinaryOp(use_unified_scale_binary_op=True), + is_binary_op_per_channel=False, + ref_qp_vs_unified_scale_type={ + "I1|OUTPUT": UnifiedScaleType.UNIFY_ONLY_PER_TENSOR, + "I2|OUTPUT": UnifiedScaleType.UNIFY_ONLY_PER_TENSOR, + "I3|OUTPUT": UnifiedScaleType.UNIFY_ALWAYS, + }, + ), + GranularityBasedUnifiedScaleTestStruct( + graph_provider=ConcatBeforeBinaryOp(use_unified_scale_binary_op=False), + is_binary_op_per_channel=False, + ref_qp_vs_unified_scale_type={ + "I1|OUTPUT": UnifiedScaleType.UNIFY_ONLY_PER_TENSOR, + "I2|OUTPUT": UnifiedScaleType.UNIFY_ONLY_PER_TENSOR, + }, + ), + GranularityBasedUnifiedScaleTestStruct( + graph_provider=ConcatBeforeBinaryOp(use_unified_scale_binary_op=True), + is_binary_op_per_channel=True, + ref_qp_vs_unified_scale_type=None, + ), # should fail since per-channel-only ops cannot have unified scales + GranularityBasedUnifiedScaleTestStruct( + graph_provider=ConcatBeforeBinaryOp(use_unified_scale_binary_op=False), + is_binary_op_per_channel=True, + ref_qp_vs_unified_scale_type={ + "I1|OUTPUT": UnifiedScaleType.UNIFY_ONLY_PER_TENSOR, + "I2|OUTPUT": UnifiedScaleType.UNIFY_ONLY_PER_TENSOR, + }, + ), + GranularityBasedUnifiedScaleTestStruct( + graph_provider=ConcatSharingInputWithBinaryOp(use_unified_scale_binary_op=True), + is_binary_op_per_channel=False, + ref_qp_vs_unified_scale_type={ + # since concat does not have its other arg quantized, + # the quantizer of binary op will stay at pre-hook + f"{ConcatSharingInputWithBinaryOp.BINARY_OP_NAME}|INPUT0": UnifiedScaleType.UNIFY_ALWAYS, + "I3|OUTPUT": UnifiedScaleType.UNIFY_ALWAYS, + }, + ), + GranularityBasedUnifiedScaleTestStruct( + graph_provider=QuantizableConcatSharingInputWithBinaryOp(use_unified_scale_binary_op=True), + is_binary_op_per_channel=False, + ref_qp_vs_unified_scale_type={ + "I1|OUTPUT": UnifiedScaleType.UNIFY_ONLY_PER_TENSOR, + "I2|OUTPUT": UnifiedScaleType.UNIFY_ONLY_PER_TENSOR, + "I3|OUTPUT": UnifiedScaleType.UNIFY_ALWAYS, + }, + ), + ], + ) + def test_quantization_setup_has_unified_scale_groups_with_proper_types_based_on_granularity( + self, test_struct: GranularityBasedUnifiedScaleTestStruct, mocker + ): + class TestHWConfig(HWConfig): + def get_operations_with_unified_scales(self) -> Set[Type[OperatorMetatype]]: + return {CatTestMetatype, GenericBinaryUnifiedScaleOpMetatype} + + def get_metatype_vs_quantizer_configs_map( + self, for_weights=False + ) -> Dict[Type[OperatorMetatype], Optional[List[QuantizerConfig]]]: + return { + GenericBinaryUnifiedScaleOpMetatype: [ + QuantizerConfig(per_channel=test_struct.is_binary_op_per_channel) + ], + GenericBinaryOpMetatype: [QuantizerConfig(per_channel=test_struct.is_binary_op_per_channel)], + Conv2dTestMetatype: [QuantizerConfig(per_channel=False)], + CatTestMetatype: [], + } + + quant_prop_solver = QuantizerPropagationSolver( + run_consistency_checks=True, + default_trait_to_metatype_map=DEFAULT_TEST_QUANT_TRAIT_MAP, + hw_config=TestHWConfig(), + ) + nncf_graph = get_nncf_graph_from_mock_nx_graph(test_struct.graph_provider.get_graph()) + ip_graph = get_ip_graph_for_test(nncf_graph) + + register_us_group_w_t_spy = mocker.spy(MultiConfigQuantizerSetup, "register_unified_scale_group_with_types") + if test_struct.ref_qp_vs_unified_scale_type is None: + with pytest.raises(nncf.InternalError): + quant_proposal = quant_prop_solver.run_on_ip_graph(ip_graph) + else: + quant_proposal = quant_prop_solver.run_on_ip_graph(ip_graph) + assert register_us_group_w_t_spy.called + + setup = quant_proposal.quantizer_setup + test_qp_vs_unified_scale_type = { + str(setup.quantization_points[qp_id].insertion_point): tp + for qp_id, tp in setup._unified_scale_qpid_vs_type.items() + } + + assert test_qp_vs_unified_scale_type == test_struct.ref_qp_vs_unified_scale_type + def test_metatypes_to_ignore(mocker): # pylint: disable=protected-access diff --git a/tests/common/quantization/test_quantizer_setup.py b/tests/common/quantization/test_quantizer_setup.py new file mode 100644 index 00000000000..a85a2b557cc --- /dev/null +++ b/tests/common/quantization/test_quantizer_setup.py @@ -0,0 +1,183 @@ +# Copyright (c) 2023 Intel Corporation +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# http://www.apache.org/licenses/LICENSE-2.0 +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +from dataclasses import dataclass +from typing import Dict, List, Set + +import pytest + +from nncf.common.quantization.quantizer_setup import ActivationQuantizationInsertionPoint +from nncf.common.quantization.quantizer_setup import MultiConfigQuantizationPoint +from nncf.common.quantization.quantizer_setup import MultiConfigQuantizerSetup +from nncf.common.quantization.quantizer_setup import QuantizationPointId +from nncf.common.quantization.structs import QuantizerConfig +from nncf.common.quantization.structs import UnifiedScaleType + +QCONFIG_PER_CHANNEL = QuantizerConfig(per_channel=True) +QCONFIG_PER_TENSOR = QuantizerConfig(per_channel=False) + + +@pytest.fixture() +def multiconf_quant_setup_for_unified_scale_testing() -> MultiConfigQuantizerSetup: + setup = MultiConfigQuantizerSetup() + setup.quantization_points = { + 0: MultiConfigQuantizationPoint( + ActivationQuantizationInsertionPoint(target_node_name="A"), [QCONFIG_PER_CHANNEL, QCONFIG_PER_TENSOR], [] + ), + 1: MultiConfigQuantizationPoint( + ActivationQuantizationInsertionPoint(target_node_name="B"), [QCONFIG_PER_CHANNEL, QCONFIG_PER_TENSOR], [] + ), + 2: MultiConfigQuantizationPoint( + ActivationQuantizationInsertionPoint(target_node_name="C"), [QCONFIG_PER_CHANNEL, QCONFIG_PER_TENSOR], [] + ), + 3: MultiConfigQuantizationPoint( + ActivationQuantizationInsertionPoint(target_node_name="D"), [QCONFIG_PER_CHANNEL, QCONFIG_PER_TENSOR], [] + ), + } + return setup + + +@dataclass +class UnifiedScaleAssignmentTestStruct: + unified_groups: List[Set[QuantizationPointId]] + unification_types: Dict[QuantizationPointId, UnifiedScaleType] + qconfig_choices: Dict[QuantizationPointId, QuantizerConfig] + ref_unified_groups_after_qconfig_selection: List[Set[QuantizationPointId]] + + +@pytest.mark.parametrize( + "test_struct", + [ + UnifiedScaleAssignmentTestStruct( + unified_groups=[{0, 1}], + unification_types={0: UnifiedScaleType.UNIFY_ALWAYS, 1: UnifiedScaleType.UNIFY_ALWAYS}, + qconfig_choices={ + 0: QCONFIG_PER_TENSOR, + 1: QCONFIG_PER_TENSOR, + 2: QCONFIG_PER_TENSOR, + 3: QCONFIG_PER_TENSOR, + }, + ref_unified_groups_after_qconfig_selection=[{0, 1}], + ), + UnifiedScaleAssignmentTestStruct( + unified_groups=[{1, 2, 3}], + unification_types={ + 1: UnifiedScaleType.UNIFY_ALWAYS, + 2: UnifiedScaleType.UNIFY_ALWAYS, + 3: UnifiedScaleType.UNIFY_ALWAYS, + }, + qconfig_choices={ + 0: QCONFIG_PER_TENSOR, + 1: QCONFIG_PER_TENSOR, + 2: QCONFIG_PER_TENSOR, + 3: QCONFIG_PER_TENSOR, + }, + ref_unified_groups_after_qconfig_selection=[{1, 2, 3}], + ), + UnifiedScaleAssignmentTestStruct( + unified_groups=[{0, 1}], + unification_types={0: UnifiedScaleType.UNIFY_ALWAYS, 1: UnifiedScaleType.UNIFY_ALWAYS}, + qconfig_choices={ + 0: QCONFIG_PER_CHANNEL, + 1: QCONFIG_PER_CHANNEL, + 2: QCONFIG_PER_CHANNEL, + 3: QCONFIG_PER_TENSOR, + }, + ref_unified_groups_after_qconfig_selection=[{0, 1}], + ), + UnifiedScaleAssignmentTestStruct( + unified_groups=[{0, 1}], + unification_types={0: UnifiedScaleType.UNIFY_ONLY_PER_TENSOR, 1: UnifiedScaleType.UNIFY_ALWAYS}, + qconfig_choices={ + 0: QCONFIG_PER_CHANNEL, + 1: QCONFIG_PER_CHANNEL, + 2: QCONFIG_PER_CHANNEL, + 3: QCONFIG_PER_TENSOR, + }, + ref_unified_groups_after_qconfig_selection=[], + ), + UnifiedScaleAssignmentTestStruct( + unified_groups=[{1, 2, 3}], + unification_types={ + 1: UnifiedScaleType.UNIFY_ONLY_PER_TENSOR, + 2: UnifiedScaleType.UNIFY_ONLY_PER_TENSOR, + 3: UnifiedScaleType.UNIFY_ONLY_PER_TENSOR, + }, + qconfig_choices={ + 0: QCONFIG_PER_TENSOR, + 1: QCONFIG_PER_CHANNEL, + 2: QCONFIG_PER_TENSOR, + 3: QCONFIG_PER_CHANNEL, + }, + ref_unified_groups_after_qconfig_selection=[], + ), + UnifiedScaleAssignmentTestStruct( + unified_groups=[{1, 2, 3}], + unification_types={ + 1: UnifiedScaleType.UNIFY_ONLY_PER_TENSOR, + 2: UnifiedScaleType.UNIFY_ONLY_PER_TENSOR, + 3: UnifiedScaleType.UNIFY_ONLY_PER_TENSOR, + }, + qconfig_choices={ + 0: QCONFIG_PER_TENSOR, + 1: QCONFIG_PER_TENSOR, + 2: QCONFIG_PER_CHANNEL, + 3: QCONFIG_PER_TENSOR, + }, + ref_unified_groups_after_qconfig_selection=[{1, 3}], + ), + UnifiedScaleAssignmentTestStruct( + unified_groups=[{0, 2}, {1, 3}], + unification_types={ + 0: UnifiedScaleType.UNIFY_ALWAYS, + 1: UnifiedScaleType.UNIFY_ALWAYS, + 2: UnifiedScaleType.UNIFY_ALWAYS, + 3: UnifiedScaleType.UNIFY_ALWAYS, + }, + qconfig_choices={ + 0: QCONFIG_PER_TENSOR, + 1: QCONFIG_PER_CHANNEL, + 2: QCONFIG_PER_TENSOR, + 3: QCONFIG_PER_CHANNEL, + }, + ref_unified_groups_after_qconfig_selection=[{0, 2}, {1, 3}], + ), + UnifiedScaleAssignmentTestStruct( + unified_groups=[{0, 1, 2, 3}], + unification_types={ + 0: UnifiedScaleType.UNIFY_ALWAYS, + 1: UnifiedScaleType.UNIFY_ALWAYS, + 2: UnifiedScaleType.UNIFY_ALWAYS, + 3: UnifiedScaleType.UNIFY_ALWAYS, + }, + qconfig_choices={ + 0: QCONFIG_PER_TENSOR, + 1: QCONFIG_PER_CHANNEL, + 2: QCONFIG_PER_TENSOR, + 3: QCONFIG_PER_CHANNEL, + }, + ref_unified_groups_after_qconfig_selection=[{0, 2}, {1, 3}], + ), + ], +) +def test_unified_scale_assignment_based_on_qconfig_selection( + test_struct: UnifiedScaleAssignmentTestStruct, + multiconf_quant_setup_for_unified_scale_testing: MultiConfigQuantizerSetup, +): + multi_setup = multiconf_quant_setup_for_unified_scale_testing + for us_group in test_struct.unified_groups: + us_group_list = list(us_group) + multi_setup.register_unified_scale_group_with_types( + us_group_list, [test_struct.unification_types[qp_id] for qp_id in us_group_list] + ) + + single_setup = multi_setup.select_qconfigs(test_struct.qconfig_choices) + + assert list(single_setup.unified_scale_groups.values()) == test_struct.ref_unified_groups_after_qconfig_selection diff --git a/tests/onnx/data/reference_graphs/quantization/googlenet.dot b/tests/onnx/data/reference_graphs/quantization/googlenet.dot index bd5fcdf922a..8effbf52dea 100644 --- a/tests/onnx/data/reference_graphs/quantization/googlenet.dot +++ b/tests/onnx/data/reference_graphs/quantization/googlenet.dot @@ -387,14 +387,14 @@ strict digraph { "385 DequantizeLinear_onnx^^Conv_735_1" [id=385, label="385 DequantizeLinear_onnx::Conv_735_1", type=DequantizeLinear]; "386 /inception5b/branch4/branch4.1/conv/Conv" [id=386, type=Conv]; "387 /inception5b/branch4/branch4.1/Relu" [id=387, type=Relu]; -"388 QuantizeLinear_/inception5b/branch1/Relu_output_0_1" [id=388, type=QuantizeLinear]; -"389 DequantizeLinear_/inception5b/branch1/Relu_output_0_1" [id=389, type=DequantizeLinear]; -"390 QuantizeLinear_/inception5b/branch2/branch2.1/Relu_output_0_1" [id=390, type=QuantizeLinear]; -"391 DequantizeLinear_/inception5b/branch2/branch2.1/Relu_output_0_1" [id=391, type=DequantizeLinear]; -"392 QuantizeLinear_/inception5b/branch3/branch3.1/Relu_output_0_1" [id=392, type=QuantizeLinear]; -"393 DequantizeLinear_/inception5b/branch3/branch3.1/Relu_output_0_1" [id=393, type=DequantizeLinear]; -"394 QuantizeLinear_/inception5b/branch4/branch4.1/Relu_output_0_1" [id=394, type=QuantizeLinear]; -"395 DequantizeLinear_/inception5b/branch4/branch4.1/Relu_output_0_1" [id=395, type=DequantizeLinear]; +"388 QuantizeLinear_/inception5b/branch2/branch2.1/Relu_output_0_1" [id=388, type=QuantizeLinear]; +"389 DequantizeLinear_/inception5b/branch2/branch2.1/Relu_output_0_1" [id=389, type=DequantizeLinear]; +"390 QuantizeLinear_/inception5b/branch3/branch3.1/Relu_output_0_1" [id=390, type=QuantizeLinear]; +"391 DequantizeLinear_/inception5b/branch3/branch3.1/Relu_output_0_1" [id=391, type=DequantizeLinear]; +"392 QuantizeLinear_/inception5b/branch4/branch4.1/Relu_output_0_1" [id=392, type=QuantizeLinear]; +"393 DequantizeLinear_/inception5b/branch4/branch4.1/Relu_output_0_1" [id=393, type=DequantizeLinear]; +"394 QuantizeLinear_/inception5b/branch1/Relu_output_0_1" [id=394, type=QuantizeLinear]; +"395 DequantizeLinear_/inception5b/branch1/Relu_output_0_1" [id=395, type=DequantizeLinear]; "396 /inception5b/Concat" [id=396, type=Concat]; "397 /avgpool/GlobalAveragePool" [id=397, type=GlobalAveragePool]; "398 QuantizeLinear_/avgpool/GlobalAveragePool_output_0_1" [id=398, type=QuantizeLinear]; @@ -796,7 +796,7 @@ strict digraph { "359 QuantizeLinear_onnx^^Conv_720_1" -> "360 DequantizeLinear_onnx^^Conv_720_1" [label="[384, 832, 1, 1]", style=dashed]; "360 DequantizeLinear_onnx^^Conv_720_1" -> "361 /inception5b/branch1/conv/Conv" [label="[384, 832, 1, 1]", style=solid]; "361 /inception5b/branch1/conv/Conv" -> "362 /inception5b/branch1/Relu" [label="[1, 384, 7, 7]", style=solid]; -"362 /inception5b/branch1/Relu" -> "388 QuantizeLinear_/inception5b/branch1/Relu_output_0_1" [label="[1, 384, 7, 7]", style=solid]; +"362 /inception5b/branch1/Relu" -> "394 QuantizeLinear_/inception5b/branch1/Relu_output_0_1" [label="[1, 384, 7, 7]", style=solid]; "363 QuantizeLinear_onnx^^Conv_723_1" -> "364 DequantizeLinear_onnx^^Conv_723_1" [label="[192, 832, 1, 1]", style=dashed]; "364 DequantizeLinear_onnx^^Conv_723_1" -> "365 /inception5b/branch2/branch2.0/conv/Conv" [label="[192, 832, 1, 1]", style=solid]; "365 /inception5b/branch2/branch2.0/conv/Conv" -> "366 /inception5b/branch2/branch2.0/Relu" [label="[1, 192, 7, 7]", style=solid]; @@ -806,7 +806,7 @@ strict digraph { "369 QuantizeLinear_onnx^^Conv_726_1" -> "370 DequantizeLinear_onnx^^Conv_726_1" [label="[384, 192, 3, 3]", style=dashed]; "370 DequantizeLinear_onnx^^Conv_726_1" -> "371 /inception5b/branch2/branch2.1/conv/Conv" [label="[384, 192, 3, 3]", style=solid]; "371 /inception5b/branch2/branch2.1/conv/Conv" -> "372 /inception5b/branch2/branch2.1/Relu" [label="[1, 384, 7, 7]", style=solid]; -"372 /inception5b/branch2/branch2.1/Relu" -> "390 QuantizeLinear_/inception5b/branch2/branch2.1/Relu_output_0_1" [label="[1, 384, 7, 7]", style=solid]; +"372 /inception5b/branch2/branch2.1/Relu" -> "388 QuantizeLinear_/inception5b/branch2/branch2.1/Relu_output_0_1" [label="[1, 384, 7, 7]", style=solid]; "373 QuantizeLinear_onnx^^Conv_729_1" -> "374 DequantizeLinear_onnx^^Conv_729_1" [label="[48, 832, 1, 1]", style=dashed]; "374 DequantizeLinear_onnx^^Conv_729_1" -> "375 /inception5b/branch3/branch3.0/conv/Conv" [label="[48, 832, 1, 1]", style=solid]; "375 /inception5b/branch3/branch3.0/conv/Conv" -> "376 /inception5b/branch3/branch3.0/Relu" [label="[1, 48, 7, 7]", style=solid]; @@ -816,20 +816,20 @@ strict digraph { "379 QuantizeLinear_onnx^^Conv_732_1" -> "380 DequantizeLinear_onnx^^Conv_732_1" [label="[128, 48, 3, 3]", style=dashed]; "380 DequantizeLinear_onnx^^Conv_732_1" -> "381 /inception5b/branch3/branch3.1/conv/Conv" [label="[128, 48, 3, 3]", style=solid]; "381 /inception5b/branch3/branch3.1/conv/Conv" -> "382 /inception5b/branch3/branch3.1/Relu" [label="[1, 128, 7, 7]", style=solid]; -"382 /inception5b/branch3/branch3.1/Relu" -> "392 QuantizeLinear_/inception5b/branch3/branch3.1/Relu_output_0_1" [label="[1, 128, 7, 7]", style=solid]; +"382 /inception5b/branch3/branch3.1/Relu" -> "390 QuantizeLinear_/inception5b/branch3/branch3.1/Relu_output_0_1" [label="[1, 128, 7, 7]", style=solid]; "383 /inception5b/branch4/branch4.0/MaxPool" -> "386 /inception5b/branch4/branch4.1/conv/Conv" [label="[1, 832, 7, 7]", style=solid]; "384 QuantizeLinear_onnx^^Conv_735_1" -> "385 DequantizeLinear_onnx^^Conv_735_1" [label="[128, 832, 1, 1]", style=dashed]; "385 DequantizeLinear_onnx^^Conv_735_1" -> "386 /inception5b/branch4/branch4.1/conv/Conv" [label="[128, 832, 1, 1]", style=solid]; "386 /inception5b/branch4/branch4.1/conv/Conv" -> "387 /inception5b/branch4/branch4.1/Relu" [label="[1, 128, 7, 7]", style=solid]; -"387 /inception5b/branch4/branch4.1/Relu" -> "394 QuantizeLinear_/inception5b/branch4/branch4.1/Relu_output_0_1" [label="[1, 128, 7, 7]", style=solid]; -"388 QuantizeLinear_/inception5b/branch1/Relu_output_0_1" -> "389 DequantizeLinear_/inception5b/branch1/Relu_output_0_1" [label="[1, 384, 7, 7]", style=dashed]; -"389 DequantizeLinear_/inception5b/branch1/Relu_output_0_1" -> "396 /inception5b/Concat" [label="[1, 384, 7, 7]", style=solid]; -"390 QuantizeLinear_/inception5b/branch2/branch2.1/Relu_output_0_1" -> "391 DequantizeLinear_/inception5b/branch2/branch2.1/Relu_output_0_1" [label="[1, 384, 7, 7]", style=dashed]; -"391 DequantizeLinear_/inception5b/branch2/branch2.1/Relu_output_0_1" -> "396 /inception5b/Concat" [label="[1, 384, 7, 7]", style=solid]; -"392 QuantizeLinear_/inception5b/branch3/branch3.1/Relu_output_0_1" -> "393 DequantizeLinear_/inception5b/branch3/branch3.1/Relu_output_0_1" [label="[1, 128, 7, 7]", style=dashed]; -"393 DequantizeLinear_/inception5b/branch3/branch3.1/Relu_output_0_1" -> "396 /inception5b/Concat" [label="[1, 128, 7, 7]", style=solid]; -"394 QuantizeLinear_/inception5b/branch4/branch4.1/Relu_output_0_1" -> "395 DequantizeLinear_/inception5b/branch4/branch4.1/Relu_output_0_1" [label="[1, 128, 7, 7]", style=dashed]; -"395 DequantizeLinear_/inception5b/branch4/branch4.1/Relu_output_0_1" -> "396 /inception5b/Concat" [label="[1, 128, 7, 7]", style=solid]; +"387 /inception5b/branch4/branch4.1/Relu" -> "392 QuantizeLinear_/inception5b/branch4/branch4.1/Relu_output_0_1" [label="[1, 128, 7, 7]", style=solid]; +"388 QuantizeLinear_/inception5b/branch2/branch2.1/Relu_output_0_1" -> "389 DequantizeLinear_/inception5b/branch2/branch2.1/Relu_output_0_1" [label="[1, 384, 7, 7]", style=dashed]; +"389 DequantizeLinear_/inception5b/branch2/branch2.1/Relu_output_0_1" -> "396 /inception5b/Concat" [label="[1, 384, 7, 7]", style=solid]; +"390 QuantizeLinear_/inception5b/branch3/branch3.1/Relu_output_0_1" -> "391 DequantizeLinear_/inception5b/branch3/branch3.1/Relu_output_0_1" [label="[1, 128, 7, 7]", style=dashed]; +"391 DequantizeLinear_/inception5b/branch3/branch3.1/Relu_output_0_1" -> "396 /inception5b/Concat" [label="[1, 128, 7, 7]", style=solid]; +"392 QuantizeLinear_/inception5b/branch4/branch4.1/Relu_output_0_1" -> "393 DequantizeLinear_/inception5b/branch4/branch4.1/Relu_output_0_1" [label="[1, 128, 7, 7]", style=dashed]; +"393 DequantizeLinear_/inception5b/branch4/branch4.1/Relu_output_0_1" -> "396 /inception5b/Concat" [label="[1, 128, 7, 7]", style=solid]; +"394 QuantizeLinear_/inception5b/branch1/Relu_output_0_1" -> "395 DequantizeLinear_/inception5b/branch1/Relu_output_0_1" [label="[1, 384, 7, 7]", style=dashed]; +"395 DequantizeLinear_/inception5b/branch1/Relu_output_0_1" -> "396 /inception5b/Concat" [label="[1, 384, 7, 7]", style=solid]; "396 /inception5b/Concat" -> "397 /avgpool/GlobalAveragePool" [label="[1, 1024, 7, 7]", style=solid]; "397 /avgpool/GlobalAveragePool" -> "398 QuantizeLinear_/avgpool/GlobalAveragePool_output_0_1" [label="[1, 1024, 1, 1]", style=solid]; "398 QuantizeLinear_/avgpool/GlobalAveragePool_output_0_1" -> "399 DequantizeLinear_/avgpool/GlobalAveragePool_output_0_1" [label="[1, 1024, 1, 1]", style=dashed]; diff --git a/tests/onnx/data/reference_graphs/quantization/inception_v3.dot b/tests/onnx/data/reference_graphs/quantization/inception_v3.dot index 550f9f5027b..6fbedf52c90 100644 --- a/tests/onnx/data/reference_graphs/quantization/inception_v3.dot +++ b/tests/onnx/data/reference_graphs/quantization/inception_v3.dot @@ -625,18 +625,18 @@ strict digraph { "623 DequantizeLinear_onnx^^Conv_1195_1" [id=623, label="623 DequantizeLinear_onnx::Conv_1195_1", type=DequantizeLinear]; "624 /Mixed_7c/branch_pool/conv/Conv" [id=624, type=Conv]; "625 /Mixed_7c/branch_pool/Relu" [id=625, type=Relu]; -"626 QuantizeLinear_/Mixed_7c/branch1x1/Relu_output_0_1" [id=626, type=QuantizeLinear]; -"627 DequantizeLinear_/Mixed_7c/branch1x1/Relu_output_0_1" [id=627, type=DequantizeLinear]; -"628 QuantizeLinear_/Mixed_7c/branch3x3_2a/Relu_output_0_1" [id=628, type=QuantizeLinear]; -"629 DequantizeLinear_/Mixed_7c/branch3x3_2a/Relu_output_0_1" [id=629, type=DequantizeLinear]; -"630 QuantizeLinear_/Mixed_7c/branch3x3_2b/Relu_output_0_1" [id=630, type=QuantizeLinear]; -"631 DequantizeLinear_/Mixed_7c/branch3x3_2b/Relu_output_0_1" [id=631, type=DequantizeLinear]; -"632 QuantizeLinear_/Mixed_7c/branch3x3dbl_3a/Relu_output_0_1" [id=632, type=QuantizeLinear]; -"633 DequantizeLinear_/Mixed_7c/branch3x3dbl_3a/Relu_output_0_1" [id=633, type=DequantizeLinear]; -"634 QuantizeLinear_/Mixed_7c/branch3x3dbl_3b/Relu_output_0_1" [id=634, type=QuantizeLinear]; -"635 DequantizeLinear_/Mixed_7c/branch3x3dbl_3b/Relu_output_0_1" [id=635, type=DequantizeLinear]; -"636 QuantizeLinear_/Mixed_7c/branch_pool/Relu_output_0_1" [id=636, type=QuantizeLinear]; -"637 DequantizeLinear_/Mixed_7c/branch_pool/Relu_output_0_1" [id=637, type=DequantizeLinear]; +"626 QuantizeLinear_/Mixed_7c/branch_pool/Relu_output_0_1" [id=626, type=QuantizeLinear]; +"627 DequantizeLinear_/Mixed_7c/branch_pool/Relu_output_0_1" [id=627, type=DequantizeLinear]; +"628 QuantizeLinear_/Mixed_7c/branch1x1/Relu_output_0_1" [id=628, type=QuantizeLinear]; +"629 DequantizeLinear_/Mixed_7c/branch1x1/Relu_output_0_1" [id=629, type=DequantizeLinear]; +"630 QuantizeLinear_/Mixed_7c/branch3x3_2a/Relu_output_0_1" [id=630, type=QuantizeLinear]; +"631 DequantizeLinear_/Mixed_7c/branch3x3_2a/Relu_output_0_1" [id=631, type=DequantizeLinear]; +"632 QuantizeLinear_/Mixed_7c/branch3x3_2b/Relu_output_0_1" [id=632, type=QuantizeLinear]; +"633 DequantizeLinear_/Mixed_7c/branch3x3_2b/Relu_output_0_1" [id=633, type=DequantizeLinear]; +"634 QuantizeLinear_/Mixed_7c/branch3x3dbl_3a/Relu_output_0_1" [id=634, type=QuantizeLinear]; +"635 DequantizeLinear_/Mixed_7c/branch3x3dbl_3a/Relu_output_0_1" [id=635, type=DequantizeLinear]; +"636 QuantizeLinear_/Mixed_7c/branch3x3dbl_3b/Relu_output_0_1" [id=636, type=QuantizeLinear]; +"637 DequantizeLinear_/Mixed_7c/branch3x3dbl_3b/Relu_output_0_1" [id=637, type=DequantizeLinear]; "638 /Mixed_7c/Concat" [id=638, type=Concat]; "639 /avgpool/GlobalAveragePool" [id=639, type=GlobalAveragePool]; "640 QuantizeLinear_/avgpool/GlobalAveragePool_output_0_1" [id=640, type=QuantizeLinear]; @@ -1266,7 +1266,7 @@ strict digraph { "581 QuantizeLinear_onnx^^Conv_1171_1" -> "582 DequantizeLinear_onnx^^Conv_1171_1" [label="[320, 2048, 1, 1]", style=dashed]; "582 DequantizeLinear_onnx^^Conv_1171_1" -> "583 /Mixed_7c/branch1x1/conv/Conv" [label="[320, 2048, 1, 1]", style=solid]; "583 /Mixed_7c/branch1x1/conv/Conv" -> "584 /Mixed_7c/branch1x1/Relu" [label="[1, 320, 5, 5]", style=solid]; -"584 /Mixed_7c/branch1x1/Relu" -> "626 QuantizeLinear_/Mixed_7c/branch1x1/Relu_output_0_1" [label="[1, 320, 5, 5]", style=solid]; +"584 /Mixed_7c/branch1x1/Relu" -> "628 QuantizeLinear_/Mixed_7c/branch1x1/Relu_output_0_1" [label="[1, 320, 5, 5]", style=solid]; "585 QuantizeLinear_onnx^^Conv_1174_1" -> "586 DequantizeLinear_onnx^^Conv_1174_1" [label="[384, 2048, 1, 1]", style=dashed]; "586 DequantizeLinear_onnx^^Conv_1174_1" -> "587 /Mixed_7c/branch3x3_1/conv/Conv" [label="[384, 2048, 1, 1]", style=solid]; "587 /Mixed_7c/branch3x3_1/conv/Conv" -> "588 /Mixed_7c/branch3x3_1/Relu" [label="[1, 384, 5, 5]", style=solid]; @@ -1277,11 +1277,11 @@ strict digraph { "591 QuantizeLinear_onnx^^Conv_1177_1" -> "592 DequantizeLinear_onnx^^Conv_1177_1" [label="[384, 384, 1, 3]", style=dashed]; "592 DequantizeLinear_onnx^^Conv_1177_1" -> "593 /Mixed_7c/branch3x3_2a/conv/Conv" [label="[384, 384, 1, 3]", style=solid]; "593 /Mixed_7c/branch3x3_2a/conv/Conv" -> "594 /Mixed_7c/branch3x3_2a/Relu" [label="[1, 384, 5, 5]", style=solid]; -"594 /Mixed_7c/branch3x3_2a/Relu" -> "628 QuantizeLinear_/Mixed_7c/branch3x3_2a/Relu_output_0_1" [label="[1, 384, 5, 5]", style=solid]; +"594 /Mixed_7c/branch3x3_2a/Relu" -> "630 QuantizeLinear_/Mixed_7c/branch3x3_2a/Relu_output_0_1" [label="[1, 384, 5, 5]", style=solid]; "595 QuantizeLinear_onnx^^Conv_1180_1" -> "596 DequantizeLinear_onnx^^Conv_1180_1" [label="[384, 384, 3, 1]", style=dashed]; "596 DequantizeLinear_onnx^^Conv_1180_1" -> "597 /Mixed_7c/branch3x3_2b/conv/Conv" [label="[384, 384, 3, 1]", style=solid]; "597 /Mixed_7c/branch3x3_2b/conv/Conv" -> "598 /Mixed_7c/branch3x3_2b/Relu" [label="[1, 384, 5, 5]", style=solid]; -"598 /Mixed_7c/branch3x3_2b/Relu" -> "630 QuantizeLinear_/Mixed_7c/branch3x3_2b/Relu_output_0_1" [label="[1, 384, 5, 5]", style=solid]; +"598 /Mixed_7c/branch3x3_2b/Relu" -> "632 QuantizeLinear_/Mixed_7c/branch3x3_2b/Relu_output_0_1" [label="[1, 384, 5, 5]", style=solid]; "599 QuantizeLinear_onnx^^Conv_1183_1" -> "600 DequantizeLinear_onnx^^Conv_1183_1" [label="[448, 2048, 1, 1]", style=dashed]; "600 DequantizeLinear_onnx^^Conv_1183_1" -> "601 /Mixed_7c/branch3x3dbl_1/conv/Conv" [label="[448, 2048, 1, 1]", style=solid]; "601 /Mixed_7c/branch3x3dbl_1/conv/Conv" -> "602 /Mixed_7c/branch3x3dbl_1/Relu" [label="[1, 448, 5, 5]", style=solid]; @@ -1298,30 +1298,30 @@ strict digraph { "611 QuantizeLinear_onnx^^Conv_1189_1" -> "612 DequantizeLinear_onnx^^Conv_1189_1" [label="[384, 384, 1, 3]", style=dashed]; "612 DequantizeLinear_onnx^^Conv_1189_1" -> "613 /Mixed_7c/branch3x3dbl_3a/conv/Conv" [label="[384, 384, 1, 3]", style=solid]; "613 /Mixed_7c/branch3x3dbl_3a/conv/Conv" -> "614 /Mixed_7c/branch3x3dbl_3a/Relu" [label="[1, 384, 5, 5]", style=solid]; -"614 /Mixed_7c/branch3x3dbl_3a/Relu" -> "632 QuantizeLinear_/Mixed_7c/branch3x3dbl_3a/Relu_output_0_1" [label="[1, 384, 5, 5]", style=solid]; +"614 /Mixed_7c/branch3x3dbl_3a/Relu" -> "634 QuantizeLinear_/Mixed_7c/branch3x3dbl_3a/Relu_output_0_1" [label="[1, 384, 5, 5]", style=solid]; "615 QuantizeLinear_onnx^^Conv_1192_1" -> "616 DequantizeLinear_onnx^^Conv_1192_1" [label="[384, 384, 3, 1]", style=dashed]; "616 DequantizeLinear_onnx^^Conv_1192_1" -> "617 /Mixed_7c/branch3x3dbl_3b/conv/Conv" [label="[384, 384, 3, 1]", style=solid]; "617 /Mixed_7c/branch3x3dbl_3b/conv/Conv" -> "618 /Mixed_7c/branch3x3dbl_3b/Relu" [label="[1, 384, 5, 5]", style=solid]; -"618 /Mixed_7c/branch3x3dbl_3b/Relu" -> "634 QuantizeLinear_/Mixed_7c/branch3x3dbl_3b/Relu_output_0_1" [label="[1, 384, 5, 5]", style=solid]; +"618 /Mixed_7c/branch3x3dbl_3b/Relu" -> "636 QuantizeLinear_/Mixed_7c/branch3x3dbl_3b/Relu_output_0_1" [label="[1, 384, 5, 5]", style=solid]; "619 /Mixed_7c/AveragePool" -> "620 QuantizeLinear_/Mixed_7c/AveragePool_output_0_1" [label="[1, 2048, 5, 5]", style=solid]; "620 QuantizeLinear_/Mixed_7c/AveragePool_output_0_1" -> "621 DequantizeLinear_/Mixed_7c/AveragePool_output_0_1" [label="[1, 2048, 5, 5]", style=dashed]; "621 DequantizeLinear_/Mixed_7c/AveragePool_output_0_1" -> "624 /Mixed_7c/branch_pool/conv/Conv" [label="[1, 2048, 5, 5]", style=solid]; "622 QuantizeLinear_onnx^^Conv_1195_1" -> "623 DequantizeLinear_onnx^^Conv_1195_1" [label="[192, 2048, 1, 1]", style=dashed]; "623 DequantizeLinear_onnx^^Conv_1195_1" -> "624 /Mixed_7c/branch_pool/conv/Conv" [label="[192, 2048, 1, 1]", style=solid]; "624 /Mixed_7c/branch_pool/conv/Conv" -> "625 /Mixed_7c/branch_pool/Relu" [label="[1, 192, 5, 5]", style=solid]; -"625 /Mixed_7c/branch_pool/Relu" -> "636 QuantizeLinear_/Mixed_7c/branch_pool/Relu_output_0_1" [label="[1, 192, 5, 5]", style=solid]; -"626 QuantizeLinear_/Mixed_7c/branch1x1/Relu_output_0_1" -> "627 DequantizeLinear_/Mixed_7c/branch1x1/Relu_output_0_1" [label="[1, 320, 5, 5]", style=dashed]; -"627 DequantizeLinear_/Mixed_7c/branch1x1/Relu_output_0_1" -> "638 /Mixed_7c/Concat" [label="[1, 320, 5, 5]", style=solid]; -"628 QuantizeLinear_/Mixed_7c/branch3x3_2a/Relu_output_0_1" -> "629 DequantizeLinear_/Mixed_7c/branch3x3_2a/Relu_output_0_1" [label="[1, 384, 5, 5]", style=dashed]; -"629 DequantizeLinear_/Mixed_7c/branch3x3_2a/Relu_output_0_1" -> "638 /Mixed_7c/Concat" [label="[1, 384, 5, 5]", style=solid]; -"630 QuantizeLinear_/Mixed_7c/branch3x3_2b/Relu_output_0_1" -> "631 DequantizeLinear_/Mixed_7c/branch3x3_2b/Relu_output_0_1" [label="[1, 384, 5, 5]", style=dashed]; -"631 DequantizeLinear_/Mixed_7c/branch3x3_2b/Relu_output_0_1" -> "638 /Mixed_7c/Concat" [label="[1, 384, 5, 5]", style=solid]; -"632 QuantizeLinear_/Mixed_7c/branch3x3dbl_3a/Relu_output_0_1" -> "633 DequantizeLinear_/Mixed_7c/branch3x3dbl_3a/Relu_output_0_1" [label="[1, 384, 5, 5]", style=dashed]; -"633 DequantizeLinear_/Mixed_7c/branch3x3dbl_3a/Relu_output_0_1" -> "638 /Mixed_7c/Concat" [label="[1, 384, 5, 5]", style=solid]; -"634 QuantizeLinear_/Mixed_7c/branch3x3dbl_3b/Relu_output_0_1" -> "635 DequantizeLinear_/Mixed_7c/branch3x3dbl_3b/Relu_output_0_1" [label="[1, 384, 5, 5]", style=dashed]; -"635 DequantizeLinear_/Mixed_7c/branch3x3dbl_3b/Relu_output_0_1" -> "638 /Mixed_7c/Concat" [label="[1, 384, 5, 5]", style=solid]; -"636 QuantizeLinear_/Mixed_7c/branch_pool/Relu_output_0_1" -> "637 DequantizeLinear_/Mixed_7c/branch_pool/Relu_output_0_1" [label="[1, 192, 5, 5]", style=dashed]; -"637 DequantizeLinear_/Mixed_7c/branch_pool/Relu_output_0_1" -> "638 /Mixed_7c/Concat" [label="[1, 192, 5, 5]", style=solid]; +"625 /Mixed_7c/branch_pool/Relu" -> "626 QuantizeLinear_/Mixed_7c/branch_pool/Relu_output_0_1" [label="[1, 192, 5, 5]", style=solid]; +"626 QuantizeLinear_/Mixed_7c/branch_pool/Relu_output_0_1" -> "627 DequantizeLinear_/Mixed_7c/branch_pool/Relu_output_0_1" [label="[1, 192, 5, 5]", style=dashed]; +"627 DequantizeLinear_/Mixed_7c/branch_pool/Relu_output_0_1" -> "638 /Mixed_7c/Concat" [label="[1, 192, 5, 5]", style=solid]; +"628 QuantizeLinear_/Mixed_7c/branch1x1/Relu_output_0_1" -> "629 DequantizeLinear_/Mixed_7c/branch1x1/Relu_output_0_1" [label="[1, 320, 5, 5]", style=dashed]; +"629 DequantizeLinear_/Mixed_7c/branch1x1/Relu_output_0_1" -> "638 /Mixed_7c/Concat" [label="[1, 320, 5, 5]", style=solid]; +"630 QuantizeLinear_/Mixed_7c/branch3x3_2a/Relu_output_0_1" -> "631 DequantizeLinear_/Mixed_7c/branch3x3_2a/Relu_output_0_1" [label="[1, 384, 5, 5]", style=dashed]; +"631 DequantizeLinear_/Mixed_7c/branch3x3_2a/Relu_output_0_1" -> "638 /Mixed_7c/Concat" [label="[1, 384, 5, 5]", style=solid]; +"632 QuantizeLinear_/Mixed_7c/branch3x3_2b/Relu_output_0_1" -> "633 DequantizeLinear_/Mixed_7c/branch3x3_2b/Relu_output_0_1" [label="[1, 384, 5, 5]", style=dashed]; +"633 DequantizeLinear_/Mixed_7c/branch3x3_2b/Relu_output_0_1" -> "638 /Mixed_7c/Concat" [label="[1, 384, 5, 5]", style=solid]; +"634 QuantizeLinear_/Mixed_7c/branch3x3dbl_3a/Relu_output_0_1" -> "635 DequantizeLinear_/Mixed_7c/branch3x3dbl_3a/Relu_output_0_1" [label="[1, 384, 5, 5]", style=dashed]; +"635 DequantizeLinear_/Mixed_7c/branch3x3dbl_3a/Relu_output_0_1" -> "638 /Mixed_7c/Concat" [label="[1, 384, 5, 5]", style=solid]; +"636 QuantizeLinear_/Mixed_7c/branch3x3dbl_3b/Relu_output_0_1" -> "637 DequantizeLinear_/Mixed_7c/branch3x3dbl_3b/Relu_output_0_1" [label="[1, 384, 5, 5]", style=dashed]; +"637 DequantizeLinear_/Mixed_7c/branch3x3dbl_3b/Relu_output_0_1" -> "638 /Mixed_7c/Concat" [label="[1, 384, 5, 5]", style=solid]; "638 /Mixed_7c/Concat" -> "639 /avgpool/GlobalAveragePool" [label="[1, 2048, 5, 5]", style=solid]; "639 /avgpool/GlobalAveragePool" -> "640 QuantizeLinear_/avgpool/GlobalAveragePool_output_0_1" [label="[1, 2048, 1, 1]", style=solid]; "640 QuantizeLinear_/avgpool/GlobalAveragePool_output_0_1" -> "641 DequantizeLinear_/avgpool/GlobalAveragePool_output_0_1" [label="[1, 2048, 1, 1]", style=dashed]; diff --git a/tests/post_training/data/ptq_reference_data.yaml b/tests/post_training/data/ptq_reference_data.yaml index 3605403a440..711d9e7643b 100644 --- a/tests/post_training/data/ptq_reference_data.yaml +++ b/tests/post_training/data/ptq_reference_data.yaml @@ -217,7 +217,7 @@ timm/visformer_small_backend_ONNX: timm/visformer_small_backend_OV: metric_value: 0.81692 timm/visformer_small_backend_TORCH: - metric_value: 0.81624 + metric_value: 0.8146 timm/wide_resnet50_2_backend_CUDA_TORCH: metric_value: 0.81186 timm/wide_resnet50_2_backend_FP32: diff --git a/tests/tensorflow/conftest.py b/tests/tensorflow/conftest.py index d3ce687c0af..601c422831b 100644 --- a/tests/tensorflow/conftest.py +++ b/tests/tensorflow/conftest.py @@ -8,6 +8,7 @@ # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. +import os from pathlib import Path import pytest @@ -58,6 +59,14 @@ def pytest_addoption(parser): parser.addoption("--run-openvino-eval", action="store_true", default=False, help="To run eval models via OpenVINO") parser.addoption("--run-weekly-tests", action="store_true", default=False, help="To run weekly tests") parser.addoption("--models-dir", type=str, default=None, help="Path to checkpoints directory for weekly tests") + parser.addoption( + "--regen-dot", + action="store_true", + default=False, + help="If specified, the " + "reference .dot files will be regenerated " + "using the current state of the repository.", + ) @pytest.fixture(scope="module") @@ -105,6 +114,12 @@ def install_tests(request): return request.config.getoption("--run-install-tests", skip=True) +def pytest_configure(config): + regen_dot = config.getoption("--regen-dot", False) + if regen_dot: + os.environ["NNCF_TEST_REGEN_DOT"] = "1" + + # Custom markers specifying tests to be run only if a specific option # is present on the pytest command line must be registered here. MARKS_VS_OPTIONS = {**COMMON_SCOPE_MARKS_VS_OPTIONS} diff --git a/tests/tensorflow/data/reference_graphs/2.11/quantized/hw/CPU/inception_v3.dot b/tests/tensorflow/data/reference_graphs/2.11/quantized/hw/CPU/inception_v3.dot index 4bdff5fc871..ee079e7a2c7 100644 --- a/tests/tensorflow/data/reference_graphs/2.11/quantized/hw/CPU/inception_v3.dot +++ b/tests/tensorflow/data/reference_graphs/2.11/quantized/hw/CPU/inception_v3.dot @@ -2853,6 +2853,18 @@ args_0 [op=Placeholder]; "inception_v3/conv2d_87/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp" [op=ReadVariableOp]; "inception_v3/conv2d_87/SymmQuant/FakeQuantWithMinMaxVarsPerChannel" [op=FakeQuantWithMinMaxVarsPerChannel]; "inception_v3/conv2d_87/Conv2D" [op=Conv2D]; +"inception_v3/conv2d_85/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; +"inception_v3/conv2d_85/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/conv2d_85/SymmQuant/Abs" [op=Abs]; +"inception_v3/conv2d_85/SymmQuant/add/y" [op=Const]; +"inception_v3/conv2d_85/SymmQuant/add" [op=AddV2]; +"inception_v3/conv2d_85/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; +"inception_v3/conv2d_85/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/conv2d_85/SymmQuant/mul" [op=Mul]; +"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp/resource" [op=Placeholder]; +"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel" [op=FakeQuantWithMinMaxVarsPerChannel]; +"inception_v3/conv2d_85/Conv2D" [op=Conv2D]; "inception_v3/conv2d_93/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; "inception_v3/conv2d_93/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; "inception_v3/conv2d_93/SymmQuant/Abs" [op=Abs]; @@ -2897,18 +2909,14 @@ args_0 [op=Placeholder]; "inception_v3/batch_normalization_87/FusedBatchNormV3/ReadVariableOp_1/resource" [op=Placeholder]; "inception_v3/batch_normalization_87/FusedBatchNormV3/ReadVariableOp_1" [op=ReadVariableOp]; "inception_v3/batch_normalization_87/FusedBatchNormV3" [op=FusedBatchNormV3]; -"inception_v3/conv2d_85/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/conv2d_85/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/conv2d_85/SymmQuant/Abs" [op=Abs]; -"inception_v3/conv2d_85/SymmQuant/add/y" [op=Const]; -"inception_v3/conv2d_85/SymmQuant/add" [op=AddV2]; -"inception_v3/conv2d_85/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/conv2d_85/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/conv2d_85/SymmQuant/mul" [op=Mul]; -"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel" [op=FakeQuantWithMinMaxVarsPerChannel]; -"inception_v3/conv2d_85/Conv2D" [op=Conv2D]; +"inception_v3/batch_normalization_85/Const" [op=Const]; +"inception_v3/batch_normalization_85/ReadVariableOp/resource" [op=Placeholder]; +"inception_v3/batch_normalization_85/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp/resource" [op=Placeholder]; +"inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp_1/resource" [op=Placeholder]; +"inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp_1" [op=ReadVariableOp]; +"inception_v3/batch_normalization_85/FusedBatchNormV3" [op=FusedBatchNormV3]; "inception_v3/batch_normalization_93/Const" [op=Const]; "inception_v3/batch_normalization_93/ReadVariableOp/resource" [op=Placeholder]; "inception_v3/batch_normalization_93/ReadVariableOp" [op=ReadVariableOp]; @@ -2921,80 +2929,62 @@ args_0 [op=Placeholder]; "inception_v3/activation_91/Relu" [op=Relu]; "inception_v3/activation_88/Relu" [op=Relu]; "inception_v3/activation_87/Relu" [op=Relu]; -"inception_v3/batch_normalization_85/Const" [op=Const]; -"inception_v3/batch_normalization_85/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/batch_normalization_85/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp_1/resource" [op=Placeholder]; -"inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp_1" [op=ReadVariableOp]; -"inception_v3/batch_normalization_85/FusedBatchNormV3" [op=FusedBatchNormV3]; -"inception_v3/activation_93/Relu" [op=Relu]; -"inception_v3/activation_91/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_91/fake_quantize/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_91/fake_quantize/AsymmQuant/Abs" [op=Abs]; -"inception_v3/activation_91/fake_quantize/AsymmQuant/add/y" [op=Const]; -"inception_v3/activation_91/fake_quantize/AsymmQuant/add" [op=AddV2]; -"inception_v3/activation_91/fake_quantize/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_91/fake_quantize/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_91/fake_quantize/AsymmQuant/add_1" [op=AddV2]; -"inception_v3/activation_91/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_91/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"inception_v3/activation_92/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_92/fake_quantize/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_92/fake_quantize/AsymmQuant/Abs" [op=Abs]; -"inception_v3/activation_92/fake_quantize/AsymmQuant/add/y" [op=Const]; -"inception_v3/activation_92/fake_quantize/AsymmQuant/add" [op=AddV2]; -"inception_v3/activation_92/fake_quantize/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_92/fake_quantize/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_92/fake_quantize/AsymmQuant/add_1" [op=AddV2]; -"inception_v3/activation_92/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_92/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"inception_v3/activation_87/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_87/fake_quantize/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_87/fake_quantize/AsymmQuant/Abs" [op=Abs]; -"inception_v3/activation_87/fake_quantize/AsymmQuant/add/y" [op=Const]; -"inception_v3/activation_87/fake_quantize/AsymmQuant/add" [op=AddV2]; -"inception_v3/activation_87/fake_quantize/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_87/fake_quantize/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_87/fake_quantize/AsymmQuant/add_1" [op=AddV2]; -"inception_v3/activation_87/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_87/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"inception_v3/activation_88/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_88/fake_quantize/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_88/fake_quantize/AsymmQuant/Abs" [op=Abs]; -"inception_v3/activation_88/fake_quantize/AsymmQuant/add/y" [op=Const]; -"inception_v3/activation_88/fake_quantize/AsymmQuant/add" [op=AddV2]; -"inception_v3/activation_88/fake_quantize/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_88/fake_quantize/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_88/fake_quantize/AsymmQuant/add_1" [op=AddV2]; -"inception_v3/activation_88/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_88/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; "inception_v3/activation_85/Relu" [op=Relu]; -"inception_v3/activation_85/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_85/fake_quantize/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_85/fake_quantize/AsymmQuant/Abs" [op=Abs]; -"inception_v3/activation_85/fake_quantize/AsymmQuant/add/y" [op=Const]; -"inception_v3/activation_85/fake_quantize/AsymmQuant/add" [op=AddV2]; -"inception_v3/activation_85/fake_quantize/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_85/fake_quantize/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_85/fake_quantize/AsymmQuant/add_1" [op=AddV2]; -"inception_v3/activation_85/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_85/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/Abs" [op=Abs]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/add/y" [op=Const]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/add" [op=AddV2]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/add_1" [op=AddV2]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"inception_v3/activation_93/Relu" [op=Relu]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/Abs/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/Abs" [op=Abs]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/add/y" [op=Const]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/add" [op=AddV2]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/add_1" [op=AddV2]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/Abs/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/Abs" [op=Abs]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/add/y" [op=Const]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/add" [op=AddV2]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/add_1" [op=AddV2]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/Abs/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/Abs" [op=Abs]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/add/y" [op=Const]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/add" [op=AddV2]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/add_1" [op=AddV2]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/Abs/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/Abs" [op=Abs]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/add/y" [op=Const]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/add" [op=AddV2]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/add_1" [op=AddV2]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; "inception_v3/mixed9_1/concat/axis" [op=Const]; "inception_v3/mixed9_1/concat" [op=ConcatV2]; "inception_v3/concatenate_1/concat/axis" [op=Const]; "inception_v3/concatenate_1/concat" [op=ConcatV2]; -"inception_v3/activation_93/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_93/fake_quantize/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_93/fake_quantize/AsymmQuant/Abs" [op=Abs]; -"inception_v3/activation_93/fake_quantize/AsymmQuant/add/y" [op=Const]; -"inception_v3/activation_93/fake_quantize/AsymmQuant/add" [op=AddV2]; -"inception_v3/activation_93/fake_quantize/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_93/fake_quantize/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_93/fake_quantize/AsymmQuant/add_1" [op=AddV2]; -"inception_v3/activation_93/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_93/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/Abs/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/Abs" [op=Abs]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/add/y" [op=Const]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/add" [op=AddV2]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/add_1" [op=AddV2]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; "inception_v3/mixed10/concat/axis" [op=Const]; "inception_v3/mixed10/concat" [op=ConcatV2]; "inception_v3/avg_pool/Mean/reduction_indices" [op=Const]; @@ -6165,6 +6155,19 @@ args_0 -> "inception_v3/input_1/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars "inception_v3/conv2d_87/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp" -> "inception_v3/conv2d_87/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; "inception_v3/conv2d_87/SymmQuant/FakeQuantWithMinMaxVarsPerChannel" -> "inception_v3/conv2d_87/Conv2D"; "inception_v3/conv2d_87/Conv2D" -> "inception_v3/batch_normalization_87/FusedBatchNormV3"; +"inception_v3/conv2d_85/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/conv2d_85/SymmQuant/Abs/ReadVariableOp"; +"inception_v3/conv2d_85/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/conv2d_85/SymmQuant/Abs"; +"inception_v3/conv2d_85/SymmQuant/Abs" -> "inception_v3/conv2d_85/SymmQuant/add"; +"inception_v3/conv2d_85/SymmQuant/add/y" -> "inception_v3/conv2d_85/SymmQuant/add"; +"inception_v3/conv2d_85/SymmQuant/add" -> "inception_v3/conv2d_85/SymmQuant/mul"; +"inception_v3/conv2d_85/SymmQuant/add" -> "inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_85/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/conv2d_85/SymmQuant/mul/ReadVariableOp"; +"inception_v3/conv2d_85/SymmQuant/mul/ReadVariableOp" -> "inception_v3/conv2d_85/SymmQuant/mul"; +"inception_v3/conv2d_85/SymmQuant/mul" -> "inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp/resource" -> "inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp"; +"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp" -> "inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel" -> "inception_v3/conv2d_85/Conv2D"; +"inception_v3/conv2d_85/Conv2D" -> "inception_v3/batch_normalization_85/FusedBatchNormV3"; "inception_v3/conv2d_93/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/conv2d_93/SymmQuant/Abs/ReadVariableOp"; "inception_v3/conv2d_93/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/conv2d_93/SymmQuant/Abs"; "inception_v3/conv2d_93/SymmQuant/Abs" -> "inception_v3/conv2d_93/SymmQuant/add"; @@ -6210,31 +6213,6 @@ args_0 -> "inception_v3/input_1/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars "inception_v3/batch_normalization_87/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_87/FusedBatchNormV3/ReadVariableOp_1"; "inception_v3/batch_normalization_87/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_87/FusedBatchNormV3"; "inception_v3/batch_normalization_87/FusedBatchNormV3" -> "inception_v3/activation_87/Relu"; -"inception_v3/conv2d_85/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/conv2d_85/SymmQuant/Abs/ReadVariableOp"; -"inception_v3/conv2d_85/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/conv2d_85/SymmQuant/Abs"; -"inception_v3/conv2d_85/SymmQuant/Abs" -> "inception_v3/conv2d_85/SymmQuant/add"; -"inception_v3/conv2d_85/SymmQuant/add/y" -> "inception_v3/conv2d_85/SymmQuant/add"; -"inception_v3/conv2d_85/SymmQuant/add" -> "inception_v3/conv2d_85/SymmQuant/mul"; -"inception_v3/conv2d_85/SymmQuant/add" -> "inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; -"inception_v3/conv2d_85/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/conv2d_85/SymmQuant/mul/ReadVariableOp"; -"inception_v3/conv2d_85/SymmQuant/mul/ReadVariableOp" -> "inception_v3/conv2d_85/SymmQuant/mul"; -"inception_v3/conv2d_85/SymmQuant/mul" -> "inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; -"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp/resource" -> "inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp"; -"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp" -> "inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; -"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel" -> "inception_v3/conv2d_85/Conv2D"; -"inception_v3/conv2d_85/Conv2D" -> "inception_v3/batch_normalization_85/FusedBatchNormV3"; -"inception_v3/batch_normalization_93/Const" -> "inception_v3/batch_normalization_93/FusedBatchNormV3"; -"inception_v3/batch_normalization_93/ReadVariableOp/resource" -> "inception_v3/batch_normalization_93/ReadVariableOp"; -"inception_v3/batch_normalization_93/ReadVariableOp" -> "inception_v3/batch_normalization_93/FusedBatchNormV3"; -"inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp/resource" -> "inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp"; -"inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp" -> "inception_v3/batch_normalization_93/FusedBatchNormV3"; -"inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp_1"; -"inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_93/FusedBatchNormV3"; -"inception_v3/batch_normalization_93/FusedBatchNormV3" -> "inception_v3/activation_93/Relu"; -"inception_v3/activation_92/Relu" -> "inception_v3/activation_92/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_91/Relu" -> "inception_v3/activation_91/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_88/Relu" -> "inception_v3/activation_88/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_87/Relu" -> "inception_v3/activation_87/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; "inception_v3/batch_normalization_85/Const" -> "inception_v3/batch_normalization_85/FusedBatchNormV3"; "inception_v3/batch_normalization_85/ReadVariableOp/resource" -> "inception_v3/batch_normalization_85/ReadVariableOp"; "inception_v3/batch_normalization_85/ReadVariableOp" -> "inception_v3/batch_normalization_85/FusedBatchNormV3"; @@ -6243,78 +6221,90 @@ args_0 -> "inception_v3/input_1/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars "inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp_1"; "inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_85/FusedBatchNormV3"; "inception_v3/batch_normalization_85/FusedBatchNormV3" -> "inception_v3/activation_85/Relu"; -"inception_v3/activation_93/Relu" -> "inception_v3/activation_93/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_91/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_91/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; -"inception_v3/activation_91/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_91/fake_quantize/AsymmQuant/Abs"; -"inception_v3/activation_91/fake_quantize/AsymmQuant/Abs" -> "inception_v3/activation_91/fake_quantize/AsymmQuant/add"; -"inception_v3/activation_91/fake_quantize/AsymmQuant/add/y" -> "inception_v3/activation_91/fake_quantize/AsymmQuant/add"; -"inception_v3/activation_91/fake_quantize/AsymmQuant/add" -> "inception_v3/activation_91/fake_quantize/AsymmQuant/add_1"; -"inception_v3/activation_91/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_91/fake_quantize/AsymmQuant/ReadVariableOp"; -"inception_v3/activation_91/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_91/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"inception_v3/activation_91/fake_quantize/AsymmQuant/ReadVariableOp" -> "inception_v3/activation_91/fake_quantize/AsymmQuant/add_1"; -"inception_v3/activation_91/fake_quantize/AsymmQuant/add_1" -> "inception_v3/activation_91/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_91/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_91/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_91/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/concatenate_1/concat"; -"inception_v3/activation_92/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_92/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; -"inception_v3/activation_92/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_92/fake_quantize/AsymmQuant/Abs"; -"inception_v3/activation_92/fake_quantize/AsymmQuant/Abs" -> "inception_v3/activation_92/fake_quantize/AsymmQuant/add"; -"inception_v3/activation_92/fake_quantize/AsymmQuant/add/y" -> "inception_v3/activation_92/fake_quantize/AsymmQuant/add"; -"inception_v3/activation_92/fake_quantize/AsymmQuant/add" -> "inception_v3/activation_92/fake_quantize/AsymmQuant/add_1"; -"inception_v3/activation_92/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_92/fake_quantize/AsymmQuant/ReadVariableOp"; -"inception_v3/activation_92/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_92/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"inception_v3/activation_92/fake_quantize/AsymmQuant/ReadVariableOp" -> "inception_v3/activation_92/fake_quantize/AsymmQuant/add_1"; -"inception_v3/activation_92/fake_quantize/AsymmQuant/add_1" -> "inception_v3/activation_92/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_92/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_92/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_92/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/concatenate_1/concat"; -"inception_v3/activation_87/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; -"inception_v3/activation_87/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/AsymmQuant/Abs"; -"inception_v3/activation_87/fake_quantize/AsymmQuant/Abs" -> "inception_v3/activation_87/fake_quantize/AsymmQuant/add"; -"inception_v3/activation_87/fake_quantize/AsymmQuant/add/y" -> "inception_v3/activation_87/fake_quantize/AsymmQuant/add"; -"inception_v3/activation_87/fake_quantize/AsymmQuant/add" -> "inception_v3/activation_87/fake_quantize/AsymmQuant/add_1"; -"inception_v3/activation_87/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/AsymmQuant/ReadVariableOp"; -"inception_v3/activation_87/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"inception_v3/activation_87/fake_quantize/AsymmQuant/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/AsymmQuant/add_1"; -"inception_v3/activation_87/fake_quantize/AsymmQuant/add_1" -> "inception_v3/activation_87/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_87/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_87/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/mixed9_1/concat"; -"inception_v3/activation_88/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_88/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; -"inception_v3/activation_88/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_88/fake_quantize/AsymmQuant/Abs"; -"inception_v3/activation_88/fake_quantize/AsymmQuant/Abs" -> "inception_v3/activation_88/fake_quantize/AsymmQuant/add"; -"inception_v3/activation_88/fake_quantize/AsymmQuant/add/y" -> "inception_v3/activation_88/fake_quantize/AsymmQuant/add"; -"inception_v3/activation_88/fake_quantize/AsymmQuant/add" -> "inception_v3/activation_88/fake_quantize/AsymmQuant/add_1"; -"inception_v3/activation_88/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_88/fake_quantize/AsymmQuant/ReadVariableOp"; -"inception_v3/activation_88/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_88/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"inception_v3/activation_88/fake_quantize/AsymmQuant/ReadVariableOp" -> "inception_v3/activation_88/fake_quantize/AsymmQuant/add_1"; -"inception_v3/activation_88/fake_quantize/AsymmQuant/add_1" -> "inception_v3/activation_88/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_88/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_88/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_88/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/mixed9_1/concat"; -"inception_v3/activation_85/Relu" -> "inception_v3/activation_85/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_85/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_85/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; -"inception_v3/activation_85/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_85/fake_quantize/AsymmQuant/Abs"; -"inception_v3/activation_85/fake_quantize/AsymmQuant/Abs" -> "inception_v3/activation_85/fake_quantize/AsymmQuant/add"; -"inception_v3/activation_85/fake_quantize/AsymmQuant/add/y" -> "inception_v3/activation_85/fake_quantize/AsymmQuant/add"; -"inception_v3/activation_85/fake_quantize/AsymmQuant/add" -> "inception_v3/activation_85/fake_quantize/AsymmQuant/add_1"; -"inception_v3/activation_85/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_85/fake_quantize/AsymmQuant/ReadVariableOp"; -"inception_v3/activation_85/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_85/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"inception_v3/activation_85/fake_quantize/AsymmQuant/ReadVariableOp" -> "inception_v3/activation_85/fake_quantize/AsymmQuant/add_1"; -"inception_v3/activation_85/fake_quantize/AsymmQuant/add_1" -> "inception_v3/activation_85/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_85/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_85/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_85/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/mixed10/concat"; +"inception_v3/batch_normalization_93/Const" -> "inception_v3/batch_normalization_93/FusedBatchNormV3"; +"inception_v3/batch_normalization_93/ReadVariableOp/resource" -> "inception_v3/batch_normalization_93/ReadVariableOp"; +"inception_v3/batch_normalization_93/ReadVariableOp" -> "inception_v3/batch_normalization_93/FusedBatchNormV3"; +"inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp/resource" -> "inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp"; +"inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp" -> "inception_v3/batch_normalization_93/FusedBatchNormV3"; +"inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp_1"; +"inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_93/FusedBatchNormV3"; +"inception_v3/batch_normalization_93/FusedBatchNormV3" -> "inception_v3/activation_93/Relu"; +"inception_v3/activation_92/Relu" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars"; +"inception_v3/activation_91/Relu" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"inception_v3/activation_88/Relu" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/Relu" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars"; +"inception_v3/activation_85/Relu" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/Abs/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/Abs/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/Abs/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/Abs/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/Abs/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/Abs"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/Abs" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/add/y" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/add" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/add_1"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/add_1"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/add_1" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/mixed10/concat"; +"inception_v3/activation_93/Relu" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/Abs/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/Abs"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/Abs" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/add/y" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/add" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/add_1"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/add_1"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/add_1" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars" -> "inception_v3/concatenate_1/concat"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/Abs/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/Abs"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/Abs" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/add/y" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/add" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/add_1"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/add_1"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/add_1" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars" -> "inception_v3/concatenate_1/concat"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/Abs/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/Abs"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/Abs" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/add/y" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/add" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/add_1"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/add_1"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/add_1" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars" -> "inception_v3/mixed9_1/concat"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/Abs/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/Abs"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/Abs" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/add/y" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/add" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/add_1"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/add_1"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/add_1" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars" -> "inception_v3/mixed9_1/concat"; "inception_v3/mixed9_1/concat/axis" -> "inception_v3/mixed9_1/concat"; "inception_v3/mixed9_1/concat" -> "inception_v3/mixed10/concat"; "inception_v3/concatenate_1/concat/axis" -> "inception_v3/concatenate_1/concat"; "inception_v3/concatenate_1/concat" -> "inception_v3/mixed10/concat"; -"inception_v3/activation_93/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_93/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; -"inception_v3/activation_93/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_93/fake_quantize/AsymmQuant/Abs"; -"inception_v3/activation_93/fake_quantize/AsymmQuant/Abs" -> "inception_v3/activation_93/fake_quantize/AsymmQuant/add"; -"inception_v3/activation_93/fake_quantize/AsymmQuant/add/y" -> "inception_v3/activation_93/fake_quantize/AsymmQuant/add"; -"inception_v3/activation_93/fake_quantize/AsymmQuant/add" -> "inception_v3/activation_93/fake_quantize/AsymmQuant/add_1"; -"inception_v3/activation_93/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_93/fake_quantize/AsymmQuant/ReadVariableOp"; -"inception_v3/activation_93/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_93/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"inception_v3/activation_93/fake_quantize/AsymmQuant/ReadVariableOp" -> "inception_v3/activation_93/fake_quantize/AsymmQuant/add_1"; -"inception_v3/activation_93/fake_quantize/AsymmQuant/add_1" -> "inception_v3/activation_93/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_93/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_93/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_93/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/mixed10/concat"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/Abs/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/Abs"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/Abs" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/add/y" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/add" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/add_1"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/add_1"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/add_1" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/FakeQuantWithMinMaxVars" -> "inception_v3/mixed10/concat"; "inception_v3/mixed10/concat/axis" -> "inception_v3/mixed10/concat"; "inception_v3/mixed10/concat" -> "inception_v3/avg_pool/Mean"; "inception_v3/avg_pool/Mean/reduction_indices" -> "inception_v3/avg_pool/Mean"; diff --git a/tests/tensorflow/data/reference_graphs/2.11/quantized/hw/GPU/inception_v3.dot b/tests/tensorflow/data/reference_graphs/2.11/quantized/hw/GPU/inception_v3.dot index 4bdff5fc871..ee079e7a2c7 100644 --- a/tests/tensorflow/data/reference_graphs/2.11/quantized/hw/GPU/inception_v3.dot +++ b/tests/tensorflow/data/reference_graphs/2.11/quantized/hw/GPU/inception_v3.dot @@ -2853,6 +2853,18 @@ args_0 [op=Placeholder]; "inception_v3/conv2d_87/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp" [op=ReadVariableOp]; "inception_v3/conv2d_87/SymmQuant/FakeQuantWithMinMaxVarsPerChannel" [op=FakeQuantWithMinMaxVarsPerChannel]; "inception_v3/conv2d_87/Conv2D" [op=Conv2D]; +"inception_v3/conv2d_85/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; +"inception_v3/conv2d_85/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/conv2d_85/SymmQuant/Abs" [op=Abs]; +"inception_v3/conv2d_85/SymmQuant/add/y" [op=Const]; +"inception_v3/conv2d_85/SymmQuant/add" [op=AddV2]; +"inception_v3/conv2d_85/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; +"inception_v3/conv2d_85/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/conv2d_85/SymmQuant/mul" [op=Mul]; +"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp/resource" [op=Placeholder]; +"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel" [op=FakeQuantWithMinMaxVarsPerChannel]; +"inception_v3/conv2d_85/Conv2D" [op=Conv2D]; "inception_v3/conv2d_93/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; "inception_v3/conv2d_93/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; "inception_v3/conv2d_93/SymmQuant/Abs" [op=Abs]; @@ -2897,18 +2909,14 @@ args_0 [op=Placeholder]; "inception_v3/batch_normalization_87/FusedBatchNormV3/ReadVariableOp_1/resource" [op=Placeholder]; "inception_v3/batch_normalization_87/FusedBatchNormV3/ReadVariableOp_1" [op=ReadVariableOp]; "inception_v3/batch_normalization_87/FusedBatchNormV3" [op=FusedBatchNormV3]; -"inception_v3/conv2d_85/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/conv2d_85/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/conv2d_85/SymmQuant/Abs" [op=Abs]; -"inception_v3/conv2d_85/SymmQuant/add/y" [op=Const]; -"inception_v3/conv2d_85/SymmQuant/add" [op=AddV2]; -"inception_v3/conv2d_85/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/conv2d_85/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/conv2d_85/SymmQuant/mul" [op=Mul]; -"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel" [op=FakeQuantWithMinMaxVarsPerChannel]; -"inception_v3/conv2d_85/Conv2D" [op=Conv2D]; +"inception_v3/batch_normalization_85/Const" [op=Const]; +"inception_v3/batch_normalization_85/ReadVariableOp/resource" [op=Placeholder]; +"inception_v3/batch_normalization_85/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp/resource" [op=Placeholder]; +"inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp_1/resource" [op=Placeholder]; +"inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp_1" [op=ReadVariableOp]; +"inception_v3/batch_normalization_85/FusedBatchNormV3" [op=FusedBatchNormV3]; "inception_v3/batch_normalization_93/Const" [op=Const]; "inception_v3/batch_normalization_93/ReadVariableOp/resource" [op=Placeholder]; "inception_v3/batch_normalization_93/ReadVariableOp" [op=ReadVariableOp]; @@ -2921,80 +2929,62 @@ args_0 [op=Placeholder]; "inception_v3/activation_91/Relu" [op=Relu]; "inception_v3/activation_88/Relu" [op=Relu]; "inception_v3/activation_87/Relu" [op=Relu]; -"inception_v3/batch_normalization_85/Const" [op=Const]; -"inception_v3/batch_normalization_85/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/batch_normalization_85/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp_1/resource" [op=Placeholder]; -"inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp_1" [op=ReadVariableOp]; -"inception_v3/batch_normalization_85/FusedBatchNormV3" [op=FusedBatchNormV3]; -"inception_v3/activation_93/Relu" [op=Relu]; -"inception_v3/activation_91/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_91/fake_quantize/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_91/fake_quantize/AsymmQuant/Abs" [op=Abs]; -"inception_v3/activation_91/fake_quantize/AsymmQuant/add/y" [op=Const]; -"inception_v3/activation_91/fake_quantize/AsymmQuant/add" [op=AddV2]; -"inception_v3/activation_91/fake_quantize/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_91/fake_quantize/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_91/fake_quantize/AsymmQuant/add_1" [op=AddV2]; -"inception_v3/activation_91/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_91/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"inception_v3/activation_92/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_92/fake_quantize/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_92/fake_quantize/AsymmQuant/Abs" [op=Abs]; -"inception_v3/activation_92/fake_quantize/AsymmQuant/add/y" [op=Const]; -"inception_v3/activation_92/fake_quantize/AsymmQuant/add" [op=AddV2]; -"inception_v3/activation_92/fake_quantize/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_92/fake_quantize/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_92/fake_quantize/AsymmQuant/add_1" [op=AddV2]; -"inception_v3/activation_92/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_92/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"inception_v3/activation_87/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_87/fake_quantize/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_87/fake_quantize/AsymmQuant/Abs" [op=Abs]; -"inception_v3/activation_87/fake_quantize/AsymmQuant/add/y" [op=Const]; -"inception_v3/activation_87/fake_quantize/AsymmQuant/add" [op=AddV2]; -"inception_v3/activation_87/fake_quantize/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_87/fake_quantize/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_87/fake_quantize/AsymmQuant/add_1" [op=AddV2]; -"inception_v3/activation_87/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_87/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"inception_v3/activation_88/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_88/fake_quantize/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_88/fake_quantize/AsymmQuant/Abs" [op=Abs]; -"inception_v3/activation_88/fake_quantize/AsymmQuant/add/y" [op=Const]; -"inception_v3/activation_88/fake_quantize/AsymmQuant/add" [op=AddV2]; -"inception_v3/activation_88/fake_quantize/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_88/fake_quantize/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_88/fake_quantize/AsymmQuant/add_1" [op=AddV2]; -"inception_v3/activation_88/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_88/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; "inception_v3/activation_85/Relu" [op=Relu]; -"inception_v3/activation_85/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_85/fake_quantize/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_85/fake_quantize/AsymmQuant/Abs" [op=Abs]; -"inception_v3/activation_85/fake_quantize/AsymmQuant/add/y" [op=Const]; -"inception_v3/activation_85/fake_quantize/AsymmQuant/add" [op=AddV2]; -"inception_v3/activation_85/fake_quantize/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_85/fake_quantize/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_85/fake_quantize/AsymmQuant/add_1" [op=AddV2]; -"inception_v3/activation_85/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_85/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/Abs" [op=Abs]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/add/y" [op=Const]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/add" [op=AddV2]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/add_1" [op=AddV2]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"inception_v3/activation_93/Relu" [op=Relu]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/Abs/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/Abs" [op=Abs]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/add/y" [op=Const]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/add" [op=AddV2]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/add_1" [op=AddV2]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/Abs/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/Abs" [op=Abs]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/add/y" [op=Const]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/add" [op=AddV2]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/add_1" [op=AddV2]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/Abs/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/Abs" [op=Abs]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/add/y" [op=Const]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/add" [op=AddV2]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/add_1" [op=AddV2]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/Abs/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/Abs" [op=Abs]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/add/y" [op=Const]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/add" [op=AddV2]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/add_1" [op=AddV2]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; "inception_v3/mixed9_1/concat/axis" [op=Const]; "inception_v3/mixed9_1/concat" [op=ConcatV2]; "inception_v3/concatenate_1/concat/axis" [op=Const]; "inception_v3/concatenate_1/concat" [op=ConcatV2]; -"inception_v3/activation_93/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_93/fake_quantize/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_93/fake_quantize/AsymmQuant/Abs" [op=Abs]; -"inception_v3/activation_93/fake_quantize/AsymmQuant/add/y" [op=Const]; -"inception_v3/activation_93/fake_quantize/AsymmQuant/add" [op=AddV2]; -"inception_v3/activation_93/fake_quantize/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_93/fake_quantize/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_93/fake_quantize/AsymmQuant/add_1" [op=AddV2]; -"inception_v3/activation_93/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_93/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/Abs/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/Abs" [op=Abs]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/add/y" [op=Const]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/add" [op=AddV2]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/add_1" [op=AddV2]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; "inception_v3/mixed10/concat/axis" [op=Const]; "inception_v3/mixed10/concat" [op=ConcatV2]; "inception_v3/avg_pool/Mean/reduction_indices" [op=Const]; @@ -6165,6 +6155,19 @@ args_0 -> "inception_v3/input_1/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars "inception_v3/conv2d_87/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp" -> "inception_v3/conv2d_87/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; "inception_v3/conv2d_87/SymmQuant/FakeQuantWithMinMaxVarsPerChannel" -> "inception_v3/conv2d_87/Conv2D"; "inception_v3/conv2d_87/Conv2D" -> "inception_v3/batch_normalization_87/FusedBatchNormV3"; +"inception_v3/conv2d_85/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/conv2d_85/SymmQuant/Abs/ReadVariableOp"; +"inception_v3/conv2d_85/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/conv2d_85/SymmQuant/Abs"; +"inception_v3/conv2d_85/SymmQuant/Abs" -> "inception_v3/conv2d_85/SymmQuant/add"; +"inception_v3/conv2d_85/SymmQuant/add/y" -> "inception_v3/conv2d_85/SymmQuant/add"; +"inception_v3/conv2d_85/SymmQuant/add" -> "inception_v3/conv2d_85/SymmQuant/mul"; +"inception_v3/conv2d_85/SymmQuant/add" -> "inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_85/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/conv2d_85/SymmQuant/mul/ReadVariableOp"; +"inception_v3/conv2d_85/SymmQuant/mul/ReadVariableOp" -> "inception_v3/conv2d_85/SymmQuant/mul"; +"inception_v3/conv2d_85/SymmQuant/mul" -> "inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp/resource" -> "inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp"; +"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp" -> "inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel" -> "inception_v3/conv2d_85/Conv2D"; +"inception_v3/conv2d_85/Conv2D" -> "inception_v3/batch_normalization_85/FusedBatchNormV3"; "inception_v3/conv2d_93/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/conv2d_93/SymmQuant/Abs/ReadVariableOp"; "inception_v3/conv2d_93/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/conv2d_93/SymmQuant/Abs"; "inception_v3/conv2d_93/SymmQuant/Abs" -> "inception_v3/conv2d_93/SymmQuant/add"; @@ -6210,31 +6213,6 @@ args_0 -> "inception_v3/input_1/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars "inception_v3/batch_normalization_87/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_87/FusedBatchNormV3/ReadVariableOp_1"; "inception_v3/batch_normalization_87/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_87/FusedBatchNormV3"; "inception_v3/batch_normalization_87/FusedBatchNormV3" -> "inception_v3/activation_87/Relu"; -"inception_v3/conv2d_85/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/conv2d_85/SymmQuant/Abs/ReadVariableOp"; -"inception_v3/conv2d_85/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/conv2d_85/SymmQuant/Abs"; -"inception_v3/conv2d_85/SymmQuant/Abs" -> "inception_v3/conv2d_85/SymmQuant/add"; -"inception_v3/conv2d_85/SymmQuant/add/y" -> "inception_v3/conv2d_85/SymmQuant/add"; -"inception_v3/conv2d_85/SymmQuant/add" -> "inception_v3/conv2d_85/SymmQuant/mul"; -"inception_v3/conv2d_85/SymmQuant/add" -> "inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; -"inception_v3/conv2d_85/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/conv2d_85/SymmQuant/mul/ReadVariableOp"; -"inception_v3/conv2d_85/SymmQuant/mul/ReadVariableOp" -> "inception_v3/conv2d_85/SymmQuant/mul"; -"inception_v3/conv2d_85/SymmQuant/mul" -> "inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; -"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp/resource" -> "inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp"; -"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp" -> "inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; -"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel" -> "inception_v3/conv2d_85/Conv2D"; -"inception_v3/conv2d_85/Conv2D" -> "inception_v3/batch_normalization_85/FusedBatchNormV3"; -"inception_v3/batch_normalization_93/Const" -> "inception_v3/batch_normalization_93/FusedBatchNormV3"; -"inception_v3/batch_normalization_93/ReadVariableOp/resource" -> "inception_v3/batch_normalization_93/ReadVariableOp"; -"inception_v3/batch_normalization_93/ReadVariableOp" -> "inception_v3/batch_normalization_93/FusedBatchNormV3"; -"inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp/resource" -> "inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp"; -"inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp" -> "inception_v3/batch_normalization_93/FusedBatchNormV3"; -"inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp_1"; -"inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_93/FusedBatchNormV3"; -"inception_v3/batch_normalization_93/FusedBatchNormV3" -> "inception_v3/activation_93/Relu"; -"inception_v3/activation_92/Relu" -> "inception_v3/activation_92/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_91/Relu" -> "inception_v3/activation_91/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_88/Relu" -> "inception_v3/activation_88/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_87/Relu" -> "inception_v3/activation_87/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; "inception_v3/batch_normalization_85/Const" -> "inception_v3/batch_normalization_85/FusedBatchNormV3"; "inception_v3/batch_normalization_85/ReadVariableOp/resource" -> "inception_v3/batch_normalization_85/ReadVariableOp"; "inception_v3/batch_normalization_85/ReadVariableOp" -> "inception_v3/batch_normalization_85/FusedBatchNormV3"; @@ -6243,78 +6221,90 @@ args_0 -> "inception_v3/input_1/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars "inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp_1"; "inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_85/FusedBatchNormV3"; "inception_v3/batch_normalization_85/FusedBatchNormV3" -> "inception_v3/activation_85/Relu"; -"inception_v3/activation_93/Relu" -> "inception_v3/activation_93/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_91/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_91/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; -"inception_v3/activation_91/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_91/fake_quantize/AsymmQuant/Abs"; -"inception_v3/activation_91/fake_quantize/AsymmQuant/Abs" -> "inception_v3/activation_91/fake_quantize/AsymmQuant/add"; -"inception_v3/activation_91/fake_quantize/AsymmQuant/add/y" -> "inception_v3/activation_91/fake_quantize/AsymmQuant/add"; -"inception_v3/activation_91/fake_quantize/AsymmQuant/add" -> "inception_v3/activation_91/fake_quantize/AsymmQuant/add_1"; -"inception_v3/activation_91/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_91/fake_quantize/AsymmQuant/ReadVariableOp"; -"inception_v3/activation_91/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_91/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"inception_v3/activation_91/fake_quantize/AsymmQuant/ReadVariableOp" -> "inception_v3/activation_91/fake_quantize/AsymmQuant/add_1"; -"inception_v3/activation_91/fake_quantize/AsymmQuant/add_1" -> "inception_v3/activation_91/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_91/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_91/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_91/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/concatenate_1/concat"; -"inception_v3/activation_92/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_92/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; -"inception_v3/activation_92/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_92/fake_quantize/AsymmQuant/Abs"; -"inception_v3/activation_92/fake_quantize/AsymmQuant/Abs" -> "inception_v3/activation_92/fake_quantize/AsymmQuant/add"; -"inception_v3/activation_92/fake_quantize/AsymmQuant/add/y" -> "inception_v3/activation_92/fake_quantize/AsymmQuant/add"; -"inception_v3/activation_92/fake_quantize/AsymmQuant/add" -> "inception_v3/activation_92/fake_quantize/AsymmQuant/add_1"; -"inception_v3/activation_92/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_92/fake_quantize/AsymmQuant/ReadVariableOp"; -"inception_v3/activation_92/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_92/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"inception_v3/activation_92/fake_quantize/AsymmQuant/ReadVariableOp" -> "inception_v3/activation_92/fake_quantize/AsymmQuant/add_1"; -"inception_v3/activation_92/fake_quantize/AsymmQuant/add_1" -> "inception_v3/activation_92/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_92/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_92/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_92/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/concatenate_1/concat"; -"inception_v3/activation_87/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; -"inception_v3/activation_87/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/AsymmQuant/Abs"; -"inception_v3/activation_87/fake_quantize/AsymmQuant/Abs" -> "inception_v3/activation_87/fake_quantize/AsymmQuant/add"; -"inception_v3/activation_87/fake_quantize/AsymmQuant/add/y" -> "inception_v3/activation_87/fake_quantize/AsymmQuant/add"; -"inception_v3/activation_87/fake_quantize/AsymmQuant/add" -> "inception_v3/activation_87/fake_quantize/AsymmQuant/add_1"; -"inception_v3/activation_87/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/AsymmQuant/ReadVariableOp"; -"inception_v3/activation_87/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"inception_v3/activation_87/fake_quantize/AsymmQuant/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/AsymmQuant/add_1"; -"inception_v3/activation_87/fake_quantize/AsymmQuant/add_1" -> "inception_v3/activation_87/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_87/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_87/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/mixed9_1/concat"; -"inception_v3/activation_88/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_88/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; -"inception_v3/activation_88/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_88/fake_quantize/AsymmQuant/Abs"; -"inception_v3/activation_88/fake_quantize/AsymmQuant/Abs" -> "inception_v3/activation_88/fake_quantize/AsymmQuant/add"; -"inception_v3/activation_88/fake_quantize/AsymmQuant/add/y" -> "inception_v3/activation_88/fake_quantize/AsymmQuant/add"; -"inception_v3/activation_88/fake_quantize/AsymmQuant/add" -> "inception_v3/activation_88/fake_quantize/AsymmQuant/add_1"; -"inception_v3/activation_88/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_88/fake_quantize/AsymmQuant/ReadVariableOp"; -"inception_v3/activation_88/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_88/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"inception_v3/activation_88/fake_quantize/AsymmQuant/ReadVariableOp" -> "inception_v3/activation_88/fake_quantize/AsymmQuant/add_1"; -"inception_v3/activation_88/fake_quantize/AsymmQuant/add_1" -> "inception_v3/activation_88/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_88/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_88/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_88/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/mixed9_1/concat"; -"inception_v3/activation_85/Relu" -> "inception_v3/activation_85/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_85/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_85/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; -"inception_v3/activation_85/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_85/fake_quantize/AsymmQuant/Abs"; -"inception_v3/activation_85/fake_quantize/AsymmQuant/Abs" -> "inception_v3/activation_85/fake_quantize/AsymmQuant/add"; -"inception_v3/activation_85/fake_quantize/AsymmQuant/add/y" -> "inception_v3/activation_85/fake_quantize/AsymmQuant/add"; -"inception_v3/activation_85/fake_quantize/AsymmQuant/add" -> "inception_v3/activation_85/fake_quantize/AsymmQuant/add_1"; -"inception_v3/activation_85/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_85/fake_quantize/AsymmQuant/ReadVariableOp"; -"inception_v3/activation_85/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_85/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"inception_v3/activation_85/fake_quantize/AsymmQuant/ReadVariableOp" -> "inception_v3/activation_85/fake_quantize/AsymmQuant/add_1"; -"inception_v3/activation_85/fake_quantize/AsymmQuant/add_1" -> "inception_v3/activation_85/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_85/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_85/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_85/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/mixed10/concat"; +"inception_v3/batch_normalization_93/Const" -> "inception_v3/batch_normalization_93/FusedBatchNormV3"; +"inception_v3/batch_normalization_93/ReadVariableOp/resource" -> "inception_v3/batch_normalization_93/ReadVariableOp"; +"inception_v3/batch_normalization_93/ReadVariableOp" -> "inception_v3/batch_normalization_93/FusedBatchNormV3"; +"inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp/resource" -> "inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp"; +"inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp" -> "inception_v3/batch_normalization_93/FusedBatchNormV3"; +"inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp_1"; +"inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_93/FusedBatchNormV3"; +"inception_v3/batch_normalization_93/FusedBatchNormV3" -> "inception_v3/activation_93/Relu"; +"inception_v3/activation_92/Relu" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars"; +"inception_v3/activation_91/Relu" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"inception_v3/activation_88/Relu" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/Relu" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars"; +"inception_v3/activation_85/Relu" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/Abs/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/Abs/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/Abs/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/Abs/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/Abs/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/Abs"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/Abs" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/add/y" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/add" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/add_1"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/add_1"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/add_1" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/mixed10/concat"; +"inception_v3/activation_93/Relu" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/Abs/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/Abs"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/Abs" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/add/y" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/add" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/add_1"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/add_1"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/add_1" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars" -> "inception_v3/concatenate_1/concat"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/Abs/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/Abs"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/Abs" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/add/y" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/add" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/add_1"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/add_1"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/add_1" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars" -> "inception_v3/concatenate_1/concat"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/Abs/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/Abs"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/Abs" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/add/y" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/add" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/add_1"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/add_1"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/add_1" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars" -> "inception_v3/mixed9_1/concat"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/Abs/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/Abs"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/Abs" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/add/y" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/add" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/add_1"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/add_1"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/add_1" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars" -> "inception_v3/mixed9_1/concat"; "inception_v3/mixed9_1/concat/axis" -> "inception_v3/mixed9_1/concat"; "inception_v3/mixed9_1/concat" -> "inception_v3/mixed10/concat"; "inception_v3/concatenate_1/concat/axis" -> "inception_v3/concatenate_1/concat"; "inception_v3/concatenate_1/concat" -> "inception_v3/mixed10/concat"; -"inception_v3/activation_93/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_93/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; -"inception_v3/activation_93/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_93/fake_quantize/AsymmQuant/Abs"; -"inception_v3/activation_93/fake_quantize/AsymmQuant/Abs" -> "inception_v3/activation_93/fake_quantize/AsymmQuant/add"; -"inception_v3/activation_93/fake_quantize/AsymmQuant/add/y" -> "inception_v3/activation_93/fake_quantize/AsymmQuant/add"; -"inception_v3/activation_93/fake_quantize/AsymmQuant/add" -> "inception_v3/activation_93/fake_quantize/AsymmQuant/add_1"; -"inception_v3/activation_93/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_93/fake_quantize/AsymmQuant/ReadVariableOp"; -"inception_v3/activation_93/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_93/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"inception_v3/activation_93/fake_quantize/AsymmQuant/ReadVariableOp" -> "inception_v3/activation_93/fake_quantize/AsymmQuant/add_1"; -"inception_v3/activation_93/fake_quantize/AsymmQuant/add_1" -> "inception_v3/activation_93/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_93/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_93/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_93/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/mixed10/concat"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/Abs/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/Abs"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/Abs" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/add/y" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/add" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/add_1"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/add_1"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/add_1" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/FakeQuantWithMinMaxVars" -> "inception_v3/mixed10/concat"; "inception_v3/mixed10/concat/axis" -> "inception_v3/mixed10/concat"; "inception_v3/mixed10/concat" -> "inception_v3/avg_pool/Mean"; "inception_v3/avg_pool/Mean/reduction_indices" -> "inception_v3/avg_pool/Mean"; diff --git a/tests/tensorflow/data/reference_graphs/2.11/quantized/hw/VPU/inception_v3.dot b/tests/tensorflow/data/reference_graphs/2.11/quantized/hw/VPU/inception_v3.dot index 4bdff5fc871..ee079e7a2c7 100644 --- a/tests/tensorflow/data/reference_graphs/2.11/quantized/hw/VPU/inception_v3.dot +++ b/tests/tensorflow/data/reference_graphs/2.11/quantized/hw/VPU/inception_v3.dot @@ -2853,6 +2853,18 @@ args_0 [op=Placeholder]; "inception_v3/conv2d_87/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp" [op=ReadVariableOp]; "inception_v3/conv2d_87/SymmQuant/FakeQuantWithMinMaxVarsPerChannel" [op=FakeQuantWithMinMaxVarsPerChannel]; "inception_v3/conv2d_87/Conv2D" [op=Conv2D]; +"inception_v3/conv2d_85/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; +"inception_v3/conv2d_85/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/conv2d_85/SymmQuant/Abs" [op=Abs]; +"inception_v3/conv2d_85/SymmQuant/add/y" [op=Const]; +"inception_v3/conv2d_85/SymmQuant/add" [op=AddV2]; +"inception_v3/conv2d_85/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; +"inception_v3/conv2d_85/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/conv2d_85/SymmQuant/mul" [op=Mul]; +"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp/resource" [op=Placeholder]; +"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel" [op=FakeQuantWithMinMaxVarsPerChannel]; +"inception_v3/conv2d_85/Conv2D" [op=Conv2D]; "inception_v3/conv2d_93/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; "inception_v3/conv2d_93/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; "inception_v3/conv2d_93/SymmQuant/Abs" [op=Abs]; @@ -2897,18 +2909,14 @@ args_0 [op=Placeholder]; "inception_v3/batch_normalization_87/FusedBatchNormV3/ReadVariableOp_1/resource" [op=Placeholder]; "inception_v3/batch_normalization_87/FusedBatchNormV3/ReadVariableOp_1" [op=ReadVariableOp]; "inception_v3/batch_normalization_87/FusedBatchNormV3" [op=FusedBatchNormV3]; -"inception_v3/conv2d_85/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/conv2d_85/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/conv2d_85/SymmQuant/Abs" [op=Abs]; -"inception_v3/conv2d_85/SymmQuant/add/y" [op=Const]; -"inception_v3/conv2d_85/SymmQuant/add" [op=AddV2]; -"inception_v3/conv2d_85/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/conv2d_85/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/conv2d_85/SymmQuant/mul" [op=Mul]; -"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel" [op=FakeQuantWithMinMaxVarsPerChannel]; -"inception_v3/conv2d_85/Conv2D" [op=Conv2D]; +"inception_v3/batch_normalization_85/Const" [op=Const]; +"inception_v3/batch_normalization_85/ReadVariableOp/resource" [op=Placeholder]; +"inception_v3/batch_normalization_85/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp/resource" [op=Placeholder]; +"inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp_1/resource" [op=Placeholder]; +"inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp_1" [op=ReadVariableOp]; +"inception_v3/batch_normalization_85/FusedBatchNormV3" [op=FusedBatchNormV3]; "inception_v3/batch_normalization_93/Const" [op=Const]; "inception_v3/batch_normalization_93/ReadVariableOp/resource" [op=Placeholder]; "inception_v3/batch_normalization_93/ReadVariableOp" [op=ReadVariableOp]; @@ -2921,80 +2929,62 @@ args_0 [op=Placeholder]; "inception_v3/activation_91/Relu" [op=Relu]; "inception_v3/activation_88/Relu" [op=Relu]; "inception_v3/activation_87/Relu" [op=Relu]; -"inception_v3/batch_normalization_85/Const" [op=Const]; -"inception_v3/batch_normalization_85/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/batch_normalization_85/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp_1/resource" [op=Placeholder]; -"inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp_1" [op=ReadVariableOp]; -"inception_v3/batch_normalization_85/FusedBatchNormV3" [op=FusedBatchNormV3]; -"inception_v3/activation_93/Relu" [op=Relu]; -"inception_v3/activation_91/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_91/fake_quantize/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_91/fake_quantize/AsymmQuant/Abs" [op=Abs]; -"inception_v3/activation_91/fake_quantize/AsymmQuant/add/y" [op=Const]; -"inception_v3/activation_91/fake_quantize/AsymmQuant/add" [op=AddV2]; -"inception_v3/activation_91/fake_quantize/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_91/fake_quantize/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_91/fake_quantize/AsymmQuant/add_1" [op=AddV2]; -"inception_v3/activation_91/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_91/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"inception_v3/activation_92/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_92/fake_quantize/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_92/fake_quantize/AsymmQuant/Abs" [op=Abs]; -"inception_v3/activation_92/fake_quantize/AsymmQuant/add/y" [op=Const]; -"inception_v3/activation_92/fake_quantize/AsymmQuant/add" [op=AddV2]; -"inception_v3/activation_92/fake_quantize/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_92/fake_quantize/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_92/fake_quantize/AsymmQuant/add_1" [op=AddV2]; -"inception_v3/activation_92/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_92/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"inception_v3/activation_87/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_87/fake_quantize/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_87/fake_quantize/AsymmQuant/Abs" [op=Abs]; -"inception_v3/activation_87/fake_quantize/AsymmQuant/add/y" [op=Const]; -"inception_v3/activation_87/fake_quantize/AsymmQuant/add" [op=AddV2]; -"inception_v3/activation_87/fake_quantize/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_87/fake_quantize/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_87/fake_quantize/AsymmQuant/add_1" [op=AddV2]; -"inception_v3/activation_87/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_87/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"inception_v3/activation_88/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_88/fake_quantize/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_88/fake_quantize/AsymmQuant/Abs" [op=Abs]; -"inception_v3/activation_88/fake_quantize/AsymmQuant/add/y" [op=Const]; -"inception_v3/activation_88/fake_quantize/AsymmQuant/add" [op=AddV2]; -"inception_v3/activation_88/fake_quantize/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_88/fake_quantize/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_88/fake_quantize/AsymmQuant/add_1" [op=AddV2]; -"inception_v3/activation_88/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_88/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; "inception_v3/activation_85/Relu" [op=Relu]; -"inception_v3/activation_85/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_85/fake_quantize/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_85/fake_quantize/AsymmQuant/Abs" [op=Abs]; -"inception_v3/activation_85/fake_quantize/AsymmQuant/add/y" [op=Const]; -"inception_v3/activation_85/fake_quantize/AsymmQuant/add" [op=AddV2]; -"inception_v3/activation_85/fake_quantize/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_85/fake_quantize/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_85/fake_quantize/AsymmQuant/add_1" [op=AddV2]; -"inception_v3/activation_85/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_85/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/Abs" [op=Abs]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/add/y" [op=Const]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/add" [op=AddV2]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/add_1" [op=AddV2]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"inception_v3/activation_93/Relu" [op=Relu]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/Abs/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/Abs" [op=Abs]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/add/y" [op=Const]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/add" [op=AddV2]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/add_1" [op=AddV2]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/Abs/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/Abs" [op=Abs]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/add/y" [op=Const]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/add" [op=AddV2]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/add_1" [op=AddV2]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/Abs/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/Abs" [op=Abs]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/add/y" [op=Const]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/add" [op=AddV2]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/add_1" [op=AddV2]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/Abs/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/Abs" [op=Abs]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/add/y" [op=Const]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/add" [op=AddV2]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/add_1" [op=AddV2]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; "inception_v3/mixed9_1/concat/axis" [op=Const]; "inception_v3/mixed9_1/concat" [op=ConcatV2]; "inception_v3/concatenate_1/concat/axis" [op=Const]; "inception_v3/concatenate_1/concat" [op=ConcatV2]; -"inception_v3/activation_93/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_93/fake_quantize/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_93/fake_quantize/AsymmQuant/Abs" [op=Abs]; -"inception_v3/activation_93/fake_quantize/AsymmQuant/add/y" [op=Const]; -"inception_v3/activation_93/fake_quantize/AsymmQuant/add" [op=AddV2]; -"inception_v3/activation_93/fake_quantize/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_93/fake_quantize/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_93/fake_quantize/AsymmQuant/add_1" [op=AddV2]; -"inception_v3/activation_93/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_93/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/Abs/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/Abs" [op=Abs]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/add/y" [op=Const]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/add" [op=AddV2]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/add_1" [op=AddV2]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; "inception_v3/mixed10/concat/axis" [op=Const]; "inception_v3/mixed10/concat" [op=ConcatV2]; "inception_v3/avg_pool/Mean/reduction_indices" [op=Const]; @@ -6165,6 +6155,19 @@ args_0 -> "inception_v3/input_1/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars "inception_v3/conv2d_87/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp" -> "inception_v3/conv2d_87/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; "inception_v3/conv2d_87/SymmQuant/FakeQuantWithMinMaxVarsPerChannel" -> "inception_v3/conv2d_87/Conv2D"; "inception_v3/conv2d_87/Conv2D" -> "inception_v3/batch_normalization_87/FusedBatchNormV3"; +"inception_v3/conv2d_85/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/conv2d_85/SymmQuant/Abs/ReadVariableOp"; +"inception_v3/conv2d_85/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/conv2d_85/SymmQuant/Abs"; +"inception_v3/conv2d_85/SymmQuant/Abs" -> "inception_v3/conv2d_85/SymmQuant/add"; +"inception_v3/conv2d_85/SymmQuant/add/y" -> "inception_v3/conv2d_85/SymmQuant/add"; +"inception_v3/conv2d_85/SymmQuant/add" -> "inception_v3/conv2d_85/SymmQuant/mul"; +"inception_v3/conv2d_85/SymmQuant/add" -> "inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_85/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/conv2d_85/SymmQuant/mul/ReadVariableOp"; +"inception_v3/conv2d_85/SymmQuant/mul/ReadVariableOp" -> "inception_v3/conv2d_85/SymmQuant/mul"; +"inception_v3/conv2d_85/SymmQuant/mul" -> "inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp/resource" -> "inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp"; +"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp" -> "inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel" -> "inception_v3/conv2d_85/Conv2D"; +"inception_v3/conv2d_85/Conv2D" -> "inception_v3/batch_normalization_85/FusedBatchNormV3"; "inception_v3/conv2d_93/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/conv2d_93/SymmQuant/Abs/ReadVariableOp"; "inception_v3/conv2d_93/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/conv2d_93/SymmQuant/Abs"; "inception_v3/conv2d_93/SymmQuant/Abs" -> "inception_v3/conv2d_93/SymmQuant/add"; @@ -6210,31 +6213,6 @@ args_0 -> "inception_v3/input_1/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars "inception_v3/batch_normalization_87/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_87/FusedBatchNormV3/ReadVariableOp_1"; "inception_v3/batch_normalization_87/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_87/FusedBatchNormV3"; "inception_v3/batch_normalization_87/FusedBatchNormV3" -> "inception_v3/activation_87/Relu"; -"inception_v3/conv2d_85/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/conv2d_85/SymmQuant/Abs/ReadVariableOp"; -"inception_v3/conv2d_85/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/conv2d_85/SymmQuant/Abs"; -"inception_v3/conv2d_85/SymmQuant/Abs" -> "inception_v3/conv2d_85/SymmQuant/add"; -"inception_v3/conv2d_85/SymmQuant/add/y" -> "inception_v3/conv2d_85/SymmQuant/add"; -"inception_v3/conv2d_85/SymmQuant/add" -> "inception_v3/conv2d_85/SymmQuant/mul"; -"inception_v3/conv2d_85/SymmQuant/add" -> "inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; -"inception_v3/conv2d_85/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/conv2d_85/SymmQuant/mul/ReadVariableOp"; -"inception_v3/conv2d_85/SymmQuant/mul/ReadVariableOp" -> "inception_v3/conv2d_85/SymmQuant/mul"; -"inception_v3/conv2d_85/SymmQuant/mul" -> "inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; -"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp/resource" -> "inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp"; -"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp" -> "inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; -"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel" -> "inception_v3/conv2d_85/Conv2D"; -"inception_v3/conv2d_85/Conv2D" -> "inception_v3/batch_normalization_85/FusedBatchNormV3"; -"inception_v3/batch_normalization_93/Const" -> "inception_v3/batch_normalization_93/FusedBatchNormV3"; -"inception_v3/batch_normalization_93/ReadVariableOp/resource" -> "inception_v3/batch_normalization_93/ReadVariableOp"; -"inception_v3/batch_normalization_93/ReadVariableOp" -> "inception_v3/batch_normalization_93/FusedBatchNormV3"; -"inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp/resource" -> "inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp"; -"inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp" -> "inception_v3/batch_normalization_93/FusedBatchNormV3"; -"inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp_1"; -"inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_93/FusedBatchNormV3"; -"inception_v3/batch_normalization_93/FusedBatchNormV3" -> "inception_v3/activation_93/Relu"; -"inception_v3/activation_92/Relu" -> "inception_v3/activation_92/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_91/Relu" -> "inception_v3/activation_91/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_88/Relu" -> "inception_v3/activation_88/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_87/Relu" -> "inception_v3/activation_87/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; "inception_v3/batch_normalization_85/Const" -> "inception_v3/batch_normalization_85/FusedBatchNormV3"; "inception_v3/batch_normalization_85/ReadVariableOp/resource" -> "inception_v3/batch_normalization_85/ReadVariableOp"; "inception_v3/batch_normalization_85/ReadVariableOp" -> "inception_v3/batch_normalization_85/FusedBatchNormV3"; @@ -6243,78 +6221,90 @@ args_0 -> "inception_v3/input_1/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars "inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp_1"; "inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_85/FusedBatchNormV3"; "inception_v3/batch_normalization_85/FusedBatchNormV3" -> "inception_v3/activation_85/Relu"; -"inception_v3/activation_93/Relu" -> "inception_v3/activation_93/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_91/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_91/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; -"inception_v3/activation_91/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_91/fake_quantize/AsymmQuant/Abs"; -"inception_v3/activation_91/fake_quantize/AsymmQuant/Abs" -> "inception_v3/activation_91/fake_quantize/AsymmQuant/add"; -"inception_v3/activation_91/fake_quantize/AsymmQuant/add/y" -> "inception_v3/activation_91/fake_quantize/AsymmQuant/add"; -"inception_v3/activation_91/fake_quantize/AsymmQuant/add" -> "inception_v3/activation_91/fake_quantize/AsymmQuant/add_1"; -"inception_v3/activation_91/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_91/fake_quantize/AsymmQuant/ReadVariableOp"; -"inception_v3/activation_91/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_91/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"inception_v3/activation_91/fake_quantize/AsymmQuant/ReadVariableOp" -> "inception_v3/activation_91/fake_quantize/AsymmQuant/add_1"; -"inception_v3/activation_91/fake_quantize/AsymmQuant/add_1" -> "inception_v3/activation_91/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_91/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_91/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_91/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/concatenate_1/concat"; -"inception_v3/activation_92/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_92/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; -"inception_v3/activation_92/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_92/fake_quantize/AsymmQuant/Abs"; -"inception_v3/activation_92/fake_quantize/AsymmQuant/Abs" -> "inception_v3/activation_92/fake_quantize/AsymmQuant/add"; -"inception_v3/activation_92/fake_quantize/AsymmQuant/add/y" -> "inception_v3/activation_92/fake_quantize/AsymmQuant/add"; -"inception_v3/activation_92/fake_quantize/AsymmQuant/add" -> "inception_v3/activation_92/fake_quantize/AsymmQuant/add_1"; -"inception_v3/activation_92/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_92/fake_quantize/AsymmQuant/ReadVariableOp"; -"inception_v3/activation_92/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_92/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"inception_v3/activation_92/fake_quantize/AsymmQuant/ReadVariableOp" -> "inception_v3/activation_92/fake_quantize/AsymmQuant/add_1"; -"inception_v3/activation_92/fake_quantize/AsymmQuant/add_1" -> "inception_v3/activation_92/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_92/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_92/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_92/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/concatenate_1/concat"; -"inception_v3/activation_87/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; -"inception_v3/activation_87/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/AsymmQuant/Abs"; -"inception_v3/activation_87/fake_quantize/AsymmQuant/Abs" -> "inception_v3/activation_87/fake_quantize/AsymmQuant/add"; -"inception_v3/activation_87/fake_quantize/AsymmQuant/add/y" -> "inception_v3/activation_87/fake_quantize/AsymmQuant/add"; -"inception_v3/activation_87/fake_quantize/AsymmQuant/add" -> "inception_v3/activation_87/fake_quantize/AsymmQuant/add_1"; -"inception_v3/activation_87/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/AsymmQuant/ReadVariableOp"; -"inception_v3/activation_87/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"inception_v3/activation_87/fake_quantize/AsymmQuant/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/AsymmQuant/add_1"; -"inception_v3/activation_87/fake_quantize/AsymmQuant/add_1" -> "inception_v3/activation_87/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_87/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_87/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/mixed9_1/concat"; -"inception_v3/activation_88/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_88/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; -"inception_v3/activation_88/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_88/fake_quantize/AsymmQuant/Abs"; -"inception_v3/activation_88/fake_quantize/AsymmQuant/Abs" -> "inception_v3/activation_88/fake_quantize/AsymmQuant/add"; -"inception_v3/activation_88/fake_quantize/AsymmQuant/add/y" -> "inception_v3/activation_88/fake_quantize/AsymmQuant/add"; -"inception_v3/activation_88/fake_quantize/AsymmQuant/add" -> "inception_v3/activation_88/fake_quantize/AsymmQuant/add_1"; -"inception_v3/activation_88/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_88/fake_quantize/AsymmQuant/ReadVariableOp"; -"inception_v3/activation_88/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_88/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"inception_v3/activation_88/fake_quantize/AsymmQuant/ReadVariableOp" -> "inception_v3/activation_88/fake_quantize/AsymmQuant/add_1"; -"inception_v3/activation_88/fake_quantize/AsymmQuant/add_1" -> "inception_v3/activation_88/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_88/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_88/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_88/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/mixed9_1/concat"; -"inception_v3/activation_85/Relu" -> "inception_v3/activation_85/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_85/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_85/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; -"inception_v3/activation_85/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_85/fake_quantize/AsymmQuant/Abs"; -"inception_v3/activation_85/fake_quantize/AsymmQuant/Abs" -> "inception_v3/activation_85/fake_quantize/AsymmQuant/add"; -"inception_v3/activation_85/fake_quantize/AsymmQuant/add/y" -> "inception_v3/activation_85/fake_quantize/AsymmQuant/add"; -"inception_v3/activation_85/fake_quantize/AsymmQuant/add" -> "inception_v3/activation_85/fake_quantize/AsymmQuant/add_1"; -"inception_v3/activation_85/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_85/fake_quantize/AsymmQuant/ReadVariableOp"; -"inception_v3/activation_85/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_85/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"inception_v3/activation_85/fake_quantize/AsymmQuant/ReadVariableOp" -> "inception_v3/activation_85/fake_quantize/AsymmQuant/add_1"; -"inception_v3/activation_85/fake_quantize/AsymmQuant/add_1" -> "inception_v3/activation_85/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_85/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_85/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_85/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/mixed10/concat"; +"inception_v3/batch_normalization_93/Const" -> "inception_v3/batch_normalization_93/FusedBatchNormV3"; +"inception_v3/batch_normalization_93/ReadVariableOp/resource" -> "inception_v3/batch_normalization_93/ReadVariableOp"; +"inception_v3/batch_normalization_93/ReadVariableOp" -> "inception_v3/batch_normalization_93/FusedBatchNormV3"; +"inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp/resource" -> "inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp"; +"inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp" -> "inception_v3/batch_normalization_93/FusedBatchNormV3"; +"inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp_1"; +"inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_93/FusedBatchNormV3"; +"inception_v3/batch_normalization_93/FusedBatchNormV3" -> "inception_v3/activation_93/Relu"; +"inception_v3/activation_92/Relu" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars"; +"inception_v3/activation_91/Relu" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"inception_v3/activation_88/Relu" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/Relu" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars"; +"inception_v3/activation_85/Relu" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/Abs/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/Abs/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/Abs/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/Abs/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/Abs/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/Abs"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/Abs" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/add/y" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/add" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/add_1"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/add_1"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/add_1" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/mixed10/concat"; +"inception_v3/activation_93/Relu" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/Abs/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/Abs"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/Abs" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/add/y" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/add" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/add_1"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/add_1"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/add_1" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars" -> "inception_v3/concatenate_1/concat"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/Abs/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/Abs"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/Abs" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/add/y" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/add" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/add_1"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/add_1"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/add_1" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars" -> "inception_v3/concatenate_1/concat"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/Abs/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/Abs"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/Abs" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/add/y" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/add" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/add_1"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/add_1"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/add_1" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars" -> "inception_v3/mixed9_1/concat"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/Abs/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/Abs"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/Abs" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/add/y" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/add" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/add_1"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/add_1"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/add_1" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars" -> "inception_v3/mixed9_1/concat"; "inception_v3/mixed9_1/concat/axis" -> "inception_v3/mixed9_1/concat"; "inception_v3/mixed9_1/concat" -> "inception_v3/mixed10/concat"; "inception_v3/concatenate_1/concat/axis" -> "inception_v3/concatenate_1/concat"; "inception_v3/concatenate_1/concat" -> "inception_v3/mixed10/concat"; -"inception_v3/activation_93/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_93/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; -"inception_v3/activation_93/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_93/fake_quantize/AsymmQuant/Abs"; -"inception_v3/activation_93/fake_quantize/AsymmQuant/Abs" -> "inception_v3/activation_93/fake_quantize/AsymmQuant/add"; -"inception_v3/activation_93/fake_quantize/AsymmQuant/add/y" -> "inception_v3/activation_93/fake_quantize/AsymmQuant/add"; -"inception_v3/activation_93/fake_quantize/AsymmQuant/add" -> "inception_v3/activation_93/fake_quantize/AsymmQuant/add_1"; -"inception_v3/activation_93/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_93/fake_quantize/AsymmQuant/ReadVariableOp"; -"inception_v3/activation_93/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_93/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"inception_v3/activation_93/fake_quantize/AsymmQuant/ReadVariableOp" -> "inception_v3/activation_93/fake_quantize/AsymmQuant/add_1"; -"inception_v3/activation_93/fake_quantize/AsymmQuant/add_1" -> "inception_v3/activation_93/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_93/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_93/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_93/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/mixed10/concat"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/Abs/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/Abs"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/Abs" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/add/y" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/add" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/add_1"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/add_1"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/add_1" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/FakeQuantWithMinMaxVars" -> "inception_v3/mixed10/concat"; "inception_v3/mixed10/concat/axis" -> "inception_v3/mixed10/concat"; "inception_v3/mixed10/concat" -> "inception_v3/avg_pool/Mean"; "inception_v3/avg_pool/Mean/reduction_indices" -> "inception_v3/avg_pool/Mean"; diff --git a/tests/tensorflow/data/reference_graphs/2.11/quantized/w_sym_ch_a_asym_t/mobilenet_v1.pb b/tests/tensorflow/data/reference_graphs/2.11/quantized/w_sym_ch_a_asym_t/mobilenet_v1.pb index 847560a33b2..04f46103cd0 120000 --- a/tests/tensorflow/data/reference_graphs/2.11/quantized/w_sym_ch_a_asym_t/mobilenet_v1.pb +++ b/tests/tensorflow/data/reference_graphs/2.11/quantized/w_sym_ch_a_asym_t/mobilenet_v1.pb @@ -1 +1 @@ -../../../2.8/quantized/w_sym_ch_a_sym_t/mobilenet_v1.pb \ No newline at end of file +../../../2.8/quantized/w_sym_ch_a_asym_t/mobilenet_v1.pb \ No newline at end of file diff --git a/tests/tensorflow/data/reference_graphs/2.11/quantized/w_sym_t_a_sym_t/densenet121.pb b/tests/tensorflow/data/reference_graphs/2.11/quantized/w_sym_t_a_sym_t/densenet121.pb deleted file mode 120000 index 6f7fb181a4d..00000000000 --- a/tests/tensorflow/data/reference_graphs/2.11/quantized/w_sym_t_a_sym_t/densenet121.pb +++ /dev/null @@ -1 +0,0 @@ -../../../2.8/quantized/w_sym_t_a_sym_t/densenet121.pb \ No newline at end of file diff --git a/tests/tensorflow/data/reference_graphs/2.11/quantized/w_sym_t_a_sym_t/densenet121.pb b/tests/tensorflow/data/reference_graphs/2.11/quantized/w_sym_t_a_sym_t/densenet121.pb new file mode 100644 index 00000000000..1b1af58c81d --- /dev/null +++ b/tests/tensorflow/data/reference_graphs/2.11/quantized/w_sym_t_a_sym_t/densenet121.pb @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8afdb657f2b035e7e55ac1f2bfb1408a860761c222489787425f2d97b970a03a +size 983957 diff --git a/tests/tensorflow/data/reference_graphs/2.11/quantized/w_sym_t_a_sym_t/inception_v3.dot b/tests/tensorflow/data/reference_graphs/2.11/quantized/w_sym_t_a_sym_t/inception_v3.dot index 7a545513550..eea821b911f 100644 --- a/tests/tensorflow/data/reference_graphs/2.11/quantized/w_sym_t_a_sym_t/inception_v3.dot +++ b/tests/tensorflow/data/reference_graphs/2.11/quantized/w_sym_t_a_sym_t/inception_v3.dot @@ -2755,6 +2755,18 @@ args_0 [op=Placeholder]; "inception_v3/conv2d_87/SymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; "inception_v3/conv2d_87/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; "inception_v3/conv2d_87/Conv2D" [op=Conv2D]; +"inception_v3/conv2d_85/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; +"inception_v3/conv2d_85/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/conv2d_85/SymmQuant/Abs" [op=Abs]; +"inception_v3/conv2d_85/SymmQuant/add/y" [op=Const]; +"inception_v3/conv2d_85/SymmQuant/add" [op=AddV2]; +"inception_v3/conv2d_85/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; +"inception_v3/conv2d_85/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/conv2d_85/SymmQuant/mul" [op=Mul]; +"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp/resource" [op=Placeholder]; +"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"inception_v3/conv2d_85/Conv2D" [op=Conv2D]; "inception_v3/conv2d_93/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; "inception_v3/conv2d_93/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; "inception_v3/conv2d_93/SymmQuant/Abs" [op=Abs]; @@ -2799,18 +2811,14 @@ args_0 [op=Placeholder]; "inception_v3/batch_normalization_87/FusedBatchNormV3/ReadVariableOp_1/resource" [op=Placeholder]; "inception_v3/batch_normalization_87/FusedBatchNormV3/ReadVariableOp_1" [op=ReadVariableOp]; "inception_v3/batch_normalization_87/FusedBatchNormV3" [op=FusedBatchNormV3]; -"inception_v3/conv2d_85/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/conv2d_85/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/conv2d_85/SymmQuant/Abs" [op=Abs]; -"inception_v3/conv2d_85/SymmQuant/add/y" [op=Const]; -"inception_v3/conv2d_85/SymmQuant/add" [op=AddV2]; -"inception_v3/conv2d_85/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/conv2d_85/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/conv2d_85/SymmQuant/mul" [op=Mul]; -"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"inception_v3/conv2d_85/Conv2D" [op=Conv2D]; +"inception_v3/batch_normalization_85/Const" [op=Const]; +"inception_v3/batch_normalization_85/ReadVariableOp/resource" [op=Placeholder]; +"inception_v3/batch_normalization_85/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp/resource" [op=Placeholder]; +"inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp_1/resource" [op=Placeholder]; +"inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp_1" [op=ReadVariableOp]; +"inception_v3/batch_normalization_85/FusedBatchNormV3" [op=FusedBatchNormV3]; "inception_v3/batch_normalization_93/Const" [op=Const]; "inception_v3/batch_normalization_93/ReadVariableOp/resource" [op=Placeholder]; "inception_v3/batch_normalization_93/ReadVariableOp" [op=ReadVariableOp]; @@ -2823,74 +2831,56 @@ args_0 [op=Placeholder]; "inception_v3/activation_91/Relu" [op=Relu]; "inception_v3/activation_88/Relu" [op=Relu]; "inception_v3/activation_87/Relu" [op=Relu]; -"inception_v3/batch_normalization_85/Const" [op=Const]; -"inception_v3/batch_normalization_85/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/batch_normalization_85/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp_1/resource" [op=Placeholder]; -"inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp_1" [op=ReadVariableOp]; -"inception_v3/batch_normalization_85/FusedBatchNormV3" [op=FusedBatchNormV3]; -"inception_v3/activation_93/Relu" [op=Relu]; -"inception_v3/activation_91/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_91/fake_quantize/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_91/fake_quantize/SymmQuant/Abs" [op=Abs]; -"inception_v3/activation_91/fake_quantize/SymmQuant/add/y" [op=Const]; -"inception_v3/activation_91/fake_quantize/SymmQuant/add" [op=AddV2]; -"inception_v3/activation_91/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_91/fake_quantize/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_91/fake_quantize/SymmQuant/mul" [op=Mul]; -"inception_v3/activation_91/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"inception_v3/activation_92/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_92/fake_quantize/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_92/fake_quantize/SymmQuant/Abs" [op=Abs]; -"inception_v3/activation_92/fake_quantize/SymmQuant/add/y" [op=Const]; -"inception_v3/activation_92/fake_quantize/SymmQuant/add" [op=AddV2]; -"inception_v3/activation_92/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_92/fake_quantize/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_92/fake_quantize/SymmQuant/mul" [op=Mul]; -"inception_v3/activation_92/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"inception_v3/activation_87/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_87/fake_quantize/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_87/fake_quantize/SymmQuant/Abs" [op=Abs]; -"inception_v3/activation_87/fake_quantize/SymmQuant/add/y" [op=Const]; -"inception_v3/activation_87/fake_quantize/SymmQuant/add" [op=AddV2]; -"inception_v3/activation_87/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_87/fake_quantize/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_87/fake_quantize/SymmQuant/mul" [op=Mul]; -"inception_v3/activation_87/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"inception_v3/activation_88/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_88/fake_quantize/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_88/fake_quantize/SymmQuant/Abs" [op=Abs]; -"inception_v3/activation_88/fake_quantize/SymmQuant/add/y" [op=Const]; -"inception_v3/activation_88/fake_quantize/SymmQuant/add" [op=AddV2]; -"inception_v3/activation_88/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_88/fake_quantize/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_88/fake_quantize/SymmQuant/mul" [op=Mul]; -"inception_v3/activation_88/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; "inception_v3/activation_85/Relu" [op=Relu]; -"inception_v3/activation_85/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_85/fake_quantize/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_85/fake_quantize/SymmQuant/Abs" [op=Abs]; -"inception_v3/activation_85/fake_quantize/SymmQuant/add/y" [op=Const]; -"inception_v3/activation_85/fake_quantize/SymmQuant/add" [op=AddV2]; -"inception_v3/activation_85/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_85/fake_quantize/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_85/fake_quantize/SymmQuant/mul" [op=Mul]; -"inception_v3/activation_85/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/Abs" [op=Abs]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/add/y" [op=Const]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/add" [op=AddV2]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/mul" [op=Mul]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"inception_v3/activation_93/Relu" [op=Relu]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_1/Abs/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_1/Abs" [op=Abs]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_1/add/y" [op=Const]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_1/add" [op=AddV2]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_1/mul/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_1/mul" [op=Mul]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_2/Abs/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_2/Abs" [op=Abs]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_2/add/y" [op=Const]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_2/add" [op=AddV2]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_2/mul/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_2/mul" [op=Mul]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_2/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_3/Abs/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_3/Abs" [op=Abs]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_3/add/y" [op=Const]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_3/add" [op=AddV2]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_3/mul/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_3/mul" [op=Mul]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_3/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_4/Abs/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_4/Abs" [op=Abs]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_4/add/y" [op=Const]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_4/add" [op=AddV2]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_4/mul/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_4/mul" [op=Mul]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_4/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; "inception_v3/mixed9_1/concat/axis" [op=Const]; "inception_v3/mixed9_1/concat" [op=ConcatV2]; "inception_v3/concatenate_1/concat/axis" [op=Const]; "inception_v3/concatenate_1/concat" [op=ConcatV2]; -"inception_v3/activation_93/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_93/fake_quantize/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_93/fake_quantize/SymmQuant/Abs" [op=Abs]; -"inception_v3/activation_93/fake_quantize/SymmQuant/add/y" [op=Const]; -"inception_v3/activation_93/fake_quantize/SymmQuant/add" [op=AddV2]; -"inception_v3/activation_93/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_93/fake_quantize/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_93/fake_quantize/SymmQuant/mul" [op=Mul]; -"inception_v3/activation_93/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_5/Abs/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_5/Abs" [op=Abs]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_5/add/y" [op=Const]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_5/add" [op=AddV2]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_5/mul/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_5/mul" [op=Mul]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_5/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; "inception_v3/mixed10/concat/axis" [op=Const]; "inception_v3/mixed10/concat" [op=ConcatV2]; "inception_v3/avg_pool/Mean/reduction_indices" [op=Const]; @@ -5962,6 +5952,19 @@ args_0 -> "inception_v3/input_1/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" "inception_v3/conv2d_87/SymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/conv2d_87/SymmQuant/FakeQuantWithMinMaxVars"; "inception_v3/conv2d_87/SymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/conv2d_87/Conv2D"; "inception_v3/conv2d_87/Conv2D" -> "inception_v3/batch_normalization_87/FusedBatchNormV3"; +"inception_v3/conv2d_85/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/conv2d_85/SymmQuant/Abs/ReadVariableOp"; +"inception_v3/conv2d_85/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/conv2d_85/SymmQuant/Abs"; +"inception_v3/conv2d_85/SymmQuant/Abs" -> "inception_v3/conv2d_85/SymmQuant/add"; +"inception_v3/conv2d_85/SymmQuant/add/y" -> "inception_v3/conv2d_85/SymmQuant/add"; +"inception_v3/conv2d_85/SymmQuant/add" -> "inception_v3/conv2d_85/SymmQuant/mul"; +"inception_v3/conv2d_85/SymmQuant/add" -> "inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/conv2d_85/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/conv2d_85/SymmQuant/mul/ReadVariableOp"; +"inception_v3/conv2d_85/SymmQuant/mul/ReadVariableOp" -> "inception_v3/conv2d_85/SymmQuant/mul"; +"inception_v3/conv2d_85/SymmQuant/mul" -> "inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp/resource" -> "inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/conv2d_85/Conv2D"; +"inception_v3/conv2d_85/Conv2D" -> "inception_v3/batch_normalization_85/FusedBatchNormV3"; "inception_v3/conv2d_93/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/conv2d_93/SymmQuant/Abs/ReadVariableOp"; "inception_v3/conv2d_93/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/conv2d_93/SymmQuant/Abs"; "inception_v3/conv2d_93/SymmQuant/Abs" -> "inception_v3/conv2d_93/SymmQuant/add"; @@ -6007,31 +6010,6 @@ args_0 -> "inception_v3/input_1/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" "inception_v3/batch_normalization_87/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_87/FusedBatchNormV3/ReadVariableOp_1"; "inception_v3/batch_normalization_87/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_87/FusedBatchNormV3"; "inception_v3/batch_normalization_87/FusedBatchNormV3" -> "inception_v3/activation_87/Relu"; -"inception_v3/conv2d_85/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/conv2d_85/SymmQuant/Abs/ReadVariableOp"; -"inception_v3/conv2d_85/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/conv2d_85/SymmQuant/Abs"; -"inception_v3/conv2d_85/SymmQuant/Abs" -> "inception_v3/conv2d_85/SymmQuant/add"; -"inception_v3/conv2d_85/SymmQuant/add/y" -> "inception_v3/conv2d_85/SymmQuant/add"; -"inception_v3/conv2d_85/SymmQuant/add" -> "inception_v3/conv2d_85/SymmQuant/mul"; -"inception_v3/conv2d_85/SymmQuant/add" -> "inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/conv2d_85/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/conv2d_85/SymmQuant/mul/ReadVariableOp"; -"inception_v3/conv2d_85/SymmQuant/mul/ReadVariableOp" -> "inception_v3/conv2d_85/SymmQuant/mul"; -"inception_v3/conv2d_85/SymmQuant/mul" -> "inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp/resource" -> "inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/conv2d_85/Conv2D"; -"inception_v3/conv2d_85/Conv2D" -> "inception_v3/batch_normalization_85/FusedBatchNormV3"; -"inception_v3/batch_normalization_93/Const" -> "inception_v3/batch_normalization_93/FusedBatchNormV3"; -"inception_v3/batch_normalization_93/ReadVariableOp/resource" -> "inception_v3/batch_normalization_93/ReadVariableOp"; -"inception_v3/batch_normalization_93/ReadVariableOp" -> "inception_v3/batch_normalization_93/FusedBatchNormV3"; -"inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp/resource" -> "inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp"; -"inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp" -> "inception_v3/batch_normalization_93/FusedBatchNormV3"; -"inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp_1"; -"inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_93/FusedBatchNormV3"; -"inception_v3/batch_normalization_93/FusedBatchNormV3" -> "inception_v3/activation_93/Relu"; -"inception_v3/activation_92/Relu" -> "inception_v3/activation_92/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_91/Relu" -> "inception_v3/activation_91/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_88/Relu" -> "inception_v3/activation_88/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_87/Relu" -> "inception_v3/activation_87/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; "inception_v3/batch_normalization_85/Const" -> "inception_v3/batch_normalization_85/FusedBatchNormV3"; "inception_v3/batch_normalization_85/ReadVariableOp/resource" -> "inception_v3/batch_normalization_85/ReadVariableOp"; "inception_v3/batch_normalization_85/ReadVariableOp" -> "inception_v3/batch_normalization_85/FusedBatchNormV3"; @@ -6040,72 +6018,84 @@ args_0 -> "inception_v3/input_1/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" "inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp_1"; "inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_85/FusedBatchNormV3"; "inception_v3/batch_normalization_85/FusedBatchNormV3" -> "inception_v3/activation_85/Relu"; -"inception_v3/activation_93/Relu" -> "inception_v3/activation_93/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_91/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_91/fake_quantize/SymmQuant/Abs/ReadVariableOp"; -"inception_v3/activation_91/fake_quantize/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_91/fake_quantize/SymmQuant/Abs"; -"inception_v3/activation_91/fake_quantize/SymmQuant/Abs" -> "inception_v3/activation_91/fake_quantize/SymmQuant/add"; -"inception_v3/activation_91/fake_quantize/SymmQuant/add/y" -> "inception_v3/activation_91/fake_quantize/SymmQuant/add"; -"inception_v3/activation_91/fake_quantize/SymmQuant/add" -> "inception_v3/activation_91/fake_quantize/SymmQuant/mul"; -"inception_v3/activation_91/fake_quantize/SymmQuant/add" -> "inception_v3/activation_91/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_91/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/activation_91/fake_quantize/SymmQuant/mul/ReadVariableOp"; -"inception_v3/activation_91/fake_quantize/SymmQuant/mul/ReadVariableOp" -> "inception_v3/activation_91/fake_quantize/SymmQuant/mul"; -"inception_v3/activation_91/fake_quantize/SymmQuant/mul" -> "inception_v3/activation_91/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_91/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/concatenate_1/concat"; -"inception_v3/activation_92/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_92/fake_quantize/SymmQuant/Abs/ReadVariableOp"; -"inception_v3/activation_92/fake_quantize/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_92/fake_quantize/SymmQuant/Abs"; -"inception_v3/activation_92/fake_quantize/SymmQuant/Abs" -> "inception_v3/activation_92/fake_quantize/SymmQuant/add"; -"inception_v3/activation_92/fake_quantize/SymmQuant/add/y" -> "inception_v3/activation_92/fake_quantize/SymmQuant/add"; -"inception_v3/activation_92/fake_quantize/SymmQuant/add" -> "inception_v3/activation_92/fake_quantize/SymmQuant/mul"; -"inception_v3/activation_92/fake_quantize/SymmQuant/add" -> "inception_v3/activation_92/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_92/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/activation_92/fake_quantize/SymmQuant/mul/ReadVariableOp"; -"inception_v3/activation_92/fake_quantize/SymmQuant/mul/ReadVariableOp" -> "inception_v3/activation_92/fake_quantize/SymmQuant/mul"; -"inception_v3/activation_92/fake_quantize/SymmQuant/mul" -> "inception_v3/activation_92/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_92/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/concatenate_1/concat"; -"inception_v3/activation_87/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/SymmQuant/Abs/ReadVariableOp"; -"inception_v3/activation_87/fake_quantize/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/SymmQuant/Abs"; -"inception_v3/activation_87/fake_quantize/SymmQuant/Abs" -> "inception_v3/activation_87/fake_quantize/SymmQuant/add"; -"inception_v3/activation_87/fake_quantize/SymmQuant/add/y" -> "inception_v3/activation_87/fake_quantize/SymmQuant/add"; -"inception_v3/activation_87/fake_quantize/SymmQuant/add" -> "inception_v3/activation_87/fake_quantize/SymmQuant/mul"; -"inception_v3/activation_87/fake_quantize/SymmQuant/add" -> "inception_v3/activation_87/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_87/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/SymmQuant/mul/ReadVariableOp"; -"inception_v3/activation_87/fake_quantize/SymmQuant/mul/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/SymmQuant/mul"; -"inception_v3/activation_87/fake_quantize/SymmQuant/mul" -> "inception_v3/activation_87/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_87/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/mixed9_1/concat"; -"inception_v3/activation_88/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_88/fake_quantize/SymmQuant/Abs/ReadVariableOp"; -"inception_v3/activation_88/fake_quantize/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_88/fake_quantize/SymmQuant/Abs"; -"inception_v3/activation_88/fake_quantize/SymmQuant/Abs" -> "inception_v3/activation_88/fake_quantize/SymmQuant/add"; -"inception_v3/activation_88/fake_quantize/SymmQuant/add/y" -> "inception_v3/activation_88/fake_quantize/SymmQuant/add"; -"inception_v3/activation_88/fake_quantize/SymmQuant/add" -> "inception_v3/activation_88/fake_quantize/SymmQuant/mul"; -"inception_v3/activation_88/fake_quantize/SymmQuant/add" -> "inception_v3/activation_88/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_88/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/activation_88/fake_quantize/SymmQuant/mul/ReadVariableOp"; -"inception_v3/activation_88/fake_quantize/SymmQuant/mul/ReadVariableOp" -> "inception_v3/activation_88/fake_quantize/SymmQuant/mul"; -"inception_v3/activation_88/fake_quantize/SymmQuant/mul" -> "inception_v3/activation_88/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_88/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/mixed9_1/concat"; -"inception_v3/activation_85/Relu" -> "inception_v3/activation_85/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_85/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_85/fake_quantize/SymmQuant/Abs/ReadVariableOp"; -"inception_v3/activation_85/fake_quantize/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_85/fake_quantize/SymmQuant/Abs"; -"inception_v3/activation_85/fake_quantize/SymmQuant/Abs" -> "inception_v3/activation_85/fake_quantize/SymmQuant/add"; -"inception_v3/activation_85/fake_quantize/SymmQuant/add/y" -> "inception_v3/activation_85/fake_quantize/SymmQuant/add"; -"inception_v3/activation_85/fake_quantize/SymmQuant/add" -> "inception_v3/activation_85/fake_quantize/SymmQuant/mul"; -"inception_v3/activation_85/fake_quantize/SymmQuant/add" -> "inception_v3/activation_85/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_85/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/activation_85/fake_quantize/SymmQuant/mul/ReadVariableOp"; -"inception_v3/activation_85/fake_quantize/SymmQuant/mul/ReadVariableOp" -> "inception_v3/activation_85/fake_quantize/SymmQuant/mul"; -"inception_v3/activation_85/fake_quantize/SymmQuant/mul" -> "inception_v3/activation_85/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_85/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/mixed10/concat"; +"inception_v3/batch_normalization_93/Const" -> "inception_v3/batch_normalization_93/FusedBatchNormV3"; +"inception_v3/batch_normalization_93/ReadVariableOp/resource" -> "inception_v3/batch_normalization_93/ReadVariableOp"; +"inception_v3/batch_normalization_93/ReadVariableOp" -> "inception_v3/batch_normalization_93/FusedBatchNormV3"; +"inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp/resource" -> "inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp"; +"inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp" -> "inception_v3/batch_normalization_93/FusedBatchNormV3"; +"inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp_1"; +"inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_93/FusedBatchNormV3"; +"inception_v3/batch_normalization_93/FusedBatchNormV3" -> "inception_v3/activation_93/Relu"; +"inception_v3/activation_92/Relu" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_2/FakeQuantWithMinMaxVars"; +"inception_v3/activation_91/Relu" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars"; +"inception_v3/activation_88/Relu" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_4/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/Relu" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_3/FakeQuantWithMinMaxVars"; +"inception_v3/activation_85/Relu" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_1/Abs/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_2/Abs/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_3/Abs/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_4/Abs/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_5/Abs/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/Abs"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/Abs" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/add/y" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/add" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/mul"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/add" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_1/mul/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_2/mul/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_3/mul/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_4/mul/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_5/mul/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/mul"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/mul" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/mixed10/concat"; +"inception_v3/activation_93/Relu" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_5/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_1/Abs/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_1/Abs"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_1/Abs" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_1/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_1/add/y" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_1/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_1/add" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_1/mul"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_1/add" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_1/mul/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_1/mul"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_1/mul" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars" -> "inception_v3/concatenate_1/concat"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_2/Abs/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_2/Abs"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_2/Abs" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_2/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_2/add/y" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_2/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_2/add" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_2/mul"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_2/add" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_2/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_2/mul/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_2/mul"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_2/mul" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_2/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_2/FakeQuantWithMinMaxVars" -> "inception_v3/concatenate_1/concat"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_3/Abs/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_3/Abs"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_3/Abs" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_3/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_3/add/y" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_3/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_3/add" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_3/mul"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_3/add" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_3/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_3/mul/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_3/mul"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_3/mul" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_3/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_3/FakeQuantWithMinMaxVars" -> "inception_v3/mixed9_1/concat"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_4/Abs/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_4/Abs"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_4/Abs" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_4/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_4/add/y" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_4/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_4/add" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_4/mul"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_4/add" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_4/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_4/mul/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_4/mul"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_4/mul" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_4/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_4/FakeQuantWithMinMaxVars" -> "inception_v3/mixed9_1/concat"; "inception_v3/mixed9_1/concat/axis" -> "inception_v3/mixed9_1/concat"; "inception_v3/mixed9_1/concat" -> "inception_v3/mixed10/concat"; "inception_v3/concatenate_1/concat/axis" -> "inception_v3/concatenate_1/concat"; "inception_v3/concatenate_1/concat" -> "inception_v3/mixed10/concat"; -"inception_v3/activation_93/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_93/fake_quantize/SymmQuant/Abs/ReadVariableOp"; -"inception_v3/activation_93/fake_quantize/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_93/fake_quantize/SymmQuant/Abs"; -"inception_v3/activation_93/fake_quantize/SymmQuant/Abs" -> "inception_v3/activation_93/fake_quantize/SymmQuant/add"; -"inception_v3/activation_93/fake_quantize/SymmQuant/add/y" -> "inception_v3/activation_93/fake_quantize/SymmQuant/add"; -"inception_v3/activation_93/fake_quantize/SymmQuant/add" -> "inception_v3/activation_93/fake_quantize/SymmQuant/mul"; -"inception_v3/activation_93/fake_quantize/SymmQuant/add" -> "inception_v3/activation_93/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_93/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/activation_93/fake_quantize/SymmQuant/mul/ReadVariableOp"; -"inception_v3/activation_93/fake_quantize/SymmQuant/mul/ReadVariableOp" -> "inception_v3/activation_93/fake_quantize/SymmQuant/mul"; -"inception_v3/activation_93/fake_quantize/SymmQuant/mul" -> "inception_v3/activation_93/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_93/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/mixed10/concat"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_5/Abs/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_5/Abs"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_5/Abs" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_5/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_5/add/y" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_5/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_5/add" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_5/mul"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_5/add" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_5/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_5/mul/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_5/mul"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_5/mul" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_5/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_5/FakeQuantWithMinMaxVars" -> "inception_v3/mixed10/concat"; "inception_v3/mixed10/concat/axis" -> "inception_v3/mixed10/concat"; "inception_v3/mixed10/concat" -> "inception_v3/avg_pool/Mean"; "inception_v3/avg_pool/Mean/reduction_indices" -> "inception_v3/avg_pool/Mean"; diff --git a/tests/tensorflow/data/reference_graphs/2.12/quantized/w_sym_ch_a_asym_t/inception_v3.dot b/tests/tensorflow/data/reference_graphs/2.12/quantized/w_sym_ch_a_asym_t/inception_v3.dot deleted file mode 120000 index a3e84ecd554..00000000000 --- a/tests/tensorflow/data/reference_graphs/2.12/quantized/w_sym_ch_a_asym_t/inception_v3.dot +++ /dev/null @@ -1 +0,0 @@ -../../../2.11/quantized/w_sym_ch_a_asym_t/inception_v3.dot \ No newline at end of file diff --git a/tests/tensorflow/data/reference_graphs/2.12/quantized/w_sym_ch_a_asym_t/inception_v3.dot b/tests/tensorflow/data/reference_graphs/2.12/quantized/w_sym_ch_a_asym_t/inception_v3.dot new file mode 100644 index 00000000000..ee079e7a2c7 --- /dev/null +++ b/tests/tensorflow/data/reference_graphs/2.12/quantized/w_sym_ch_a_asym_t/inception_v3.dot @@ -0,0 +1,6340 @@ +strict digraph { +args_0 [op=Placeholder]; +"inception_v3/input_1/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; +"inception_v3/input_1/fake_quantize/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/input_1/fake_quantize/AsymmQuant/Abs" [op=Abs]; +"inception_v3/input_1/fake_quantize/AsymmQuant/add/y" [op=Const]; +"inception_v3/input_1/fake_quantize/AsymmQuant/add" [op=AddV2]; +"inception_v3/input_1/fake_quantize/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; +"inception_v3/input_1/fake_quantize/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/input_1/fake_quantize/AsymmQuant/add_1" [op=AddV2]; +"inception_v3/input_1/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/input_1/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"inception_v3/conv2d/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; +"inception_v3/conv2d/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/conv2d/SymmQuant/Abs" [op=Abs]; +"inception_v3/conv2d/SymmQuant/add/y" [op=Const]; +"inception_v3/conv2d/SymmQuant/add" [op=AddV2]; +"inception_v3/conv2d/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; +"inception_v3/conv2d/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/conv2d/SymmQuant/mul" [op=Mul]; +"inception_v3/conv2d/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp/resource" [op=Placeholder]; +"inception_v3/conv2d/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/conv2d/SymmQuant/FakeQuantWithMinMaxVarsPerChannel" [op=FakeQuantWithMinMaxVarsPerChannel]; +"inception_v3/conv2d/Conv2D" [op=Conv2D]; +"inception_v3/batch_normalization/Const" [op=Const]; +"inception_v3/batch_normalization/ReadVariableOp/resource" [op=Placeholder]; +"inception_v3/batch_normalization/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/batch_normalization/FusedBatchNormV3/ReadVariableOp/resource" [op=Placeholder]; +"inception_v3/batch_normalization/FusedBatchNormV3/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/batch_normalization/FusedBatchNormV3/ReadVariableOp_1/resource" [op=Placeholder]; +"inception_v3/batch_normalization/FusedBatchNormV3/ReadVariableOp_1" [op=ReadVariableOp]; +"inception_v3/batch_normalization/FusedBatchNormV3" [op=FusedBatchNormV3]; +"inception_v3/activation/Relu" [op=Relu]; +"inception_v3/activation/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; 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"inception_v3/activation_1/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_1/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/conv2d_2/Conv2D"; +"inception_v3/conv2d_2/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/conv2d_2/SymmQuant/Abs/ReadVariableOp"; +"inception_v3/conv2d_2/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/conv2d_2/SymmQuant/Abs"; +"inception_v3/conv2d_2/SymmQuant/Abs" -> "inception_v3/conv2d_2/SymmQuant/add"; +"inception_v3/conv2d_2/SymmQuant/add/y" -> "inception_v3/conv2d_2/SymmQuant/add"; +"inception_v3/conv2d_2/SymmQuant/add" -> "inception_v3/conv2d_2/SymmQuant/mul"; +"inception_v3/conv2d_2/SymmQuant/add" -> "inception_v3/conv2d_2/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_2/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/conv2d_2/SymmQuant/mul/ReadVariableOp"; +"inception_v3/conv2d_2/SymmQuant/mul/ReadVariableOp" -> "inception_v3/conv2d_2/SymmQuant/mul"; +"inception_v3/conv2d_2/SymmQuant/mul" -> "inception_v3/conv2d_2/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_2/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp/resource" -> "inception_v3/conv2d_2/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp"; +"inception_v3/conv2d_2/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp" -> "inception_v3/conv2d_2/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_2/SymmQuant/FakeQuantWithMinMaxVarsPerChannel" -> "inception_v3/conv2d_2/Conv2D"; +"inception_v3/conv2d_2/Conv2D" -> "inception_v3/batch_normalization_2/FusedBatchNormV3"; +"inception_v3/batch_normalization_2/Const" -> "inception_v3/batch_normalization_2/FusedBatchNormV3"; +"inception_v3/batch_normalization_2/ReadVariableOp/resource" -> "inception_v3/batch_normalization_2/ReadVariableOp"; +"inception_v3/batch_normalization_2/ReadVariableOp" -> "inception_v3/batch_normalization_2/FusedBatchNormV3"; +"inception_v3/batch_normalization_2/FusedBatchNormV3/ReadVariableOp/resource" -> "inception_v3/batch_normalization_2/FusedBatchNormV3/ReadVariableOp"; +"inception_v3/batch_normalization_2/FusedBatchNormV3/ReadVariableOp" -> "inception_v3/batch_normalization_2/FusedBatchNormV3"; +"inception_v3/batch_normalization_2/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_2/FusedBatchNormV3/ReadVariableOp_1"; +"inception_v3/batch_normalization_2/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_2/FusedBatchNormV3"; +"inception_v3/batch_normalization_2/FusedBatchNormV3" -> "inception_v3/activation_2/Relu"; +"inception_v3/activation_2/Relu" -> "inception_v3/activation_2/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_2/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_2/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; +"inception_v3/activation_2/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_2/fake_quantize/AsymmQuant/Abs"; +"inception_v3/activation_2/fake_quantize/AsymmQuant/Abs" -> "inception_v3/activation_2/fake_quantize/AsymmQuant/add"; +"inception_v3/activation_2/fake_quantize/AsymmQuant/add/y" -> "inception_v3/activation_2/fake_quantize/AsymmQuant/add"; +"inception_v3/activation_2/fake_quantize/AsymmQuant/add" -> "inception_v3/activation_2/fake_quantize/AsymmQuant/add_1"; +"inception_v3/activation_2/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_2/fake_quantize/AsymmQuant/ReadVariableOp"; +"inception_v3/activation_2/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_2/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_2/fake_quantize/AsymmQuant/ReadVariableOp" -> "inception_v3/activation_2/fake_quantize/AsymmQuant/add_1"; +"inception_v3/activation_2/fake_quantize/AsymmQuant/add_1" -> "inception_v3/activation_2/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_2/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_2/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_2/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/max_pooling2d/MaxPool"; +"inception_v3/max_pooling2d/MaxPool" -> "inception_v3/conv2d_3/Conv2D"; +"inception_v3/conv2d_3/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/conv2d_3/SymmQuant/Abs/ReadVariableOp"; +"inception_v3/conv2d_3/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/conv2d_3/SymmQuant/Abs"; +"inception_v3/conv2d_3/SymmQuant/Abs" -> "inception_v3/conv2d_3/SymmQuant/add"; +"inception_v3/conv2d_3/SymmQuant/add/y" -> "inception_v3/conv2d_3/SymmQuant/add"; +"inception_v3/conv2d_3/SymmQuant/add" -> "inception_v3/conv2d_3/SymmQuant/mul"; +"inception_v3/conv2d_3/SymmQuant/add" -> "inception_v3/conv2d_3/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_3/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/conv2d_3/SymmQuant/mul/ReadVariableOp"; +"inception_v3/conv2d_3/SymmQuant/mul/ReadVariableOp" -> "inception_v3/conv2d_3/SymmQuant/mul"; +"inception_v3/conv2d_3/SymmQuant/mul" -> "inception_v3/conv2d_3/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_3/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp/resource" -> "inception_v3/conv2d_3/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp"; +"inception_v3/conv2d_3/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp" -> "inception_v3/conv2d_3/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_3/SymmQuant/FakeQuantWithMinMaxVarsPerChannel" -> "inception_v3/conv2d_3/Conv2D"; +"inception_v3/conv2d_3/Conv2D" -> "inception_v3/batch_normalization_3/FusedBatchNormV3"; +"inception_v3/batch_normalization_3/Const" -> "inception_v3/batch_normalization_3/FusedBatchNormV3"; +"inception_v3/batch_normalization_3/ReadVariableOp/resource" -> "inception_v3/batch_normalization_3/ReadVariableOp"; +"inception_v3/batch_normalization_3/ReadVariableOp" -> "inception_v3/batch_normalization_3/FusedBatchNormV3"; +"inception_v3/batch_normalization_3/FusedBatchNormV3/ReadVariableOp/resource" -> "inception_v3/batch_normalization_3/FusedBatchNormV3/ReadVariableOp"; +"inception_v3/batch_normalization_3/FusedBatchNormV3/ReadVariableOp" -> "inception_v3/batch_normalization_3/FusedBatchNormV3"; +"inception_v3/batch_normalization_3/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_3/FusedBatchNormV3/ReadVariableOp_1"; +"inception_v3/batch_normalization_3/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_3/FusedBatchNormV3"; +"inception_v3/batch_normalization_3/FusedBatchNormV3" -> "inception_v3/activation_3/Relu"; +"inception_v3/activation_3/Relu" -> "inception_v3/activation_3/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_3/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_3/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; +"inception_v3/activation_3/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_3/fake_quantize/AsymmQuant/Abs"; +"inception_v3/activation_3/fake_quantize/AsymmQuant/Abs" -> "inception_v3/activation_3/fake_quantize/AsymmQuant/add"; +"inception_v3/activation_3/fake_quantize/AsymmQuant/add/y" -> "inception_v3/activation_3/fake_quantize/AsymmQuant/add"; +"inception_v3/activation_3/fake_quantize/AsymmQuant/add" -> "inception_v3/activation_3/fake_quantize/AsymmQuant/add_1"; +"inception_v3/activation_3/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_3/fake_quantize/AsymmQuant/ReadVariableOp"; +"inception_v3/activation_3/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_3/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_3/fake_quantize/AsymmQuant/ReadVariableOp" -> "inception_v3/activation_3/fake_quantize/AsymmQuant/add_1"; +"inception_v3/activation_3/fake_quantize/AsymmQuant/add_1" -> "inception_v3/activation_3/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_3/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_3/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_3/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/conv2d_4/Conv2D"; +"inception_v3/conv2d_4/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/conv2d_4/SymmQuant/Abs/ReadVariableOp"; +"inception_v3/conv2d_4/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/conv2d_4/SymmQuant/Abs"; +"inception_v3/conv2d_4/SymmQuant/Abs" -> "inception_v3/conv2d_4/SymmQuant/add"; +"inception_v3/conv2d_4/SymmQuant/add/y" -> "inception_v3/conv2d_4/SymmQuant/add"; +"inception_v3/conv2d_4/SymmQuant/add" -> "inception_v3/conv2d_4/SymmQuant/mul"; +"inception_v3/conv2d_4/SymmQuant/add" -> "inception_v3/conv2d_4/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_4/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/conv2d_4/SymmQuant/mul/ReadVariableOp"; +"inception_v3/conv2d_4/SymmQuant/mul/ReadVariableOp" -> "inception_v3/conv2d_4/SymmQuant/mul"; +"inception_v3/conv2d_4/SymmQuant/mul" -> "inception_v3/conv2d_4/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_4/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp/resource" -> "inception_v3/conv2d_4/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp"; +"inception_v3/conv2d_4/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp" -> "inception_v3/conv2d_4/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_4/SymmQuant/FakeQuantWithMinMaxVarsPerChannel" -> "inception_v3/conv2d_4/Conv2D"; +"inception_v3/conv2d_4/Conv2D" -> "inception_v3/batch_normalization_4/FusedBatchNormV3"; +"inception_v3/batch_normalization_4/Const" -> "inception_v3/batch_normalization_4/FusedBatchNormV3"; +"inception_v3/batch_normalization_4/ReadVariableOp/resource" -> "inception_v3/batch_normalization_4/ReadVariableOp"; +"inception_v3/batch_normalization_4/ReadVariableOp" -> "inception_v3/batch_normalization_4/FusedBatchNormV3"; +"inception_v3/batch_normalization_4/FusedBatchNormV3/ReadVariableOp/resource" -> "inception_v3/batch_normalization_4/FusedBatchNormV3/ReadVariableOp"; +"inception_v3/batch_normalization_4/FusedBatchNormV3/ReadVariableOp" -> "inception_v3/batch_normalization_4/FusedBatchNormV3"; +"inception_v3/batch_normalization_4/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_4/FusedBatchNormV3/ReadVariableOp_1"; +"inception_v3/batch_normalization_4/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_4/FusedBatchNormV3"; +"inception_v3/batch_normalization_4/FusedBatchNormV3" -> "inception_v3/activation_4/Relu"; +"inception_v3/activation_4/Relu" -> "inception_v3/activation_4/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_4/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_4/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; +"inception_v3/activation_4/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_4/fake_quantize/AsymmQuant/Abs"; +"inception_v3/activation_4/fake_quantize/AsymmQuant/Abs" -> "inception_v3/activation_4/fake_quantize/AsymmQuant/add"; +"inception_v3/activation_4/fake_quantize/AsymmQuant/add/y" -> "inception_v3/activation_4/fake_quantize/AsymmQuant/add"; +"inception_v3/activation_4/fake_quantize/AsymmQuant/add" -> "inception_v3/activation_4/fake_quantize/AsymmQuant/add_1"; +"inception_v3/activation_4/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_4/fake_quantize/AsymmQuant/ReadVariableOp"; +"inception_v3/activation_4/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_4/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_4/fake_quantize/AsymmQuant/ReadVariableOp" -> "inception_v3/activation_4/fake_quantize/AsymmQuant/add_1"; +"inception_v3/activation_4/fake_quantize/AsymmQuant/add_1" -> "inception_v3/activation_4/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_4/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_4/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_4/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/max_pooling2d_1/MaxPool"; +"inception_v3/max_pooling2d_1/MaxPool" -> "inception_v3/conv2d_8/Conv2D"; +"inception_v3/max_pooling2d_1/MaxPool" -> "inception_v3/conv2d_6/Conv2D"; +"inception_v3/max_pooling2d_1/MaxPool" -> "inception_v3/average_pooling2d/AvgPool"; +"inception_v3/max_pooling2d_1/MaxPool" -> "inception_v3/conv2d_5/Conv2D"; +"inception_v3/conv2d_8/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/conv2d_8/SymmQuant/Abs/ReadVariableOp"; +"inception_v3/conv2d_8/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/conv2d_8/SymmQuant/Abs"; +"inception_v3/conv2d_8/SymmQuant/Abs" -> "inception_v3/conv2d_8/SymmQuant/add"; +"inception_v3/conv2d_8/SymmQuant/add/y" -> "inception_v3/conv2d_8/SymmQuant/add"; +"inception_v3/conv2d_8/SymmQuant/add" -> "inception_v3/conv2d_8/SymmQuant/mul"; +"inception_v3/conv2d_8/SymmQuant/add" -> "inception_v3/conv2d_8/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_8/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/conv2d_8/SymmQuant/mul/ReadVariableOp"; +"inception_v3/conv2d_8/SymmQuant/mul/ReadVariableOp" -> "inception_v3/conv2d_8/SymmQuant/mul"; +"inception_v3/conv2d_8/SymmQuant/mul" -> "inception_v3/conv2d_8/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_8/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp/resource" -> "inception_v3/conv2d_8/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp"; +"inception_v3/conv2d_8/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp" -> "inception_v3/conv2d_8/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_8/SymmQuant/FakeQuantWithMinMaxVarsPerChannel" -> "inception_v3/conv2d_8/Conv2D"; +"inception_v3/conv2d_8/Conv2D" -> "inception_v3/batch_normalization_8/FusedBatchNormV3"; +"inception_v3/batch_normalization_8/Const" -> "inception_v3/batch_normalization_8/FusedBatchNormV3"; +"inception_v3/batch_normalization_8/ReadVariableOp/resource" -> "inception_v3/batch_normalization_8/ReadVariableOp"; +"inception_v3/batch_normalization_8/ReadVariableOp" -> "inception_v3/batch_normalization_8/FusedBatchNormV3"; +"inception_v3/batch_normalization_8/FusedBatchNormV3/ReadVariableOp/resource" -> "inception_v3/batch_normalization_8/FusedBatchNormV3/ReadVariableOp"; +"inception_v3/batch_normalization_8/FusedBatchNormV3/ReadVariableOp" -> "inception_v3/batch_normalization_8/FusedBatchNormV3"; +"inception_v3/batch_normalization_8/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_8/FusedBatchNormV3/ReadVariableOp_1"; +"inception_v3/batch_normalization_8/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_8/FusedBatchNormV3"; +"inception_v3/batch_normalization_8/FusedBatchNormV3" -> "inception_v3/activation_8/Relu"; +"inception_v3/activation_8/Relu" -> "inception_v3/activation_8/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_8/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_8/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; +"inception_v3/activation_8/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_8/fake_quantize/AsymmQuant/Abs"; +"inception_v3/activation_8/fake_quantize/AsymmQuant/Abs" -> "inception_v3/activation_8/fake_quantize/AsymmQuant/add"; +"inception_v3/activation_8/fake_quantize/AsymmQuant/add/y" -> "inception_v3/activation_8/fake_quantize/AsymmQuant/add"; +"inception_v3/activation_8/fake_quantize/AsymmQuant/add" -> "inception_v3/activation_8/fake_quantize/AsymmQuant/add_1"; +"inception_v3/activation_8/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_8/fake_quantize/AsymmQuant/ReadVariableOp"; +"inception_v3/activation_8/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_8/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_8/fake_quantize/AsymmQuant/ReadVariableOp" -> "inception_v3/activation_8/fake_quantize/AsymmQuant/add_1"; +"inception_v3/activation_8/fake_quantize/AsymmQuant/add_1" -> "inception_v3/activation_8/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_8/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_8/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_8/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/conv2d_9/Conv2D"; +"inception_v3/conv2d_9/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/conv2d_9/SymmQuant/Abs/ReadVariableOp"; +"inception_v3/conv2d_9/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/conv2d_9/SymmQuant/Abs"; +"inception_v3/conv2d_9/SymmQuant/Abs" -> "inception_v3/conv2d_9/SymmQuant/add"; +"inception_v3/conv2d_9/SymmQuant/add/y" -> "inception_v3/conv2d_9/SymmQuant/add"; +"inception_v3/conv2d_9/SymmQuant/add" -> "inception_v3/conv2d_9/SymmQuant/mul"; +"inception_v3/conv2d_9/SymmQuant/add" -> "inception_v3/conv2d_9/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; 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"inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant_3/Abs/ReadVariableOp"; +"inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant/Abs"; +"inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant/Abs" -> "inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant/add"; +"inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant/add/y" -> "inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant/add"; +"inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant/add" -> "inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant/add_1"; +"inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp"; +"inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant_1/ReadVariableOp"; +"inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant_2/ReadVariableOp"; +"inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant_3/ReadVariableOp"; +"inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp" -> "inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant/add_1"; +"inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant/add_1" -> "inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/mixed0/concat"; +"inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant_1/Abs/ReadVariableOp" -> "inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant_1/Abs"; +"inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant_1/Abs" -> "inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant_1/add"; +"inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant_1/add/y" -> "inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant_1/add"; +"inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant_1/add" -> "inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant_1/add_1"; +"inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant_1/ReadVariableOp" -> "inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant_1/add_1"; +"inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant_1/add_1" -> "inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars" -> "inception_v3/mixed0/concat"; +"inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant_2/Abs/ReadVariableOp" -> "inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant_2/Abs"; +"inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant_2/Abs" -> "inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant_2/add"; +"inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant_2/add/y" -> "inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant_2/add"; +"inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant_2/add" -> "inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant_2/add_1"; +"inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant_2/ReadVariableOp" -> "inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant_2/add_1"; +"inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant_2/add_1" -> "inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars"; +"inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars"; +"inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars" -> "inception_v3/mixed0/concat"; +"inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant_3/Abs/ReadVariableOp" -> "inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant_3/Abs"; +"inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant_3/Abs" -> "inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant_3/add"; +"inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant_3/add/y" -> "inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant_3/add"; +"inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant_3/add" -> "inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant_3/add_1"; +"inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant_3/ReadVariableOp" -> "inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant_3/add_1"; +"inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant_3/add_1" -> "inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars"; +"inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars"; +"inception_v3/activation_5/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars" -> "inception_v3/mixed0/concat"; +"inception_v3/mixed0/concat/axis" -> "inception_v3/mixed0/concat"; +"inception_v3/mixed0/concat" -> "inception_v3/conv2d_15/Conv2D"; +"inception_v3/mixed0/concat" -> "inception_v3/conv2d_13/Conv2D"; +"inception_v3/mixed0/concat" -> "inception_v3/average_pooling2d_1/AvgPool"; +"inception_v3/mixed0/concat" -> "inception_v3/conv2d_12/Conv2D"; +"inception_v3/conv2d_15/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/conv2d_15/SymmQuant/Abs/ReadVariableOp"; +"inception_v3/conv2d_15/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/conv2d_15/SymmQuant/Abs"; +"inception_v3/conv2d_15/SymmQuant/Abs" -> "inception_v3/conv2d_15/SymmQuant/add"; +"inception_v3/conv2d_15/SymmQuant/add/y" -> "inception_v3/conv2d_15/SymmQuant/add"; +"inception_v3/conv2d_15/SymmQuant/add" -> "inception_v3/conv2d_15/SymmQuant/mul"; +"inception_v3/conv2d_15/SymmQuant/add" -> "inception_v3/conv2d_15/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_15/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/conv2d_15/SymmQuant/mul/ReadVariableOp"; +"inception_v3/conv2d_15/SymmQuant/mul/ReadVariableOp" -> "inception_v3/conv2d_15/SymmQuant/mul"; +"inception_v3/conv2d_15/SymmQuant/mul" -> "inception_v3/conv2d_15/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_15/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp/resource" -> "inception_v3/conv2d_15/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp"; +"inception_v3/conv2d_15/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp" -> "inception_v3/conv2d_15/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_15/SymmQuant/FakeQuantWithMinMaxVarsPerChannel" -> "inception_v3/conv2d_15/Conv2D"; +"inception_v3/conv2d_15/Conv2D" -> "inception_v3/batch_normalization_15/FusedBatchNormV3"; +"inception_v3/batch_normalization_15/Const" -> "inception_v3/batch_normalization_15/FusedBatchNormV3"; +"inception_v3/batch_normalization_15/ReadVariableOp/resource" -> "inception_v3/batch_normalization_15/ReadVariableOp"; +"inception_v3/batch_normalization_15/ReadVariableOp" -> "inception_v3/batch_normalization_15/FusedBatchNormV3"; +"inception_v3/batch_normalization_15/FusedBatchNormV3/ReadVariableOp/resource" -> "inception_v3/batch_normalization_15/FusedBatchNormV3/ReadVariableOp"; +"inception_v3/batch_normalization_15/FusedBatchNormV3/ReadVariableOp" -> "inception_v3/batch_normalization_15/FusedBatchNormV3"; +"inception_v3/batch_normalization_15/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_15/FusedBatchNormV3/ReadVariableOp_1"; +"inception_v3/batch_normalization_15/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_15/FusedBatchNormV3"; +"inception_v3/batch_normalization_15/FusedBatchNormV3" -> "inception_v3/activation_15/Relu"; +"inception_v3/activation_15/Relu" -> "inception_v3/activation_15/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_15/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_15/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; +"inception_v3/activation_15/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_15/fake_quantize/AsymmQuant/Abs"; +"inception_v3/activation_15/fake_quantize/AsymmQuant/Abs" -> "inception_v3/activation_15/fake_quantize/AsymmQuant/add"; +"inception_v3/activation_15/fake_quantize/AsymmQuant/add/y" -> "inception_v3/activation_15/fake_quantize/AsymmQuant/add"; +"inception_v3/activation_15/fake_quantize/AsymmQuant/add" -> "inception_v3/activation_15/fake_quantize/AsymmQuant/add_1"; +"inception_v3/activation_15/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_15/fake_quantize/AsymmQuant/ReadVariableOp"; +"inception_v3/activation_15/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_15/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_15/fake_quantize/AsymmQuant/ReadVariableOp" -> "inception_v3/activation_15/fake_quantize/AsymmQuant/add_1"; +"inception_v3/activation_15/fake_quantize/AsymmQuant/add_1" -> "inception_v3/activation_15/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_15/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_15/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_15/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/conv2d_16/Conv2D"; +"inception_v3/conv2d_16/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/conv2d_16/SymmQuant/Abs/ReadVariableOp"; +"inception_v3/conv2d_16/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/conv2d_16/SymmQuant/Abs"; +"inception_v3/conv2d_16/SymmQuant/Abs" -> "inception_v3/conv2d_16/SymmQuant/add"; +"inception_v3/conv2d_16/SymmQuant/add/y" -> "inception_v3/conv2d_16/SymmQuant/add"; +"inception_v3/conv2d_16/SymmQuant/add" -> "inception_v3/conv2d_16/SymmQuant/mul"; +"inception_v3/conv2d_16/SymmQuant/add" -> "inception_v3/conv2d_16/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_16/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/conv2d_16/SymmQuant/mul/ReadVariableOp"; +"inception_v3/conv2d_16/SymmQuant/mul/ReadVariableOp" -> "inception_v3/conv2d_16/SymmQuant/mul"; +"inception_v3/conv2d_16/SymmQuant/mul" -> "inception_v3/conv2d_16/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_16/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp/resource" -> "inception_v3/conv2d_16/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp"; +"inception_v3/conv2d_16/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp" -> "inception_v3/conv2d_16/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_16/SymmQuant/FakeQuantWithMinMaxVarsPerChannel" -> "inception_v3/conv2d_16/Conv2D"; +"inception_v3/conv2d_16/Conv2D" -> "inception_v3/batch_normalization_16/FusedBatchNormV3"; +"inception_v3/conv2d_13/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/conv2d_13/SymmQuant/Abs/ReadVariableOp"; +"inception_v3/conv2d_13/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/conv2d_13/SymmQuant/Abs"; +"inception_v3/conv2d_13/SymmQuant/Abs" -> "inception_v3/conv2d_13/SymmQuant/add"; +"inception_v3/conv2d_13/SymmQuant/add/y" -> "inception_v3/conv2d_13/SymmQuant/add"; +"inception_v3/conv2d_13/SymmQuant/add" -> "inception_v3/conv2d_13/SymmQuant/mul"; +"inception_v3/conv2d_13/SymmQuant/add" -> "inception_v3/conv2d_13/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_13/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/conv2d_13/SymmQuant/mul/ReadVariableOp"; +"inception_v3/conv2d_13/SymmQuant/mul/ReadVariableOp" -> "inception_v3/conv2d_13/SymmQuant/mul"; +"inception_v3/conv2d_13/SymmQuant/mul" -> "inception_v3/conv2d_13/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_13/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp/resource" -> "inception_v3/conv2d_13/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp"; +"inception_v3/conv2d_13/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp" -> "inception_v3/conv2d_13/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_13/SymmQuant/FakeQuantWithMinMaxVarsPerChannel" -> "inception_v3/conv2d_13/Conv2D"; +"inception_v3/conv2d_13/Conv2D" -> "inception_v3/batch_normalization_13/FusedBatchNormV3"; +"inception_v3/batch_normalization_16/Const" -> "inception_v3/batch_normalization_16/FusedBatchNormV3"; +"inception_v3/batch_normalization_16/ReadVariableOp/resource" -> "inception_v3/batch_normalization_16/ReadVariableOp"; +"inception_v3/batch_normalization_16/ReadVariableOp" -> "inception_v3/batch_normalization_16/FusedBatchNormV3"; +"inception_v3/batch_normalization_16/FusedBatchNormV3/ReadVariableOp/resource" -> "inception_v3/batch_normalization_16/FusedBatchNormV3/ReadVariableOp"; +"inception_v3/batch_normalization_16/FusedBatchNormV3/ReadVariableOp" -> "inception_v3/batch_normalization_16/FusedBatchNormV3"; +"inception_v3/batch_normalization_16/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_16/FusedBatchNormV3/ReadVariableOp_1"; +"inception_v3/batch_normalization_16/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_16/FusedBatchNormV3"; +"inception_v3/batch_normalization_16/FusedBatchNormV3" -> "inception_v3/activation_16/Relu"; +"inception_v3/batch_normalization_13/Const" -> "inception_v3/batch_normalization_13/FusedBatchNormV3"; +"inception_v3/batch_normalization_13/ReadVariableOp/resource" -> "inception_v3/batch_normalization_13/ReadVariableOp"; +"inception_v3/batch_normalization_13/ReadVariableOp" -> "inception_v3/batch_normalization_13/FusedBatchNormV3"; +"inception_v3/batch_normalization_13/FusedBatchNormV3/ReadVariableOp/resource" -> "inception_v3/batch_normalization_13/FusedBatchNormV3/ReadVariableOp"; +"inception_v3/batch_normalization_13/FusedBatchNormV3/ReadVariableOp" -> "inception_v3/batch_normalization_13/FusedBatchNormV3"; +"inception_v3/batch_normalization_13/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_13/FusedBatchNormV3/ReadVariableOp_1"; 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"inception_v3/average_pooling2d_1/fake_quantize/AsymmQuant/add"; +"inception_v3/average_pooling2d_1/fake_quantize/AsymmQuant/add/y" -> "inception_v3/average_pooling2d_1/fake_quantize/AsymmQuant/add"; +"inception_v3/average_pooling2d_1/fake_quantize/AsymmQuant/add" -> "inception_v3/average_pooling2d_1/fake_quantize/AsymmQuant/add_1"; +"inception_v3/average_pooling2d_1/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/average_pooling2d_1/fake_quantize/AsymmQuant/ReadVariableOp"; +"inception_v3/average_pooling2d_1/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/average_pooling2d_1/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/average_pooling2d_1/fake_quantize/AsymmQuant/ReadVariableOp" -> "inception_v3/average_pooling2d_1/fake_quantize/AsymmQuant/add_1"; +"inception_v3/average_pooling2d_1/fake_quantize/AsymmQuant/add_1" -> "inception_v3/average_pooling2d_1/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; 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"inception_v3/activation_12/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp"; +"inception_v3/activation_12/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_12/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_12/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_12/fake_quantize/unified_scale_group/AsymmQuant_1/ReadVariableOp"; +"inception_v3/activation_12/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_12/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_12/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_12/fake_quantize/unified_scale_group/AsymmQuant_2/ReadVariableOp"; +"inception_v3/activation_12/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_12/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_12/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_12/fake_quantize/unified_scale_group/AsymmQuant_3/ReadVariableOp"; +"inception_v3/activation_12/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_12/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_12/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp" -> "inception_v3/activation_12/fake_quantize/unified_scale_group/AsymmQuant/add_1"; +"inception_v3/activation_12/fake_quantize/unified_scale_group/AsymmQuant/add_1" -> "inception_v3/activation_12/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_12/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_12/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_12/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/mixed1/concat"; +"inception_v3/activation_12/fake_quantize/unified_scale_group/AsymmQuant_1/Abs/ReadVariableOp" -> "inception_v3/activation_12/fake_quantize/unified_scale_group/AsymmQuant_1/Abs"; +"inception_v3/activation_12/fake_quantize/unified_scale_group/AsymmQuant_1/Abs" -> "inception_v3/activation_12/fake_quantize/unified_scale_group/AsymmQuant_1/add"; +"inception_v3/activation_12/fake_quantize/unified_scale_group/AsymmQuant_1/add/y" -> "inception_v3/activation_12/fake_quantize/unified_scale_group/AsymmQuant_1/add"; +"inception_v3/activation_12/fake_quantize/unified_scale_group/AsymmQuant_1/add" -> "inception_v3/activation_12/fake_quantize/unified_scale_group/AsymmQuant_1/add_1"; +"inception_v3/activation_12/fake_quantize/unified_scale_group/AsymmQuant_1/ReadVariableOp" -> "inception_v3/activation_12/fake_quantize/unified_scale_group/AsymmQuant_1/add_1"; +"inception_v3/activation_12/fake_quantize/unified_scale_group/AsymmQuant_1/add_1" -> "inception_v3/activation_12/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"inception_v3/activation_12/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_12/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"inception_v3/activation_12/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars" -> "inception_v3/mixed1/concat"; +"inception_v3/activation_12/fake_quantize/unified_scale_group/AsymmQuant_2/Abs/ReadVariableOp" -> "inception_v3/activation_12/fake_quantize/unified_scale_group/AsymmQuant_2/Abs"; +"inception_v3/activation_12/fake_quantize/unified_scale_group/AsymmQuant_2/Abs" -> "inception_v3/activation_12/fake_quantize/unified_scale_group/AsymmQuant_2/add"; +"inception_v3/activation_12/fake_quantize/unified_scale_group/AsymmQuant_2/add/y" -> "inception_v3/activation_12/fake_quantize/unified_scale_group/AsymmQuant_2/add"; +"inception_v3/activation_12/fake_quantize/unified_scale_group/AsymmQuant_2/add" -> "inception_v3/activation_12/fake_quantize/unified_scale_group/AsymmQuant_2/add_1"; +"inception_v3/activation_12/fake_quantize/unified_scale_group/AsymmQuant_2/ReadVariableOp" -> "inception_v3/activation_12/fake_quantize/unified_scale_group/AsymmQuant_2/add_1"; +"inception_v3/activation_12/fake_quantize/unified_scale_group/AsymmQuant_2/add_1" -> "inception_v3/activation_12/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars"; +"inception_v3/activation_12/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_12/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars"; +"inception_v3/activation_12/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars" -> "inception_v3/mixed1/concat"; +"inception_v3/activation_12/fake_quantize/unified_scale_group/AsymmQuant_3/Abs/ReadVariableOp" -> "inception_v3/activation_12/fake_quantize/unified_scale_group/AsymmQuant_3/Abs"; +"inception_v3/activation_12/fake_quantize/unified_scale_group/AsymmQuant_3/Abs" -> "inception_v3/activation_12/fake_quantize/unified_scale_group/AsymmQuant_3/add"; +"inception_v3/activation_12/fake_quantize/unified_scale_group/AsymmQuant_3/add/y" -> "inception_v3/activation_12/fake_quantize/unified_scale_group/AsymmQuant_3/add"; +"inception_v3/activation_12/fake_quantize/unified_scale_group/AsymmQuant_3/add" -> "inception_v3/activation_12/fake_quantize/unified_scale_group/AsymmQuant_3/add_1"; +"inception_v3/activation_12/fake_quantize/unified_scale_group/AsymmQuant_3/ReadVariableOp" -> "inception_v3/activation_12/fake_quantize/unified_scale_group/AsymmQuant_3/add_1"; +"inception_v3/activation_12/fake_quantize/unified_scale_group/AsymmQuant_3/add_1" -> "inception_v3/activation_12/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars"; +"inception_v3/activation_12/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_12/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars"; +"inception_v3/activation_12/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars" -> "inception_v3/mixed1/concat"; +"inception_v3/mixed1/concat/axis" -> "inception_v3/mixed1/concat"; +"inception_v3/mixed1/concat" -> "inception_v3/conv2d_22/Conv2D"; +"inception_v3/mixed1/concat" -> "inception_v3/conv2d_20/Conv2D"; +"inception_v3/mixed1/concat" -> "inception_v3/average_pooling2d_2/AvgPool"; +"inception_v3/mixed1/concat" -> "inception_v3/conv2d_19/Conv2D"; +"inception_v3/conv2d_22/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/conv2d_22/SymmQuant/Abs/ReadVariableOp"; +"inception_v3/conv2d_22/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/conv2d_22/SymmQuant/Abs"; +"inception_v3/conv2d_22/SymmQuant/Abs" -> "inception_v3/conv2d_22/SymmQuant/add"; +"inception_v3/conv2d_22/SymmQuant/add/y" -> "inception_v3/conv2d_22/SymmQuant/add"; +"inception_v3/conv2d_22/SymmQuant/add" -> "inception_v3/conv2d_22/SymmQuant/mul"; +"inception_v3/conv2d_22/SymmQuant/add" -> "inception_v3/conv2d_22/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_22/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/conv2d_22/SymmQuant/mul/ReadVariableOp"; +"inception_v3/conv2d_22/SymmQuant/mul/ReadVariableOp" -> "inception_v3/conv2d_22/SymmQuant/mul"; +"inception_v3/conv2d_22/SymmQuant/mul" -> "inception_v3/conv2d_22/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_22/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp/resource" -> "inception_v3/conv2d_22/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp"; +"inception_v3/conv2d_22/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp" -> "inception_v3/conv2d_22/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_22/SymmQuant/FakeQuantWithMinMaxVarsPerChannel" -> "inception_v3/conv2d_22/Conv2D"; +"inception_v3/conv2d_22/Conv2D" -> "inception_v3/batch_normalization_22/FusedBatchNormV3"; +"inception_v3/batch_normalization_22/Const" -> "inception_v3/batch_normalization_22/FusedBatchNormV3"; +"inception_v3/batch_normalization_22/ReadVariableOp/resource" -> "inception_v3/batch_normalization_22/ReadVariableOp"; +"inception_v3/batch_normalization_22/ReadVariableOp" -> "inception_v3/batch_normalization_22/FusedBatchNormV3"; +"inception_v3/batch_normalization_22/FusedBatchNormV3/ReadVariableOp/resource" -> "inception_v3/batch_normalization_22/FusedBatchNormV3/ReadVariableOp"; +"inception_v3/batch_normalization_22/FusedBatchNormV3/ReadVariableOp" -> "inception_v3/batch_normalization_22/FusedBatchNormV3"; +"inception_v3/batch_normalization_22/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_22/FusedBatchNormV3/ReadVariableOp_1"; +"inception_v3/batch_normalization_22/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_22/FusedBatchNormV3"; +"inception_v3/batch_normalization_22/FusedBatchNormV3" -> "inception_v3/activation_22/Relu"; +"inception_v3/activation_22/Relu" -> "inception_v3/activation_22/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_22/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_22/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; +"inception_v3/activation_22/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_22/fake_quantize/AsymmQuant/Abs"; +"inception_v3/activation_22/fake_quantize/AsymmQuant/Abs" -> "inception_v3/activation_22/fake_quantize/AsymmQuant/add"; +"inception_v3/activation_22/fake_quantize/AsymmQuant/add/y" -> "inception_v3/activation_22/fake_quantize/AsymmQuant/add"; +"inception_v3/activation_22/fake_quantize/AsymmQuant/add" -> "inception_v3/activation_22/fake_quantize/AsymmQuant/add_1"; +"inception_v3/activation_22/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_22/fake_quantize/AsymmQuant/ReadVariableOp"; +"inception_v3/activation_22/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_22/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_22/fake_quantize/AsymmQuant/ReadVariableOp" -> "inception_v3/activation_22/fake_quantize/AsymmQuant/add_1"; +"inception_v3/activation_22/fake_quantize/AsymmQuant/add_1" -> "inception_v3/activation_22/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_22/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_22/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_22/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/conv2d_23/Conv2D"; +"inception_v3/conv2d_23/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/conv2d_23/SymmQuant/Abs/ReadVariableOp"; +"inception_v3/conv2d_23/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/conv2d_23/SymmQuant/Abs"; +"inception_v3/conv2d_23/SymmQuant/Abs" -> "inception_v3/conv2d_23/SymmQuant/add"; +"inception_v3/conv2d_23/SymmQuant/add/y" -> "inception_v3/conv2d_23/SymmQuant/add"; +"inception_v3/conv2d_23/SymmQuant/add" -> "inception_v3/conv2d_23/SymmQuant/mul"; +"inception_v3/conv2d_23/SymmQuant/add" -> "inception_v3/conv2d_23/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_23/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/conv2d_23/SymmQuant/mul/ReadVariableOp"; +"inception_v3/conv2d_23/SymmQuant/mul/ReadVariableOp" -> "inception_v3/conv2d_23/SymmQuant/mul"; +"inception_v3/conv2d_23/SymmQuant/mul" -> "inception_v3/conv2d_23/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_23/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp/resource" -> "inception_v3/conv2d_23/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp"; +"inception_v3/conv2d_23/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp" -> "inception_v3/conv2d_23/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_23/SymmQuant/FakeQuantWithMinMaxVarsPerChannel" -> "inception_v3/conv2d_23/Conv2D"; +"inception_v3/conv2d_23/Conv2D" -> "inception_v3/batch_normalization_23/FusedBatchNormV3"; +"inception_v3/conv2d_20/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/conv2d_20/SymmQuant/Abs/ReadVariableOp"; +"inception_v3/conv2d_20/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/conv2d_20/SymmQuant/Abs"; +"inception_v3/conv2d_20/SymmQuant/Abs" -> "inception_v3/conv2d_20/SymmQuant/add"; +"inception_v3/conv2d_20/SymmQuant/add/y" -> "inception_v3/conv2d_20/SymmQuant/add"; +"inception_v3/conv2d_20/SymmQuant/add" -> "inception_v3/conv2d_20/SymmQuant/mul"; +"inception_v3/conv2d_20/SymmQuant/add" -> "inception_v3/conv2d_20/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_20/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/conv2d_20/SymmQuant/mul/ReadVariableOp"; +"inception_v3/conv2d_20/SymmQuant/mul/ReadVariableOp" -> "inception_v3/conv2d_20/SymmQuant/mul"; +"inception_v3/conv2d_20/SymmQuant/mul" -> "inception_v3/conv2d_20/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_20/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp/resource" -> "inception_v3/conv2d_20/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp"; +"inception_v3/conv2d_20/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp" -> "inception_v3/conv2d_20/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_20/SymmQuant/FakeQuantWithMinMaxVarsPerChannel" -> "inception_v3/conv2d_20/Conv2D"; +"inception_v3/conv2d_20/Conv2D" -> "inception_v3/batch_normalization_20/FusedBatchNormV3"; +"inception_v3/batch_normalization_23/Const" -> "inception_v3/batch_normalization_23/FusedBatchNormV3"; +"inception_v3/batch_normalization_23/ReadVariableOp/resource" -> "inception_v3/batch_normalization_23/ReadVariableOp"; +"inception_v3/batch_normalization_23/ReadVariableOp" -> "inception_v3/batch_normalization_23/FusedBatchNormV3"; +"inception_v3/batch_normalization_23/FusedBatchNormV3/ReadVariableOp/resource" -> "inception_v3/batch_normalization_23/FusedBatchNormV3/ReadVariableOp"; +"inception_v3/batch_normalization_23/FusedBatchNormV3/ReadVariableOp" -> "inception_v3/batch_normalization_23/FusedBatchNormV3"; +"inception_v3/batch_normalization_23/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_23/FusedBatchNormV3/ReadVariableOp_1"; +"inception_v3/batch_normalization_23/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_23/FusedBatchNormV3"; +"inception_v3/batch_normalization_23/FusedBatchNormV3" -> "inception_v3/activation_23/Relu"; +"inception_v3/batch_normalization_20/Const" -> "inception_v3/batch_normalization_20/FusedBatchNormV3"; +"inception_v3/batch_normalization_20/ReadVariableOp/resource" -> "inception_v3/batch_normalization_20/ReadVariableOp"; +"inception_v3/batch_normalization_20/ReadVariableOp" -> "inception_v3/batch_normalization_20/FusedBatchNormV3"; +"inception_v3/batch_normalization_20/FusedBatchNormV3/ReadVariableOp/resource" -> "inception_v3/batch_normalization_20/FusedBatchNormV3/ReadVariableOp"; +"inception_v3/batch_normalization_20/FusedBatchNormV3/ReadVariableOp" -> "inception_v3/batch_normalization_20/FusedBatchNormV3"; +"inception_v3/batch_normalization_20/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_20/FusedBatchNormV3/ReadVariableOp_1"; +"inception_v3/batch_normalization_20/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_20/FusedBatchNormV3"; +"inception_v3/batch_normalization_20/FusedBatchNormV3" -> "inception_v3/activation_20/Relu"; +"inception_v3/average_pooling2d_2/AvgPool" -> "inception_v3/average_pooling2d_2/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_23/Relu" -> "inception_v3/activation_23/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_20/Relu" -> "inception_v3/activation_20/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/average_pooling2d_2/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/average_pooling2d_2/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; +"inception_v3/average_pooling2d_2/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "inception_v3/average_pooling2d_2/fake_quantize/AsymmQuant/Abs"; +"inception_v3/average_pooling2d_2/fake_quantize/AsymmQuant/Abs" -> "inception_v3/average_pooling2d_2/fake_quantize/AsymmQuant/add"; +"inception_v3/average_pooling2d_2/fake_quantize/AsymmQuant/add/y" -> "inception_v3/average_pooling2d_2/fake_quantize/AsymmQuant/add"; +"inception_v3/average_pooling2d_2/fake_quantize/AsymmQuant/add" -> "inception_v3/average_pooling2d_2/fake_quantize/AsymmQuant/add_1"; +"inception_v3/average_pooling2d_2/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/average_pooling2d_2/fake_quantize/AsymmQuant/ReadVariableOp"; +"inception_v3/average_pooling2d_2/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/average_pooling2d_2/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/average_pooling2d_2/fake_quantize/AsymmQuant/ReadVariableOp" -> "inception_v3/average_pooling2d_2/fake_quantize/AsymmQuant/add_1"; +"inception_v3/average_pooling2d_2/fake_quantize/AsymmQuant/add_1" -> "inception_v3/average_pooling2d_2/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/average_pooling2d_2/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/average_pooling2d_2/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/average_pooling2d_2/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/conv2d_25/Conv2D"; +"inception_v3/activation_23/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_23/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; +"inception_v3/activation_23/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_23/fake_quantize/AsymmQuant/Abs"; +"inception_v3/activation_23/fake_quantize/AsymmQuant/Abs" -> "inception_v3/activation_23/fake_quantize/AsymmQuant/add"; +"inception_v3/activation_23/fake_quantize/AsymmQuant/add/y" -> "inception_v3/activation_23/fake_quantize/AsymmQuant/add"; +"inception_v3/activation_23/fake_quantize/AsymmQuant/add" -> "inception_v3/activation_23/fake_quantize/AsymmQuant/add_1"; +"inception_v3/activation_23/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_23/fake_quantize/AsymmQuant/ReadVariableOp"; +"inception_v3/activation_23/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_23/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_23/fake_quantize/AsymmQuant/ReadVariableOp" -> "inception_v3/activation_23/fake_quantize/AsymmQuant/add_1"; +"inception_v3/activation_23/fake_quantize/AsymmQuant/add_1" -> "inception_v3/activation_23/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_23/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_23/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_23/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/conv2d_24/Conv2D"; +"inception_v3/activation_20/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_20/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; +"inception_v3/activation_20/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_20/fake_quantize/AsymmQuant/Abs"; +"inception_v3/activation_20/fake_quantize/AsymmQuant/Abs" -> "inception_v3/activation_20/fake_quantize/AsymmQuant/add"; +"inception_v3/activation_20/fake_quantize/AsymmQuant/add/y" -> "inception_v3/activation_20/fake_quantize/AsymmQuant/add"; +"inception_v3/activation_20/fake_quantize/AsymmQuant/add" -> "inception_v3/activation_20/fake_quantize/AsymmQuant/add_1"; +"inception_v3/activation_20/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_20/fake_quantize/AsymmQuant/ReadVariableOp"; +"inception_v3/activation_20/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_20/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_20/fake_quantize/AsymmQuant/ReadVariableOp" -> "inception_v3/activation_20/fake_quantize/AsymmQuant/add_1"; +"inception_v3/activation_20/fake_quantize/AsymmQuant/add_1" -> "inception_v3/activation_20/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_20/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_20/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_20/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/conv2d_21/Conv2D"; +"inception_v3/conv2d_25/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/conv2d_25/SymmQuant/Abs/ReadVariableOp"; +"inception_v3/conv2d_25/SymmQuant/Abs/ReadVariableOp" -> 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+"inception_v3/conv2d_19/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/conv2d_19/SymmQuant/mul/ReadVariableOp"; +"inception_v3/conv2d_19/SymmQuant/mul/ReadVariableOp" -> "inception_v3/conv2d_19/SymmQuant/mul"; +"inception_v3/conv2d_19/SymmQuant/mul" -> "inception_v3/conv2d_19/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_19/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp/resource" -> "inception_v3/conv2d_19/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp"; +"inception_v3/conv2d_19/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp" -> "inception_v3/conv2d_19/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_19/SymmQuant/FakeQuantWithMinMaxVarsPerChannel" -> "inception_v3/conv2d_19/Conv2D"; +"inception_v3/conv2d_19/Conv2D" -> "inception_v3/batch_normalization_19/FusedBatchNormV3"; +"inception_v3/batch_normalization_25/Const" -> "inception_v3/batch_normalization_25/FusedBatchNormV3"; +"inception_v3/batch_normalization_25/ReadVariableOp/resource" -> "inception_v3/batch_normalization_25/ReadVariableOp"; +"inception_v3/batch_normalization_25/ReadVariableOp" -> "inception_v3/batch_normalization_25/FusedBatchNormV3"; +"inception_v3/batch_normalization_25/FusedBatchNormV3/ReadVariableOp/resource" -> "inception_v3/batch_normalization_25/FusedBatchNormV3/ReadVariableOp"; +"inception_v3/batch_normalization_25/FusedBatchNormV3/ReadVariableOp" -> "inception_v3/batch_normalization_25/FusedBatchNormV3"; +"inception_v3/batch_normalization_25/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_25/FusedBatchNormV3/ReadVariableOp_1"; +"inception_v3/batch_normalization_25/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_25/FusedBatchNormV3"; +"inception_v3/batch_normalization_25/FusedBatchNormV3" -> "inception_v3/activation_25/Relu"; +"inception_v3/batch_normalization_24/Const" -> "inception_v3/batch_normalization_24/FusedBatchNormV3"; +"inception_v3/batch_normalization_24/ReadVariableOp/resource" -> "inception_v3/batch_normalization_24/ReadVariableOp"; +"inception_v3/batch_normalization_24/ReadVariableOp" -> "inception_v3/batch_normalization_24/FusedBatchNormV3"; +"inception_v3/batch_normalization_24/FusedBatchNormV3/ReadVariableOp/resource" -> "inception_v3/batch_normalization_24/FusedBatchNormV3/ReadVariableOp"; +"inception_v3/batch_normalization_24/FusedBatchNormV3/ReadVariableOp" -> "inception_v3/batch_normalization_24/FusedBatchNormV3"; +"inception_v3/batch_normalization_24/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_24/FusedBatchNormV3/ReadVariableOp_1"; +"inception_v3/batch_normalization_24/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_24/FusedBatchNormV3"; +"inception_v3/batch_normalization_24/FusedBatchNormV3" -> "inception_v3/activation_24/Relu"; +"inception_v3/batch_normalization_21/Const" -> "inception_v3/batch_normalization_21/FusedBatchNormV3"; +"inception_v3/batch_normalization_21/ReadVariableOp/resource" -> "inception_v3/batch_normalization_21/ReadVariableOp"; +"inception_v3/batch_normalization_21/ReadVariableOp" -> "inception_v3/batch_normalization_21/FusedBatchNormV3"; +"inception_v3/batch_normalization_21/FusedBatchNormV3/ReadVariableOp/resource" -> "inception_v3/batch_normalization_21/FusedBatchNormV3/ReadVariableOp"; +"inception_v3/batch_normalization_21/FusedBatchNormV3/ReadVariableOp" -> "inception_v3/batch_normalization_21/FusedBatchNormV3"; +"inception_v3/batch_normalization_21/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_21/FusedBatchNormV3/ReadVariableOp_1"; +"inception_v3/batch_normalization_21/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_21/FusedBatchNormV3"; +"inception_v3/batch_normalization_21/FusedBatchNormV3" -> "inception_v3/activation_21/Relu"; +"inception_v3/batch_normalization_19/Const" -> "inception_v3/batch_normalization_19/FusedBatchNormV3"; +"inception_v3/batch_normalization_19/ReadVariableOp/resource" -> "inception_v3/batch_normalization_19/ReadVariableOp"; +"inception_v3/batch_normalization_19/ReadVariableOp" -> "inception_v3/batch_normalization_19/FusedBatchNormV3"; +"inception_v3/batch_normalization_19/FusedBatchNormV3/ReadVariableOp/resource" -> "inception_v3/batch_normalization_19/FusedBatchNormV3/ReadVariableOp"; +"inception_v3/batch_normalization_19/FusedBatchNormV3/ReadVariableOp" -> "inception_v3/batch_normalization_19/FusedBatchNormV3"; +"inception_v3/batch_normalization_19/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_19/FusedBatchNormV3/ReadVariableOp_1"; +"inception_v3/batch_normalization_19/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_19/FusedBatchNormV3"; +"inception_v3/batch_normalization_19/FusedBatchNormV3" -> "inception_v3/activation_19/Relu"; +"inception_v3/activation_25/Relu" -> "inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars"; +"inception_v3/activation_24/Relu" -> "inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars"; +"inception_v3/activation_21/Relu" -> "inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"inception_v3/activation_19/Relu" -> "inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp"; +"inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_1/Abs/ReadVariableOp"; +"inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_2/Abs/ReadVariableOp"; +"inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_3/Abs/ReadVariableOp"; +"inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_4/Abs/ReadVariableOp"; +"inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_5/Abs/ReadVariableOp"; +"inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant/Abs"; +"inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant/Abs" -> "inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant/add"; +"inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant/add/y" -> "inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant/add"; +"inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant/add" -> "inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant/add_1"; +"inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp"; +"inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_1/ReadVariableOp"; +"inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_2/ReadVariableOp"; +"inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_3/ReadVariableOp"; +"inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_4/ReadVariableOp"; +"inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_5/ReadVariableOp"; +"inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_5/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp" -> "inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant/add_1"; +"inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant/add_1" -> "inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/mixed2/concat"; +"inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_1/Abs/ReadVariableOp" -> "inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_1/Abs"; +"inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_1/Abs" -> "inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_1/add"; +"inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_1/add/y" -> "inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_1/add"; +"inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_1/add" -> "inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_1/add_1"; +"inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_1/ReadVariableOp" -> "inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_1/add_1"; +"inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_1/add_1" -> "inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars" -> "inception_v3/mixed2/concat"; +"inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_2/Abs/ReadVariableOp" -> "inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_2/Abs"; +"inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_2/Abs" -> "inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_2/add"; +"inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_2/add/y" -> "inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_2/add"; +"inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_2/add" -> "inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_2/add_1"; +"inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_2/ReadVariableOp" -> "inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_2/add_1"; +"inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_2/add_1" -> "inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars"; +"inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars"; +"inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars" -> "inception_v3/mixed2/concat"; +"inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_3/Abs/ReadVariableOp" -> "inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_3/Abs"; +"inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_3/Abs" -> "inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_3/add"; +"inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_3/add/y" -> "inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_3/add"; +"inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_3/add" -> "inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_3/add_1"; +"inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_3/ReadVariableOp" -> "inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_3/add_1"; +"inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_3/add_1" -> "inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars"; +"inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars"; +"inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars" -> "inception_v3/mixed2/concat"; +"inception_v3/mixed2/concat/axis" -> "inception_v3/mixed2/concat"; +"inception_v3/mixed2/concat" -> "inception_v3/conv2d_27/Conv2D"; +"inception_v3/mixed2/concat" -> "inception_v3/conv2d_26/Conv2D"; +"inception_v3/mixed2/concat" -> "inception_v3/max_pooling2d_2/MaxPool"; +"inception_v3/conv2d_27/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/conv2d_27/SymmQuant/Abs/ReadVariableOp"; +"inception_v3/conv2d_27/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/conv2d_27/SymmQuant/Abs"; +"inception_v3/conv2d_27/SymmQuant/Abs" -> "inception_v3/conv2d_27/SymmQuant/add"; +"inception_v3/conv2d_27/SymmQuant/add/y" -> "inception_v3/conv2d_27/SymmQuant/add"; +"inception_v3/conv2d_27/SymmQuant/add" -> "inception_v3/conv2d_27/SymmQuant/mul"; +"inception_v3/conv2d_27/SymmQuant/add" -> "inception_v3/conv2d_27/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_27/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/conv2d_27/SymmQuant/mul/ReadVariableOp"; +"inception_v3/conv2d_27/SymmQuant/mul/ReadVariableOp" -> "inception_v3/conv2d_27/SymmQuant/mul"; +"inception_v3/conv2d_27/SymmQuant/mul" -> "inception_v3/conv2d_27/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_27/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp/resource" -> "inception_v3/conv2d_27/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp"; +"inception_v3/conv2d_27/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp" -> "inception_v3/conv2d_27/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_27/SymmQuant/FakeQuantWithMinMaxVarsPerChannel" -> "inception_v3/conv2d_27/Conv2D"; +"inception_v3/conv2d_27/Conv2D" -> "inception_v3/batch_normalization_27/FusedBatchNormV3"; +"inception_v3/batch_normalization_27/Const" -> "inception_v3/batch_normalization_27/FusedBatchNormV3"; +"inception_v3/batch_normalization_27/ReadVariableOp/resource" -> "inception_v3/batch_normalization_27/ReadVariableOp"; +"inception_v3/batch_normalization_27/ReadVariableOp" -> "inception_v3/batch_normalization_27/FusedBatchNormV3"; +"inception_v3/batch_normalization_27/FusedBatchNormV3/ReadVariableOp/resource" -> "inception_v3/batch_normalization_27/FusedBatchNormV3/ReadVariableOp"; +"inception_v3/batch_normalization_27/FusedBatchNormV3/ReadVariableOp" -> "inception_v3/batch_normalization_27/FusedBatchNormV3"; +"inception_v3/batch_normalization_27/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_27/FusedBatchNormV3/ReadVariableOp_1"; +"inception_v3/batch_normalization_27/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_27/FusedBatchNormV3"; +"inception_v3/batch_normalization_27/FusedBatchNormV3" -> "inception_v3/activation_27/Relu"; +"inception_v3/activation_27/Relu" -> "inception_v3/activation_27/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_27/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_27/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; +"inception_v3/activation_27/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_27/fake_quantize/AsymmQuant/Abs"; +"inception_v3/activation_27/fake_quantize/AsymmQuant/Abs" -> "inception_v3/activation_27/fake_quantize/AsymmQuant/add"; +"inception_v3/activation_27/fake_quantize/AsymmQuant/add/y" -> "inception_v3/activation_27/fake_quantize/AsymmQuant/add"; +"inception_v3/activation_27/fake_quantize/AsymmQuant/add" -> "inception_v3/activation_27/fake_quantize/AsymmQuant/add_1"; +"inception_v3/activation_27/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_27/fake_quantize/AsymmQuant/ReadVariableOp"; +"inception_v3/activation_27/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_27/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_27/fake_quantize/AsymmQuant/ReadVariableOp" -> "inception_v3/activation_27/fake_quantize/AsymmQuant/add_1"; +"inception_v3/activation_27/fake_quantize/AsymmQuant/add_1" -> "inception_v3/activation_27/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_27/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_27/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_27/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/conv2d_28/Conv2D"; +"inception_v3/conv2d_28/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/conv2d_28/SymmQuant/Abs/ReadVariableOp"; +"inception_v3/conv2d_28/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/conv2d_28/SymmQuant/Abs"; +"inception_v3/conv2d_28/SymmQuant/Abs" -> "inception_v3/conv2d_28/SymmQuant/add"; +"inception_v3/conv2d_28/SymmQuant/add/y" -> "inception_v3/conv2d_28/SymmQuant/add"; +"inception_v3/conv2d_28/SymmQuant/add" -> "inception_v3/conv2d_28/SymmQuant/mul"; +"inception_v3/conv2d_28/SymmQuant/add" -> "inception_v3/conv2d_28/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_28/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/conv2d_28/SymmQuant/mul/ReadVariableOp"; +"inception_v3/conv2d_28/SymmQuant/mul/ReadVariableOp" -> "inception_v3/conv2d_28/SymmQuant/mul"; +"inception_v3/conv2d_28/SymmQuant/mul" -> "inception_v3/conv2d_28/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_28/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp/resource" -> "inception_v3/conv2d_28/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp"; +"inception_v3/conv2d_28/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp" -> "inception_v3/conv2d_28/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_28/SymmQuant/FakeQuantWithMinMaxVarsPerChannel" -> "inception_v3/conv2d_28/Conv2D"; +"inception_v3/conv2d_28/Conv2D" -> "inception_v3/batch_normalization_28/FusedBatchNormV3"; +"inception_v3/batch_normalization_28/Const" -> "inception_v3/batch_normalization_28/FusedBatchNormV3"; +"inception_v3/batch_normalization_28/ReadVariableOp/resource" -> "inception_v3/batch_normalization_28/ReadVariableOp"; +"inception_v3/batch_normalization_28/ReadVariableOp" -> "inception_v3/batch_normalization_28/FusedBatchNormV3"; +"inception_v3/batch_normalization_28/FusedBatchNormV3/ReadVariableOp/resource" -> "inception_v3/batch_normalization_28/FusedBatchNormV3/ReadVariableOp"; +"inception_v3/batch_normalization_28/FusedBatchNormV3/ReadVariableOp" -> "inception_v3/batch_normalization_28/FusedBatchNormV3"; +"inception_v3/batch_normalization_28/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_28/FusedBatchNormV3/ReadVariableOp_1"; +"inception_v3/batch_normalization_28/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_28/FusedBatchNormV3"; +"inception_v3/batch_normalization_28/FusedBatchNormV3" -> "inception_v3/activation_28/Relu"; +"inception_v3/activation_28/Relu" -> "inception_v3/activation_28/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_28/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_28/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; +"inception_v3/activation_28/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_28/fake_quantize/AsymmQuant/Abs"; +"inception_v3/activation_28/fake_quantize/AsymmQuant/Abs" -> "inception_v3/activation_28/fake_quantize/AsymmQuant/add"; +"inception_v3/activation_28/fake_quantize/AsymmQuant/add/y" -> "inception_v3/activation_28/fake_quantize/AsymmQuant/add"; +"inception_v3/activation_28/fake_quantize/AsymmQuant/add" -> "inception_v3/activation_28/fake_quantize/AsymmQuant/add_1"; +"inception_v3/activation_28/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_28/fake_quantize/AsymmQuant/ReadVariableOp"; +"inception_v3/activation_28/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_28/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_28/fake_quantize/AsymmQuant/ReadVariableOp" -> "inception_v3/activation_28/fake_quantize/AsymmQuant/add_1"; +"inception_v3/activation_28/fake_quantize/AsymmQuant/add_1" -> "inception_v3/activation_28/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_28/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_28/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_28/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/conv2d_29/Conv2D"; +"inception_v3/conv2d_29/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/conv2d_29/SymmQuant/Abs/ReadVariableOp"; +"inception_v3/conv2d_29/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/conv2d_29/SymmQuant/Abs"; +"inception_v3/conv2d_29/SymmQuant/Abs" -> "inception_v3/conv2d_29/SymmQuant/add"; +"inception_v3/conv2d_29/SymmQuant/add/y" -> "inception_v3/conv2d_29/SymmQuant/add"; +"inception_v3/conv2d_29/SymmQuant/add" -> "inception_v3/conv2d_29/SymmQuant/mul"; +"inception_v3/conv2d_29/SymmQuant/add" -> "inception_v3/conv2d_29/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_29/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/conv2d_29/SymmQuant/mul/ReadVariableOp"; +"inception_v3/conv2d_29/SymmQuant/mul/ReadVariableOp" -> "inception_v3/conv2d_29/SymmQuant/mul"; +"inception_v3/conv2d_29/SymmQuant/mul" -> "inception_v3/conv2d_29/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_29/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp/resource" -> "inception_v3/conv2d_29/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp"; +"inception_v3/conv2d_29/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp" -> "inception_v3/conv2d_29/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_29/SymmQuant/FakeQuantWithMinMaxVarsPerChannel" -> "inception_v3/conv2d_29/Conv2D"; +"inception_v3/conv2d_29/Conv2D" -> "inception_v3/batch_normalization_29/FusedBatchNormV3"; +"inception_v3/conv2d_26/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/conv2d_26/SymmQuant/Abs/ReadVariableOp"; +"inception_v3/conv2d_26/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/conv2d_26/SymmQuant/Abs"; +"inception_v3/conv2d_26/SymmQuant/Abs" -> "inception_v3/conv2d_26/SymmQuant/add"; +"inception_v3/conv2d_26/SymmQuant/add/y" -> "inception_v3/conv2d_26/SymmQuant/add"; +"inception_v3/conv2d_26/SymmQuant/add" -> "inception_v3/conv2d_26/SymmQuant/mul"; +"inception_v3/conv2d_26/SymmQuant/add" -> "inception_v3/conv2d_26/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_26/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/conv2d_26/SymmQuant/mul/ReadVariableOp"; +"inception_v3/conv2d_26/SymmQuant/mul/ReadVariableOp" -> "inception_v3/conv2d_26/SymmQuant/mul"; +"inception_v3/conv2d_26/SymmQuant/mul" -> "inception_v3/conv2d_26/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_26/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp/resource" -> "inception_v3/conv2d_26/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp"; +"inception_v3/conv2d_26/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp" -> "inception_v3/conv2d_26/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_26/SymmQuant/FakeQuantWithMinMaxVarsPerChannel" -> "inception_v3/conv2d_26/Conv2D"; +"inception_v3/conv2d_26/Conv2D" -> "inception_v3/batch_normalization_26/FusedBatchNormV3"; +"inception_v3/batch_normalization_29/Const" -> "inception_v3/batch_normalization_29/FusedBatchNormV3"; +"inception_v3/batch_normalization_29/ReadVariableOp/resource" -> "inception_v3/batch_normalization_29/ReadVariableOp"; +"inception_v3/batch_normalization_29/ReadVariableOp" -> "inception_v3/batch_normalization_29/FusedBatchNormV3"; +"inception_v3/batch_normalization_29/FusedBatchNormV3/ReadVariableOp/resource" -> "inception_v3/batch_normalization_29/FusedBatchNormV3/ReadVariableOp"; +"inception_v3/batch_normalization_29/FusedBatchNormV3/ReadVariableOp" -> "inception_v3/batch_normalization_29/FusedBatchNormV3"; +"inception_v3/batch_normalization_29/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_29/FusedBatchNormV3/ReadVariableOp_1"; +"inception_v3/batch_normalization_29/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_29/FusedBatchNormV3"; +"inception_v3/batch_normalization_29/FusedBatchNormV3" -> "inception_v3/activation_29/Relu"; +"inception_v3/batch_normalization_26/Const" -> "inception_v3/batch_normalization_26/FusedBatchNormV3"; +"inception_v3/batch_normalization_26/ReadVariableOp/resource" -> "inception_v3/batch_normalization_26/ReadVariableOp"; +"inception_v3/batch_normalization_26/ReadVariableOp" -> "inception_v3/batch_normalization_26/FusedBatchNormV3"; +"inception_v3/batch_normalization_26/FusedBatchNormV3/ReadVariableOp/resource" -> "inception_v3/batch_normalization_26/FusedBatchNormV3/ReadVariableOp"; +"inception_v3/batch_normalization_26/FusedBatchNormV3/ReadVariableOp" -> "inception_v3/batch_normalization_26/FusedBatchNormV3"; +"inception_v3/batch_normalization_26/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_26/FusedBatchNormV3/ReadVariableOp_1"; +"inception_v3/batch_normalization_26/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_26/FusedBatchNormV3"; +"inception_v3/batch_normalization_26/FusedBatchNormV3" -> "inception_v3/activation_26/Relu"; +"inception_v3/activation_29/Relu" -> "inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_5/FakeQuantWithMinMaxVars"; +"inception_v3/activation_26/Relu" -> "inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars"; +"inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_4/Abs/ReadVariableOp" -> "inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_4/Abs"; +"inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_4/Abs" -> "inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_4/add"; +"inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_4/add/y" -> "inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_4/add"; +"inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_4/add" -> "inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_4/add_1"; +"inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_4/ReadVariableOp" -> "inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_4/add_1"; +"inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_4/add_1" -> "inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars"; +"inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars"; +"inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars" -> "inception_v3/mixed3/concat"; +"inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_5/Abs/ReadVariableOp" -> "inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_5/Abs"; +"inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_5/Abs" -> "inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_5/add"; +"inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_5/add/y" -> "inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_5/add"; +"inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_5/add" -> "inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_5/add_1"; +"inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_5/ReadVariableOp" -> "inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_5/add_1"; +"inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_5/add_1" -> "inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_5/FakeQuantWithMinMaxVars"; +"inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_5/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_5/FakeQuantWithMinMaxVars"; +"inception_v3/activation_19/fake_quantize/unified_scale_group/AsymmQuant_5/FakeQuantWithMinMaxVars" -> "inception_v3/mixed3/concat"; +"inception_v3/max_pooling2d_2/MaxPool" -> "inception_v3/mixed3/concat"; +"inception_v3/mixed3/concat/axis" -> "inception_v3/mixed3/concat"; +"inception_v3/mixed3/concat" -> "inception_v3/conv2d_34/Conv2D"; +"inception_v3/mixed3/concat" -> "inception_v3/conv2d_31/Conv2D"; +"inception_v3/mixed3/concat" -> "inception_v3/average_pooling2d_3/AvgPool"; +"inception_v3/mixed3/concat" -> "inception_v3/conv2d_30/Conv2D"; 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"inception_v3/batch_normalization_33/FusedBatchNormV3"; +"inception_v3/batch_normalization_33/FusedBatchNormV3/ReadVariableOp/resource" -> "inception_v3/batch_normalization_33/FusedBatchNormV3/ReadVariableOp"; +"inception_v3/batch_normalization_33/FusedBatchNormV3/ReadVariableOp" -> "inception_v3/batch_normalization_33/FusedBatchNormV3"; +"inception_v3/batch_normalization_33/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_33/FusedBatchNormV3/ReadVariableOp_1"; +"inception_v3/batch_normalization_33/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_33/FusedBatchNormV3"; +"inception_v3/batch_normalization_33/FusedBatchNormV3" -> "inception_v3/activation_33/Relu"; +"inception_v3/batch_normalization_30/Const" -> "inception_v3/batch_normalization_30/FusedBatchNormV3"; +"inception_v3/batch_normalization_30/ReadVariableOp/resource" -> "inception_v3/batch_normalization_30/ReadVariableOp"; +"inception_v3/batch_normalization_30/ReadVariableOp" -> "inception_v3/batch_normalization_30/FusedBatchNormV3"; +"inception_v3/batch_normalization_30/FusedBatchNormV3/ReadVariableOp/resource" -> "inception_v3/batch_normalization_30/FusedBatchNormV3/ReadVariableOp"; +"inception_v3/batch_normalization_30/FusedBatchNormV3/ReadVariableOp" -> "inception_v3/batch_normalization_30/FusedBatchNormV3"; +"inception_v3/batch_normalization_30/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_30/FusedBatchNormV3/ReadVariableOp_1"; +"inception_v3/batch_normalization_30/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_30/FusedBatchNormV3"; +"inception_v3/batch_normalization_30/FusedBatchNormV3" -> "inception_v3/activation_30/Relu"; +"inception_v3/activation_39/Relu" -> "inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars"; +"inception_v3/activation_38/Relu" -> "inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars"; +"inception_v3/activation_33/Relu" -> "inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"inception_v3/activation_30/Relu" -> "inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp"; +"inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant_1/Abs/ReadVariableOp"; +"inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant_2/Abs/ReadVariableOp"; +"inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant_3/Abs/ReadVariableOp"; +"inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant/Abs"; +"inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant/Abs" -> "inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant/add"; +"inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant/add/y" -> "inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant/add"; +"inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant/add" -> "inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant/add_1"; +"inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp"; +"inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant_1/ReadVariableOp"; +"inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant_2/ReadVariableOp"; +"inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant_3/ReadVariableOp"; +"inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp" -> "inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant/add_1"; +"inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant/add_1" -> "inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/mixed4/concat"; +"inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant_1/Abs/ReadVariableOp" -> "inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant_1/Abs"; +"inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant_1/Abs" -> "inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant_1/add"; +"inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant_1/add/y" -> "inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant_1/add"; +"inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant_1/add" -> "inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant_1/add_1"; +"inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant_1/ReadVariableOp" -> "inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant_1/add_1"; +"inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant_1/add_1" -> "inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars" -> "inception_v3/mixed4/concat"; +"inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant_2/Abs/ReadVariableOp" -> "inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant_2/Abs"; +"inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant_2/Abs" -> "inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant_2/add"; +"inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant_2/add/y" -> "inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant_2/add"; +"inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant_2/add" -> "inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant_2/add_1"; +"inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant_2/ReadVariableOp" -> "inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant_2/add_1"; +"inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant_2/add_1" -> "inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars"; +"inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars"; +"inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars" -> "inception_v3/mixed4/concat"; +"inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant_3/Abs/ReadVariableOp" -> "inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant_3/Abs"; +"inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant_3/Abs" -> "inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant_3/add"; +"inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant_3/add/y" -> "inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant_3/add"; +"inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant_3/add" -> "inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant_3/add_1"; +"inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant_3/ReadVariableOp" -> "inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant_3/add_1"; +"inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant_3/add_1" -> "inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars"; +"inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars"; +"inception_v3/activation_30/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars" -> "inception_v3/mixed4/concat"; +"inception_v3/mixed4/concat/axis" -> "inception_v3/mixed4/concat"; +"inception_v3/mixed4/concat" -> "inception_v3/conv2d_44/Conv2D"; +"inception_v3/mixed4/concat" -> "inception_v3/conv2d_41/Conv2D"; +"inception_v3/mixed4/concat" -> "inception_v3/average_pooling2d_4/AvgPool"; +"inception_v3/mixed4/concat" -> "inception_v3/conv2d_40/Conv2D"; +"inception_v3/conv2d_44/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/conv2d_44/SymmQuant/Abs/ReadVariableOp"; +"inception_v3/conv2d_44/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/conv2d_44/SymmQuant/Abs"; +"inception_v3/conv2d_44/SymmQuant/Abs" -> "inception_v3/conv2d_44/SymmQuant/add"; +"inception_v3/conv2d_44/SymmQuant/add/y" -> "inception_v3/conv2d_44/SymmQuant/add"; +"inception_v3/conv2d_44/SymmQuant/add" -> "inception_v3/conv2d_44/SymmQuant/mul"; +"inception_v3/conv2d_44/SymmQuant/add" -> "inception_v3/conv2d_44/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_44/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/conv2d_44/SymmQuant/mul/ReadVariableOp"; +"inception_v3/conv2d_44/SymmQuant/mul/ReadVariableOp" -> "inception_v3/conv2d_44/SymmQuant/mul"; +"inception_v3/conv2d_44/SymmQuant/mul" -> "inception_v3/conv2d_44/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_44/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp/resource" -> "inception_v3/conv2d_44/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp"; +"inception_v3/conv2d_44/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp" -> "inception_v3/conv2d_44/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_44/SymmQuant/FakeQuantWithMinMaxVarsPerChannel" -> "inception_v3/conv2d_44/Conv2D"; +"inception_v3/conv2d_44/Conv2D" -> "inception_v3/batch_normalization_44/FusedBatchNormV3"; +"inception_v3/batch_normalization_44/Const" -> "inception_v3/batch_normalization_44/FusedBatchNormV3"; +"inception_v3/batch_normalization_44/ReadVariableOp/resource" -> "inception_v3/batch_normalization_44/ReadVariableOp"; +"inception_v3/batch_normalization_44/ReadVariableOp" -> "inception_v3/batch_normalization_44/FusedBatchNormV3"; +"inception_v3/batch_normalization_44/FusedBatchNormV3/ReadVariableOp/resource" -> "inception_v3/batch_normalization_44/FusedBatchNormV3/ReadVariableOp"; +"inception_v3/batch_normalization_44/FusedBatchNormV3/ReadVariableOp" -> "inception_v3/batch_normalization_44/FusedBatchNormV3"; +"inception_v3/batch_normalization_44/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_44/FusedBatchNormV3/ReadVariableOp_1"; +"inception_v3/batch_normalization_44/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_44/FusedBatchNormV3"; +"inception_v3/batch_normalization_44/FusedBatchNormV3" -> "inception_v3/activation_44/Relu"; +"inception_v3/activation_44/Relu" -> "inception_v3/activation_44/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_44/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_44/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; +"inception_v3/activation_44/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_44/fake_quantize/AsymmQuant/Abs"; +"inception_v3/activation_44/fake_quantize/AsymmQuant/Abs" -> "inception_v3/activation_44/fake_quantize/AsymmQuant/add"; +"inception_v3/activation_44/fake_quantize/AsymmQuant/add/y" -> "inception_v3/activation_44/fake_quantize/AsymmQuant/add"; +"inception_v3/activation_44/fake_quantize/AsymmQuant/add" -> "inception_v3/activation_44/fake_quantize/AsymmQuant/add_1"; +"inception_v3/activation_44/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_44/fake_quantize/AsymmQuant/ReadVariableOp"; +"inception_v3/activation_44/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_44/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_44/fake_quantize/AsymmQuant/ReadVariableOp" -> "inception_v3/activation_44/fake_quantize/AsymmQuant/add_1"; +"inception_v3/activation_44/fake_quantize/AsymmQuant/add_1" -> "inception_v3/activation_44/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_44/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_44/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_44/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/conv2d_45/Conv2D"; +"inception_v3/conv2d_45/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/conv2d_45/SymmQuant/Abs/ReadVariableOp"; +"inception_v3/conv2d_45/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/conv2d_45/SymmQuant/Abs"; +"inception_v3/conv2d_45/SymmQuant/Abs" -> "inception_v3/conv2d_45/SymmQuant/add"; +"inception_v3/conv2d_45/SymmQuant/add/y" -> "inception_v3/conv2d_45/SymmQuant/add"; +"inception_v3/conv2d_45/SymmQuant/add" -> "inception_v3/conv2d_45/SymmQuant/mul"; +"inception_v3/conv2d_45/SymmQuant/add" -> "inception_v3/conv2d_45/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_45/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/conv2d_45/SymmQuant/mul/ReadVariableOp"; +"inception_v3/conv2d_45/SymmQuant/mul/ReadVariableOp" -> "inception_v3/conv2d_45/SymmQuant/mul"; +"inception_v3/conv2d_45/SymmQuant/mul" -> "inception_v3/conv2d_45/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_45/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp/resource" -> "inception_v3/conv2d_45/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp"; +"inception_v3/conv2d_45/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp" -> "inception_v3/conv2d_45/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_45/SymmQuant/FakeQuantWithMinMaxVarsPerChannel" -> "inception_v3/conv2d_45/Conv2D"; +"inception_v3/conv2d_45/Conv2D" -> "inception_v3/batch_normalization_45/FusedBatchNormV3"; +"inception_v3/batch_normalization_45/Const" -> "inception_v3/batch_normalization_45/FusedBatchNormV3"; +"inception_v3/batch_normalization_45/ReadVariableOp/resource" -> "inception_v3/batch_normalization_45/ReadVariableOp"; +"inception_v3/batch_normalization_45/ReadVariableOp" -> "inception_v3/batch_normalization_45/FusedBatchNormV3"; +"inception_v3/batch_normalization_45/FusedBatchNormV3/ReadVariableOp/resource" -> "inception_v3/batch_normalization_45/FusedBatchNormV3/ReadVariableOp"; +"inception_v3/batch_normalization_45/FusedBatchNormV3/ReadVariableOp" -> "inception_v3/batch_normalization_45/FusedBatchNormV3"; +"inception_v3/batch_normalization_45/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_45/FusedBatchNormV3/ReadVariableOp_1"; +"inception_v3/batch_normalization_45/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_45/FusedBatchNormV3"; +"inception_v3/batch_normalization_45/FusedBatchNormV3" -> "inception_v3/activation_45/Relu"; +"inception_v3/activation_45/Relu" -> "inception_v3/activation_45/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_45/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_45/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; +"inception_v3/activation_45/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_45/fake_quantize/AsymmQuant/Abs"; +"inception_v3/activation_45/fake_quantize/AsymmQuant/Abs" -> "inception_v3/activation_45/fake_quantize/AsymmQuant/add"; +"inception_v3/activation_45/fake_quantize/AsymmQuant/add/y" -> "inception_v3/activation_45/fake_quantize/AsymmQuant/add"; +"inception_v3/activation_45/fake_quantize/AsymmQuant/add" -> "inception_v3/activation_45/fake_quantize/AsymmQuant/add_1"; +"inception_v3/activation_45/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_45/fake_quantize/AsymmQuant/ReadVariableOp"; +"inception_v3/activation_45/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_45/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_45/fake_quantize/AsymmQuant/ReadVariableOp" -> "inception_v3/activation_45/fake_quantize/AsymmQuant/add_1"; +"inception_v3/activation_45/fake_quantize/AsymmQuant/add_1" -> "inception_v3/activation_45/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_45/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_45/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_45/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/conv2d_46/Conv2D"; +"inception_v3/conv2d_46/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/conv2d_46/SymmQuant/Abs/ReadVariableOp"; +"inception_v3/conv2d_46/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/conv2d_46/SymmQuant/Abs"; +"inception_v3/conv2d_46/SymmQuant/Abs" -> "inception_v3/conv2d_46/SymmQuant/add"; +"inception_v3/conv2d_46/SymmQuant/add/y" -> "inception_v3/conv2d_46/SymmQuant/add"; +"inception_v3/conv2d_46/SymmQuant/add" -> "inception_v3/conv2d_46/SymmQuant/mul"; 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"inception_v3/conv2d_43/SymmQuant/mul"; +"inception_v3/conv2d_43/SymmQuant/add" -> "inception_v3/conv2d_43/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_43/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/conv2d_43/SymmQuant/mul/ReadVariableOp"; +"inception_v3/conv2d_43/SymmQuant/mul/ReadVariableOp" -> "inception_v3/conv2d_43/SymmQuant/mul"; +"inception_v3/conv2d_43/SymmQuant/mul" -> "inception_v3/conv2d_43/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_43/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp/resource" -> "inception_v3/conv2d_43/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp"; +"inception_v3/conv2d_43/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp" -> "inception_v3/conv2d_43/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_43/SymmQuant/FakeQuantWithMinMaxVarsPerChannel" -> "inception_v3/conv2d_43/Conv2D"; +"inception_v3/conv2d_43/Conv2D" -> "inception_v3/batch_normalization_43/FusedBatchNormV3"; +"inception_v3/conv2d_40/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/conv2d_40/SymmQuant/Abs/ReadVariableOp"; +"inception_v3/conv2d_40/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/conv2d_40/SymmQuant/Abs"; +"inception_v3/conv2d_40/SymmQuant/Abs" -> "inception_v3/conv2d_40/SymmQuant/add"; +"inception_v3/conv2d_40/SymmQuant/add/y" -> "inception_v3/conv2d_40/SymmQuant/add"; +"inception_v3/conv2d_40/SymmQuant/add" -> "inception_v3/conv2d_40/SymmQuant/mul"; +"inception_v3/conv2d_40/SymmQuant/add" -> "inception_v3/conv2d_40/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_40/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/conv2d_40/SymmQuant/mul/ReadVariableOp"; +"inception_v3/conv2d_40/SymmQuant/mul/ReadVariableOp" -> "inception_v3/conv2d_40/SymmQuant/mul"; +"inception_v3/conv2d_40/SymmQuant/mul" -> "inception_v3/conv2d_40/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; 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"inception_v3/batch_normalization_49/FusedBatchNormV3/ReadVariableOp"; +"inception_v3/batch_normalization_49/FusedBatchNormV3/ReadVariableOp" -> "inception_v3/batch_normalization_49/FusedBatchNormV3"; +"inception_v3/batch_normalization_49/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_49/FusedBatchNormV3/ReadVariableOp_1"; +"inception_v3/batch_normalization_49/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_49/FusedBatchNormV3"; +"inception_v3/batch_normalization_49/FusedBatchNormV3" -> "inception_v3/activation_49/Relu"; +"inception_v3/batch_normalization_48/Const" -> "inception_v3/batch_normalization_48/FusedBatchNormV3"; +"inception_v3/batch_normalization_48/ReadVariableOp/resource" -> "inception_v3/batch_normalization_48/ReadVariableOp"; +"inception_v3/batch_normalization_48/ReadVariableOp" -> "inception_v3/batch_normalization_48/FusedBatchNormV3"; 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"inception_v3/batch_normalization_43/FusedBatchNormV3"; +"inception_v3/batch_normalization_43/FusedBatchNormV3/ReadVariableOp/resource" -> "inception_v3/batch_normalization_43/FusedBatchNormV3/ReadVariableOp"; +"inception_v3/batch_normalization_43/FusedBatchNormV3/ReadVariableOp" -> "inception_v3/batch_normalization_43/FusedBatchNormV3"; +"inception_v3/batch_normalization_43/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_43/FusedBatchNormV3/ReadVariableOp_1"; +"inception_v3/batch_normalization_43/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_43/FusedBatchNormV3"; +"inception_v3/batch_normalization_43/FusedBatchNormV3" -> "inception_v3/activation_43/Relu"; +"inception_v3/batch_normalization_40/Const" -> "inception_v3/batch_normalization_40/FusedBatchNormV3"; +"inception_v3/batch_normalization_40/ReadVariableOp/resource" -> "inception_v3/batch_normalization_40/ReadVariableOp"; 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"inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars"; +"inception_v3/activation_43/Relu" -> "inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"inception_v3/activation_40/Relu" -> "inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp"; +"inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant_1/Abs/ReadVariableOp"; +"inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant_2/Abs/ReadVariableOp"; 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"inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp"; +"inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant_1/ReadVariableOp"; +"inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant_2/ReadVariableOp"; +"inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant_3/ReadVariableOp"; +"inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp" -> "inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant/add_1"; +"inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant/add_1" -> "inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/mixed5/concat"; +"inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant_1/Abs/ReadVariableOp" -> "inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant_1/Abs"; +"inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant_1/Abs" -> "inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant_1/add"; +"inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant_1/add/y" -> "inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant_1/add"; +"inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant_1/add" -> "inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant_1/add_1"; +"inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant_1/ReadVariableOp" -> "inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant_1/add_1"; +"inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant_1/add_1" -> "inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars" -> "inception_v3/mixed5/concat"; +"inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant_2/Abs/ReadVariableOp" -> "inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant_2/Abs"; +"inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant_2/Abs" -> "inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant_2/add"; +"inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant_2/add/y" -> "inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant_2/add"; +"inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant_2/add" -> "inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant_2/add_1"; +"inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant_2/ReadVariableOp" -> "inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant_2/add_1"; +"inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant_2/add_1" -> "inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars"; +"inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars"; +"inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars" -> "inception_v3/mixed5/concat"; +"inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant_3/Abs/ReadVariableOp" -> "inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant_3/Abs"; +"inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant_3/Abs" -> "inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant_3/add"; +"inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant_3/add/y" -> "inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant_3/add"; +"inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant_3/add" -> "inception_v3/activation_40/fake_quantize/unified_scale_group/AsymmQuant_3/add_1"; 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+"inception_v3/mixed5/concat" -> "inception_v3/conv2d_50/Conv2D"; +"inception_v3/conv2d_54/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/conv2d_54/SymmQuant/Abs/ReadVariableOp"; +"inception_v3/conv2d_54/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/conv2d_54/SymmQuant/Abs"; +"inception_v3/conv2d_54/SymmQuant/Abs" -> "inception_v3/conv2d_54/SymmQuant/add"; +"inception_v3/conv2d_54/SymmQuant/add/y" -> "inception_v3/conv2d_54/SymmQuant/add"; +"inception_v3/conv2d_54/SymmQuant/add" -> "inception_v3/conv2d_54/SymmQuant/mul"; +"inception_v3/conv2d_54/SymmQuant/add" -> "inception_v3/conv2d_54/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_54/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/conv2d_54/SymmQuant/mul/ReadVariableOp"; +"inception_v3/conv2d_54/SymmQuant/mul/ReadVariableOp" -> "inception_v3/conv2d_54/SymmQuant/mul"; +"inception_v3/conv2d_54/SymmQuant/mul" -> "inception_v3/conv2d_54/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; 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"inception_v3/batch_normalization_54/FusedBatchNormV3/ReadVariableOp"; +"inception_v3/batch_normalization_54/FusedBatchNormV3/ReadVariableOp" -> "inception_v3/batch_normalization_54/FusedBatchNormV3"; +"inception_v3/batch_normalization_54/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_54/FusedBatchNormV3/ReadVariableOp_1"; +"inception_v3/batch_normalization_54/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_54/FusedBatchNormV3"; +"inception_v3/batch_normalization_54/FusedBatchNormV3" -> "inception_v3/activation_54/Relu"; +"inception_v3/activation_54/Relu" -> "inception_v3/activation_54/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_54/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_54/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; +"inception_v3/activation_54/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_54/fake_quantize/AsymmQuant/Abs"; 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"inception_v3/activation_55/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; +"inception_v3/activation_55/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_55/fake_quantize/AsymmQuant/Abs"; +"inception_v3/activation_55/fake_quantize/AsymmQuant/Abs" -> "inception_v3/activation_55/fake_quantize/AsymmQuant/add"; +"inception_v3/activation_55/fake_quantize/AsymmQuant/add/y" -> "inception_v3/activation_55/fake_quantize/AsymmQuant/add"; +"inception_v3/activation_55/fake_quantize/AsymmQuant/add" -> "inception_v3/activation_55/fake_quantize/AsymmQuant/add_1"; +"inception_v3/activation_55/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_55/fake_quantize/AsymmQuant/ReadVariableOp"; +"inception_v3/activation_55/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_55/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_55/fake_quantize/AsymmQuant/ReadVariableOp" -> 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+"inception_v3/batch_normalization_50/ReadVariableOp" -> "inception_v3/batch_normalization_50/FusedBatchNormV3"; +"inception_v3/batch_normalization_50/FusedBatchNormV3/ReadVariableOp/resource" -> "inception_v3/batch_normalization_50/FusedBatchNormV3/ReadVariableOp"; +"inception_v3/batch_normalization_50/FusedBatchNormV3/ReadVariableOp" -> "inception_v3/batch_normalization_50/FusedBatchNormV3"; +"inception_v3/batch_normalization_50/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_50/FusedBatchNormV3/ReadVariableOp_1"; +"inception_v3/batch_normalization_50/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_50/FusedBatchNormV3"; +"inception_v3/batch_normalization_50/FusedBatchNormV3" -> "inception_v3/activation_50/Relu"; +"inception_v3/activation_59/Relu" -> "inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars"; +"inception_v3/activation_58/Relu" -> "inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars"; +"inception_v3/activation_53/Relu" -> "inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"inception_v3/activation_50/Relu" -> "inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp"; +"inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant_1/Abs/ReadVariableOp"; +"inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant_2/Abs/ReadVariableOp"; +"inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant_3/Abs/ReadVariableOp"; +"inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant/Abs"; +"inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant/Abs" -> "inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant/add"; +"inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant/add/y" -> "inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant/add"; +"inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant/add" -> "inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant/add_1"; +"inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp"; +"inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant_1/ReadVariableOp"; +"inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant_2/ReadVariableOp"; +"inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant_3/ReadVariableOp"; +"inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp" -> "inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant/add_1"; +"inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant/add_1" -> "inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/mixed6/concat"; +"inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant_1/Abs/ReadVariableOp" -> "inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant_1/Abs"; +"inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant_1/Abs" -> "inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant_1/add"; +"inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant_1/add/y" -> "inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant_1/add"; +"inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant_1/add" -> "inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant_1/add_1"; +"inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant_1/ReadVariableOp" -> "inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant_1/add_1"; +"inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant_1/add_1" -> "inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars" -> "inception_v3/mixed6/concat"; +"inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant_2/Abs/ReadVariableOp" -> "inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant_2/Abs"; +"inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant_2/Abs" -> "inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant_2/add"; +"inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant_2/add/y" -> "inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant_2/add"; +"inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant_2/add" -> "inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant_2/add_1"; +"inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant_2/ReadVariableOp" -> "inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant_2/add_1"; +"inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant_2/add_1" -> "inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars"; +"inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars"; +"inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars" -> "inception_v3/mixed6/concat"; +"inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant_3/Abs/ReadVariableOp" -> "inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant_3/Abs"; +"inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant_3/Abs" -> "inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant_3/add"; +"inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant_3/add/y" -> "inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant_3/add"; +"inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant_3/add" -> "inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant_3/add_1"; +"inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant_3/ReadVariableOp" -> "inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant_3/add_1"; +"inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant_3/add_1" -> "inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars"; +"inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars"; +"inception_v3/activation_50/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars" -> "inception_v3/mixed6/concat"; +"inception_v3/mixed6/concat/axis" -> "inception_v3/mixed6/concat"; +"inception_v3/mixed6/concat" -> "inception_v3/conv2d_64/Conv2D"; +"inception_v3/mixed6/concat" -> "inception_v3/conv2d_61/Conv2D"; +"inception_v3/mixed6/concat" -> "inception_v3/average_pooling2d_6/AvgPool"; +"inception_v3/mixed6/concat" -> "inception_v3/conv2d_60/Conv2D"; +"inception_v3/conv2d_64/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/conv2d_64/SymmQuant/Abs/ReadVariableOp"; +"inception_v3/conv2d_64/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/conv2d_64/SymmQuant/Abs"; +"inception_v3/conv2d_64/SymmQuant/Abs" -> "inception_v3/conv2d_64/SymmQuant/add"; +"inception_v3/conv2d_64/SymmQuant/add/y" -> "inception_v3/conv2d_64/SymmQuant/add"; +"inception_v3/conv2d_64/SymmQuant/add" -> "inception_v3/conv2d_64/SymmQuant/mul"; +"inception_v3/conv2d_64/SymmQuant/add" -> "inception_v3/conv2d_64/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_64/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/conv2d_64/SymmQuant/mul/ReadVariableOp"; +"inception_v3/conv2d_64/SymmQuant/mul/ReadVariableOp" -> "inception_v3/conv2d_64/SymmQuant/mul"; +"inception_v3/conv2d_64/SymmQuant/mul" -> "inception_v3/conv2d_64/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_64/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp/resource" -> "inception_v3/conv2d_64/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp"; +"inception_v3/conv2d_64/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp" -> "inception_v3/conv2d_64/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_64/SymmQuant/FakeQuantWithMinMaxVarsPerChannel" -> "inception_v3/conv2d_64/Conv2D"; +"inception_v3/conv2d_64/Conv2D" -> "inception_v3/batch_normalization_64/FusedBatchNormV3"; +"inception_v3/batch_normalization_64/Const" -> "inception_v3/batch_normalization_64/FusedBatchNormV3"; +"inception_v3/batch_normalization_64/ReadVariableOp/resource" -> "inception_v3/batch_normalization_64/ReadVariableOp"; +"inception_v3/batch_normalization_64/ReadVariableOp" -> "inception_v3/batch_normalization_64/FusedBatchNormV3"; +"inception_v3/batch_normalization_64/FusedBatchNormV3/ReadVariableOp/resource" -> "inception_v3/batch_normalization_64/FusedBatchNormV3/ReadVariableOp"; +"inception_v3/batch_normalization_64/FusedBatchNormV3/ReadVariableOp" -> "inception_v3/batch_normalization_64/FusedBatchNormV3"; +"inception_v3/batch_normalization_64/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_64/FusedBatchNormV3/ReadVariableOp_1"; +"inception_v3/batch_normalization_64/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_64/FusedBatchNormV3"; +"inception_v3/batch_normalization_64/FusedBatchNormV3" -> "inception_v3/activation_64/Relu"; +"inception_v3/activation_64/Relu" -> "inception_v3/activation_64/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_64/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_64/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; +"inception_v3/activation_64/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_64/fake_quantize/AsymmQuant/Abs"; +"inception_v3/activation_64/fake_quantize/AsymmQuant/Abs" -> "inception_v3/activation_64/fake_quantize/AsymmQuant/add"; +"inception_v3/activation_64/fake_quantize/AsymmQuant/add/y" -> "inception_v3/activation_64/fake_quantize/AsymmQuant/add"; +"inception_v3/activation_64/fake_quantize/AsymmQuant/add" -> "inception_v3/activation_64/fake_quantize/AsymmQuant/add_1"; +"inception_v3/activation_64/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_64/fake_quantize/AsymmQuant/ReadVariableOp"; +"inception_v3/activation_64/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_64/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_64/fake_quantize/AsymmQuant/ReadVariableOp" -> "inception_v3/activation_64/fake_quantize/AsymmQuant/add_1"; +"inception_v3/activation_64/fake_quantize/AsymmQuant/add_1" -> "inception_v3/activation_64/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_64/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_64/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_64/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/conv2d_65/Conv2D"; +"inception_v3/conv2d_65/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/conv2d_65/SymmQuant/Abs/ReadVariableOp"; +"inception_v3/conv2d_65/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/conv2d_65/SymmQuant/Abs"; +"inception_v3/conv2d_65/SymmQuant/Abs" -> "inception_v3/conv2d_65/SymmQuant/add"; +"inception_v3/conv2d_65/SymmQuant/add/y" -> "inception_v3/conv2d_65/SymmQuant/add"; +"inception_v3/conv2d_65/SymmQuant/add" -> "inception_v3/conv2d_65/SymmQuant/mul"; +"inception_v3/conv2d_65/SymmQuant/add" -> "inception_v3/conv2d_65/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_65/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/conv2d_65/SymmQuant/mul/ReadVariableOp"; +"inception_v3/conv2d_65/SymmQuant/mul/ReadVariableOp" -> "inception_v3/conv2d_65/SymmQuant/mul"; +"inception_v3/conv2d_65/SymmQuant/mul" -> "inception_v3/conv2d_65/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_65/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp/resource" -> "inception_v3/conv2d_65/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp"; +"inception_v3/conv2d_65/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp" -> "inception_v3/conv2d_65/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_65/SymmQuant/FakeQuantWithMinMaxVarsPerChannel" -> "inception_v3/conv2d_65/Conv2D"; +"inception_v3/conv2d_65/Conv2D" -> "inception_v3/batch_normalization_65/FusedBatchNormV3"; +"inception_v3/batch_normalization_65/Const" -> "inception_v3/batch_normalization_65/FusedBatchNormV3"; +"inception_v3/batch_normalization_65/ReadVariableOp/resource" -> "inception_v3/batch_normalization_65/ReadVariableOp"; +"inception_v3/batch_normalization_65/ReadVariableOp" -> "inception_v3/batch_normalization_65/FusedBatchNormV3"; +"inception_v3/batch_normalization_65/FusedBatchNormV3/ReadVariableOp/resource" -> "inception_v3/batch_normalization_65/FusedBatchNormV3/ReadVariableOp"; +"inception_v3/batch_normalization_65/FusedBatchNormV3/ReadVariableOp" -> "inception_v3/batch_normalization_65/FusedBatchNormV3"; +"inception_v3/batch_normalization_65/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_65/FusedBatchNormV3/ReadVariableOp_1"; +"inception_v3/batch_normalization_65/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_65/FusedBatchNormV3"; +"inception_v3/batch_normalization_65/FusedBatchNormV3" -> "inception_v3/activation_65/Relu"; +"inception_v3/activation_65/Relu" -> "inception_v3/activation_65/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_65/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_65/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; +"inception_v3/activation_65/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_65/fake_quantize/AsymmQuant/Abs"; +"inception_v3/activation_65/fake_quantize/AsymmQuant/Abs" -> "inception_v3/activation_65/fake_quantize/AsymmQuant/add"; +"inception_v3/activation_65/fake_quantize/AsymmQuant/add/y" -> "inception_v3/activation_65/fake_quantize/AsymmQuant/add"; +"inception_v3/activation_65/fake_quantize/AsymmQuant/add" -> "inception_v3/activation_65/fake_quantize/AsymmQuant/add_1"; +"inception_v3/activation_65/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_65/fake_quantize/AsymmQuant/ReadVariableOp"; +"inception_v3/activation_65/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_65/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_65/fake_quantize/AsymmQuant/ReadVariableOp" -> "inception_v3/activation_65/fake_quantize/AsymmQuant/add_1"; +"inception_v3/activation_65/fake_quantize/AsymmQuant/add_1" -> "inception_v3/activation_65/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_65/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_65/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_65/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/conv2d_66/Conv2D"; +"inception_v3/conv2d_66/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/conv2d_66/SymmQuant/Abs/ReadVariableOp"; +"inception_v3/conv2d_66/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/conv2d_66/SymmQuant/Abs"; +"inception_v3/conv2d_66/SymmQuant/Abs" -> "inception_v3/conv2d_66/SymmQuant/add"; +"inception_v3/conv2d_66/SymmQuant/add/y" -> "inception_v3/conv2d_66/SymmQuant/add"; +"inception_v3/conv2d_66/SymmQuant/add" -> "inception_v3/conv2d_66/SymmQuant/mul"; 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"inception_v3/conv2d_63/SymmQuant/mul"; +"inception_v3/conv2d_63/SymmQuant/add" -> "inception_v3/conv2d_63/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_63/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/conv2d_63/SymmQuant/mul/ReadVariableOp"; +"inception_v3/conv2d_63/SymmQuant/mul/ReadVariableOp" -> "inception_v3/conv2d_63/SymmQuant/mul"; +"inception_v3/conv2d_63/SymmQuant/mul" -> "inception_v3/conv2d_63/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_63/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp/resource" -> "inception_v3/conv2d_63/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp"; +"inception_v3/conv2d_63/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp" -> "inception_v3/conv2d_63/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_63/SymmQuant/FakeQuantWithMinMaxVarsPerChannel" -> "inception_v3/conv2d_63/Conv2D"; +"inception_v3/conv2d_63/Conv2D" -> "inception_v3/batch_normalization_63/FusedBatchNormV3"; +"inception_v3/conv2d_60/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/conv2d_60/SymmQuant/Abs/ReadVariableOp"; +"inception_v3/conv2d_60/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/conv2d_60/SymmQuant/Abs"; +"inception_v3/conv2d_60/SymmQuant/Abs" -> "inception_v3/conv2d_60/SymmQuant/add"; +"inception_v3/conv2d_60/SymmQuant/add/y" -> "inception_v3/conv2d_60/SymmQuant/add"; +"inception_v3/conv2d_60/SymmQuant/add" -> "inception_v3/conv2d_60/SymmQuant/mul"; +"inception_v3/conv2d_60/SymmQuant/add" -> "inception_v3/conv2d_60/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_60/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/conv2d_60/SymmQuant/mul/ReadVariableOp"; +"inception_v3/conv2d_60/SymmQuant/mul/ReadVariableOp" -> "inception_v3/conv2d_60/SymmQuant/mul"; +"inception_v3/conv2d_60/SymmQuant/mul" -> "inception_v3/conv2d_60/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; 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"inception_v3/batch_normalization_69/FusedBatchNormV3/ReadVariableOp"; +"inception_v3/batch_normalization_69/FusedBatchNormV3/ReadVariableOp" -> "inception_v3/batch_normalization_69/FusedBatchNormV3"; +"inception_v3/batch_normalization_69/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_69/FusedBatchNormV3/ReadVariableOp_1"; +"inception_v3/batch_normalization_69/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_69/FusedBatchNormV3"; +"inception_v3/batch_normalization_69/FusedBatchNormV3" -> "inception_v3/activation_69/Relu"; +"inception_v3/batch_normalization_68/Const" -> "inception_v3/batch_normalization_68/FusedBatchNormV3"; +"inception_v3/batch_normalization_68/ReadVariableOp/resource" -> "inception_v3/batch_normalization_68/ReadVariableOp"; +"inception_v3/batch_normalization_68/ReadVariableOp" -> "inception_v3/batch_normalization_68/FusedBatchNormV3"; +"inception_v3/batch_normalization_68/FusedBatchNormV3/ReadVariableOp/resource" -> "inception_v3/batch_normalization_68/FusedBatchNormV3/ReadVariableOp"; +"inception_v3/batch_normalization_68/FusedBatchNormV3/ReadVariableOp" -> "inception_v3/batch_normalization_68/FusedBatchNormV3"; +"inception_v3/batch_normalization_68/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_68/FusedBatchNormV3/ReadVariableOp_1"; +"inception_v3/batch_normalization_68/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_68/FusedBatchNormV3"; +"inception_v3/batch_normalization_68/FusedBatchNormV3" -> "inception_v3/activation_68/Relu"; +"inception_v3/batch_normalization_63/Const" -> "inception_v3/batch_normalization_63/FusedBatchNormV3"; +"inception_v3/batch_normalization_63/ReadVariableOp/resource" -> "inception_v3/batch_normalization_63/ReadVariableOp"; +"inception_v3/batch_normalization_63/ReadVariableOp" -> "inception_v3/batch_normalization_63/FusedBatchNormV3"; +"inception_v3/batch_normalization_63/FusedBatchNormV3/ReadVariableOp/resource" -> "inception_v3/batch_normalization_63/FusedBatchNormV3/ReadVariableOp"; +"inception_v3/batch_normalization_63/FusedBatchNormV3/ReadVariableOp" -> "inception_v3/batch_normalization_63/FusedBatchNormV3"; +"inception_v3/batch_normalization_63/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_63/FusedBatchNormV3/ReadVariableOp_1"; +"inception_v3/batch_normalization_63/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_63/FusedBatchNormV3"; +"inception_v3/batch_normalization_63/FusedBatchNormV3" -> "inception_v3/activation_63/Relu"; +"inception_v3/batch_normalization_60/Const" -> "inception_v3/batch_normalization_60/FusedBatchNormV3"; +"inception_v3/batch_normalization_60/ReadVariableOp/resource" -> "inception_v3/batch_normalization_60/ReadVariableOp"; 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"inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars"; +"inception_v3/activation_63/Relu" -> "inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"inception_v3/activation_60/Relu" -> "inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp"; +"inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_1/Abs/ReadVariableOp"; +"inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_2/Abs/ReadVariableOp"; +"inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_3/Abs/ReadVariableOp"; +"inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_4/Abs/ReadVariableOp"; +"inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_5/Abs/ReadVariableOp"; +"inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant/Abs"; +"inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant/Abs" -> "inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant/add"; +"inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant/add/y" -> "inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant/add"; +"inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant/add" -> "inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant/add_1"; +"inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp"; +"inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_1/ReadVariableOp"; +"inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_2/ReadVariableOp"; +"inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_3/ReadVariableOp"; +"inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_4/ReadVariableOp"; +"inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_5/ReadVariableOp"; +"inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_5/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp" -> "inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant/add_1"; +"inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant/add_1" -> "inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/mixed7/concat"; +"inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_1/Abs/ReadVariableOp" -> "inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_1/Abs"; +"inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_1/Abs" -> "inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_1/add"; +"inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_1/add/y" -> "inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_1/add"; +"inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_1/add" -> "inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_1/add_1"; +"inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_1/ReadVariableOp" -> "inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_1/add_1"; +"inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_1/add_1" -> "inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars" -> "inception_v3/mixed7/concat"; +"inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_2/Abs/ReadVariableOp" -> "inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_2/Abs"; +"inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_2/Abs" -> "inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_2/add"; +"inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_2/add/y" -> "inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_2/add"; +"inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_2/add" -> "inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_2/add_1"; +"inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_2/ReadVariableOp" -> "inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_2/add_1"; +"inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_2/add_1" -> "inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars"; +"inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars"; +"inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars" -> "inception_v3/mixed7/concat"; +"inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_3/Abs/ReadVariableOp" -> "inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_3/Abs"; +"inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_3/Abs" -> "inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_3/add"; +"inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_3/add/y" -> "inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_3/add"; +"inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_3/add" -> "inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_3/add_1"; +"inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_3/ReadVariableOp" -> "inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_3/add_1"; +"inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_3/add_1" -> "inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars"; +"inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars"; +"inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars" -> "inception_v3/mixed7/concat"; +"inception_v3/mixed7/concat/axis" -> "inception_v3/mixed7/concat"; +"inception_v3/mixed7/concat" -> "inception_v3/conv2d_72/Conv2D"; +"inception_v3/mixed7/concat" -> "inception_v3/conv2d_70/Conv2D"; +"inception_v3/mixed7/concat" -> "inception_v3/max_pooling2d_3/MaxPool"; +"inception_v3/conv2d_72/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/conv2d_72/SymmQuant/Abs/ReadVariableOp"; +"inception_v3/conv2d_72/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/conv2d_72/SymmQuant/Abs"; +"inception_v3/conv2d_72/SymmQuant/Abs" -> "inception_v3/conv2d_72/SymmQuant/add"; +"inception_v3/conv2d_72/SymmQuant/add/y" -> "inception_v3/conv2d_72/SymmQuant/add"; +"inception_v3/conv2d_72/SymmQuant/add" -> "inception_v3/conv2d_72/SymmQuant/mul"; +"inception_v3/conv2d_72/SymmQuant/add" -> "inception_v3/conv2d_72/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_72/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/conv2d_72/SymmQuant/mul/ReadVariableOp"; +"inception_v3/conv2d_72/SymmQuant/mul/ReadVariableOp" -> "inception_v3/conv2d_72/SymmQuant/mul"; +"inception_v3/conv2d_72/SymmQuant/mul" -> "inception_v3/conv2d_72/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_72/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp/resource" -> "inception_v3/conv2d_72/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp"; +"inception_v3/conv2d_72/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp" -> "inception_v3/conv2d_72/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_72/SymmQuant/FakeQuantWithMinMaxVarsPerChannel" -> "inception_v3/conv2d_72/Conv2D"; +"inception_v3/conv2d_72/Conv2D" -> "inception_v3/batch_normalization_72/FusedBatchNormV3"; +"inception_v3/batch_normalization_72/Const" -> "inception_v3/batch_normalization_72/FusedBatchNormV3"; +"inception_v3/batch_normalization_72/ReadVariableOp/resource" -> "inception_v3/batch_normalization_72/ReadVariableOp"; +"inception_v3/batch_normalization_72/ReadVariableOp" -> "inception_v3/batch_normalization_72/FusedBatchNormV3"; +"inception_v3/batch_normalization_72/FusedBatchNormV3/ReadVariableOp/resource" -> "inception_v3/batch_normalization_72/FusedBatchNormV3/ReadVariableOp"; +"inception_v3/batch_normalization_72/FusedBatchNormV3/ReadVariableOp" -> "inception_v3/batch_normalization_72/FusedBatchNormV3"; +"inception_v3/batch_normalization_72/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_72/FusedBatchNormV3/ReadVariableOp_1"; +"inception_v3/batch_normalization_72/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_72/FusedBatchNormV3"; +"inception_v3/batch_normalization_72/FusedBatchNormV3" -> "inception_v3/activation_72/Relu"; +"inception_v3/activation_72/Relu" -> "inception_v3/activation_72/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_72/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_72/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; +"inception_v3/activation_72/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_72/fake_quantize/AsymmQuant/Abs"; +"inception_v3/activation_72/fake_quantize/AsymmQuant/Abs" -> "inception_v3/activation_72/fake_quantize/AsymmQuant/add"; +"inception_v3/activation_72/fake_quantize/AsymmQuant/add/y" -> "inception_v3/activation_72/fake_quantize/AsymmQuant/add"; +"inception_v3/activation_72/fake_quantize/AsymmQuant/add" -> "inception_v3/activation_72/fake_quantize/AsymmQuant/add_1"; +"inception_v3/activation_72/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_72/fake_quantize/AsymmQuant/ReadVariableOp"; +"inception_v3/activation_72/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_72/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_72/fake_quantize/AsymmQuant/ReadVariableOp" -> "inception_v3/activation_72/fake_quantize/AsymmQuant/add_1"; +"inception_v3/activation_72/fake_quantize/AsymmQuant/add_1" -> "inception_v3/activation_72/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_72/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_72/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_72/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/conv2d_73/Conv2D"; +"inception_v3/conv2d_73/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/conv2d_73/SymmQuant/Abs/ReadVariableOp"; +"inception_v3/conv2d_73/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/conv2d_73/SymmQuant/Abs"; +"inception_v3/conv2d_73/SymmQuant/Abs" -> "inception_v3/conv2d_73/SymmQuant/add"; +"inception_v3/conv2d_73/SymmQuant/add/y" -> "inception_v3/conv2d_73/SymmQuant/add"; +"inception_v3/conv2d_73/SymmQuant/add" -> "inception_v3/conv2d_73/SymmQuant/mul"; +"inception_v3/conv2d_73/SymmQuant/add" -> "inception_v3/conv2d_73/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_73/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/conv2d_73/SymmQuant/mul/ReadVariableOp"; +"inception_v3/conv2d_73/SymmQuant/mul/ReadVariableOp" -> "inception_v3/conv2d_73/SymmQuant/mul"; +"inception_v3/conv2d_73/SymmQuant/mul" -> "inception_v3/conv2d_73/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_73/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp/resource" -> "inception_v3/conv2d_73/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp"; +"inception_v3/conv2d_73/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp" -> "inception_v3/conv2d_73/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_73/SymmQuant/FakeQuantWithMinMaxVarsPerChannel" -> "inception_v3/conv2d_73/Conv2D"; +"inception_v3/conv2d_73/Conv2D" -> "inception_v3/batch_normalization_73/FusedBatchNormV3"; +"inception_v3/batch_normalization_73/Const" -> "inception_v3/batch_normalization_73/FusedBatchNormV3"; +"inception_v3/batch_normalization_73/ReadVariableOp/resource" -> "inception_v3/batch_normalization_73/ReadVariableOp"; +"inception_v3/batch_normalization_73/ReadVariableOp" -> "inception_v3/batch_normalization_73/FusedBatchNormV3"; +"inception_v3/batch_normalization_73/FusedBatchNormV3/ReadVariableOp/resource" -> "inception_v3/batch_normalization_73/FusedBatchNormV3/ReadVariableOp"; +"inception_v3/batch_normalization_73/FusedBatchNormV3/ReadVariableOp" -> "inception_v3/batch_normalization_73/FusedBatchNormV3"; +"inception_v3/batch_normalization_73/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_73/FusedBatchNormV3/ReadVariableOp_1"; +"inception_v3/batch_normalization_73/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_73/FusedBatchNormV3"; +"inception_v3/batch_normalization_73/FusedBatchNormV3" -> "inception_v3/activation_73/Relu"; +"inception_v3/activation_73/Relu" -> "inception_v3/activation_73/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_73/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_73/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; +"inception_v3/activation_73/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_73/fake_quantize/AsymmQuant/Abs"; +"inception_v3/activation_73/fake_quantize/AsymmQuant/Abs" -> "inception_v3/activation_73/fake_quantize/AsymmQuant/add"; +"inception_v3/activation_73/fake_quantize/AsymmQuant/add/y" -> "inception_v3/activation_73/fake_quantize/AsymmQuant/add"; +"inception_v3/activation_73/fake_quantize/AsymmQuant/add" -> "inception_v3/activation_73/fake_quantize/AsymmQuant/add_1"; +"inception_v3/activation_73/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_73/fake_quantize/AsymmQuant/ReadVariableOp"; +"inception_v3/activation_73/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_73/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_73/fake_quantize/AsymmQuant/ReadVariableOp" -> "inception_v3/activation_73/fake_quantize/AsymmQuant/add_1"; +"inception_v3/activation_73/fake_quantize/AsymmQuant/add_1" -> "inception_v3/activation_73/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_73/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_73/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_73/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/conv2d_74/Conv2D"; +"inception_v3/conv2d_74/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/conv2d_74/SymmQuant/Abs/ReadVariableOp"; +"inception_v3/conv2d_74/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/conv2d_74/SymmQuant/Abs"; +"inception_v3/conv2d_74/SymmQuant/Abs" -> "inception_v3/conv2d_74/SymmQuant/add"; +"inception_v3/conv2d_74/SymmQuant/add/y" -> "inception_v3/conv2d_74/SymmQuant/add"; +"inception_v3/conv2d_74/SymmQuant/add" -> "inception_v3/conv2d_74/SymmQuant/mul"; +"inception_v3/conv2d_74/SymmQuant/add" -> "inception_v3/conv2d_74/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_74/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/conv2d_74/SymmQuant/mul/ReadVariableOp"; +"inception_v3/conv2d_74/SymmQuant/mul/ReadVariableOp" -> "inception_v3/conv2d_74/SymmQuant/mul"; +"inception_v3/conv2d_74/SymmQuant/mul" -> "inception_v3/conv2d_74/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_74/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp/resource" -> "inception_v3/conv2d_74/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp"; +"inception_v3/conv2d_74/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp" -> "inception_v3/conv2d_74/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_74/SymmQuant/FakeQuantWithMinMaxVarsPerChannel" -> "inception_v3/conv2d_74/Conv2D"; +"inception_v3/conv2d_74/Conv2D" -> "inception_v3/batch_normalization_74/FusedBatchNormV3"; +"inception_v3/conv2d_70/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/conv2d_70/SymmQuant/Abs/ReadVariableOp"; +"inception_v3/conv2d_70/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/conv2d_70/SymmQuant/Abs"; +"inception_v3/conv2d_70/SymmQuant/Abs" -> "inception_v3/conv2d_70/SymmQuant/add"; +"inception_v3/conv2d_70/SymmQuant/add/y" -> "inception_v3/conv2d_70/SymmQuant/add"; +"inception_v3/conv2d_70/SymmQuant/add" -> "inception_v3/conv2d_70/SymmQuant/mul"; +"inception_v3/conv2d_70/SymmQuant/add" -> "inception_v3/conv2d_70/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_70/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/conv2d_70/SymmQuant/mul/ReadVariableOp"; +"inception_v3/conv2d_70/SymmQuant/mul/ReadVariableOp" -> "inception_v3/conv2d_70/SymmQuant/mul"; +"inception_v3/conv2d_70/SymmQuant/mul" -> "inception_v3/conv2d_70/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_70/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp/resource" -> "inception_v3/conv2d_70/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp"; +"inception_v3/conv2d_70/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp" -> "inception_v3/conv2d_70/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_70/SymmQuant/FakeQuantWithMinMaxVarsPerChannel" -> "inception_v3/conv2d_70/Conv2D"; +"inception_v3/conv2d_70/Conv2D" -> "inception_v3/batch_normalization_70/FusedBatchNormV3"; +"inception_v3/batch_normalization_74/Const" -> "inception_v3/batch_normalization_74/FusedBatchNormV3"; +"inception_v3/batch_normalization_74/ReadVariableOp/resource" -> "inception_v3/batch_normalization_74/ReadVariableOp"; +"inception_v3/batch_normalization_74/ReadVariableOp" -> "inception_v3/batch_normalization_74/FusedBatchNormV3"; +"inception_v3/batch_normalization_74/FusedBatchNormV3/ReadVariableOp/resource" -> "inception_v3/batch_normalization_74/FusedBatchNormV3/ReadVariableOp"; +"inception_v3/batch_normalization_74/FusedBatchNormV3/ReadVariableOp" -> "inception_v3/batch_normalization_74/FusedBatchNormV3"; +"inception_v3/batch_normalization_74/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_74/FusedBatchNormV3/ReadVariableOp_1"; +"inception_v3/batch_normalization_74/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_74/FusedBatchNormV3"; +"inception_v3/batch_normalization_74/FusedBatchNormV3" -> "inception_v3/activation_74/Relu"; +"inception_v3/batch_normalization_70/Const" -> "inception_v3/batch_normalization_70/FusedBatchNormV3"; +"inception_v3/batch_normalization_70/ReadVariableOp/resource" -> "inception_v3/batch_normalization_70/ReadVariableOp"; +"inception_v3/batch_normalization_70/ReadVariableOp" -> "inception_v3/batch_normalization_70/FusedBatchNormV3"; +"inception_v3/batch_normalization_70/FusedBatchNormV3/ReadVariableOp/resource" -> "inception_v3/batch_normalization_70/FusedBatchNormV3/ReadVariableOp"; +"inception_v3/batch_normalization_70/FusedBatchNormV3/ReadVariableOp" -> "inception_v3/batch_normalization_70/FusedBatchNormV3"; +"inception_v3/batch_normalization_70/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_70/FusedBatchNormV3/ReadVariableOp_1"; +"inception_v3/batch_normalization_70/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_70/FusedBatchNormV3"; +"inception_v3/batch_normalization_70/FusedBatchNormV3" -> "inception_v3/activation_70/Relu"; +"inception_v3/activation_74/Relu" -> "inception_v3/activation_74/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_70/Relu" -> "inception_v3/activation_70/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_74/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_74/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; +"inception_v3/activation_74/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_74/fake_quantize/AsymmQuant/Abs"; +"inception_v3/activation_74/fake_quantize/AsymmQuant/Abs" -> "inception_v3/activation_74/fake_quantize/AsymmQuant/add"; +"inception_v3/activation_74/fake_quantize/AsymmQuant/add/y" -> "inception_v3/activation_74/fake_quantize/AsymmQuant/add"; +"inception_v3/activation_74/fake_quantize/AsymmQuant/add" -> "inception_v3/activation_74/fake_quantize/AsymmQuant/add_1"; +"inception_v3/activation_74/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_74/fake_quantize/AsymmQuant/ReadVariableOp"; +"inception_v3/activation_74/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_74/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_74/fake_quantize/AsymmQuant/ReadVariableOp" -> "inception_v3/activation_74/fake_quantize/AsymmQuant/add_1"; +"inception_v3/activation_74/fake_quantize/AsymmQuant/add_1" -> "inception_v3/activation_74/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_74/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_74/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_74/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/conv2d_75/Conv2D"; +"inception_v3/activation_70/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_70/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; +"inception_v3/activation_70/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_70/fake_quantize/AsymmQuant/Abs"; +"inception_v3/activation_70/fake_quantize/AsymmQuant/Abs" -> "inception_v3/activation_70/fake_quantize/AsymmQuant/add"; +"inception_v3/activation_70/fake_quantize/AsymmQuant/add/y" -> "inception_v3/activation_70/fake_quantize/AsymmQuant/add"; +"inception_v3/activation_70/fake_quantize/AsymmQuant/add" -> "inception_v3/activation_70/fake_quantize/AsymmQuant/add_1"; +"inception_v3/activation_70/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_70/fake_quantize/AsymmQuant/ReadVariableOp"; +"inception_v3/activation_70/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_70/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_70/fake_quantize/AsymmQuant/ReadVariableOp" -> "inception_v3/activation_70/fake_quantize/AsymmQuant/add_1"; +"inception_v3/activation_70/fake_quantize/AsymmQuant/add_1" -> "inception_v3/activation_70/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_70/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_70/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_70/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/conv2d_71/Conv2D"; +"inception_v3/conv2d_75/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/conv2d_75/SymmQuant/Abs/ReadVariableOp"; +"inception_v3/conv2d_75/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/conv2d_75/SymmQuant/Abs"; +"inception_v3/conv2d_75/SymmQuant/Abs" -> "inception_v3/conv2d_75/SymmQuant/add"; +"inception_v3/conv2d_75/SymmQuant/add/y" -> "inception_v3/conv2d_75/SymmQuant/add"; +"inception_v3/conv2d_75/SymmQuant/add" -> "inception_v3/conv2d_75/SymmQuant/mul"; +"inception_v3/conv2d_75/SymmQuant/add" -> "inception_v3/conv2d_75/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_75/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/conv2d_75/SymmQuant/mul/ReadVariableOp"; +"inception_v3/conv2d_75/SymmQuant/mul/ReadVariableOp" -> "inception_v3/conv2d_75/SymmQuant/mul"; +"inception_v3/conv2d_75/SymmQuant/mul" -> "inception_v3/conv2d_75/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_75/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp/resource" -> "inception_v3/conv2d_75/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp"; +"inception_v3/conv2d_75/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp" -> "inception_v3/conv2d_75/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_75/SymmQuant/FakeQuantWithMinMaxVarsPerChannel" -> "inception_v3/conv2d_75/Conv2D"; +"inception_v3/conv2d_75/Conv2D" -> "inception_v3/batch_normalization_75/FusedBatchNormV3"; +"inception_v3/conv2d_71/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/conv2d_71/SymmQuant/Abs/ReadVariableOp"; +"inception_v3/conv2d_71/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/conv2d_71/SymmQuant/Abs"; +"inception_v3/conv2d_71/SymmQuant/Abs" -> "inception_v3/conv2d_71/SymmQuant/add"; +"inception_v3/conv2d_71/SymmQuant/add/y" -> "inception_v3/conv2d_71/SymmQuant/add"; +"inception_v3/conv2d_71/SymmQuant/add" -> "inception_v3/conv2d_71/SymmQuant/mul"; +"inception_v3/conv2d_71/SymmQuant/add" -> "inception_v3/conv2d_71/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_71/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/conv2d_71/SymmQuant/mul/ReadVariableOp"; +"inception_v3/conv2d_71/SymmQuant/mul/ReadVariableOp" -> "inception_v3/conv2d_71/SymmQuant/mul"; +"inception_v3/conv2d_71/SymmQuant/mul" -> "inception_v3/conv2d_71/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_71/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp/resource" -> "inception_v3/conv2d_71/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp"; +"inception_v3/conv2d_71/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp" -> "inception_v3/conv2d_71/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_71/SymmQuant/FakeQuantWithMinMaxVarsPerChannel" -> "inception_v3/conv2d_71/Conv2D"; +"inception_v3/conv2d_71/Conv2D" -> "inception_v3/batch_normalization_71/FusedBatchNormV3"; +"inception_v3/batch_normalization_75/Const" -> "inception_v3/batch_normalization_75/FusedBatchNormV3"; +"inception_v3/batch_normalization_75/ReadVariableOp/resource" -> "inception_v3/batch_normalization_75/ReadVariableOp"; +"inception_v3/batch_normalization_75/ReadVariableOp" -> "inception_v3/batch_normalization_75/FusedBatchNormV3"; +"inception_v3/batch_normalization_75/FusedBatchNormV3/ReadVariableOp/resource" -> "inception_v3/batch_normalization_75/FusedBatchNormV3/ReadVariableOp"; +"inception_v3/batch_normalization_75/FusedBatchNormV3/ReadVariableOp" -> "inception_v3/batch_normalization_75/FusedBatchNormV3"; +"inception_v3/batch_normalization_75/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_75/FusedBatchNormV3/ReadVariableOp_1"; +"inception_v3/batch_normalization_75/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_75/FusedBatchNormV3"; +"inception_v3/batch_normalization_75/FusedBatchNormV3" -> "inception_v3/activation_75/Relu"; +"inception_v3/batch_normalization_71/Const" -> "inception_v3/batch_normalization_71/FusedBatchNormV3"; +"inception_v3/batch_normalization_71/ReadVariableOp/resource" -> "inception_v3/batch_normalization_71/ReadVariableOp"; +"inception_v3/batch_normalization_71/ReadVariableOp" -> "inception_v3/batch_normalization_71/FusedBatchNormV3"; +"inception_v3/batch_normalization_71/FusedBatchNormV3/ReadVariableOp/resource" -> "inception_v3/batch_normalization_71/FusedBatchNormV3/ReadVariableOp"; +"inception_v3/batch_normalization_71/FusedBatchNormV3/ReadVariableOp" -> "inception_v3/batch_normalization_71/FusedBatchNormV3"; +"inception_v3/batch_normalization_71/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_71/FusedBatchNormV3/ReadVariableOp_1"; +"inception_v3/batch_normalization_71/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_71/FusedBatchNormV3"; +"inception_v3/batch_normalization_71/FusedBatchNormV3" -> "inception_v3/activation_71/Relu"; +"inception_v3/activation_75/Relu" -> "inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_5/FakeQuantWithMinMaxVars"; +"inception_v3/activation_71/Relu" -> "inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars"; +"inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_4/Abs/ReadVariableOp" -> "inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_4/Abs"; +"inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_4/Abs" -> "inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_4/add"; +"inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_4/add/y" -> "inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_4/add"; +"inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_4/add" -> "inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_4/add_1"; +"inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_4/ReadVariableOp" -> "inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_4/add_1"; +"inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_4/add_1" -> "inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars"; +"inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars"; +"inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars" -> "inception_v3/mixed8/concat"; +"inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_5/Abs/ReadVariableOp" -> "inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_5/Abs"; +"inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_5/Abs" -> "inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_5/add"; +"inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_5/add/y" -> "inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_5/add"; +"inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_5/add" -> "inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_5/add_1"; +"inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_5/ReadVariableOp" -> "inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_5/add_1"; +"inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_5/add_1" -> "inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_5/FakeQuantWithMinMaxVars"; +"inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_5/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_5/FakeQuantWithMinMaxVars"; +"inception_v3/activation_60/fake_quantize/unified_scale_group/AsymmQuant_5/FakeQuantWithMinMaxVars" -> "inception_v3/mixed8/concat"; +"inception_v3/max_pooling2d_3/MaxPool" -> "inception_v3/mixed8/concat"; +"inception_v3/mixed8/concat/axis" -> "inception_v3/mixed8/concat"; +"inception_v3/mixed8/concat" -> "inception_v3/conv2d_80/Conv2D"; +"inception_v3/mixed8/concat" -> "inception_v3/conv2d_77/Conv2D"; +"inception_v3/mixed8/concat" -> "inception_v3/average_pooling2d_7/AvgPool"; +"inception_v3/mixed8/concat" -> "inception_v3/conv2d_76/Conv2D"; +"inception_v3/conv2d_80/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/conv2d_80/SymmQuant/Abs/ReadVariableOp"; +"inception_v3/conv2d_80/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/conv2d_80/SymmQuant/Abs"; +"inception_v3/conv2d_80/SymmQuant/Abs" -> "inception_v3/conv2d_80/SymmQuant/add"; +"inception_v3/conv2d_80/SymmQuant/add/y" -> "inception_v3/conv2d_80/SymmQuant/add"; +"inception_v3/conv2d_80/SymmQuant/add" -> "inception_v3/conv2d_80/SymmQuant/mul"; +"inception_v3/conv2d_80/SymmQuant/add" -> "inception_v3/conv2d_80/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_80/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/conv2d_80/SymmQuant/mul/ReadVariableOp"; +"inception_v3/conv2d_80/SymmQuant/mul/ReadVariableOp" -> "inception_v3/conv2d_80/SymmQuant/mul"; +"inception_v3/conv2d_80/SymmQuant/mul" -> "inception_v3/conv2d_80/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_80/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp/resource" -> "inception_v3/conv2d_80/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp"; +"inception_v3/conv2d_80/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp" -> "inception_v3/conv2d_80/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_80/SymmQuant/FakeQuantWithMinMaxVarsPerChannel" -> "inception_v3/conv2d_80/Conv2D"; +"inception_v3/conv2d_80/Conv2D" -> "inception_v3/batch_normalization_80/FusedBatchNormV3"; +"inception_v3/batch_normalization_80/Const" -> "inception_v3/batch_normalization_80/FusedBatchNormV3"; +"inception_v3/batch_normalization_80/ReadVariableOp/resource" -> "inception_v3/batch_normalization_80/ReadVariableOp"; +"inception_v3/batch_normalization_80/ReadVariableOp" -> "inception_v3/batch_normalization_80/FusedBatchNormV3"; +"inception_v3/batch_normalization_80/FusedBatchNormV3/ReadVariableOp/resource" -> "inception_v3/batch_normalization_80/FusedBatchNormV3/ReadVariableOp"; +"inception_v3/batch_normalization_80/FusedBatchNormV3/ReadVariableOp" -> "inception_v3/batch_normalization_80/FusedBatchNormV3"; +"inception_v3/batch_normalization_80/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_80/FusedBatchNormV3/ReadVariableOp_1"; +"inception_v3/batch_normalization_80/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_80/FusedBatchNormV3"; +"inception_v3/batch_normalization_80/FusedBatchNormV3" -> "inception_v3/activation_80/Relu"; +"inception_v3/activation_80/Relu" -> "inception_v3/activation_80/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_80/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_80/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; +"inception_v3/activation_80/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_80/fake_quantize/AsymmQuant/Abs"; +"inception_v3/activation_80/fake_quantize/AsymmQuant/Abs" -> "inception_v3/activation_80/fake_quantize/AsymmQuant/add"; +"inception_v3/activation_80/fake_quantize/AsymmQuant/add/y" -> "inception_v3/activation_80/fake_quantize/AsymmQuant/add"; +"inception_v3/activation_80/fake_quantize/AsymmQuant/add" -> "inception_v3/activation_80/fake_quantize/AsymmQuant/add_1"; +"inception_v3/activation_80/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_80/fake_quantize/AsymmQuant/ReadVariableOp"; +"inception_v3/activation_80/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_80/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_80/fake_quantize/AsymmQuant/ReadVariableOp" -> "inception_v3/activation_80/fake_quantize/AsymmQuant/add_1"; +"inception_v3/activation_80/fake_quantize/AsymmQuant/add_1" -> "inception_v3/activation_80/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_80/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_80/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_80/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/conv2d_81/Conv2D"; +"inception_v3/conv2d_81/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/conv2d_81/SymmQuant/Abs/ReadVariableOp"; +"inception_v3/conv2d_81/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/conv2d_81/SymmQuant/Abs"; +"inception_v3/conv2d_81/SymmQuant/Abs" -> "inception_v3/conv2d_81/SymmQuant/add"; +"inception_v3/conv2d_81/SymmQuant/add/y" -> "inception_v3/conv2d_81/SymmQuant/add"; +"inception_v3/conv2d_81/SymmQuant/add" -> "inception_v3/conv2d_81/SymmQuant/mul"; +"inception_v3/conv2d_81/SymmQuant/add" -> "inception_v3/conv2d_81/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_81/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/conv2d_81/SymmQuant/mul/ReadVariableOp"; +"inception_v3/conv2d_81/SymmQuant/mul/ReadVariableOp" -> "inception_v3/conv2d_81/SymmQuant/mul"; +"inception_v3/conv2d_81/SymmQuant/mul" -> "inception_v3/conv2d_81/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_81/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp/resource" -> "inception_v3/conv2d_81/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp"; +"inception_v3/conv2d_81/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp" -> "inception_v3/conv2d_81/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_81/SymmQuant/FakeQuantWithMinMaxVarsPerChannel" -> "inception_v3/conv2d_81/Conv2D"; +"inception_v3/conv2d_81/Conv2D" -> "inception_v3/batch_normalization_81/FusedBatchNormV3"; +"inception_v3/conv2d_77/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/conv2d_77/SymmQuant/Abs/ReadVariableOp"; +"inception_v3/conv2d_77/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/conv2d_77/SymmQuant/Abs"; +"inception_v3/conv2d_77/SymmQuant/Abs" -> "inception_v3/conv2d_77/SymmQuant/add"; +"inception_v3/conv2d_77/SymmQuant/add/y" -> "inception_v3/conv2d_77/SymmQuant/add"; +"inception_v3/conv2d_77/SymmQuant/add" -> "inception_v3/conv2d_77/SymmQuant/mul"; +"inception_v3/conv2d_77/SymmQuant/add" -> "inception_v3/conv2d_77/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_77/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/conv2d_77/SymmQuant/mul/ReadVariableOp"; +"inception_v3/conv2d_77/SymmQuant/mul/ReadVariableOp" -> "inception_v3/conv2d_77/SymmQuant/mul"; +"inception_v3/conv2d_77/SymmQuant/mul" -> "inception_v3/conv2d_77/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_77/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp/resource" -> "inception_v3/conv2d_77/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp"; +"inception_v3/conv2d_77/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp" -> "inception_v3/conv2d_77/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_77/SymmQuant/FakeQuantWithMinMaxVarsPerChannel" -> "inception_v3/conv2d_77/Conv2D"; +"inception_v3/conv2d_77/Conv2D" -> "inception_v3/batch_normalization_77/FusedBatchNormV3"; +"inception_v3/batch_normalization_81/Const" -> "inception_v3/batch_normalization_81/FusedBatchNormV3"; +"inception_v3/batch_normalization_81/ReadVariableOp/resource" -> "inception_v3/batch_normalization_81/ReadVariableOp"; +"inception_v3/batch_normalization_81/ReadVariableOp" -> "inception_v3/batch_normalization_81/FusedBatchNormV3"; +"inception_v3/batch_normalization_81/FusedBatchNormV3/ReadVariableOp/resource" -> "inception_v3/batch_normalization_81/FusedBatchNormV3/ReadVariableOp"; +"inception_v3/batch_normalization_81/FusedBatchNormV3/ReadVariableOp" -> "inception_v3/batch_normalization_81/FusedBatchNormV3"; +"inception_v3/batch_normalization_81/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_81/FusedBatchNormV3/ReadVariableOp_1"; +"inception_v3/batch_normalization_81/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_81/FusedBatchNormV3"; +"inception_v3/batch_normalization_81/FusedBatchNormV3" -> "inception_v3/activation_81/Relu"; +"inception_v3/batch_normalization_77/Const" -> "inception_v3/batch_normalization_77/FusedBatchNormV3"; +"inception_v3/batch_normalization_77/ReadVariableOp/resource" -> "inception_v3/batch_normalization_77/ReadVariableOp"; +"inception_v3/batch_normalization_77/ReadVariableOp" -> "inception_v3/batch_normalization_77/FusedBatchNormV3"; +"inception_v3/batch_normalization_77/FusedBatchNormV3/ReadVariableOp/resource" -> "inception_v3/batch_normalization_77/FusedBatchNormV3/ReadVariableOp"; +"inception_v3/batch_normalization_77/FusedBatchNormV3/ReadVariableOp" -> "inception_v3/batch_normalization_77/FusedBatchNormV3"; +"inception_v3/batch_normalization_77/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_77/FusedBatchNormV3/ReadVariableOp_1"; +"inception_v3/batch_normalization_77/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_77/FusedBatchNormV3"; +"inception_v3/batch_normalization_77/FusedBatchNormV3" -> "inception_v3/activation_77/Relu"; +"inception_v3/activation_81/Relu" -> "inception_v3/activation_81/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_77/Relu" -> "inception_v3/activation_77/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/average_pooling2d_7/AvgPool" -> "inception_v3/average_pooling2d_7/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_81/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_81/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; +"inception_v3/activation_81/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_81/fake_quantize/AsymmQuant/Abs"; +"inception_v3/activation_81/fake_quantize/AsymmQuant/Abs" -> "inception_v3/activation_81/fake_quantize/AsymmQuant/add"; +"inception_v3/activation_81/fake_quantize/AsymmQuant/add/y" -> "inception_v3/activation_81/fake_quantize/AsymmQuant/add"; +"inception_v3/activation_81/fake_quantize/AsymmQuant/add" -> "inception_v3/activation_81/fake_quantize/AsymmQuant/add_1"; +"inception_v3/activation_81/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_81/fake_quantize/AsymmQuant/ReadVariableOp"; +"inception_v3/activation_81/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_81/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_81/fake_quantize/AsymmQuant/ReadVariableOp" -> "inception_v3/activation_81/fake_quantize/AsymmQuant/add_1"; +"inception_v3/activation_81/fake_quantize/AsymmQuant/add_1" -> "inception_v3/activation_81/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_81/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_81/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_81/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/conv2d_83/Conv2D"; +"inception_v3/activation_81/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/conv2d_82/Conv2D"; +"inception_v3/activation_77/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_77/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; +"inception_v3/activation_77/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_77/fake_quantize/AsymmQuant/Abs"; +"inception_v3/activation_77/fake_quantize/AsymmQuant/Abs" -> "inception_v3/activation_77/fake_quantize/AsymmQuant/add"; +"inception_v3/activation_77/fake_quantize/AsymmQuant/add/y" -> "inception_v3/activation_77/fake_quantize/AsymmQuant/add"; +"inception_v3/activation_77/fake_quantize/AsymmQuant/add" -> "inception_v3/activation_77/fake_quantize/AsymmQuant/add_1"; +"inception_v3/activation_77/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_77/fake_quantize/AsymmQuant/ReadVariableOp"; +"inception_v3/activation_77/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_77/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_77/fake_quantize/AsymmQuant/ReadVariableOp" -> "inception_v3/activation_77/fake_quantize/AsymmQuant/add_1"; +"inception_v3/activation_77/fake_quantize/AsymmQuant/add_1" -> "inception_v3/activation_77/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_77/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_77/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; 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"inception_v3/batch_normalization_82/FusedBatchNormV3"; +"inception_v3/conv2d_79/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/conv2d_79/SymmQuant/Abs/ReadVariableOp"; +"inception_v3/conv2d_79/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/conv2d_79/SymmQuant/Abs"; +"inception_v3/conv2d_79/SymmQuant/Abs" -> "inception_v3/conv2d_79/SymmQuant/add"; +"inception_v3/conv2d_79/SymmQuant/add/y" -> "inception_v3/conv2d_79/SymmQuant/add"; +"inception_v3/conv2d_79/SymmQuant/add" -> "inception_v3/conv2d_79/SymmQuant/mul"; +"inception_v3/conv2d_79/SymmQuant/add" -> "inception_v3/conv2d_79/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_79/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/conv2d_79/SymmQuant/mul/ReadVariableOp"; +"inception_v3/conv2d_79/SymmQuant/mul/ReadVariableOp" -> "inception_v3/conv2d_79/SymmQuant/mul"; +"inception_v3/conv2d_79/SymmQuant/mul" -> "inception_v3/conv2d_79/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; 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"inception_v3/conv2d_78/SymmQuant/mul"; +"inception_v3/conv2d_78/SymmQuant/add" -> "inception_v3/conv2d_78/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_78/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/conv2d_78/SymmQuant/mul/ReadVariableOp"; +"inception_v3/conv2d_78/SymmQuant/mul/ReadVariableOp" -> "inception_v3/conv2d_78/SymmQuant/mul"; +"inception_v3/conv2d_78/SymmQuant/mul" -> "inception_v3/conv2d_78/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_78/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp/resource" -> "inception_v3/conv2d_78/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp"; +"inception_v3/conv2d_78/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp" -> "inception_v3/conv2d_78/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_78/SymmQuant/FakeQuantWithMinMaxVarsPerChannel" -> "inception_v3/conv2d_78/Conv2D"; +"inception_v3/conv2d_78/Conv2D" -> "inception_v3/batch_normalization_78/FusedBatchNormV3"; +"inception_v3/conv2d_76/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/conv2d_76/SymmQuant/Abs/ReadVariableOp"; +"inception_v3/conv2d_76/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/conv2d_76/SymmQuant/Abs"; +"inception_v3/conv2d_76/SymmQuant/Abs" -> "inception_v3/conv2d_76/SymmQuant/add"; +"inception_v3/conv2d_76/SymmQuant/add/y" -> "inception_v3/conv2d_76/SymmQuant/add"; +"inception_v3/conv2d_76/SymmQuant/add" -> "inception_v3/conv2d_76/SymmQuant/mul"; +"inception_v3/conv2d_76/SymmQuant/add" -> "inception_v3/conv2d_76/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_76/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/conv2d_76/SymmQuant/mul/ReadVariableOp"; +"inception_v3/conv2d_76/SymmQuant/mul/ReadVariableOp" -> "inception_v3/conv2d_76/SymmQuant/mul"; +"inception_v3/conv2d_76/SymmQuant/mul" -> "inception_v3/conv2d_76/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; 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"inception_v3/batch_normalization_84/FusedBatchNormV3"; +"inception_v3/batch_normalization_84/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_84/FusedBatchNormV3/ReadVariableOp_1"; +"inception_v3/batch_normalization_84/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_84/FusedBatchNormV3"; +"inception_v3/batch_normalization_84/FusedBatchNormV3" -> "inception_v3/activation_84/Relu"; +"inception_v3/activation_83/Relu" -> "inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars"; +"inception_v3/activation_82/Relu" -> "inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"inception_v3/activation_79/Relu" -> "inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars"; +"inception_v3/activation_78/Relu" -> "inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars"; +"inception_v3/activation_76/Relu" -> "inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp"; +"inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_1/Abs/ReadVariableOp"; +"inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_2/Abs/ReadVariableOp"; +"inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_3/Abs/ReadVariableOp"; +"inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_4/Abs/ReadVariableOp"; +"inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_5/Abs/ReadVariableOp"; +"inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant/Abs"; +"inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant/Abs" -> "inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant/add"; +"inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant/add/y" -> "inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant/add"; +"inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant/add" -> "inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant/add_1"; +"inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp"; +"inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_1/ReadVariableOp"; +"inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_2/ReadVariableOp"; +"inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_3/ReadVariableOp"; +"inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_4/ReadVariableOp"; +"inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_5/ReadVariableOp"; +"inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_5/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp" -> "inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant/add_1"; +"inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant/add_1" -> "inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/mixed9/concat"; +"inception_v3/activation_84/Relu" -> "inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_5/FakeQuantWithMinMaxVars"; +"inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_1/Abs/ReadVariableOp" -> "inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_1/Abs"; +"inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_1/Abs" -> "inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_1/add"; +"inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_1/add/y" -> "inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_1/add"; +"inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_1/add" -> "inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_1/add_1"; +"inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_1/ReadVariableOp" -> "inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_1/add_1"; +"inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_1/add_1" -> "inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars" -> "inception_v3/concatenate/concat"; +"inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_2/Abs/ReadVariableOp" -> "inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_2/Abs"; +"inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_2/Abs" -> "inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_2/add"; +"inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_2/add/y" -> "inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_2/add"; +"inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_2/add" -> "inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_2/add_1"; +"inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_2/ReadVariableOp" -> "inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_2/add_1"; +"inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_2/add_1" -> "inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars"; +"inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars"; +"inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars" -> "inception_v3/concatenate/concat"; +"inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_3/Abs/ReadVariableOp" -> "inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_3/Abs"; +"inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_3/Abs" -> "inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_3/add"; +"inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_3/add/y" -> "inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_3/add"; +"inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_3/add" -> "inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_3/add_1"; +"inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_3/ReadVariableOp" -> "inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_3/add_1"; +"inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_3/add_1" -> "inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars"; +"inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars"; +"inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars" -> "inception_v3/mixed9_0/concat"; +"inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_4/Abs/ReadVariableOp" -> "inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_4/Abs"; +"inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_4/Abs" -> "inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_4/add"; +"inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_4/add/y" -> "inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_4/add"; +"inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_4/add" -> "inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_4/add_1"; +"inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_4/ReadVariableOp" -> "inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_4/add_1"; +"inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_4/add_1" -> "inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars"; +"inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars"; +"inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars" -> "inception_v3/mixed9_0/concat"; +"inception_v3/mixed9_0/concat/axis" -> "inception_v3/mixed9_0/concat"; +"inception_v3/mixed9_0/concat" -> "inception_v3/mixed9/concat"; +"inception_v3/concatenate/concat/axis" -> "inception_v3/concatenate/concat"; +"inception_v3/concatenate/concat" -> "inception_v3/mixed9/concat"; +"inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_5/Abs/ReadVariableOp" -> "inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_5/Abs"; +"inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_5/Abs" -> "inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_5/add"; +"inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_5/add/y" -> "inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_5/add"; +"inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_5/add" -> "inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_5/add_1"; +"inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_5/ReadVariableOp" -> "inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_5/add_1"; +"inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_5/add_1" -> "inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_5/FakeQuantWithMinMaxVars"; +"inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_5/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_5/FakeQuantWithMinMaxVars"; +"inception_v3/activation_78/fake_quantize/unified_scale_group/AsymmQuant_5/FakeQuantWithMinMaxVars" -> "inception_v3/mixed9/concat"; +"inception_v3/mixed9/concat/axis" -> "inception_v3/mixed9/concat"; +"inception_v3/mixed9/concat" -> "inception_v3/conv2d_89/Conv2D"; +"inception_v3/mixed9/concat" -> "inception_v3/conv2d_86/Conv2D"; +"inception_v3/mixed9/concat" -> "inception_v3/average_pooling2d_8/AvgPool"; +"inception_v3/mixed9/concat" -> "inception_v3/conv2d_85/Conv2D"; +"inception_v3/conv2d_89/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/conv2d_89/SymmQuant/Abs/ReadVariableOp"; +"inception_v3/conv2d_89/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/conv2d_89/SymmQuant/Abs"; +"inception_v3/conv2d_89/SymmQuant/Abs" -> "inception_v3/conv2d_89/SymmQuant/add"; +"inception_v3/conv2d_89/SymmQuant/add/y" -> "inception_v3/conv2d_89/SymmQuant/add"; +"inception_v3/conv2d_89/SymmQuant/add" -> "inception_v3/conv2d_89/SymmQuant/mul"; +"inception_v3/conv2d_89/SymmQuant/add" -> "inception_v3/conv2d_89/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_89/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/conv2d_89/SymmQuant/mul/ReadVariableOp"; +"inception_v3/conv2d_89/SymmQuant/mul/ReadVariableOp" -> "inception_v3/conv2d_89/SymmQuant/mul"; +"inception_v3/conv2d_89/SymmQuant/mul" -> "inception_v3/conv2d_89/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_89/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp/resource" -> "inception_v3/conv2d_89/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp"; +"inception_v3/conv2d_89/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp" -> "inception_v3/conv2d_89/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_89/SymmQuant/FakeQuantWithMinMaxVarsPerChannel" -> "inception_v3/conv2d_89/Conv2D"; +"inception_v3/conv2d_89/Conv2D" -> "inception_v3/batch_normalization_89/FusedBatchNormV3"; +"inception_v3/batch_normalization_89/Const" -> "inception_v3/batch_normalization_89/FusedBatchNormV3"; +"inception_v3/batch_normalization_89/ReadVariableOp/resource" -> "inception_v3/batch_normalization_89/ReadVariableOp"; +"inception_v3/batch_normalization_89/ReadVariableOp" -> "inception_v3/batch_normalization_89/FusedBatchNormV3"; +"inception_v3/batch_normalization_89/FusedBatchNormV3/ReadVariableOp/resource" -> "inception_v3/batch_normalization_89/FusedBatchNormV3/ReadVariableOp"; +"inception_v3/batch_normalization_89/FusedBatchNormV3/ReadVariableOp" -> "inception_v3/batch_normalization_89/FusedBatchNormV3"; +"inception_v3/batch_normalization_89/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_89/FusedBatchNormV3/ReadVariableOp_1"; +"inception_v3/batch_normalization_89/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_89/FusedBatchNormV3"; +"inception_v3/batch_normalization_89/FusedBatchNormV3" -> "inception_v3/activation_89/Relu"; +"inception_v3/activation_89/Relu" -> "inception_v3/activation_89/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_89/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_89/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; +"inception_v3/activation_89/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_89/fake_quantize/AsymmQuant/Abs"; +"inception_v3/activation_89/fake_quantize/AsymmQuant/Abs" -> "inception_v3/activation_89/fake_quantize/AsymmQuant/add"; +"inception_v3/activation_89/fake_quantize/AsymmQuant/add/y" -> "inception_v3/activation_89/fake_quantize/AsymmQuant/add"; +"inception_v3/activation_89/fake_quantize/AsymmQuant/add" -> "inception_v3/activation_89/fake_quantize/AsymmQuant/add_1"; +"inception_v3/activation_89/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_89/fake_quantize/AsymmQuant/ReadVariableOp"; +"inception_v3/activation_89/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_89/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_89/fake_quantize/AsymmQuant/ReadVariableOp" -> "inception_v3/activation_89/fake_quantize/AsymmQuant/add_1"; +"inception_v3/activation_89/fake_quantize/AsymmQuant/add_1" -> "inception_v3/activation_89/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_89/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_89/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_89/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/conv2d_90/Conv2D"; +"inception_v3/conv2d_90/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/conv2d_90/SymmQuant/Abs/ReadVariableOp"; +"inception_v3/conv2d_90/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/conv2d_90/SymmQuant/Abs"; +"inception_v3/conv2d_90/SymmQuant/Abs" -> "inception_v3/conv2d_90/SymmQuant/add"; +"inception_v3/conv2d_90/SymmQuant/add/y" -> "inception_v3/conv2d_90/SymmQuant/add"; +"inception_v3/conv2d_90/SymmQuant/add" -> "inception_v3/conv2d_90/SymmQuant/mul"; +"inception_v3/conv2d_90/SymmQuant/add" -> "inception_v3/conv2d_90/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_90/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/conv2d_90/SymmQuant/mul/ReadVariableOp"; +"inception_v3/conv2d_90/SymmQuant/mul/ReadVariableOp" -> "inception_v3/conv2d_90/SymmQuant/mul"; +"inception_v3/conv2d_90/SymmQuant/mul" -> "inception_v3/conv2d_90/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_90/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp/resource" -> "inception_v3/conv2d_90/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp"; +"inception_v3/conv2d_90/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp" -> "inception_v3/conv2d_90/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_90/SymmQuant/FakeQuantWithMinMaxVarsPerChannel" -> "inception_v3/conv2d_90/Conv2D"; +"inception_v3/conv2d_90/Conv2D" -> "inception_v3/batch_normalization_90/FusedBatchNormV3"; +"inception_v3/conv2d_86/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/conv2d_86/SymmQuant/Abs/ReadVariableOp"; +"inception_v3/conv2d_86/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/conv2d_86/SymmQuant/Abs"; +"inception_v3/conv2d_86/SymmQuant/Abs" -> "inception_v3/conv2d_86/SymmQuant/add"; +"inception_v3/conv2d_86/SymmQuant/add/y" -> "inception_v3/conv2d_86/SymmQuant/add"; +"inception_v3/conv2d_86/SymmQuant/add" -> "inception_v3/conv2d_86/SymmQuant/mul"; +"inception_v3/conv2d_86/SymmQuant/add" -> "inception_v3/conv2d_86/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_86/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/conv2d_86/SymmQuant/mul/ReadVariableOp"; +"inception_v3/conv2d_86/SymmQuant/mul/ReadVariableOp" -> "inception_v3/conv2d_86/SymmQuant/mul"; +"inception_v3/conv2d_86/SymmQuant/mul" -> "inception_v3/conv2d_86/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; 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"inception_v3/batch_normalization_91/FusedBatchNormV3"; +"inception_v3/batch_normalization_91/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_91/FusedBatchNormV3/ReadVariableOp_1"; +"inception_v3/batch_normalization_91/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_91/FusedBatchNormV3"; +"inception_v3/batch_normalization_91/FusedBatchNormV3" -> "inception_v3/activation_91/Relu"; +"inception_v3/batch_normalization_88/Const" -> "inception_v3/batch_normalization_88/FusedBatchNormV3"; +"inception_v3/batch_normalization_88/ReadVariableOp/resource" -> "inception_v3/batch_normalization_88/ReadVariableOp"; +"inception_v3/batch_normalization_88/ReadVariableOp" -> "inception_v3/batch_normalization_88/FusedBatchNormV3"; +"inception_v3/batch_normalization_88/FusedBatchNormV3/ReadVariableOp/resource" -> "inception_v3/batch_normalization_88/FusedBatchNormV3/ReadVariableOp"; +"inception_v3/batch_normalization_88/FusedBatchNormV3/ReadVariableOp" -> "inception_v3/batch_normalization_88/FusedBatchNormV3"; +"inception_v3/batch_normalization_88/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_88/FusedBatchNormV3/ReadVariableOp_1"; +"inception_v3/batch_normalization_88/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_88/FusedBatchNormV3"; +"inception_v3/batch_normalization_88/FusedBatchNormV3" -> "inception_v3/activation_88/Relu"; +"inception_v3/batch_normalization_87/Const" -> "inception_v3/batch_normalization_87/FusedBatchNormV3"; +"inception_v3/batch_normalization_87/ReadVariableOp/resource" -> "inception_v3/batch_normalization_87/ReadVariableOp"; +"inception_v3/batch_normalization_87/ReadVariableOp" -> "inception_v3/batch_normalization_87/FusedBatchNormV3"; +"inception_v3/batch_normalization_87/FusedBatchNormV3/ReadVariableOp/resource" -> "inception_v3/batch_normalization_87/FusedBatchNormV3/ReadVariableOp"; +"inception_v3/batch_normalization_87/FusedBatchNormV3/ReadVariableOp" -> "inception_v3/batch_normalization_87/FusedBatchNormV3"; +"inception_v3/batch_normalization_87/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_87/FusedBatchNormV3/ReadVariableOp_1"; +"inception_v3/batch_normalization_87/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_87/FusedBatchNormV3"; +"inception_v3/batch_normalization_87/FusedBatchNormV3" -> "inception_v3/activation_87/Relu"; +"inception_v3/batch_normalization_85/Const" -> "inception_v3/batch_normalization_85/FusedBatchNormV3"; +"inception_v3/batch_normalization_85/ReadVariableOp/resource" -> "inception_v3/batch_normalization_85/ReadVariableOp"; +"inception_v3/batch_normalization_85/ReadVariableOp" -> "inception_v3/batch_normalization_85/FusedBatchNormV3"; +"inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp/resource" -> "inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp"; +"inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp" -> "inception_v3/batch_normalization_85/FusedBatchNormV3"; +"inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp_1"; +"inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_85/FusedBatchNormV3"; +"inception_v3/batch_normalization_85/FusedBatchNormV3" -> "inception_v3/activation_85/Relu"; +"inception_v3/batch_normalization_93/Const" -> "inception_v3/batch_normalization_93/FusedBatchNormV3"; +"inception_v3/batch_normalization_93/ReadVariableOp/resource" -> "inception_v3/batch_normalization_93/ReadVariableOp"; +"inception_v3/batch_normalization_93/ReadVariableOp" -> "inception_v3/batch_normalization_93/FusedBatchNormV3"; +"inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp/resource" -> "inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp"; +"inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp" -> "inception_v3/batch_normalization_93/FusedBatchNormV3"; +"inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp_1"; +"inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_93/FusedBatchNormV3"; +"inception_v3/batch_normalization_93/FusedBatchNormV3" -> "inception_v3/activation_93/Relu"; +"inception_v3/activation_92/Relu" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars"; +"inception_v3/activation_91/Relu" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"inception_v3/activation_88/Relu" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/Relu" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars"; +"inception_v3/activation_85/Relu" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/Abs/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/Abs/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/Abs/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/Abs/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/Abs/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/Abs"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/Abs" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/add/y" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/add" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/add_1"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/add_1"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/add_1" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/mixed10/concat"; +"inception_v3/activation_93/Relu" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/Abs/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/Abs"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/Abs" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/add/y" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/add" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/add_1"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/add_1"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/add_1" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars" -> "inception_v3/concatenate_1/concat"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/Abs/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/Abs"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/Abs" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/add/y" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/add" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/add_1"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/add_1"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/add_1" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars" -> "inception_v3/concatenate_1/concat"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/Abs/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/Abs"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/Abs" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/add/y" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/add" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/add_1"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/add_1"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/add_1" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars" -> "inception_v3/mixed9_1/concat"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/Abs/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/Abs"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/Abs" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/add/y" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/add" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/add_1"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/add_1"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/add_1" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars" -> "inception_v3/mixed9_1/concat"; +"inception_v3/mixed9_1/concat/axis" -> "inception_v3/mixed9_1/concat"; +"inception_v3/mixed9_1/concat" -> "inception_v3/mixed10/concat"; +"inception_v3/concatenate_1/concat/axis" -> "inception_v3/concatenate_1/concat"; +"inception_v3/concatenate_1/concat" -> "inception_v3/mixed10/concat"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/Abs/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/Abs"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/Abs" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/add/y" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/add" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/add_1"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/add_1"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/add_1" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/FakeQuantWithMinMaxVars" -> "inception_v3/mixed10/concat"; +"inception_v3/mixed10/concat/axis" -> "inception_v3/mixed10/concat"; +"inception_v3/mixed10/concat" -> "inception_v3/avg_pool/Mean"; +"inception_v3/avg_pool/Mean/reduction_indices" -> "inception_v3/avg_pool/Mean"; +"inception_v3/avg_pool/Mean" -> "inception_v3/avg_pool/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/avg_pool/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/avg_pool/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; +"inception_v3/avg_pool/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "inception_v3/avg_pool/fake_quantize/AsymmQuant/Abs"; +"inception_v3/avg_pool/fake_quantize/AsymmQuant/Abs" -> "inception_v3/avg_pool/fake_quantize/AsymmQuant/add"; +"inception_v3/avg_pool/fake_quantize/AsymmQuant/add/y" -> "inception_v3/avg_pool/fake_quantize/AsymmQuant/add"; +"inception_v3/avg_pool/fake_quantize/AsymmQuant/add" -> "inception_v3/avg_pool/fake_quantize/AsymmQuant/add_1"; +"inception_v3/avg_pool/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/avg_pool/fake_quantize/AsymmQuant/ReadVariableOp"; +"inception_v3/avg_pool/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/avg_pool/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/avg_pool/fake_quantize/AsymmQuant/ReadVariableOp" -> "inception_v3/avg_pool/fake_quantize/AsymmQuant/add_1"; +"inception_v3/avg_pool/fake_quantize/AsymmQuant/add_1" -> "inception_v3/avg_pool/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/avg_pool/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/avg_pool/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/avg_pool/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/predictions/MatMul"; +"inception_v3/predictions/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/predictions/SymmQuant/Abs/ReadVariableOp"; +"inception_v3/predictions/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/predictions/SymmQuant/Abs"; +"inception_v3/predictions/SymmQuant/Abs" -> "inception_v3/predictions/SymmQuant/add"; +"inception_v3/predictions/SymmQuant/add/y" -> "inception_v3/predictions/SymmQuant/add"; +"inception_v3/predictions/SymmQuant/add" -> "inception_v3/predictions/SymmQuant/mul"; +"inception_v3/predictions/SymmQuant/add" -> "inception_v3/predictions/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/predictions/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/predictions/SymmQuant/mul/ReadVariableOp"; +"inception_v3/predictions/SymmQuant/mul/ReadVariableOp" -> "inception_v3/predictions/SymmQuant/mul"; +"inception_v3/predictions/SymmQuant/mul" -> "inception_v3/predictions/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/predictions/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp/resource" -> "inception_v3/predictions/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp"; +"inception_v3/predictions/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp" -> "inception_v3/predictions/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/predictions/SymmQuant/FakeQuantWithMinMaxVarsPerChannel" -> "inception_v3/predictions/MatMul"; +"inception_v3/predictions/MatMul" -> "inception_v3/predictions/BiasAdd"; +"inception_v3/predictions/BiasAdd/ReadVariableOp/resource" -> "inception_v3/predictions/BiasAdd/ReadVariableOp"; +"inception_v3/predictions/BiasAdd/ReadVariableOp" -> "inception_v3/predictions/BiasAdd"; +"inception_v3/predictions/BiasAdd" -> "inception_v3/predictions/Softmax"; +"inception_v3/predictions/Softmax" -> Identity; +} diff --git a/tests/tensorflow/data/reference_graphs/2.12/quantized/w_sym_ch_a_asym_t/mobilenet_v1.pb b/tests/tensorflow/data/reference_graphs/2.12/quantized/w_sym_ch_a_asym_t/mobilenet_v1.pb index 9086fc5a1a5..2b896da7d38 120000 --- a/tests/tensorflow/data/reference_graphs/2.12/quantized/w_sym_ch_a_asym_t/mobilenet_v1.pb +++ b/tests/tensorflow/data/reference_graphs/2.12/quantized/w_sym_ch_a_asym_t/mobilenet_v1.pb @@ -1 +1 @@ -../../../2.11/quantized/w_sym_ch_a_sym_t/mobilenet_v1.pb \ No newline at end of file +../../../2.11/quantized/w_sym_ch_a_asym_t/mobilenet_v1.pb \ No newline at end of file diff --git a/tests/tensorflow/data/reference_graphs/2.12/quantized/w_sym_t_a_sym_t/densenet121.pb b/tests/tensorflow/data/reference_graphs/2.12/quantized/w_sym_t_a_sym_t/densenet121.pb deleted file mode 120000 index 4e198912a13..00000000000 --- a/tests/tensorflow/data/reference_graphs/2.12/quantized/w_sym_t_a_sym_t/densenet121.pb +++ /dev/null @@ -1 +0,0 @@ -../../../2.11/quantized/w_sym_t_a_sym_t/densenet121.pb \ No newline at end of file diff --git a/tests/tensorflow/data/reference_graphs/2.12/quantized/w_sym_t_a_sym_t/densenet121.pb b/tests/tensorflow/data/reference_graphs/2.12/quantized/w_sym_t_a_sym_t/densenet121.pb new file mode 100644 index 00000000000..5915897817b --- /dev/null +++ b/tests/tensorflow/data/reference_graphs/2.12/quantized/w_sym_t_a_sym_t/densenet121.pb @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7795a6e3291f5ad13a7803bfb498b7d0cf4272385c69de5e4aa530e0cb1f5895 +size 983957 diff --git a/tests/tensorflow/data/reference_graphs/2.8/quantized/hw/VPU/mobilenet_v2.pb b/tests/tensorflow/data/reference_graphs/2.8/quantized/hw/VPU/mobilenet_v2.pb index 0634b090fd5..8099b9dd32b 100644 --- a/tests/tensorflow/data/reference_graphs/2.8/quantized/hw/VPU/mobilenet_v2.pb +++ b/tests/tensorflow/data/reference_graphs/2.8/quantized/hw/VPU/mobilenet_v2.pb @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:766cea5191b3a823cd364cb6fd34e2ea4b1a7cd8dd7ea0e032a155589df77f71 -size 465618 +oid sha256:123285e4760b890d2f3d4de5189c45692f4c0e9d60eb1d3bc85b9c1759e4cc56 +size 463218 diff --git a/tests/tensorflow/data/reference_graphs/2.8/quantized/hw/VPU/resnet50.pb b/tests/tensorflow/data/reference_graphs/2.8/quantized/hw/VPU/resnet50.pb index 63cec637155..57dbe1d15d9 100644 --- a/tests/tensorflow/data/reference_graphs/2.8/quantized/hw/VPU/resnet50.pb +++ b/tests/tensorflow/data/reference_graphs/2.8/quantized/hw/VPU/resnet50.pb @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:ef274f76da75509b47f7488912d88d7555f27c8a8eeca684f445379fc512622b -size 464475 +oid sha256:1d9268d8bfe3b0808714901414b8c8dc82915518a0cab3033e9cc06cd0a1f8d1 +size 462491 diff --git a/tests/tensorflow/data/reference_graphs/2.8/quantized/w_sym_ch_a_asym_t/densenet121.pb b/tests/tensorflow/data/reference_graphs/2.8/quantized/w_sym_ch_a_asym_t/densenet121.pb index 9c4998af98d..fe6b073da1b 100644 --- a/tests/tensorflow/data/reference_graphs/2.8/quantized/w_sym_ch_a_asym_t/densenet121.pb +++ b/tests/tensorflow/data/reference_graphs/2.8/quantized/w_sym_ch_a_asym_t/densenet121.pb @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:2537cec2fb310856230977c22e623fb26588e9fe09ca7e6cc748e899b51d9c1d -size 1067568 +oid sha256:7102959375f7296fee61ba649441295c6e31117c3ae915bcf5a03ddf42015480 +size 1068267 diff --git a/tests/tensorflow/data/reference_graphs/2.8/quantized/w_sym_ch_a_asym_t/inception_v3.dot b/tests/tensorflow/data/reference_graphs/2.8/quantized/w_sym_ch_a_asym_t/inception_v3.dot index fd10f116ee0..67419b94043 100644 --- a/tests/tensorflow/data/reference_graphs/2.8/quantized/w_sym_ch_a_asym_t/inception_v3.dot +++ b/tests/tensorflow/data/reference_graphs/2.8/quantized/w_sym_ch_a_asym_t/inception_v3.dot @@ -2853,6 +2853,18 @@ args_0 [op=Placeholder]; "inception_v3/conv2d_87/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp" [op=ReadVariableOp]; "inception_v3/conv2d_87/SymmQuant/FakeQuantWithMinMaxVarsPerChannel" [op=FakeQuantWithMinMaxVarsPerChannel]; "inception_v3/conv2d_87/Conv2D" [op=Conv2D]; +"inception_v3/conv2d_85/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; +"inception_v3/conv2d_85/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/conv2d_85/SymmQuant/Abs" [op=Abs]; +"inception_v3/conv2d_85/SymmQuant/add/y" [op=Const]; +"inception_v3/conv2d_85/SymmQuant/add" [op=AddV2]; +"inception_v3/conv2d_85/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; +"inception_v3/conv2d_85/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/conv2d_85/SymmQuant/mul" [op=Mul]; +"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp/resource" [op=Placeholder]; +"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel" [op=FakeQuantWithMinMaxVarsPerChannel]; +"inception_v3/conv2d_85/Conv2D" [op=Conv2D]; "inception_v3/conv2d_93/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; "inception_v3/conv2d_93/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; "inception_v3/conv2d_93/SymmQuant/Abs" [op=Abs]; @@ -2897,18 +2909,14 @@ args_0 [op=Placeholder]; "inception_v3/batch_normalization_87/FusedBatchNormV3/ReadVariableOp_1/resource" [op=Placeholder]; "inception_v3/batch_normalization_87/FusedBatchNormV3/ReadVariableOp_1" [op=ReadVariableOp]; "inception_v3/batch_normalization_87/FusedBatchNormV3" [op=FusedBatchNormV3]; -"inception_v3/conv2d_85/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/conv2d_85/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/conv2d_85/SymmQuant/Abs" [op=Abs]; -"inception_v3/conv2d_85/SymmQuant/add/y" [op=Const]; -"inception_v3/conv2d_85/SymmQuant/add" [op=AddV2]; -"inception_v3/conv2d_85/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/conv2d_85/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/conv2d_85/SymmQuant/mul" [op=Mul]; -"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel" [op=FakeQuantWithMinMaxVarsPerChannel]; -"inception_v3/conv2d_85/Conv2D" [op=Conv2D]; +"inception_v3/batch_normalization_85/scale" [op=Placeholder]; +"inception_v3/batch_normalization_85/ReadVariableOp/resource" [op=Placeholder]; +"inception_v3/batch_normalization_85/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp/resource" [op=Placeholder]; +"inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp_1/resource" [op=Placeholder]; +"inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp_1" [op=ReadVariableOp]; +"inception_v3/batch_normalization_85/FusedBatchNormV3" [op=FusedBatchNormV3]; "inception_v3/batch_normalization_93/scale" [op=Placeholder]; "inception_v3/batch_normalization_93/ReadVariableOp/resource" [op=Placeholder]; "inception_v3/batch_normalization_93/ReadVariableOp" [op=ReadVariableOp]; @@ -2921,80 +2929,62 @@ args_0 [op=Placeholder]; "inception_v3/activation_91/Relu" [op=Relu]; "inception_v3/activation_88/Relu" [op=Relu]; "inception_v3/activation_87/Relu" [op=Relu]; -"inception_v3/batch_normalization_85/scale" [op=Placeholder]; -"inception_v3/batch_normalization_85/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/batch_normalization_85/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp_1/resource" [op=Placeholder]; -"inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp_1" [op=ReadVariableOp]; -"inception_v3/batch_normalization_85/FusedBatchNormV3" [op=FusedBatchNormV3]; -"inception_v3/activation_93/Relu" [op=Relu]; -"inception_v3/activation_91/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_91/fake_quantize/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_91/fake_quantize/AsymmQuant/Abs" [op=Abs]; -"inception_v3/activation_91/fake_quantize/AsymmQuant/add/y" [op=Const]; -"inception_v3/activation_91/fake_quantize/AsymmQuant/add" [op=AddV2]; -"inception_v3/activation_91/fake_quantize/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_91/fake_quantize/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_91/fake_quantize/AsymmQuant/add_1" [op=AddV2]; -"inception_v3/activation_91/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_91/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"inception_v3/activation_92/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_92/fake_quantize/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_92/fake_quantize/AsymmQuant/Abs" [op=Abs]; -"inception_v3/activation_92/fake_quantize/AsymmQuant/add/y" [op=Const]; -"inception_v3/activation_92/fake_quantize/AsymmQuant/add" [op=AddV2]; -"inception_v3/activation_92/fake_quantize/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_92/fake_quantize/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_92/fake_quantize/AsymmQuant/add_1" [op=AddV2]; -"inception_v3/activation_92/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_92/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"inception_v3/activation_87/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_87/fake_quantize/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_87/fake_quantize/AsymmQuant/Abs" [op=Abs]; -"inception_v3/activation_87/fake_quantize/AsymmQuant/add/y" [op=Const]; -"inception_v3/activation_87/fake_quantize/AsymmQuant/add" [op=AddV2]; -"inception_v3/activation_87/fake_quantize/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_87/fake_quantize/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_87/fake_quantize/AsymmQuant/add_1" [op=AddV2]; -"inception_v3/activation_87/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_87/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"inception_v3/activation_88/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_88/fake_quantize/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_88/fake_quantize/AsymmQuant/Abs" [op=Abs]; -"inception_v3/activation_88/fake_quantize/AsymmQuant/add/y" [op=Const]; -"inception_v3/activation_88/fake_quantize/AsymmQuant/add" [op=AddV2]; -"inception_v3/activation_88/fake_quantize/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_88/fake_quantize/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_88/fake_quantize/AsymmQuant/add_1" [op=AddV2]; -"inception_v3/activation_88/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_88/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; "inception_v3/activation_85/Relu" [op=Relu]; -"inception_v3/activation_85/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_85/fake_quantize/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_85/fake_quantize/AsymmQuant/Abs" [op=Abs]; -"inception_v3/activation_85/fake_quantize/AsymmQuant/add/y" [op=Const]; -"inception_v3/activation_85/fake_quantize/AsymmQuant/add" [op=AddV2]; -"inception_v3/activation_85/fake_quantize/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_85/fake_quantize/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_85/fake_quantize/AsymmQuant/add_1" [op=AddV2]; -"inception_v3/activation_85/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_85/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/Abs" [op=Abs]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/add/y" [op=Const]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/add" [op=AddV2]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/add_1" [op=AddV2]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"inception_v3/activation_93/Relu" [op=Relu]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/Abs/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/Abs" [op=Abs]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/add/y" [op=Const]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/add" [op=AddV2]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/add_1" [op=AddV2]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/Abs/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/Abs" [op=Abs]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/add/y" [op=Const]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/add" [op=AddV2]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/add_1" [op=AddV2]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/Abs/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/Abs" [op=Abs]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/add/y" [op=Const]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/add" [op=AddV2]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/add_1" [op=AddV2]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/Abs/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/Abs" [op=Abs]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/add/y" [op=Const]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/add" [op=AddV2]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/add_1" [op=AddV2]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; "inception_v3/mixed9_1/concat/axis" [op=Const]; "inception_v3/mixed9_1/concat" [op=ConcatV2]; "inception_v3/concatenate_1/concat/axis" [op=Const]; "inception_v3/concatenate_1/concat" [op=ConcatV2]; -"inception_v3/activation_93/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_93/fake_quantize/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_93/fake_quantize/AsymmQuant/Abs" [op=Abs]; -"inception_v3/activation_93/fake_quantize/AsymmQuant/add/y" [op=Const]; -"inception_v3/activation_93/fake_quantize/AsymmQuant/add" [op=AddV2]; -"inception_v3/activation_93/fake_quantize/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_93/fake_quantize/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_93/fake_quantize/AsymmQuant/add_1" [op=AddV2]; -"inception_v3/activation_93/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_93/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/Abs/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/Abs" [op=Abs]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/add/y" [op=Const]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/add" [op=AddV2]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/add_1" [op=AddV2]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; "inception_v3/mixed10/concat/axis" [op=Const]; "inception_v3/mixed10/concat" [op=ConcatV2]; "inception_v3/avg_pool/Mean/reduction_indices" [op=Const]; @@ -6165,6 +6155,19 @@ args_0 -> "inception_v3/input_1/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars "inception_v3/conv2d_87/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp" -> "inception_v3/conv2d_87/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; "inception_v3/conv2d_87/SymmQuant/FakeQuantWithMinMaxVarsPerChannel" -> "inception_v3/conv2d_87/Conv2D"; "inception_v3/conv2d_87/Conv2D" -> "inception_v3/batch_normalization_87/FusedBatchNormV3"; +"inception_v3/conv2d_85/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/conv2d_85/SymmQuant/Abs/ReadVariableOp"; +"inception_v3/conv2d_85/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/conv2d_85/SymmQuant/Abs"; +"inception_v3/conv2d_85/SymmQuant/Abs" -> "inception_v3/conv2d_85/SymmQuant/add"; +"inception_v3/conv2d_85/SymmQuant/add/y" -> "inception_v3/conv2d_85/SymmQuant/add"; +"inception_v3/conv2d_85/SymmQuant/add" -> "inception_v3/conv2d_85/SymmQuant/mul"; +"inception_v3/conv2d_85/SymmQuant/add" -> "inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_85/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/conv2d_85/SymmQuant/mul/ReadVariableOp"; +"inception_v3/conv2d_85/SymmQuant/mul/ReadVariableOp" -> "inception_v3/conv2d_85/SymmQuant/mul"; +"inception_v3/conv2d_85/SymmQuant/mul" -> "inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp/resource" -> "inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp"; +"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp" -> "inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; +"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel" -> "inception_v3/conv2d_85/Conv2D"; +"inception_v3/conv2d_85/Conv2D" -> "inception_v3/batch_normalization_85/FusedBatchNormV3"; "inception_v3/conv2d_93/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/conv2d_93/SymmQuant/Abs/ReadVariableOp"; "inception_v3/conv2d_93/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/conv2d_93/SymmQuant/Abs"; "inception_v3/conv2d_93/SymmQuant/Abs" -> "inception_v3/conv2d_93/SymmQuant/add"; @@ -6210,31 +6213,6 @@ args_0 -> "inception_v3/input_1/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars "inception_v3/batch_normalization_87/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_87/FusedBatchNormV3/ReadVariableOp_1"; "inception_v3/batch_normalization_87/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_87/FusedBatchNormV3"; "inception_v3/batch_normalization_87/FusedBatchNormV3" -> "inception_v3/activation_87/Relu"; -"inception_v3/conv2d_85/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/conv2d_85/SymmQuant/Abs/ReadVariableOp"; -"inception_v3/conv2d_85/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/conv2d_85/SymmQuant/Abs"; -"inception_v3/conv2d_85/SymmQuant/Abs" -> "inception_v3/conv2d_85/SymmQuant/add"; -"inception_v3/conv2d_85/SymmQuant/add/y" -> "inception_v3/conv2d_85/SymmQuant/add"; -"inception_v3/conv2d_85/SymmQuant/add" -> "inception_v3/conv2d_85/SymmQuant/mul"; -"inception_v3/conv2d_85/SymmQuant/add" -> "inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; -"inception_v3/conv2d_85/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/conv2d_85/SymmQuant/mul/ReadVariableOp"; -"inception_v3/conv2d_85/SymmQuant/mul/ReadVariableOp" -> "inception_v3/conv2d_85/SymmQuant/mul"; -"inception_v3/conv2d_85/SymmQuant/mul" -> "inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; -"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp/resource" -> "inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp"; -"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel/ReadVariableOp" -> "inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel"; -"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVarsPerChannel" -> "inception_v3/conv2d_85/Conv2D"; -"inception_v3/conv2d_85/Conv2D" -> "inception_v3/batch_normalization_85/FusedBatchNormV3"; -"inception_v3/batch_normalization_93/scale" -> "inception_v3/batch_normalization_93/FusedBatchNormV3"; -"inception_v3/batch_normalization_93/ReadVariableOp/resource" -> "inception_v3/batch_normalization_93/ReadVariableOp"; -"inception_v3/batch_normalization_93/ReadVariableOp" -> "inception_v3/batch_normalization_93/FusedBatchNormV3"; -"inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp/resource" -> "inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp"; -"inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp" -> "inception_v3/batch_normalization_93/FusedBatchNormV3"; -"inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp_1"; -"inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_93/FusedBatchNormV3"; -"inception_v3/batch_normalization_93/FusedBatchNormV3" -> "inception_v3/activation_93/Relu"; -"inception_v3/activation_92/Relu" -> "inception_v3/activation_92/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_91/Relu" -> "inception_v3/activation_91/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_88/Relu" -> "inception_v3/activation_88/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_87/Relu" -> "inception_v3/activation_87/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; "inception_v3/batch_normalization_85/scale" -> "inception_v3/batch_normalization_85/FusedBatchNormV3"; "inception_v3/batch_normalization_85/ReadVariableOp/resource" -> "inception_v3/batch_normalization_85/ReadVariableOp"; "inception_v3/batch_normalization_85/ReadVariableOp" -> "inception_v3/batch_normalization_85/FusedBatchNormV3"; @@ -6243,78 +6221,90 @@ args_0 -> "inception_v3/input_1/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars "inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp_1"; "inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_85/FusedBatchNormV3"; "inception_v3/batch_normalization_85/FusedBatchNormV3" -> "inception_v3/activation_85/Relu"; -"inception_v3/activation_93/Relu" -> "inception_v3/activation_93/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_91/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_91/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; -"inception_v3/activation_91/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_91/fake_quantize/AsymmQuant/Abs"; -"inception_v3/activation_91/fake_quantize/AsymmQuant/Abs" -> "inception_v3/activation_91/fake_quantize/AsymmQuant/add"; -"inception_v3/activation_91/fake_quantize/AsymmQuant/add/y" -> "inception_v3/activation_91/fake_quantize/AsymmQuant/add"; -"inception_v3/activation_91/fake_quantize/AsymmQuant/add" -> "inception_v3/activation_91/fake_quantize/AsymmQuant/add_1"; -"inception_v3/activation_91/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_91/fake_quantize/AsymmQuant/ReadVariableOp"; -"inception_v3/activation_91/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_91/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"inception_v3/activation_91/fake_quantize/AsymmQuant/ReadVariableOp" -> "inception_v3/activation_91/fake_quantize/AsymmQuant/add_1"; -"inception_v3/activation_91/fake_quantize/AsymmQuant/add_1" -> "inception_v3/activation_91/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_91/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_91/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_91/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/concatenate_1/concat"; -"inception_v3/activation_92/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_92/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; -"inception_v3/activation_92/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_92/fake_quantize/AsymmQuant/Abs"; -"inception_v3/activation_92/fake_quantize/AsymmQuant/Abs" -> "inception_v3/activation_92/fake_quantize/AsymmQuant/add"; -"inception_v3/activation_92/fake_quantize/AsymmQuant/add/y" -> "inception_v3/activation_92/fake_quantize/AsymmQuant/add"; -"inception_v3/activation_92/fake_quantize/AsymmQuant/add" -> "inception_v3/activation_92/fake_quantize/AsymmQuant/add_1"; -"inception_v3/activation_92/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_92/fake_quantize/AsymmQuant/ReadVariableOp"; -"inception_v3/activation_92/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_92/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"inception_v3/activation_92/fake_quantize/AsymmQuant/ReadVariableOp" -> "inception_v3/activation_92/fake_quantize/AsymmQuant/add_1"; -"inception_v3/activation_92/fake_quantize/AsymmQuant/add_1" -> "inception_v3/activation_92/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_92/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_92/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_92/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/concatenate_1/concat"; -"inception_v3/activation_87/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; -"inception_v3/activation_87/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/AsymmQuant/Abs"; -"inception_v3/activation_87/fake_quantize/AsymmQuant/Abs" -> "inception_v3/activation_87/fake_quantize/AsymmQuant/add"; -"inception_v3/activation_87/fake_quantize/AsymmQuant/add/y" -> "inception_v3/activation_87/fake_quantize/AsymmQuant/add"; -"inception_v3/activation_87/fake_quantize/AsymmQuant/add" -> "inception_v3/activation_87/fake_quantize/AsymmQuant/add_1"; -"inception_v3/activation_87/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/AsymmQuant/ReadVariableOp"; -"inception_v3/activation_87/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"inception_v3/activation_87/fake_quantize/AsymmQuant/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/AsymmQuant/add_1"; -"inception_v3/activation_87/fake_quantize/AsymmQuant/add_1" -> "inception_v3/activation_87/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_87/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_87/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/mixed9_1/concat"; -"inception_v3/activation_88/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_88/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; -"inception_v3/activation_88/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_88/fake_quantize/AsymmQuant/Abs"; -"inception_v3/activation_88/fake_quantize/AsymmQuant/Abs" -> "inception_v3/activation_88/fake_quantize/AsymmQuant/add"; -"inception_v3/activation_88/fake_quantize/AsymmQuant/add/y" -> "inception_v3/activation_88/fake_quantize/AsymmQuant/add"; -"inception_v3/activation_88/fake_quantize/AsymmQuant/add" -> "inception_v3/activation_88/fake_quantize/AsymmQuant/add_1"; -"inception_v3/activation_88/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_88/fake_quantize/AsymmQuant/ReadVariableOp"; -"inception_v3/activation_88/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_88/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"inception_v3/activation_88/fake_quantize/AsymmQuant/ReadVariableOp" -> "inception_v3/activation_88/fake_quantize/AsymmQuant/add_1"; -"inception_v3/activation_88/fake_quantize/AsymmQuant/add_1" -> "inception_v3/activation_88/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_88/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_88/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_88/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/mixed9_1/concat"; -"inception_v3/activation_85/Relu" -> "inception_v3/activation_85/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_85/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_85/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; -"inception_v3/activation_85/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_85/fake_quantize/AsymmQuant/Abs"; -"inception_v3/activation_85/fake_quantize/AsymmQuant/Abs" -> "inception_v3/activation_85/fake_quantize/AsymmQuant/add"; -"inception_v3/activation_85/fake_quantize/AsymmQuant/add/y" -> "inception_v3/activation_85/fake_quantize/AsymmQuant/add"; -"inception_v3/activation_85/fake_quantize/AsymmQuant/add" -> "inception_v3/activation_85/fake_quantize/AsymmQuant/add_1"; -"inception_v3/activation_85/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_85/fake_quantize/AsymmQuant/ReadVariableOp"; -"inception_v3/activation_85/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_85/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"inception_v3/activation_85/fake_quantize/AsymmQuant/ReadVariableOp" -> "inception_v3/activation_85/fake_quantize/AsymmQuant/add_1"; -"inception_v3/activation_85/fake_quantize/AsymmQuant/add_1" -> "inception_v3/activation_85/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_85/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_85/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_85/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/mixed10/concat"; +"inception_v3/batch_normalization_93/scale" -> "inception_v3/batch_normalization_93/FusedBatchNormV3"; +"inception_v3/batch_normalization_93/ReadVariableOp/resource" -> "inception_v3/batch_normalization_93/ReadVariableOp"; +"inception_v3/batch_normalization_93/ReadVariableOp" -> "inception_v3/batch_normalization_93/FusedBatchNormV3"; +"inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp/resource" -> "inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp"; +"inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp" -> "inception_v3/batch_normalization_93/FusedBatchNormV3"; +"inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp_1"; +"inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_93/FusedBatchNormV3"; +"inception_v3/batch_normalization_93/FusedBatchNormV3" -> "inception_v3/activation_93/Relu"; +"inception_v3/activation_92/Relu" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars"; +"inception_v3/activation_91/Relu" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"inception_v3/activation_88/Relu" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/Relu" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars"; +"inception_v3/activation_85/Relu" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/Abs/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/Abs/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/Abs/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/Abs/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/Abs/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/Abs"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/Abs" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/add/y" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/add" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/add_1"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/add_1"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/add_1" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/mixed10/concat"; +"inception_v3/activation_93/Relu" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/Abs/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/Abs"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/Abs" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/add/y" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/add" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/add_1"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/add_1"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/add_1" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars" -> "inception_v3/concatenate_1/concat"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/Abs/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/Abs"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/Abs" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/add/y" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/add" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/add_1"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/add_1"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/add_1" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars" -> "inception_v3/concatenate_1/concat"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/Abs/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/Abs"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/Abs" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/add/y" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/add" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/add_1"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/add_1"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/add_1" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars" -> "inception_v3/mixed9_1/concat"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/Abs/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/Abs"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/Abs" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/add/y" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/add" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/add_1"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/add_1"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/add_1" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars" -> "inception_v3/mixed9_1/concat"; "inception_v3/mixed9_1/concat/axis" -> "inception_v3/mixed9_1/concat"; "inception_v3/mixed9_1/concat" -> "inception_v3/mixed10/concat"; "inception_v3/concatenate_1/concat/axis" -> "inception_v3/concatenate_1/concat"; "inception_v3/concatenate_1/concat" -> "inception_v3/mixed10/concat"; -"inception_v3/activation_93/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_93/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; -"inception_v3/activation_93/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_93/fake_quantize/AsymmQuant/Abs"; -"inception_v3/activation_93/fake_quantize/AsymmQuant/Abs" -> "inception_v3/activation_93/fake_quantize/AsymmQuant/add"; -"inception_v3/activation_93/fake_quantize/AsymmQuant/add/y" -> "inception_v3/activation_93/fake_quantize/AsymmQuant/add"; -"inception_v3/activation_93/fake_quantize/AsymmQuant/add" -> "inception_v3/activation_93/fake_quantize/AsymmQuant/add_1"; -"inception_v3/activation_93/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_93/fake_quantize/AsymmQuant/ReadVariableOp"; -"inception_v3/activation_93/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "inception_v3/activation_93/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"inception_v3/activation_93/fake_quantize/AsymmQuant/ReadVariableOp" -> "inception_v3/activation_93/fake_quantize/AsymmQuant/add_1"; -"inception_v3/activation_93/fake_quantize/AsymmQuant/add_1" -> "inception_v3/activation_93/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_93/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_93/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_93/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/mixed10/concat"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/Abs/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/Abs"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/Abs" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/add/y" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/add" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/add_1"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/add_1"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/add_1" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/AsymmQuant_5/FakeQuantWithMinMaxVars" -> "inception_v3/mixed10/concat"; "inception_v3/mixed10/concat/axis" -> "inception_v3/mixed10/concat"; "inception_v3/mixed10/concat" -> "inception_v3/avg_pool/Mean"; "inception_v3/avg_pool/Mean/reduction_indices" -> "inception_v3/avg_pool/Mean"; diff --git a/tests/tensorflow/data/reference_graphs/2.8/quantized/w_sym_ch_a_asym_t/mask_rcnn.dot b/tests/tensorflow/data/reference_graphs/2.8/quantized/w_sym_ch_a_asym_t/mask_rcnn.dot index ae44e57b36f..d26476c36f2 100644 --- a/tests/tensorflow/data/reference_graphs/2.8/quantized/w_sym_ch_a_asym_t/mask_rcnn.dot +++ b/tests/tensorflow/data/reference_graphs/2.8/quantized/w_sym_ch_a_asym_t/mask_rcnn.dot @@ -2205,56 +2205,48 @@ args_0_1 [op=Placeholder]; "maskrcnn/p2-bn/FusedBatchNormV3/ReadVariableOp_1/resource" [op=Placeholder]; "maskrcnn/p2-bn/FusedBatchNormV3/ReadVariableOp_1" [op=ReadVariableOp]; "maskrcnn/p2-bn/FusedBatchNormV3" [op=FusedBatchNormV3]; -"maskrcnn/p6-bn/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/p6-bn/fake_quantize/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/p6-bn/fake_quantize/AsymmQuant/Abs" [op=Abs]; -"maskrcnn/p6-bn/fake_quantize/AsymmQuant/add/y" [op=Const]; -"maskrcnn/p6-bn/fake_quantize/AsymmQuant/add" [op=AddV2]; -"maskrcnn/p6-bn/fake_quantize/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/p6-bn/fake_quantize/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/p6-bn/fake_quantize/AsymmQuant/add_1" [op=AddV2]; -"maskrcnn/p6-bn/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/p6-bn/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/p5-bn/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/p5-bn/fake_quantize/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/p5-bn/fake_quantize/AsymmQuant/Abs" [op=Abs]; -"maskrcnn/p5-bn/fake_quantize/AsymmQuant/add/y" [op=Const]; -"maskrcnn/p5-bn/fake_quantize/AsymmQuant/add" [op=AddV2]; -"maskrcnn/p5-bn/fake_quantize/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/p5-bn/fake_quantize/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/p5-bn/fake_quantize/AsymmQuant/add_1" [op=AddV2]; -"maskrcnn/p5-bn/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/p5-bn/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/p4-bn/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/p4-bn/fake_quantize/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/p4-bn/fake_quantize/AsymmQuant/Abs" [op=Abs]; -"maskrcnn/p4-bn/fake_quantize/AsymmQuant/add/y" [op=Const]; -"maskrcnn/p4-bn/fake_quantize/AsymmQuant/add" [op=AddV2]; -"maskrcnn/p4-bn/fake_quantize/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/p4-bn/fake_quantize/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/p4-bn/fake_quantize/AsymmQuant/add_1" [op=AddV2]; -"maskrcnn/p4-bn/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/p4-bn/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/p3-bn/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/p3-bn/fake_quantize/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/p3-bn/fake_quantize/AsymmQuant/Abs" [op=Abs]; -"maskrcnn/p3-bn/fake_quantize/AsymmQuant/add/y" [op=Const]; -"maskrcnn/p3-bn/fake_quantize/AsymmQuant/add" [op=AddV2]; -"maskrcnn/p3-bn/fake_quantize/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/p3-bn/fake_quantize/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/p3-bn/fake_quantize/AsymmQuant/add_1" [op=AddV2]; -"maskrcnn/p3-bn/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/p3-bn/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/p2-bn/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/p2-bn/fake_quantize/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/p2-bn/fake_quantize/AsymmQuant/Abs" [op=Abs]; -"maskrcnn/p2-bn/fake_quantize/AsymmQuant/add/y" [op=Const]; -"maskrcnn/p2-bn/fake_quantize/AsymmQuant/add" [op=AddV2]; -"maskrcnn/p2-bn/fake_quantize/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/p2-bn/fake_quantize/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/p2-bn/fake_quantize/AsymmQuant/add_1" [op=AddV2]; -"maskrcnn/p2-bn/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/p2-bn/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant/Abs" [op=Abs]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant/add/y" [op=Const]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant/add" [op=AddV2]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant/add_1" [op=AddV2]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_1/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_1/Abs" [op=Abs]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_1/add/y" [op=Const]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_1/add" [op=AddV2]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_1/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_1/add_1" [op=AddV2]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_2/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_2/Abs" [op=Abs]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_2/add/y" [op=Const]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_2/add" [op=AddV2]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_2/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_2/add_1" [op=AddV2]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_3/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_3/Abs" [op=Abs]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_3/add/y" [op=Const]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_3/add" [op=AddV2]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_3/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_3/add_1" [op=AddV2]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_4/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_4/Abs" [op=Abs]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_4/add/y" [op=Const]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_4/add" [op=AddV2]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_4/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_4/add_1" [op=AddV2]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; "maskrcnn/rpn/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; "maskrcnn/rpn/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; "maskrcnn/rpn/SymmQuant/Abs" [op=Abs]; @@ -3194,106 +3186,96 @@ args_0_1 [op=Placeholder]; "maskrcnn/tf.math.subtract/Sub" [op=Sub]; "maskrcnn/tf.expand_dims/ExpandDims/dim" [op=Const]; "maskrcnn/tf.expand_dims/ExpandDims" [op=ExpandDims]; -"maskrcnn/tf.math.subtract_32/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_32/fake_quantize/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_32/fake_quantize/AsymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.math.subtract_32/fake_quantize/AsymmQuant/add/y" [op=Const]; -"maskrcnn/tf.math.subtract_32/fake_quantize/AsymmQuant/add" [op=AddV2]; -"maskrcnn/tf.math.subtract_32/fake_quantize/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_32/fake_quantize/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_32/fake_quantize/AsymmQuant/add_1" [op=AddV2]; -"maskrcnn/tf.math.subtract_32/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_32/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/tf.math.subtract_33/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_33/fake_quantize/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_33/fake_quantize/AsymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.math.subtract_33/fake_quantize/AsymmQuant/add/y" [op=Const]; -"maskrcnn/tf.math.subtract_33/fake_quantize/AsymmQuant/add" [op=AddV2]; -"maskrcnn/tf.math.subtract_33/fake_quantize/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_33/fake_quantize/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_33/fake_quantize/AsymmQuant/add_1" [op=AddV2]; -"maskrcnn/tf.math.subtract_33/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_33/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/tf.math.subtract_24/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_24/fake_quantize/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_24/fake_quantize/AsymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.math.subtract_24/fake_quantize/AsymmQuant/add/y" [op=Const]; -"maskrcnn/tf.math.subtract_24/fake_quantize/AsymmQuant/add" [op=AddV2]; -"maskrcnn/tf.math.subtract_24/fake_quantize/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_24/fake_quantize/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_24/fake_quantize/AsymmQuant/add_1" [op=AddV2]; -"maskrcnn/tf.math.subtract_24/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_24/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/tf.math.subtract_25/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_25/fake_quantize/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_25/fake_quantize/AsymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.math.subtract_25/fake_quantize/AsymmQuant/add/y" [op=Const]; -"maskrcnn/tf.math.subtract_25/fake_quantize/AsymmQuant/add" [op=AddV2]; -"maskrcnn/tf.math.subtract_25/fake_quantize/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_25/fake_quantize/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_25/fake_quantize/AsymmQuant/add_1" [op=AddV2]; -"maskrcnn/tf.math.subtract_25/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_25/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/tf.math.subtract_16/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_16/fake_quantize/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_16/fake_quantize/AsymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.math.subtract_16/fake_quantize/AsymmQuant/add/y" [op=Const]; -"maskrcnn/tf.math.subtract_16/fake_quantize/AsymmQuant/add" [op=AddV2]; -"maskrcnn/tf.math.subtract_16/fake_quantize/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_16/fake_quantize/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_16/fake_quantize/AsymmQuant/add_1" [op=AddV2]; -"maskrcnn/tf.math.subtract_16/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_16/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/tf.math.subtract_17/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_17/fake_quantize/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_17/fake_quantize/AsymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.math.subtract_17/fake_quantize/AsymmQuant/add/y" [op=Const]; -"maskrcnn/tf.math.subtract_17/fake_quantize/AsymmQuant/add" [op=AddV2]; -"maskrcnn/tf.math.subtract_17/fake_quantize/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_17/fake_quantize/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_17/fake_quantize/AsymmQuant/add_1" [op=AddV2]; -"maskrcnn/tf.math.subtract_17/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_17/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/tf.math.subtract_8/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_8/fake_quantize/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_8/fake_quantize/AsymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.math.subtract_8/fake_quantize/AsymmQuant/add/y" [op=Const]; -"maskrcnn/tf.math.subtract_8/fake_quantize/AsymmQuant/add" [op=AddV2]; -"maskrcnn/tf.math.subtract_8/fake_quantize/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_8/fake_quantize/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_8/fake_quantize/AsymmQuant/add_1" [op=AddV2]; -"maskrcnn/tf.math.subtract_8/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_8/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/tf.math.subtract_9/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_9/fake_quantize/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_9/fake_quantize/AsymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.math.subtract_9/fake_quantize/AsymmQuant/add/y" [op=Const]; -"maskrcnn/tf.math.subtract_9/fake_quantize/AsymmQuant/add" [op=AddV2]; -"maskrcnn/tf.math.subtract_9/fake_quantize/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_9/fake_quantize/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_9/fake_quantize/AsymmQuant/add_1" [op=AddV2]; -"maskrcnn/tf.math.subtract_9/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_9/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/tf.math.subtract/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract/fake_quantize/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract/fake_quantize/AsymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.math.subtract/fake_quantize/AsymmQuant/add/y" [op=Const]; -"maskrcnn/tf.math.subtract/fake_quantize/AsymmQuant/add" [op=AddV2]; -"maskrcnn/tf.math.subtract/fake_quantize/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; 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[op=Placeholder]; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant/add_1" [op=AddV2]; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_1/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_1/Abs" [op=Abs]; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_1/add/y" [op=Const]; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_1/add" [op=AddV2]; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_1/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_1/add_1" [op=AddV2]; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant/Abs" [op=Abs]; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant/add/y" [op=Const]; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant/add" [op=AddV2]; 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+"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_1/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_1/add_1" [op=AddV2]; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; "maskrcnn/tf.__operators__.add_38/AddV2" [op=AddV2]; "maskrcnn/tf.__operators__.add_37/AddV2" [op=AddV2]; "maskrcnn/tf.__operators__.add_34/AddV2" [op=AddV2]; @@ -3509,26 +3491,22 @@ args_0_1 [op=Placeholder]; "maskrcnn/tf.math.subtract_39/fake_quantize/AsymmQuant/add_1" [op=AddV2]; "maskrcnn/tf.math.subtract_39/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; "maskrcnn/tf.math.subtract_39/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; 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[op=Placeholder]; -"maskrcnn/tf.math.subtract_35/fake_quantize/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_35/fake_quantize/AsymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.math.subtract_35/fake_quantize/AsymmQuant/add/y" [op=Const]; -"maskrcnn/tf.math.subtract_35/fake_quantize/AsymmQuant/add" [op=AddV2]; -"maskrcnn/tf.math.subtract_35/fake_quantize/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_35/fake_quantize/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_35/fake_quantize/AsymmQuant/add_1" [op=AddV2]; -"maskrcnn/tf.math.subtract_35/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_35/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_2/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_2/Abs" [op=Abs]; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_2/add/y" [op=Const]; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_2/add" [op=AddV2]; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_2/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_2/add_1" [op=AddV2]; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_3/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_3/Abs" [op=Abs]; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_3/add/y" [op=Const]; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_3/add" [op=AddV2]; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_3/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_3/add_1" [op=AddV2]; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; "maskrcnn/tf.math.subtract_28/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; "maskrcnn/tf.math.subtract_28/fake_quantize/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; "maskrcnn/tf.math.subtract_28/fake_quantize/AsymmQuant/Abs" [op=Abs]; @@ -3569,26 +3547,22 @@ args_0_1 [op=Placeholder]; "maskrcnn/tf.math.subtract_31/fake_quantize/AsymmQuant/add_1" [op=AddV2]; "maskrcnn/tf.math.subtract_31/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; "maskrcnn/tf.math.subtract_31/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/tf.math.subtract_26/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_26/fake_quantize/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_26/fake_quantize/AsymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.math.subtract_26/fake_quantize/AsymmQuant/add/y" [op=Const]; -"maskrcnn/tf.math.subtract_26/fake_quantize/AsymmQuant/add" [op=AddV2]; -"maskrcnn/tf.math.subtract_26/fake_quantize/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_26/fake_quantize/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_26/fake_quantize/AsymmQuant/add_1" [op=AddV2]; 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-"maskrcnn/tf.math.subtract_27/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_27/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_2/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_2/Abs" [op=Abs]; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_2/add/y" [op=Const]; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_2/add" [op=AddV2]; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_2/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_2/add_1" [op=AddV2]; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_3/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_3/Abs" [op=Abs]; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_3/add/y" [op=Const]; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_3/add" [op=AddV2]; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_3/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_3/add_1" [op=AddV2]; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; "maskrcnn/tf.math.subtract_20/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; "maskrcnn/tf.math.subtract_20/fake_quantize/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; "maskrcnn/tf.math.subtract_20/fake_quantize/AsymmQuant/Abs" [op=Abs]; @@ -3629,26 +3603,22 @@ args_0_1 [op=Placeholder]; "maskrcnn/tf.math.subtract_23/fake_quantize/AsymmQuant/add_1" [op=AddV2]; "maskrcnn/tf.math.subtract_23/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; "maskrcnn/tf.math.subtract_23/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/tf.math.subtract_18/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_18/fake_quantize/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_18/fake_quantize/AsymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.math.subtract_18/fake_quantize/AsymmQuant/add/y" [op=Const]; -"maskrcnn/tf.math.subtract_18/fake_quantize/AsymmQuant/add" [op=AddV2]; -"maskrcnn/tf.math.subtract_18/fake_quantize/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_18/fake_quantize/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_18/fake_quantize/AsymmQuant/add_1" [op=AddV2]; -"maskrcnn/tf.math.subtract_18/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_18/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/tf.math.subtract_19/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_19/fake_quantize/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_19/fake_quantize/AsymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.math.subtract_19/fake_quantize/AsymmQuant/add/y" [op=Const]; -"maskrcnn/tf.math.subtract_19/fake_quantize/AsymmQuant/add" [op=AddV2]; -"maskrcnn/tf.math.subtract_19/fake_quantize/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_19/fake_quantize/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_19/fake_quantize/AsymmQuant/add_1" [op=AddV2]; -"maskrcnn/tf.math.subtract_19/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_19/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_2/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_2/Abs" [op=Abs]; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_2/add/y" [op=Const]; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_2/add" [op=AddV2]; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_2/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_2/add_1" [op=AddV2]; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_3/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_3/Abs" [op=Abs]; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_3/add/y" [op=Const]; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_3/add" [op=AddV2]; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_3/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_3/add_1" [op=AddV2]; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; "maskrcnn/tf.math.subtract_12/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; "maskrcnn/tf.math.subtract_12/fake_quantize/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; "maskrcnn/tf.math.subtract_12/fake_quantize/AsymmQuant/Abs" [op=Abs]; @@ -3689,26 +3659,22 @@ args_0_1 [op=Placeholder]; "maskrcnn/tf.math.subtract_15/fake_quantize/AsymmQuant/add_1" [op=AddV2]; "maskrcnn/tf.math.subtract_15/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; "maskrcnn/tf.math.subtract_15/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/tf.math.subtract_10/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_10/fake_quantize/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_10/fake_quantize/AsymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.math.subtract_10/fake_quantize/AsymmQuant/add/y" [op=Const]; -"maskrcnn/tf.math.subtract_10/fake_quantize/AsymmQuant/add" [op=AddV2]; -"maskrcnn/tf.math.subtract_10/fake_quantize/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_10/fake_quantize/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_10/fake_quantize/AsymmQuant/add_1" [op=AddV2]; -"maskrcnn/tf.math.subtract_10/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_10/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/tf.math.subtract_11/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_11/fake_quantize/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_11/fake_quantize/AsymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.math.subtract_11/fake_quantize/AsymmQuant/add/y" [op=Const]; -"maskrcnn/tf.math.subtract_11/fake_quantize/AsymmQuant/add" [op=AddV2]; -"maskrcnn/tf.math.subtract_11/fake_quantize/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_11/fake_quantize/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_11/fake_quantize/AsymmQuant/add_1" [op=AddV2]; -"maskrcnn/tf.math.subtract_11/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_11/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_2/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_2/Abs" [op=Abs]; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_2/add/y" [op=Const]; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_2/add" [op=AddV2]; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_2/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_2/add_1" [op=AddV2]; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_3/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_3/Abs" [op=Abs]; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_3/add/y" [op=Const]; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_3/add" [op=AddV2]; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_3/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_3/add_1" [op=AddV2]; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; "maskrcnn/tf.math.subtract_4/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; "maskrcnn/tf.math.subtract_4/fake_quantize/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; "maskrcnn/tf.math.subtract_4/fake_quantize/AsymmQuant/Abs" [op=Abs]; @@ -3749,26 +3715,22 @@ args_0_1 [op=Placeholder]; "maskrcnn/tf.math.subtract_7/fake_quantize/AsymmQuant/add_1" [op=AddV2]; "maskrcnn/tf.math.subtract_7/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; "maskrcnn/tf.math.subtract_7/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/tf.math.subtract_2/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_2/fake_quantize/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_2/fake_quantize/AsymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.math.subtract_2/fake_quantize/AsymmQuant/add/y" [op=Const]; -"maskrcnn/tf.math.subtract_2/fake_quantize/AsymmQuant/add" [op=AddV2]; -"maskrcnn/tf.math.subtract_2/fake_quantize/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_2/fake_quantize/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_2/fake_quantize/AsymmQuant/add_1" [op=AddV2]; -"maskrcnn/tf.math.subtract_2/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_2/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/tf.math.subtract_3/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_3/fake_quantize/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_3/fake_quantize/AsymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.math.subtract_3/fake_quantize/AsymmQuant/add/y" [op=Const]; -"maskrcnn/tf.math.subtract_3/fake_quantize/AsymmQuant/add" [op=AddV2]; -"maskrcnn/tf.math.subtract_3/fake_quantize/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_3/fake_quantize/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_3/fake_quantize/AsymmQuant/add_1" [op=AddV2]; -"maskrcnn/tf.math.subtract_3/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_3/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_2/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_2/Abs" [op=Abs]; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_2/add/y" [op=Const]; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_2/add" [op=AddV2]; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_2/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_2/add_1" [op=AddV2]; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_3/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_3/Abs" [op=Abs]; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_3/add/y" [op=Const]; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_3/add" [op=AddV2]; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_3/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_3/add_1" [op=AddV2]; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; "maskrcnn/tf.concat_4/concat/axis" [op=Const]; "maskrcnn/tf.concat_4/concat" [op=ConcatV2]; "maskrcnn/tf.stack_4/stack" [op=Pack]; @@ -3990,56 +3952,48 @@ args_0_1 [op=Placeholder]; "maskrcnn/tf.ones/ones/Const" [op=Const]; "maskrcnn/tf.ones/ones" [op=Fill]; "maskrcnn/tf.math.multiply_30/Mul" [op=Mul]; -"maskrcnn/tf.concat_5/fake_quantize_I0/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.concat_5/fake_quantize_I0/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.concat_5/fake_quantize_I0/AsymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.concat_5/fake_quantize_I0/AsymmQuant/add/y" [op=Const]; -"maskrcnn/tf.concat_5/fake_quantize_I0/AsymmQuant/add" [op=AddV2]; -"maskrcnn/tf.concat_5/fake_quantize_I0/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.concat_5/fake_quantize_I0/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.concat_5/fake_quantize_I0/AsymmQuant/add_1" [op=AddV2]; -"maskrcnn/tf.concat_5/fake_quantize_I0/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.concat_5/fake_quantize_I0/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/tf.concat_5/fake_quantize_I1/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.concat_5/fake_quantize_I1/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.concat_5/fake_quantize_I1/AsymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.concat_5/fake_quantize_I1/AsymmQuant/add/y" [op=Const]; -"maskrcnn/tf.concat_5/fake_quantize_I1/AsymmQuant/add" [op=AddV2]; -"maskrcnn/tf.concat_5/fake_quantize_I1/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.concat_5/fake_quantize_I1/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.concat_5/fake_quantize_I1/AsymmQuant/add_1" [op=AddV2]; -"maskrcnn/tf.concat_5/fake_quantize_I1/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.concat_5/fake_quantize_I1/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/tf.concat_5/fake_quantize_I2/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.concat_5/fake_quantize_I2/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.concat_5/fake_quantize_I2/AsymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.concat_5/fake_quantize_I2/AsymmQuant/add/y" [op=Const]; -"maskrcnn/tf.concat_5/fake_quantize_I2/AsymmQuant/add" [op=AddV2]; -"maskrcnn/tf.concat_5/fake_quantize_I2/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.concat_5/fake_quantize_I2/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.concat_5/fake_quantize_I2/AsymmQuant/add_1" [op=AddV2]; -"maskrcnn/tf.concat_5/fake_quantize_I2/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.concat_5/fake_quantize_I2/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/tf.concat_5/fake_quantize_I3/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.concat_5/fake_quantize_I3/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.concat_5/fake_quantize_I3/AsymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.concat_5/fake_quantize_I3/AsymmQuant/add/y" [op=Const]; -"maskrcnn/tf.concat_5/fake_quantize_I3/AsymmQuant/add" [op=AddV2]; -"maskrcnn/tf.concat_5/fake_quantize_I3/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.concat_5/fake_quantize_I3/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.concat_5/fake_quantize_I3/AsymmQuant/add_1" [op=AddV2]; -"maskrcnn/tf.concat_5/fake_quantize_I3/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.concat_5/fake_quantize_I3/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/tf.concat_5/fake_quantize_I4/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.concat_5/fake_quantize_I4/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.concat_5/fake_quantize_I4/AsymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.concat_5/fake_quantize_I4/AsymmQuant/add/y" [op=Const]; -"maskrcnn/tf.concat_5/fake_quantize_I4/AsymmQuant/add" [op=AddV2]; -"maskrcnn/tf.concat_5/fake_quantize_I4/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.concat_5/fake_quantize_I4/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.concat_5/fake_quantize_I4/AsymmQuant/add_1" [op=AddV2]; -"maskrcnn/tf.concat_5/fake_quantize_I4/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.concat_5/fake_quantize_I4/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant/Abs" [op=Abs]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant/add/y" [op=Const]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant/add" [op=AddV2]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant/add_1" [op=AddV2]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_1/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_1/Abs" [op=Abs]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_1/add/y" [op=Const]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_1/add" [op=AddV2]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_1/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_1/add_1" [op=AddV2]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_2/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_2/Abs" [op=Abs]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_2/add/y" [op=Const]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_2/add" [op=AddV2]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_2/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_2/add_1" [op=AddV2]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_3/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_3/Abs" [op=Abs]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_3/add/y" [op=Const]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_3/add" [op=AddV2]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_3/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_3/add_1" [op=AddV2]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_4/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_4/Abs" [op=Abs]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_4/add/y" [op=Const]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_4/add" [op=AddV2]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_4/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_4/add_1" [op=AddV2]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; "maskrcnn/tf.concat_5/concat/axis" [op=Const]; "maskrcnn/tf.concat_5/concat" [op=ConcatV2]; "maskrcnn/tf.stack_5/stack" [op=Pack]; @@ -4164,36 +4118,32 @@ args_0_1 [op=Placeholder]; "maskrcnn/tf.math.truediv_1/truediv" [op=RealDiv]; "maskrcnn/tf.math.subtract_42/Sub/y" [op=Const]; "maskrcnn/tf.math.subtract_42/Sub" [op=Sub]; -"maskrcnn/tf.math.truediv_2/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.truediv_2/fake_quantize/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.truediv_2/fake_quantize/AsymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.math.truediv_2/fake_quantize/AsymmQuant/add/y" [op=Const]; -"maskrcnn/tf.math.truediv_2/fake_quantize/AsymmQuant/add" [op=AddV2]; -"maskrcnn/tf.math.truediv_2/fake_quantize/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.truediv_2/fake_quantize/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.truediv_2/fake_quantize/AsymmQuant/add_1" [op=AddV2]; -"maskrcnn/tf.math.truediv_2/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.truediv_2/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/tf.math.truediv_3/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.truediv_3/fake_quantize/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.truediv_3/fake_quantize/AsymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.math.truediv_3/fake_quantize/AsymmQuant/add/y" [op=Const]; -"maskrcnn/tf.math.truediv_3/fake_quantize/AsymmQuant/add" [op=AddV2]; -"maskrcnn/tf.math.truediv_3/fake_quantize/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.truediv_3/fake_quantize/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.truediv_3/fake_quantize/AsymmQuant/add_1" [op=AddV2]; -"maskrcnn/tf.math.truediv_3/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.truediv_3/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/tf.math.truediv_1/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.truediv_1/fake_quantize/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.truediv_1/fake_quantize/AsymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.math.truediv_1/fake_quantize/AsymmQuant/add/y" [op=Const]; -"maskrcnn/tf.math.truediv_1/fake_quantize/AsymmQuant/add" [op=AddV2]; -"maskrcnn/tf.math.truediv_1/fake_quantize/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.truediv_1/fake_quantize/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.truediv_1/fake_quantize/AsymmQuant/add_1" [op=AddV2]; -"maskrcnn/tf.math.truediv_1/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.truediv_1/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant/Abs" [op=Abs]; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant/add/y" [op=Const]; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant/add" [op=AddV2]; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant/add_1" [op=AddV2]; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant_1/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant_1/Abs" [op=Abs]; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant_1/add/y" [op=Const]; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant_1/add" [op=AddV2]; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant_1/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant_1/add_1" [op=AddV2]; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant_2/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant_2/Abs" [op=Abs]; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant_2/add/y" [op=Const]; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant_2/add" [op=AddV2]; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant_2/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant_2/add_1" [op=AddV2]; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; "maskrcnn/tf.cast_23/Cast" [op=Cast]; "maskrcnn/tf.__operators__.getitem_27/strided_slice/stack" [op=Const]; "maskrcnn/tf.__operators__.getitem_27/strided_slice/stack_1" [op=Const]; @@ -4594,26 +4544,24 @@ args_0_1 [op=Placeholder]; "maskrcnn/tf.math.truediv_8/truediv" [op=RealDiv]; "maskrcnn/tf.math.truediv_6/truediv/y" [op=Const]; "maskrcnn/tf.math.truediv_6/truediv" [op=RealDiv]; -"maskrcnn/tf.math.subtract_44/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_44/fake_quantize/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_44/fake_quantize/AsymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.math.subtract_44/fake_quantize/AsymmQuant/add/y" [op=Const]; -"maskrcnn/tf.math.subtract_44/fake_quantize/AsymmQuant/add" [op=AddV2]; -"maskrcnn/tf.math.subtract_44/fake_quantize/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_44/fake_quantize/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_44/fake_quantize/AsymmQuant/add_1" [op=AddV2]; -"maskrcnn/tf.math.subtract_44/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_44/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/tf.math.subtract_43/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_43/fake_quantize/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_43/fake_quantize/AsymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.math.subtract_43/fake_quantize/AsymmQuant/add/y" [op=Const]; -"maskrcnn/tf.math.subtract_43/fake_quantize/AsymmQuant/add" [op=AddV2]; -"maskrcnn/tf.math.subtract_43/fake_quantize/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_43/fake_quantize/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_43/fake_quantize/AsymmQuant/add_1" [op=AddV2]; -"maskrcnn/tf.math.subtract_43/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_43/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/AsymmQuant/Abs" [op=Abs]; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/AsymmQuant/add/y" [op=Const]; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/AsymmQuant/add" [op=AddV2]; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/AsymmQuant/add_1" [op=AddV2]; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/AsymmQuant_1/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/AsymmQuant_1/Abs" [op=Abs]; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/AsymmQuant_1/add/y" [op=Const]; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/AsymmQuant_1/add" [op=AddV2]; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/AsymmQuant_1/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/AsymmQuant_1/add_1" [op=AddV2]; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; "maskrcnn/tf.__operators__.add_41/AddV2" [op=AddV2]; "maskrcnn/tf.__operators__.add_43/AddV2" [op=AddV2]; "maskrcnn/tf.__operators__.add_45/AddV2" [op=AddV2]; @@ -5485,26 +5433,24 @@ args_0_1 [op=Placeholder]; "maskrcnn/tf.__operators__.getitem_60/strided_slice/stack_1" [op=Const]; "maskrcnn/tf.__operators__.getitem_60/strided_slice/stack_2" [op=Const]; "maskrcnn/tf.__operators__.getitem_60/strided_slice" [op=StridedSlice]; -"maskrcnn/tf.math.subtract_53/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_53/fake_quantize/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_53/fake_quantize/AsymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.math.subtract_53/fake_quantize/AsymmQuant/add/y" [op=Const]; -"maskrcnn/tf.math.subtract_53/fake_quantize/AsymmQuant/add" [op=AddV2]; -"maskrcnn/tf.math.subtract_53/fake_quantize/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_53/fake_quantize/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_53/fake_quantize/AsymmQuant/add_1" [op=AddV2]; -"maskrcnn/tf.math.subtract_53/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_53/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/tf.math.subtract_54/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_54/fake_quantize/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_54/fake_quantize/AsymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.math.subtract_54/fake_quantize/AsymmQuant/add/y" [op=Const]; -"maskrcnn/tf.math.subtract_54/fake_quantize/AsymmQuant/add" [op=AddV2]; -"maskrcnn/tf.math.subtract_54/fake_quantize/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_54/fake_quantize/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_54/fake_quantize/AsymmQuant/add_1" [op=AddV2]; -"maskrcnn/tf.math.subtract_54/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_54/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant/Abs" [op=Abs]; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant/add/y" [op=Const]; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant/add" [op=AddV2]; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant/add_1" [op=AddV2]; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_1/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_1/Abs" [op=Abs]; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_1/add/y" [op=Const]; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_1/add" [op=AddV2]; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_1/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_1/add_1" [op=AddV2]; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; "maskrcnn/tf.__operators__.add_66/AddV2" [op=AddV2]; "maskrcnn/tf.__operators__.add_65/AddV2" [op=AddV2]; "maskrcnn/tf.unstack_5/unstack" [op=Unpack]; @@ -5580,26 +5526,22 @@ args_0_1 [op=Placeholder]; "maskrcnn/tf.math.subtract_60/fake_quantize/AsymmQuant/add_1" [op=AddV2]; "maskrcnn/tf.math.subtract_60/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; "maskrcnn/tf.math.subtract_60/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/tf.math.subtract_55/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_55/fake_quantize/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_55/fake_quantize/AsymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.math.subtract_55/fake_quantize/AsymmQuant/add/y" [op=Const]; -"maskrcnn/tf.math.subtract_55/fake_quantize/AsymmQuant/add" [op=AddV2]; -"maskrcnn/tf.math.subtract_55/fake_quantize/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_55/fake_quantize/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_55/fake_quantize/AsymmQuant/add_1" [op=AddV2]; -"maskrcnn/tf.math.subtract_55/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_55/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/tf.math.subtract_56/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_56/fake_quantize/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_56/fake_quantize/AsymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.math.subtract_56/fake_quantize/AsymmQuant/add/y" [op=Const]; -"maskrcnn/tf.math.subtract_56/fake_quantize/AsymmQuant/add" [op=AddV2]; -"maskrcnn/tf.math.subtract_56/fake_quantize/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_56/fake_quantize/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_56/fake_quantize/AsymmQuant/add_1" [op=AddV2]; -"maskrcnn/tf.math.subtract_56/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_56/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_2/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_2/Abs" [op=Abs]; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_2/add/y" [op=Const]; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_2/add" [op=AddV2]; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_2/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_2/add_1" [op=AddV2]; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_3/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_3/Abs" [op=Abs]; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_3/add/y" [op=Const]; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_3/add" [op=AddV2]; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_3/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_3/add_1" [op=AddV2]; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; "maskrcnn/tf.concat_13/concat/axis" [op=Const]; "maskrcnn/tf.concat_13/concat" [op=ConcatV2]; "maskrcnn/tf.stack_15/stack" [op=Pack]; @@ -5792,36 +5734,32 @@ args_0_1 [op=Placeholder]; "maskrcnn/tf.math.truediv_26/truediv" [op=RealDiv]; "maskrcnn/tf.math.subtract_64/Sub/y" [op=Const]; "maskrcnn/tf.math.subtract_64/Sub" [op=Sub]; -"maskrcnn/tf.math.truediv_27/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.truediv_27/fake_quantize/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.truediv_27/fake_quantize/AsymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.math.truediv_27/fake_quantize/AsymmQuant/add/y" [op=Const]; -"maskrcnn/tf.math.truediv_27/fake_quantize/AsymmQuant/add" [op=AddV2]; -"maskrcnn/tf.math.truediv_27/fake_quantize/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.truediv_27/fake_quantize/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.truediv_27/fake_quantize/AsymmQuant/add_1" [op=AddV2]; -"maskrcnn/tf.math.truediv_27/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.truediv_27/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/tf.math.truediv_28/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.truediv_28/fake_quantize/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.truediv_28/fake_quantize/AsymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.math.truediv_28/fake_quantize/AsymmQuant/add/y" [op=Const]; -"maskrcnn/tf.math.truediv_28/fake_quantize/AsymmQuant/add" [op=AddV2]; -"maskrcnn/tf.math.truediv_28/fake_quantize/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.truediv_28/fake_quantize/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.truediv_28/fake_quantize/AsymmQuant/add_1" [op=AddV2]; -"maskrcnn/tf.math.truediv_28/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.truediv_28/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/tf.math.truediv_26/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.truediv_26/fake_quantize/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.truediv_26/fake_quantize/AsymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.math.truediv_26/fake_quantize/AsymmQuant/add/y" [op=Const]; -"maskrcnn/tf.math.truediv_26/fake_quantize/AsymmQuant/add" [op=AddV2]; -"maskrcnn/tf.math.truediv_26/fake_quantize/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.truediv_26/fake_quantize/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.truediv_26/fake_quantize/AsymmQuant/add_1" [op=AddV2]; -"maskrcnn/tf.math.truediv_26/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.truediv_26/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant/Abs" [op=Abs]; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant/add/y" [op=Const]; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant/add" [op=AddV2]; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant/add_1" [op=AddV2]; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant_1/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant_1/Abs" [op=Abs]; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant_1/add/y" [op=Const]; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant_1/add" [op=AddV2]; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant_1/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant_1/add_1" [op=AddV2]; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant_2/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant_2/Abs" [op=Abs]; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant_2/add/y" [op=Const]; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant_2/add" [op=AddV2]; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant_2/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant_2/add_1" [op=AddV2]; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; "maskrcnn/tf.cast_37/Cast" [op=Cast]; "maskrcnn/tf.__operators__.getitem_76/strided_slice/stack" [op=Const]; "maskrcnn/tf.__operators__.getitem_76/strided_slice/stack_1" [op=Const]; @@ -6558,26 +6496,24 @@ args_0_1 [op=Placeholder]; "maskrcnn/tf.math.truediv_33/truediv" [op=RealDiv]; "maskrcnn/tf.math.truediv_31/truediv/y" [op=Const]; "maskrcnn/tf.math.truediv_31/truediv" [op=RealDiv]; -"maskrcnn/tf.math.subtract_66/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_66/fake_quantize/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_66/fake_quantize/AsymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.math.subtract_66/fake_quantize/AsymmQuant/add/y" [op=Const]; -"maskrcnn/tf.math.subtract_66/fake_quantize/AsymmQuant/add" [op=AddV2]; -"maskrcnn/tf.math.subtract_66/fake_quantize/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_66/fake_quantize/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_66/fake_quantize/AsymmQuant/add_1" [op=AddV2]; -"maskrcnn/tf.math.subtract_66/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_66/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/tf.math.subtract_65/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_65/fake_quantize/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_65/fake_quantize/AsymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.math.subtract_65/fake_quantize/AsymmQuant/add/y" [op=Const]; -"maskrcnn/tf.math.subtract_65/fake_quantize/AsymmQuant/add" [op=AddV2]; -"maskrcnn/tf.math.subtract_65/fake_quantize/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_65/fake_quantize/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_65/fake_quantize/AsymmQuant/add_1" [op=AddV2]; -"maskrcnn/tf.math.subtract_65/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_65/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/AsymmQuant/Abs" [op=Abs]; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/AsymmQuant/add/y" [op=Const]; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/AsymmQuant/add" [op=AddV2]; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" [op=Placeholder]; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/AsymmQuant/add_1" [op=AddV2]; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/AsymmQuant_1/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/AsymmQuant_1/Abs" [op=Abs]; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/AsymmQuant_1/add/y" [op=Const]; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/AsymmQuant_1/add" [op=AddV2]; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/AsymmQuant_1/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/AsymmQuant_1/add_1" [op=AddV2]; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; "maskrcnn/tf.__operators__.add_70/AddV2" [op=AddV2]; "maskrcnn/tf.__operators__.add_72/AddV2" [op=AddV2]; "maskrcnn/tf.__operators__.add_74/AddV2" [op=AddV2]; @@ -9845,7 +9781,7 @@ args_0_1 -> "maskrcnn/image_info/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVar "maskrcnn/p6-bn/FusedBatchNormV3/ReadVariableOp" -> "maskrcnn/p6-bn/FusedBatchNormV3"; "maskrcnn/p6-bn/FusedBatchNormV3/ReadVariableOp_1/resource" -> "maskrcnn/p6-bn/FusedBatchNormV3/ReadVariableOp_1"; "maskrcnn/p6-bn/FusedBatchNormV3/ReadVariableOp_1" -> "maskrcnn/p6-bn/FusedBatchNormV3"; -"maskrcnn/p6-bn/FusedBatchNormV3" -> "maskrcnn/p6-bn/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/p6-bn/FusedBatchNormV3" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/p5-bn/ReadVariableOp/resource" -> "maskrcnn/p5-bn/ReadVariableOp"; "maskrcnn/p5-bn/ReadVariableOp" -> "maskrcnn/p5-bn/FusedBatchNormV3"; "maskrcnn/p5-bn/ReadVariableOp_1/resource" -> "maskrcnn/p5-bn/ReadVariableOp_1"; @@ -9854,7 +9790,7 @@ args_0_1 -> "maskrcnn/image_info/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVar "maskrcnn/p5-bn/FusedBatchNormV3/ReadVariableOp" -> "maskrcnn/p5-bn/FusedBatchNormV3"; "maskrcnn/p5-bn/FusedBatchNormV3/ReadVariableOp_1/resource" -> "maskrcnn/p5-bn/FusedBatchNormV3/ReadVariableOp_1"; "maskrcnn/p5-bn/FusedBatchNormV3/ReadVariableOp_1" -> "maskrcnn/p5-bn/FusedBatchNormV3"; -"maskrcnn/p5-bn/FusedBatchNormV3" -> "maskrcnn/p5-bn/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/p5-bn/FusedBatchNormV3" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; "maskrcnn/p4-bn/ReadVariableOp/resource" -> "maskrcnn/p4-bn/ReadVariableOp"; "maskrcnn/p4-bn/ReadVariableOp" -> "maskrcnn/p4-bn/FusedBatchNormV3"; "maskrcnn/p4-bn/ReadVariableOp_1/resource" -> "maskrcnn/p4-bn/ReadVariableOp_1"; @@ -9863,7 +9799,7 @@ args_0_1 -> "maskrcnn/image_info/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVar "maskrcnn/p4-bn/FusedBatchNormV3/ReadVariableOp" -> "maskrcnn/p4-bn/FusedBatchNormV3"; "maskrcnn/p4-bn/FusedBatchNormV3/ReadVariableOp_1/resource" -> "maskrcnn/p4-bn/FusedBatchNormV3/ReadVariableOp_1"; "maskrcnn/p4-bn/FusedBatchNormV3/ReadVariableOp_1" -> "maskrcnn/p4-bn/FusedBatchNormV3"; -"maskrcnn/p4-bn/FusedBatchNormV3" -> "maskrcnn/p4-bn/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/p4-bn/FusedBatchNormV3" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars"; "maskrcnn/p3-bn/ReadVariableOp/resource" -> "maskrcnn/p3-bn/ReadVariableOp"; "maskrcnn/p3-bn/ReadVariableOp" -> "maskrcnn/p3-bn/FusedBatchNormV3"; "maskrcnn/p3-bn/ReadVariableOp_1/resource" -> "maskrcnn/p3-bn/ReadVariableOp_1"; @@ -9872,7 +9808,7 @@ args_0_1 -> "maskrcnn/image_info/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVar "maskrcnn/p3-bn/FusedBatchNormV3/ReadVariableOp" -> "maskrcnn/p3-bn/FusedBatchNormV3"; "maskrcnn/p3-bn/FusedBatchNormV3/ReadVariableOp_1/resource" -> "maskrcnn/p3-bn/FusedBatchNormV3/ReadVariableOp_1"; "maskrcnn/p3-bn/FusedBatchNormV3/ReadVariableOp_1" -> "maskrcnn/p3-bn/FusedBatchNormV3"; -"maskrcnn/p3-bn/FusedBatchNormV3" -> "maskrcnn/p3-bn/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/p3-bn/FusedBatchNormV3" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars"; "maskrcnn/p2-bn/ReadVariableOp/resource" -> "maskrcnn/p2-bn/ReadVariableOp"; "maskrcnn/p2-bn/ReadVariableOp" -> "maskrcnn/p2-bn/FusedBatchNormV3"; "maskrcnn/p2-bn/ReadVariableOp_1/resource" -> "maskrcnn/p2-bn/ReadVariableOp_1"; @@ -9881,72 +9817,72 @@ args_0_1 -> "maskrcnn/image_info/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVar "maskrcnn/p2-bn/FusedBatchNormV3/ReadVariableOp" -> "maskrcnn/p2-bn/FusedBatchNormV3"; "maskrcnn/p2-bn/FusedBatchNormV3/ReadVariableOp_1/resource" -> "maskrcnn/p2-bn/FusedBatchNormV3/ReadVariableOp_1"; "maskrcnn/p2-bn/FusedBatchNormV3/ReadVariableOp_1" -> "maskrcnn/p2-bn/FusedBatchNormV3"; -"maskrcnn/p2-bn/FusedBatchNormV3" -> "maskrcnn/p2-bn/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/p6-bn/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/p6-bn/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; -"maskrcnn/p6-bn/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "maskrcnn/p6-bn/fake_quantize/AsymmQuant/Abs"; -"maskrcnn/p6-bn/fake_quantize/AsymmQuant/Abs" -> "maskrcnn/p6-bn/fake_quantize/AsymmQuant/add"; -"maskrcnn/p6-bn/fake_quantize/AsymmQuant/add/y" -> "maskrcnn/p6-bn/fake_quantize/AsymmQuant/add"; -"maskrcnn/p6-bn/fake_quantize/AsymmQuant/add" -> "maskrcnn/p6-bn/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/p6-bn/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/p6-bn/fake_quantize/AsymmQuant/ReadVariableOp"; -"maskrcnn/p6-bn/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/p6-bn/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"maskrcnn/p6-bn/fake_quantize/AsymmQuant/ReadVariableOp" -> "maskrcnn/p6-bn/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/p6-bn/fake_quantize/AsymmQuant/add_1" -> "maskrcnn/p6-bn/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/p6-bn/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/p6-bn/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/p6-bn/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/rpn/Conv2D"; -"maskrcnn/p6-bn/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.reshape_18/Reshape"; -"maskrcnn/p6-bn/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.reshape_47/Reshape"; -"maskrcnn/p5-bn/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/p5-bn/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; -"maskrcnn/p5-bn/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "maskrcnn/p5-bn/fake_quantize/AsymmQuant/Abs"; -"maskrcnn/p5-bn/fake_quantize/AsymmQuant/Abs" -> "maskrcnn/p5-bn/fake_quantize/AsymmQuant/add"; -"maskrcnn/p5-bn/fake_quantize/AsymmQuant/add/y" -> "maskrcnn/p5-bn/fake_quantize/AsymmQuant/add"; -"maskrcnn/p5-bn/fake_quantize/AsymmQuant/add" -> "maskrcnn/p5-bn/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/p5-bn/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/p5-bn/fake_quantize/AsymmQuant/ReadVariableOp"; -"maskrcnn/p5-bn/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/p5-bn/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"maskrcnn/p5-bn/fake_quantize/AsymmQuant/ReadVariableOp" -> "maskrcnn/p5-bn/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/p5-bn/fake_quantize/AsymmQuant/add_1" -> "maskrcnn/p5-bn/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/p5-bn/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/p5-bn/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/p5-bn/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/rpn/Conv2D_1"; -"maskrcnn/p5-bn/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.reshape_16/Reshape"; -"maskrcnn/p5-bn/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.reshape_45/Reshape"; -"maskrcnn/p4-bn/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/p4-bn/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; -"maskrcnn/p4-bn/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "maskrcnn/p4-bn/fake_quantize/AsymmQuant/Abs"; -"maskrcnn/p4-bn/fake_quantize/AsymmQuant/Abs" -> "maskrcnn/p4-bn/fake_quantize/AsymmQuant/add"; -"maskrcnn/p4-bn/fake_quantize/AsymmQuant/add/y" -> "maskrcnn/p4-bn/fake_quantize/AsymmQuant/add"; -"maskrcnn/p4-bn/fake_quantize/AsymmQuant/add" -> "maskrcnn/p4-bn/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/p4-bn/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/p4-bn/fake_quantize/AsymmQuant/ReadVariableOp"; -"maskrcnn/p4-bn/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/p4-bn/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"maskrcnn/p4-bn/fake_quantize/AsymmQuant/ReadVariableOp" -> "maskrcnn/p4-bn/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/p4-bn/fake_quantize/AsymmQuant/add_1" -> "maskrcnn/p4-bn/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/p4-bn/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/p4-bn/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/p4-bn/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/rpn/Conv2D_2"; -"maskrcnn/p4-bn/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.reshape_14/Reshape"; -"maskrcnn/p4-bn/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.reshape_43/Reshape"; -"maskrcnn/p3-bn/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/p3-bn/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; -"maskrcnn/p3-bn/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "maskrcnn/p3-bn/fake_quantize/AsymmQuant/Abs"; -"maskrcnn/p3-bn/fake_quantize/AsymmQuant/Abs" -> "maskrcnn/p3-bn/fake_quantize/AsymmQuant/add"; -"maskrcnn/p3-bn/fake_quantize/AsymmQuant/add/y" -> "maskrcnn/p3-bn/fake_quantize/AsymmQuant/add"; -"maskrcnn/p3-bn/fake_quantize/AsymmQuant/add" -> "maskrcnn/p3-bn/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/p3-bn/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/p3-bn/fake_quantize/AsymmQuant/ReadVariableOp"; -"maskrcnn/p3-bn/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/p3-bn/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"maskrcnn/p3-bn/fake_quantize/AsymmQuant/ReadVariableOp" -> "maskrcnn/p3-bn/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/p3-bn/fake_quantize/AsymmQuant/add_1" -> "maskrcnn/p3-bn/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/p3-bn/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/p3-bn/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/p3-bn/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/rpn/Conv2D_3"; -"maskrcnn/p3-bn/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.reshape_12/Reshape"; -"maskrcnn/p3-bn/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.reshape_41/Reshape"; -"maskrcnn/p2-bn/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/p2-bn/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; -"maskrcnn/p2-bn/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "maskrcnn/p2-bn/fake_quantize/AsymmQuant/Abs"; -"maskrcnn/p2-bn/fake_quantize/AsymmQuant/Abs" -> "maskrcnn/p2-bn/fake_quantize/AsymmQuant/add"; -"maskrcnn/p2-bn/fake_quantize/AsymmQuant/add/y" -> "maskrcnn/p2-bn/fake_quantize/AsymmQuant/add"; -"maskrcnn/p2-bn/fake_quantize/AsymmQuant/add" -> "maskrcnn/p2-bn/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/p2-bn/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/p2-bn/fake_quantize/AsymmQuant/ReadVariableOp"; -"maskrcnn/p2-bn/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/p2-bn/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"maskrcnn/p2-bn/fake_quantize/AsymmQuant/ReadVariableOp" -> "maskrcnn/p2-bn/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/p2-bn/fake_quantize/AsymmQuant/add_1" -> "maskrcnn/p2-bn/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/p2-bn/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/p2-bn/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/p2-bn/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/rpn/Conv2D_4"; -"maskrcnn/p2-bn/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.reshape_10/Reshape"; -"maskrcnn/p2-bn/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.reshape_39/Reshape"; +"maskrcnn/p2-bn/FusedBatchNormV3" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_1/Abs/ReadVariableOp"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_2/Abs/ReadVariableOp"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_3/Abs/ReadVariableOp"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_4/Abs/ReadVariableOp"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant/Abs"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant/Abs" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant/add"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant/add/y" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant/add"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant/add" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant/add_1"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_1/ReadVariableOp"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars/ReadVariableOp"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_2/ReadVariableOp"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars/ReadVariableOp"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_3/ReadVariableOp"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars/ReadVariableOp"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_4/ReadVariableOp"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars/ReadVariableOp"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant/add_1"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant/add_1" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/rpn/Conv2D"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.reshape_18/Reshape"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.reshape_47/Reshape"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_1/Abs/ReadVariableOp" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_1/Abs"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_1/Abs" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_1/add"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_1/add/y" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_1/add"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_1/add" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_1/add_1"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_1/ReadVariableOp" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_1/add_1"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_1/add_1" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars" -> "maskrcnn/rpn/Conv2D_1"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.reshape_16/Reshape"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.reshape_45/Reshape"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_2/Abs/ReadVariableOp" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_2/Abs"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_2/Abs" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_2/add"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_2/add/y" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_2/add"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_2/add" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_2/add_1"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_2/ReadVariableOp" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_2/add_1"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_2/add_1" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars" -> "maskrcnn/rpn/Conv2D_2"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.reshape_14/Reshape"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.reshape_43/Reshape"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_3/Abs/ReadVariableOp" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_3/Abs"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_3/Abs" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_3/add"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_3/add/y" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_3/add"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_3/add" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_3/add_1"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_3/ReadVariableOp" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_3/add_1"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_3/add_1" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars" -> "maskrcnn/rpn/Conv2D_3"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.reshape_12/Reshape"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.reshape_41/Reshape"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_4/Abs/ReadVariableOp" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_4/Abs"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_4/Abs" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_4/add"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_4/add/y" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_4/add"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_4/add" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_4/add_1"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_4/ReadVariableOp" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_4/add_1"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_4/add_1" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars" -> "maskrcnn/rpn/Conv2D_4"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.reshape_10/Reshape"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.reshape_39/Reshape"; "maskrcnn/rpn/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/rpn/SymmQuant/Abs/ReadVariableOp"; "maskrcnn/rpn/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/rpn/SymmQuant_1/Abs/ReadVariableOp"; "maskrcnn/rpn/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/rpn/SymmQuant_2/Abs/ReadVariableOp"; @@ -11009,146 +10945,176 @@ args_0_1 -> "maskrcnn/image_info/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVar "maskrcnn/tf.math.multiply_4/fake_quantize/AsymmQuant/add_1" -> "maskrcnn/tf.math.multiply_4/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.multiply_4/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.multiply_4/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.multiply_4/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.math.subtract/Sub"; -"maskrcnn/tf.math.subtract_33/Sub" -> "maskrcnn/tf.math.subtract_33/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_32/Sub" -> "maskrcnn/tf.math.subtract_32/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_25/Sub" -> "maskrcnn/tf.math.subtract_25/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_24/Sub" -> "maskrcnn/tf.math.subtract_24/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_17/Sub" -> "maskrcnn/tf.math.subtract_17/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_16/Sub" -> "maskrcnn/tf.math.subtract_16/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_9/Sub" -> "maskrcnn/tf.math.subtract_9/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_8/Sub" -> "maskrcnn/tf.math.subtract_8/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_33/Sub" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_32/Sub" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_25/Sub" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_24/Sub" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_17/Sub" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_16/Sub" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_9/Sub" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_8/Sub" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.__operators__.getitem/strided_slice/stack" -> "maskrcnn/tf.__operators__.getitem/strided_slice"; "maskrcnn/tf.__operators__.getitem/strided_slice/stack_1" -> "maskrcnn/tf.__operators__.getitem/strided_slice"; "maskrcnn/tf.__operators__.getitem/strided_slice/stack_2" -> "maskrcnn/tf.__operators__.getitem/strided_slice"; "maskrcnn/tf.__operators__.getitem/strided_slice" -> "maskrcnn/tf.expand_dims/ExpandDims"; -"maskrcnn/tf.math.subtract_1/Sub" -> "maskrcnn/tf.math.subtract_1/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract/Sub" -> "maskrcnn/tf.math.subtract/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_1/Sub" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract/Sub" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.expand_dims/ExpandDims/dim" -> "maskrcnn/tf.expand_dims/ExpandDims"; "maskrcnn/tf.expand_dims/ExpandDims" -> "maskrcnn/tf.unstack_4/unstack"; "maskrcnn/tf.expand_dims/ExpandDims" -> "maskrcnn/tf.unstack_3/unstack"; "maskrcnn/tf.expand_dims/ExpandDims" -> "maskrcnn/tf.unstack_2/unstack"; "maskrcnn/tf.expand_dims/ExpandDims" -> "maskrcnn/tf.unstack_1/unstack"; "maskrcnn/tf.expand_dims/ExpandDims" -> "maskrcnn/tf.unstack/unstack"; -"maskrcnn/tf.math.subtract_32/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_32/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.math.subtract_32/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_32/fake_quantize/AsymmQuant/Abs"; -"maskrcnn/tf.math.subtract_32/fake_quantize/AsymmQuant/Abs" -> "maskrcnn/tf.math.subtract_32/fake_quantize/AsymmQuant/add"; -"maskrcnn/tf.math.subtract_32/fake_quantize/AsymmQuant/add/y" -> "maskrcnn/tf.math.subtract_32/fake_quantize/AsymmQuant/add"; -"maskrcnn/tf.math.subtract_32/fake_quantize/AsymmQuant/add" -> "maskrcnn/tf.math.subtract_32/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/tf.math.subtract_32/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_32/fake_quantize/AsymmQuant/ReadVariableOp"; -"maskrcnn/tf.math.subtract_32/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_32/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"maskrcnn/tf.math.subtract_32/fake_quantize/AsymmQuant/ReadVariableOp" -> "maskrcnn/tf.math.subtract_32/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/tf.math.subtract_32/fake_quantize/AsymmQuant/add_1" -> "maskrcnn/tf.math.subtract_32/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_32/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.subtract_32/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_32/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.__operators__.add_37/AddV2"; -"maskrcnn/tf.math.subtract_32/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_4/concat"; -"maskrcnn/tf.math.subtract_33/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_33/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.math.subtract_33/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_33/fake_quantize/AsymmQuant/Abs"; -"maskrcnn/tf.math.subtract_33/fake_quantize/AsymmQuant/Abs" -> "maskrcnn/tf.math.subtract_33/fake_quantize/AsymmQuant/add"; -"maskrcnn/tf.math.subtract_33/fake_quantize/AsymmQuant/add/y" -> "maskrcnn/tf.math.subtract_33/fake_quantize/AsymmQuant/add"; -"maskrcnn/tf.math.subtract_33/fake_quantize/AsymmQuant/add" -> "maskrcnn/tf.math.subtract_33/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/tf.math.subtract_33/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_33/fake_quantize/AsymmQuant/ReadVariableOp"; -"maskrcnn/tf.math.subtract_33/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_33/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"maskrcnn/tf.math.subtract_33/fake_quantize/AsymmQuant/ReadVariableOp" -> "maskrcnn/tf.math.subtract_33/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/tf.math.subtract_33/fake_quantize/AsymmQuant/add_1" -> "maskrcnn/tf.math.subtract_33/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_33/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.subtract_33/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_33/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.__operators__.add_38/AddV2"; -"maskrcnn/tf.math.subtract_33/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_4/concat"; -"maskrcnn/tf.math.subtract_24/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_24/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.math.subtract_24/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_24/fake_quantize/AsymmQuant/Abs"; -"maskrcnn/tf.math.subtract_24/fake_quantize/AsymmQuant/Abs" -> "maskrcnn/tf.math.subtract_24/fake_quantize/AsymmQuant/add"; -"maskrcnn/tf.math.subtract_24/fake_quantize/AsymmQuant/add/y" -> "maskrcnn/tf.math.subtract_24/fake_quantize/AsymmQuant/add"; -"maskrcnn/tf.math.subtract_24/fake_quantize/AsymmQuant/add" -> "maskrcnn/tf.math.subtract_24/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/tf.math.subtract_24/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_24/fake_quantize/AsymmQuant/ReadVariableOp"; -"maskrcnn/tf.math.subtract_24/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_24/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"maskrcnn/tf.math.subtract_24/fake_quantize/AsymmQuant/ReadVariableOp" -> "maskrcnn/tf.math.subtract_24/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/tf.math.subtract_24/fake_quantize/AsymmQuant/add_1" -> "maskrcnn/tf.math.subtract_24/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_24/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.subtract_24/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_24/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.__operators__.add_33/AddV2"; -"maskrcnn/tf.math.subtract_24/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_3/concat"; -"maskrcnn/tf.math.subtract_25/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_25/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.math.subtract_25/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_25/fake_quantize/AsymmQuant/Abs"; -"maskrcnn/tf.math.subtract_25/fake_quantize/AsymmQuant/Abs" -> "maskrcnn/tf.math.subtract_25/fake_quantize/AsymmQuant/add"; -"maskrcnn/tf.math.subtract_25/fake_quantize/AsymmQuant/add/y" -> "maskrcnn/tf.math.subtract_25/fake_quantize/AsymmQuant/add"; -"maskrcnn/tf.math.subtract_25/fake_quantize/AsymmQuant/add" -> "maskrcnn/tf.math.subtract_25/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/tf.math.subtract_25/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_25/fake_quantize/AsymmQuant/ReadVariableOp"; -"maskrcnn/tf.math.subtract_25/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_25/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"maskrcnn/tf.math.subtract_25/fake_quantize/AsymmQuant/ReadVariableOp" -> "maskrcnn/tf.math.subtract_25/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/tf.math.subtract_25/fake_quantize/AsymmQuant/add_1" -> "maskrcnn/tf.math.subtract_25/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_25/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.subtract_25/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_25/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.__operators__.add_34/AddV2"; -"maskrcnn/tf.math.subtract_25/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_3/concat"; -"maskrcnn/tf.math.subtract_16/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_16/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.math.subtract_16/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_16/fake_quantize/AsymmQuant/Abs"; -"maskrcnn/tf.math.subtract_16/fake_quantize/AsymmQuant/Abs" -> "maskrcnn/tf.math.subtract_16/fake_quantize/AsymmQuant/add"; -"maskrcnn/tf.math.subtract_16/fake_quantize/AsymmQuant/add/y" -> "maskrcnn/tf.math.subtract_16/fake_quantize/AsymmQuant/add"; -"maskrcnn/tf.math.subtract_16/fake_quantize/AsymmQuant/add" -> "maskrcnn/tf.math.subtract_16/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/tf.math.subtract_16/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_16/fake_quantize/AsymmQuant/ReadVariableOp"; -"maskrcnn/tf.math.subtract_16/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_16/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; 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"maskrcnn/tf.math.subtract_17/fake_quantize/AsymmQuant/Abs"; -"maskrcnn/tf.math.subtract_17/fake_quantize/AsymmQuant/Abs" -> "maskrcnn/tf.math.subtract_17/fake_quantize/AsymmQuant/add"; -"maskrcnn/tf.math.subtract_17/fake_quantize/AsymmQuant/add/y" -> "maskrcnn/tf.math.subtract_17/fake_quantize/AsymmQuant/add"; -"maskrcnn/tf.math.subtract_17/fake_quantize/AsymmQuant/add" -> "maskrcnn/tf.math.subtract_17/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/tf.math.subtract_17/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_17/fake_quantize/AsymmQuant/ReadVariableOp"; -"maskrcnn/tf.math.subtract_17/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_17/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"maskrcnn/tf.math.subtract_17/fake_quantize/AsymmQuant/ReadVariableOp" -> "maskrcnn/tf.math.subtract_17/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/tf.math.subtract_17/fake_quantize/AsymmQuant/add_1" -> "maskrcnn/tf.math.subtract_17/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_17/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.subtract_17/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_17/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.__operators__.add_30/AddV2"; -"maskrcnn/tf.math.subtract_17/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_2/concat"; -"maskrcnn/tf.math.subtract_8/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_8/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.math.subtract_8/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_8/fake_quantize/AsymmQuant/Abs"; -"maskrcnn/tf.math.subtract_8/fake_quantize/AsymmQuant/Abs" -> "maskrcnn/tf.math.subtract_8/fake_quantize/AsymmQuant/add"; -"maskrcnn/tf.math.subtract_8/fake_quantize/AsymmQuant/add/y" -> "maskrcnn/tf.math.subtract_8/fake_quantize/AsymmQuant/add"; -"maskrcnn/tf.math.subtract_8/fake_quantize/AsymmQuant/add" -> "maskrcnn/tf.math.subtract_8/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/tf.math.subtract_8/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_8/fake_quantize/AsymmQuant/ReadVariableOp"; -"maskrcnn/tf.math.subtract_8/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_8/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"maskrcnn/tf.math.subtract_8/fake_quantize/AsymmQuant/ReadVariableOp" -> "maskrcnn/tf.math.subtract_8/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/tf.math.subtract_8/fake_quantize/AsymmQuant/add_1" -> "maskrcnn/tf.math.subtract_8/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_8/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.subtract_8/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; 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"maskrcnn/tf.math.subtract_9/fake_quantize/AsymmQuant/ReadVariableOp"; -"maskrcnn/tf.math.subtract_9/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_9/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"maskrcnn/tf.math.subtract_9/fake_quantize/AsymmQuant/ReadVariableOp" -> "maskrcnn/tf.math.subtract_9/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/tf.math.subtract_9/fake_quantize/AsymmQuant/add_1" -> "maskrcnn/tf.math.subtract_9/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_9/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.subtract_9/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_9/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.__operators__.add_26/AddV2"; -"maskrcnn/tf.math.subtract_9/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_1/concat"; 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-"maskrcnn/tf.math.subtract_1/fake_quantize/AsymmQuant/Abs" -> "maskrcnn/tf.math.subtract_1/fake_quantize/AsymmQuant/add"; -"maskrcnn/tf.math.subtract_1/fake_quantize/AsymmQuant/add/y" -> "maskrcnn/tf.math.subtract_1/fake_quantize/AsymmQuant/add"; -"maskrcnn/tf.math.subtract_1/fake_quantize/AsymmQuant/add" -> "maskrcnn/tf.math.subtract_1/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/tf.math.subtract_1/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_1/fake_quantize/AsymmQuant/ReadVariableOp"; -"maskrcnn/tf.math.subtract_1/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_1/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"maskrcnn/tf.math.subtract_1/fake_quantize/AsymmQuant/ReadVariableOp" -> "maskrcnn/tf.math.subtract_1/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/tf.math.subtract_1/fake_quantize/AsymmQuant/add_1" -> "maskrcnn/tf.math.subtract_1/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_1/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.subtract_1/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_1/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.__operators__.add_22/AddV2"; -"maskrcnn/tf.math.subtract_1/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat/concat"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_1/Abs/ReadVariableOp"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_2/Abs/ReadVariableOp"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_3/Abs/ReadVariableOp"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant/Abs"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant/Abs" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant/add"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant/add/y" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant/add"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant/add" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant/add_1"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_1/ReadVariableOp"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars/ReadVariableOp"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_2/ReadVariableOp"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars/ReadVariableOp"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_3/ReadVariableOp"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars/ReadVariableOp"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant/add_1"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant/add_1" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.__operators__.add_37/AddV2"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_4/concat"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_1/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_1/Abs"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_1/Abs" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_1/add"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_1/add/y" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_1/add"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_1/add" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_1/add_1"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_1/ReadVariableOp" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_1/add_1"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_1/add_1" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.__operators__.add_38/AddV2"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_4/concat"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_1/Abs/ReadVariableOp"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_2/Abs/ReadVariableOp"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_3/Abs/ReadVariableOp"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant/Abs"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant/Abs" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant/add"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant/add/y" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant/add"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant/add" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant/add_1"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_1/ReadVariableOp"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars/ReadVariableOp"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_2/ReadVariableOp"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars/ReadVariableOp"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_3/ReadVariableOp"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars/ReadVariableOp"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant/add_1"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant/add_1" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.__operators__.add_33/AddV2"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_3/concat"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_1/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_1/Abs"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_1/Abs" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_1/add"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_1/add/y" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_1/add"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_1/add" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_1/add_1"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_1/ReadVariableOp" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_1/add_1"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_1/add_1" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.__operators__.add_34/AddV2"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_3/concat"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_1/Abs/ReadVariableOp"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_2/Abs/ReadVariableOp"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_3/Abs/ReadVariableOp"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant/Abs"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant/Abs" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant/add"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant/add/y" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant/add"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant/add" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant/add_1"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_1/ReadVariableOp"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars/ReadVariableOp"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_2/ReadVariableOp"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars/ReadVariableOp"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_3/ReadVariableOp"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars/ReadVariableOp"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant/add_1"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant/add_1" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.__operators__.add_29/AddV2"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_2/concat"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_1/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_1/Abs"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_1/Abs" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_1/add"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_1/add/y" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_1/add"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_1/add" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_1/add_1"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_1/ReadVariableOp" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_1/add_1"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_1/add_1" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.__operators__.add_30/AddV2"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_2/concat"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_1/Abs/ReadVariableOp"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_2/Abs/ReadVariableOp"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_3/Abs/ReadVariableOp"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant/Abs"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant/Abs" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant/add"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant/add/y" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant/add"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant/add" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant/add_1"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_1/ReadVariableOp"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars/ReadVariableOp"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_2/ReadVariableOp"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars/ReadVariableOp"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_3/ReadVariableOp"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars/ReadVariableOp"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant/add_1"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant/add_1" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.__operators__.add_25/AddV2"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_1/concat"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_1/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_1/Abs"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_1/Abs" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_1/add"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_1/add/y" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_1/add"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_1/add" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_1/add_1"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_1/ReadVariableOp" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_1/add_1"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_1/add_1" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.__operators__.add_26/AddV2"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_1/concat"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_1/Abs/ReadVariableOp"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_2/Abs/ReadVariableOp"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_3/Abs/ReadVariableOp"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant/Abs"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant/Abs" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant/add"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant/add/y" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant/add"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant/add" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant/add_1"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_1/ReadVariableOp"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars/ReadVariableOp"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_2/ReadVariableOp"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars/ReadVariableOp"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_3/ReadVariableOp"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars/ReadVariableOp"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant/add_1"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant/add_1" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.__operators__.add_21/AddV2"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat/concat"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_1/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_1/Abs"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_1/Abs" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_1/add"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_1/add/y" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_1/add"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_1/add" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_1/add_1"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_1/ReadVariableOp" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_1/add_1"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_1/add_1" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.__operators__.add_22/AddV2"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat/concat"; "maskrcnn/tf.__operators__.add_38/AddV2" -> "maskrcnn/tf.__operators__.add_38/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.__operators__.add_37/AddV2" -> "maskrcnn/tf.__operators__.add_37/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.__operators__.add_34/AddV2" -> "maskrcnn/tf.__operators__.add_34/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; @@ -11298,9 +11264,9 @@ args_0_1 -> "maskrcnn/image_info/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVar "maskrcnn/tf.math.subtract_36/Sub/y" -> "maskrcnn/tf.math.subtract_36/Sub"; "maskrcnn/tf.math.subtract_36/Sub" -> "maskrcnn/tf.math.subtract_36/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_35/Sub/y" -> "maskrcnn/tf.math.subtract_35/Sub"; -"maskrcnn/tf.math.subtract_35/Sub" -> "maskrcnn/tf.math.subtract_35/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_35/Sub" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_34/Sub/y" -> "maskrcnn/tf.math.subtract_34/Sub"; -"maskrcnn/tf.math.subtract_34/Sub" -> "maskrcnn/tf.math.subtract_34/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_34/Sub" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_31/Sub/y" -> "maskrcnn/tf.math.subtract_31/Sub"; "maskrcnn/tf.math.subtract_31/Sub" -> "maskrcnn/tf.math.subtract_31/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_30/Sub/y" -> "maskrcnn/tf.math.subtract_30/Sub"; @@ -11310,9 +11276,9 @@ args_0_1 -> "maskrcnn/image_info/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVar "maskrcnn/tf.math.subtract_28/Sub/y" -> "maskrcnn/tf.math.subtract_28/Sub"; "maskrcnn/tf.math.subtract_28/Sub" -> "maskrcnn/tf.math.subtract_28/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_27/Sub/y" -> "maskrcnn/tf.math.subtract_27/Sub"; -"maskrcnn/tf.math.subtract_27/Sub" -> "maskrcnn/tf.math.subtract_27/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_27/Sub" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_26/Sub/y" -> "maskrcnn/tf.math.subtract_26/Sub"; -"maskrcnn/tf.math.subtract_26/Sub" -> "maskrcnn/tf.math.subtract_26/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_26/Sub" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_23/Sub/y" -> "maskrcnn/tf.math.subtract_23/Sub"; "maskrcnn/tf.math.subtract_23/Sub" -> "maskrcnn/tf.math.subtract_23/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_22/Sub/y" -> "maskrcnn/tf.math.subtract_22/Sub"; @@ -11322,9 +11288,9 @@ args_0_1 -> "maskrcnn/image_info/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVar "maskrcnn/tf.math.subtract_20/Sub/y" -> "maskrcnn/tf.math.subtract_20/Sub"; "maskrcnn/tf.math.subtract_20/Sub" -> "maskrcnn/tf.math.subtract_20/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_19/Sub/y" -> "maskrcnn/tf.math.subtract_19/Sub"; -"maskrcnn/tf.math.subtract_19/Sub" -> "maskrcnn/tf.math.subtract_19/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_19/Sub" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_18/Sub/y" -> "maskrcnn/tf.math.subtract_18/Sub"; -"maskrcnn/tf.math.subtract_18/Sub" -> "maskrcnn/tf.math.subtract_18/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_18/Sub" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_15/Sub/y" -> "maskrcnn/tf.math.subtract_15/Sub"; "maskrcnn/tf.math.subtract_15/Sub" -> "maskrcnn/tf.math.subtract_15/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_14/Sub/y" -> "maskrcnn/tf.math.subtract_14/Sub"; @@ -11334,9 +11300,9 @@ args_0_1 -> "maskrcnn/image_info/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVar "maskrcnn/tf.math.subtract_12/Sub/y" -> "maskrcnn/tf.math.subtract_12/Sub"; "maskrcnn/tf.math.subtract_12/Sub" -> "maskrcnn/tf.math.subtract_12/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_11/Sub/y" -> "maskrcnn/tf.math.subtract_11/Sub"; -"maskrcnn/tf.math.subtract_11/Sub" -> "maskrcnn/tf.math.subtract_11/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_11/Sub" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_10/Sub/y" -> "maskrcnn/tf.math.subtract_10/Sub"; -"maskrcnn/tf.math.subtract_10/Sub" -> "maskrcnn/tf.math.subtract_10/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_10/Sub" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_7/Sub/y" -> "maskrcnn/tf.math.subtract_7/Sub"; "maskrcnn/tf.math.subtract_7/Sub" -> "maskrcnn/tf.math.subtract_7/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_6/Sub/y" -> "maskrcnn/tf.math.subtract_6/Sub"; @@ -11346,9 +11312,9 @@ args_0_1 -> "maskrcnn/image_info/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVar "maskrcnn/tf.math.subtract_4/Sub/y" -> "maskrcnn/tf.math.subtract_4/Sub"; "maskrcnn/tf.math.subtract_4/Sub" -> "maskrcnn/tf.math.subtract_4/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_3/Sub/y" -> "maskrcnn/tf.math.subtract_3/Sub"; -"maskrcnn/tf.math.subtract_3/Sub" -> "maskrcnn/tf.math.subtract_3/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_3/Sub" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_2/Sub/y" -> "maskrcnn/tf.math.subtract_2/Sub"; -"maskrcnn/tf.math.subtract_2/Sub" -> "maskrcnn/tf.math.subtract_2/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_2/Sub" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_36/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_36/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; "maskrcnn/tf.math.subtract_36/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_36/fake_quantize/AsymmQuant/Abs"; "maskrcnn/tf.math.subtract_36/fake_quantize/AsymmQuant/Abs" -> "maskrcnn/tf.math.subtract_36/fake_quantize/AsymmQuant/add"; @@ -11393,28 +11359,22 @@ args_0_1 -> "maskrcnn/image_info/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVar "maskrcnn/tf.math.subtract_39/fake_quantize/AsymmQuant/add_1" -> "maskrcnn/tf.math.subtract_39/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_39/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.subtract_39/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_39/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.stack_4/stack"; -"maskrcnn/tf.math.subtract_34/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_34/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.math.subtract_34/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_34/fake_quantize/AsymmQuant/Abs"; -"maskrcnn/tf.math.subtract_34/fake_quantize/AsymmQuant/Abs" -> "maskrcnn/tf.math.subtract_34/fake_quantize/AsymmQuant/add"; -"maskrcnn/tf.math.subtract_34/fake_quantize/AsymmQuant/add/y" -> "maskrcnn/tf.math.subtract_34/fake_quantize/AsymmQuant/add"; -"maskrcnn/tf.math.subtract_34/fake_quantize/AsymmQuant/add" -> "maskrcnn/tf.math.subtract_34/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/tf.math.subtract_34/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_34/fake_quantize/AsymmQuant/ReadVariableOp"; -"maskrcnn/tf.math.subtract_34/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_34/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"maskrcnn/tf.math.subtract_34/fake_quantize/AsymmQuant/ReadVariableOp" -> "maskrcnn/tf.math.subtract_34/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/tf.math.subtract_34/fake_quantize/AsymmQuant/add_1" -> "maskrcnn/tf.math.subtract_34/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_34/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.subtract_34/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_34/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_4/concat"; -"maskrcnn/tf.math.subtract_35/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_35/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.math.subtract_35/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_35/fake_quantize/AsymmQuant/Abs"; -"maskrcnn/tf.math.subtract_35/fake_quantize/AsymmQuant/Abs" -> "maskrcnn/tf.math.subtract_35/fake_quantize/AsymmQuant/add"; -"maskrcnn/tf.math.subtract_35/fake_quantize/AsymmQuant/add/y" -> "maskrcnn/tf.math.subtract_35/fake_quantize/AsymmQuant/add"; -"maskrcnn/tf.math.subtract_35/fake_quantize/AsymmQuant/add" -> "maskrcnn/tf.math.subtract_35/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/tf.math.subtract_35/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_35/fake_quantize/AsymmQuant/ReadVariableOp"; -"maskrcnn/tf.math.subtract_35/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_35/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"maskrcnn/tf.math.subtract_35/fake_quantize/AsymmQuant/ReadVariableOp" -> "maskrcnn/tf.math.subtract_35/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/tf.math.subtract_35/fake_quantize/AsymmQuant/add_1" -> "maskrcnn/tf.math.subtract_35/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_35/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.subtract_35/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_35/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_4/concat"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_2/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_2/Abs"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_2/Abs" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_2/add"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_2/add/y" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_2/add"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_2/add" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_2/add_1"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_2/ReadVariableOp" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_2/add_1"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_2/add_1" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_4/concat"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_3/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_3/Abs"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_3/Abs" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_3/add"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_3/add/y" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_3/add"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_3/add" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_3/add_1"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_3/ReadVariableOp" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_3/add_1"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_3/add_1" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_4/concat"; "maskrcnn/tf.math.subtract_28/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_28/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; "maskrcnn/tf.math.subtract_28/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_28/fake_quantize/AsymmQuant/Abs"; "maskrcnn/tf.math.subtract_28/fake_quantize/AsymmQuant/Abs" -> "maskrcnn/tf.math.subtract_28/fake_quantize/AsymmQuant/add"; @@ -11459,28 +11419,22 @@ args_0_1 -> "maskrcnn/image_info/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVar "maskrcnn/tf.math.subtract_31/fake_quantize/AsymmQuant/add_1" -> "maskrcnn/tf.math.subtract_31/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_31/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.subtract_31/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_31/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.stack_3/stack"; -"maskrcnn/tf.math.subtract_26/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_26/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.math.subtract_26/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_26/fake_quantize/AsymmQuant/Abs"; -"maskrcnn/tf.math.subtract_26/fake_quantize/AsymmQuant/Abs" -> "maskrcnn/tf.math.subtract_26/fake_quantize/AsymmQuant/add"; -"maskrcnn/tf.math.subtract_26/fake_quantize/AsymmQuant/add/y" -> "maskrcnn/tf.math.subtract_26/fake_quantize/AsymmQuant/add"; -"maskrcnn/tf.math.subtract_26/fake_quantize/AsymmQuant/add" -> "maskrcnn/tf.math.subtract_26/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/tf.math.subtract_26/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_26/fake_quantize/AsymmQuant/ReadVariableOp"; -"maskrcnn/tf.math.subtract_26/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_26/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"maskrcnn/tf.math.subtract_26/fake_quantize/AsymmQuant/ReadVariableOp" -> "maskrcnn/tf.math.subtract_26/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/tf.math.subtract_26/fake_quantize/AsymmQuant/add_1" -> "maskrcnn/tf.math.subtract_26/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_26/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.subtract_26/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_26/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_3/concat"; -"maskrcnn/tf.math.subtract_27/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_27/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.math.subtract_27/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_27/fake_quantize/AsymmQuant/Abs"; -"maskrcnn/tf.math.subtract_27/fake_quantize/AsymmQuant/Abs" -> "maskrcnn/tf.math.subtract_27/fake_quantize/AsymmQuant/add"; -"maskrcnn/tf.math.subtract_27/fake_quantize/AsymmQuant/add/y" -> "maskrcnn/tf.math.subtract_27/fake_quantize/AsymmQuant/add"; -"maskrcnn/tf.math.subtract_27/fake_quantize/AsymmQuant/add" -> "maskrcnn/tf.math.subtract_27/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/tf.math.subtract_27/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_27/fake_quantize/AsymmQuant/ReadVariableOp"; -"maskrcnn/tf.math.subtract_27/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_27/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"maskrcnn/tf.math.subtract_27/fake_quantize/AsymmQuant/ReadVariableOp" -> "maskrcnn/tf.math.subtract_27/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/tf.math.subtract_27/fake_quantize/AsymmQuant/add_1" -> "maskrcnn/tf.math.subtract_27/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_27/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.subtract_27/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_27/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_3/concat"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_2/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_2/Abs"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_2/Abs" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_2/add"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_2/add/y" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_2/add"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_2/add" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_2/add_1"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_2/ReadVariableOp" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_2/add_1"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_2/add_1" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_3/concat"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_3/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_3/Abs"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_3/Abs" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_3/add"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_3/add/y" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_3/add"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_3/add" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_3/add_1"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_3/ReadVariableOp" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_3/add_1"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_3/add_1" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_3/concat"; "maskrcnn/tf.math.subtract_20/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_20/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; "maskrcnn/tf.math.subtract_20/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_20/fake_quantize/AsymmQuant/Abs"; "maskrcnn/tf.math.subtract_20/fake_quantize/AsymmQuant/Abs" -> "maskrcnn/tf.math.subtract_20/fake_quantize/AsymmQuant/add"; @@ -11525,28 +11479,22 @@ args_0_1 -> "maskrcnn/image_info/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVar "maskrcnn/tf.math.subtract_23/fake_quantize/AsymmQuant/add_1" -> "maskrcnn/tf.math.subtract_23/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_23/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.subtract_23/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_23/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.stack_2/stack"; -"maskrcnn/tf.math.subtract_18/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_18/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.math.subtract_18/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_18/fake_quantize/AsymmQuant/Abs"; -"maskrcnn/tf.math.subtract_18/fake_quantize/AsymmQuant/Abs" -> "maskrcnn/tf.math.subtract_18/fake_quantize/AsymmQuant/add"; -"maskrcnn/tf.math.subtract_18/fake_quantize/AsymmQuant/add/y" -> "maskrcnn/tf.math.subtract_18/fake_quantize/AsymmQuant/add"; -"maskrcnn/tf.math.subtract_18/fake_quantize/AsymmQuant/add" -> "maskrcnn/tf.math.subtract_18/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/tf.math.subtract_18/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_18/fake_quantize/AsymmQuant/ReadVariableOp"; -"maskrcnn/tf.math.subtract_18/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_18/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"maskrcnn/tf.math.subtract_18/fake_quantize/AsymmQuant/ReadVariableOp" -> "maskrcnn/tf.math.subtract_18/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/tf.math.subtract_18/fake_quantize/AsymmQuant/add_1" -> "maskrcnn/tf.math.subtract_18/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_18/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.subtract_18/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_18/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_2/concat"; -"maskrcnn/tf.math.subtract_19/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_19/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.math.subtract_19/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_19/fake_quantize/AsymmQuant/Abs"; -"maskrcnn/tf.math.subtract_19/fake_quantize/AsymmQuant/Abs" -> "maskrcnn/tf.math.subtract_19/fake_quantize/AsymmQuant/add"; -"maskrcnn/tf.math.subtract_19/fake_quantize/AsymmQuant/add/y" -> "maskrcnn/tf.math.subtract_19/fake_quantize/AsymmQuant/add"; -"maskrcnn/tf.math.subtract_19/fake_quantize/AsymmQuant/add" -> "maskrcnn/tf.math.subtract_19/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/tf.math.subtract_19/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_19/fake_quantize/AsymmQuant/ReadVariableOp"; -"maskrcnn/tf.math.subtract_19/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_19/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"maskrcnn/tf.math.subtract_19/fake_quantize/AsymmQuant/ReadVariableOp" -> "maskrcnn/tf.math.subtract_19/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/tf.math.subtract_19/fake_quantize/AsymmQuant/add_1" -> "maskrcnn/tf.math.subtract_19/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_19/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.subtract_19/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_19/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_2/concat"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_2/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_2/Abs"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_2/Abs" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_2/add"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_2/add/y" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_2/add"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_2/add" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_2/add_1"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_2/ReadVariableOp" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_2/add_1"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_2/add_1" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_2/concat"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_3/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_3/Abs"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_3/Abs" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_3/add"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_3/add/y" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_3/add"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_3/add" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_3/add_1"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_3/ReadVariableOp" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_3/add_1"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_3/add_1" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_2/concat"; "maskrcnn/tf.math.subtract_12/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_12/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; "maskrcnn/tf.math.subtract_12/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_12/fake_quantize/AsymmQuant/Abs"; "maskrcnn/tf.math.subtract_12/fake_quantize/AsymmQuant/Abs" -> "maskrcnn/tf.math.subtract_12/fake_quantize/AsymmQuant/add"; @@ -11591,28 +11539,22 @@ args_0_1 -> "maskrcnn/image_info/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVar "maskrcnn/tf.math.subtract_15/fake_quantize/AsymmQuant/add_1" -> "maskrcnn/tf.math.subtract_15/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_15/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.subtract_15/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_15/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.stack_1/stack"; -"maskrcnn/tf.math.subtract_10/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_10/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.math.subtract_10/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_10/fake_quantize/AsymmQuant/Abs"; -"maskrcnn/tf.math.subtract_10/fake_quantize/AsymmQuant/Abs" -> "maskrcnn/tf.math.subtract_10/fake_quantize/AsymmQuant/add"; -"maskrcnn/tf.math.subtract_10/fake_quantize/AsymmQuant/add/y" -> "maskrcnn/tf.math.subtract_10/fake_quantize/AsymmQuant/add"; -"maskrcnn/tf.math.subtract_10/fake_quantize/AsymmQuant/add" -> "maskrcnn/tf.math.subtract_10/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/tf.math.subtract_10/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_10/fake_quantize/AsymmQuant/ReadVariableOp"; -"maskrcnn/tf.math.subtract_10/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_10/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"maskrcnn/tf.math.subtract_10/fake_quantize/AsymmQuant/ReadVariableOp" -> "maskrcnn/tf.math.subtract_10/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/tf.math.subtract_10/fake_quantize/AsymmQuant/add_1" -> "maskrcnn/tf.math.subtract_10/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_10/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.subtract_10/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_10/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_1/concat"; -"maskrcnn/tf.math.subtract_11/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_11/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.math.subtract_11/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_11/fake_quantize/AsymmQuant/Abs"; -"maskrcnn/tf.math.subtract_11/fake_quantize/AsymmQuant/Abs" -> "maskrcnn/tf.math.subtract_11/fake_quantize/AsymmQuant/add"; -"maskrcnn/tf.math.subtract_11/fake_quantize/AsymmQuant/add/y" -> "maskrcnn/tf.math.subtract_11/fake_quantize/AsymmQuant/add"; -"maskrcnn/tf.math.subtract_11/fake_quantize/AsymmQuant/add" -> "maskrcnn/tf.math.subtract_11/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/tf.math.subtract_11/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_11/fake_quantize/AsymmQuant/ReadVariableOp"; -"maskrcnn/tf.math.subtract_11/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_11/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"maskrcnn/tf.math.subtract_11/fake_quantize/AsymmQuant/ReadVariableOp" -> "maskrcnn/tf.math.subtract_11/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/tf.math.subtract_11/fake_quantize/AsymmQuant/add_1" -> "maskrcnn/tf.math.subtract_11/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_11/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.subtract_11/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_11/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_1/concat"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_2/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_2/Abs"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_2/Abs" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_2/add"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_2/add/y" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_2/add"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_2/add" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_2/add_1"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_2/ReadVariableOp" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_2/add_1"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_2/add_1" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_1/concat"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_3/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_3/Abs"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_3/Abs" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_3/add"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_3/add/y" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_3/add"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_3/add" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_3/add_1"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_3/ReadVariableOp" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_3/add_1"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_3/add_1" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_1/concat"; "maskrcnn/tf.math.subtract_4/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_4/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; "maskrcnn/tf.math.subtract_4/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_4/fake_quantize/AsymmQuant/Abs"; "maskrcnn/tf.math.subtract_4/fake_quantize/AsymmQuant/Abs" -> "maskrcnn/tf.math.subtract_4/fake_quantize/AsymmQuant/add"; @@ -11657,28 +11599,22 @@ args_0_1 -> "maskrcnn/image_info/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVar "maskrcnn/tf.math.subtract_7/fake_quantize/AsymmQuant/add_1" -> "maskrcnn/tf.math.subtract_7/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_7/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.subtract_7/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_7/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.stack/stack"; -"maskrcnn/tf.math.subtract_2/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_2/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.math.subtract_2/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_2/fake_quantize/AsymmQuant/Abs"; -"maskrcnn/tf.math.subtract_2/fake_quantize/AsymmQuant/Abs" -> "maskrcnn/tf.math.subtract_2/fake_quantize/AsymmQuant/add"; -"maskrcnn/tf.math.subtract_2/fake_quantize/AsymmQuant/add/y" -> "maskrcnn/tf.math.subtract_2/fake_quantize/AsymmQuant/add"; -"maskrcnn/tf.math.subtract_2/fake_quantize/AsymmQuant/add" -> "maskrcnn/tf.math.subtract_2/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/tf.math.subtract_2/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_2/fake_quantize/AsymmQuant/ReadVariableOp"; -"maskrcnn/tf.math.subtract_2/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_2/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"maskrcnn/tf.math.subtract_2/fake_quantize/AsymmQuant/ReadVariableOp" -> "maskrcnn/tf.math.subtract_2/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/tf.math.subtract_2/fake_quantize/AsymmQuant/add_1" -> "maskrcnn/tf.math.subtract_2/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_2/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.subtract_2/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_2/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat/concat"; -"maskrcnn/tf.math.subtract_3/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_3/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.math.subtract_3/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_3/fake_quantize/AsymmQuant/Abs"; -"maskrcnn/tf.math.subtract_3/fake_quantize/AsymmQuant/Abs" -> "maskrcnn/tf.math.subtract_3/fake_quantize/AsymmQuant/add"; -"maskrcnn/tf.math.subtract_3/fake_quantize/AsymmQuant/add/y" -> "maskrcnn/tf.math.subtract_3/fake_quantize/AsymmQuant/add"; -"maskrcnn/tf.math.subtract_3/fake_quantize/AsymmQuant/add" -> "maskrcnn/tf.math.subtract_3/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/tf.math.subtract_3/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_3/fake_quantize/AsymmQuant/ReadVariableOp"; -"maskrcnn/tf.math.subtract_3/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_3/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"maskrcnn/tf.math.subtract_3/fake_quantize/AsymmQuant/ReadVariableOp" -> "maskrcnn/tf.math.subtract_3/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/tf.math.subtract_3/fake_quantize/AsymmQuant/add_1" -> "maskrcnn/tf.math.subtract_3/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_3/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.subtract_3/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_3/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat/concat"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_2/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_2/Abs"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_2/Abs" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_2/add"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_2/add/y" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_2/add"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_2/add" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_2/add_1"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_2/ReadVariableOp" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_2/add_1"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_2/add_1" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat/concat"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_3/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_3/Abs"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_3/Abs" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_3/add"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_3/add/y" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_3/add"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_3/add" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_3/add_1"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_3/ReadVariableOp" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_3/add_1"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_3/add_1" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat/concat"; "maskrcnn/tf.concat_4/concat/axis" -> "maskrcnn/tf.concat_4/concat"; "maskrcnn/tf.concat_4/concat" -> "maskrcnn/tf.math.minimum_14/Minimum"; "maskrcnn/tf.stack_4/stack" -> "maskrcnn/tf.math.minimum_14/Minimum"; @@ -11889,31 +11825,31 @@ args_0_1 -> "maskrcnn/image_info/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVar "maskrcnn/tf.image.combined_non_max_suppression/combined_non_max_suppression/Const" -> "maskrcnn/tf.image.combined_non_max_suppression/combined_non_max_suppression/CombinedNonMaxSuppression"; "maskrcnn/tf.image.combined_non_max_suppression/combined_non_max_suppression/CombinedNonMaxSuppression/max_output_size_per_class" -> "maskrcnn/tf.image.combined_non_max_suppression/combined_non_max_suppression/CombinedNonMaxSuppression"; "maskrcnn/tf.image.combined_non_max_suppression/combined_non_max_suppression/CombinedNonMaxSuppression" -> "maskrcnn/tf.concat_6/concat"; -"maskrcnn/tf.image.combined_non_max_suppression/combined_non_max_suppression/CombinedNonMaxSuppression" -> "maskrcnn/tf.concat_5/fake_quantize_I0/AsymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.image.combined_non_max_suppression/combined_non_max_suppression/CombinedNonMaxSuppression" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.image.combined_non_max_suppression_1/combined_non_max_suppression/iou_threshold" -> "maskrcnn/tf.image.combined_non_max_suppression_1/combined_non_max_suppression/CombinedNonMaxSuppression"; "maskrcnn/tf.image.combined_non_max_suppression_1/combined_non_max_suppression/score_threshold" -> "maskrcnn/tf.image.combined_non_max_suppression_1/combined_non_max_suppression/CombinedNonMaxSuppression"; "maskrcnn/tf.image.combined_non_max_suppression_1/combined_non_max_suppression/Const" -> "maskrcnn/tf.image.combined_non_max_suppression_1/combined_non_max_suppression/CombinedNonMaxSuppression"; "maskrcnn/tf.image.combined_non_max_suppression_1/combined_non_max_suppression/CombinedNonMaxSuppression/max_output_size_per_class" -> "maskrcnn/tf.image.combined_non_max_suppression_1/combined_non_max_suppression/CombinedNonMaxSuppression"; "maskrcnn/tf.image.combined_non_max_suppression_1/combined_non_max_suppression/CombinedNonMaxSuppression" -> "maskrcnn/tf.concat_6/concat"; -"maskrcnn/tf.image.combined_non_max_suppression_1/combined_non_max_suppression/CombinedNonMaxSuppression" -> "maskrcnn/tf.concat_5/fake_quantize_I1/AsymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.image.combined_non_max_suppression_1/combined_non_max_suppression/CombinedNonMaxSuppression" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; "maskrcnn/tf.image.combined_non_max_suppression_2/combined_non_max_suppression/iou_threshold" -> "maskrcnn/tf.image.combined_non_max_suppression_2/combined_non_max_suppression/CombinedNonMaxSuppression"; "maskrcnn/tf.image.combined_non_max_suppression_2/combined_non_max_suppression/score_threshold" -> "maskrcnn/tf.image.combined_non_max_suppression_2/combined_non_max_suppression/CombinedNonMaxSuppression"; "maskrcnn/tf.image.combined_non_max_suppression_2/combined_non_max_suppression/Const" -> "maskrcnn/tf.image.combined_non_max_suppression_2/combined_non_max_suppression/CombinedNonMaxSuppression"; "maskrcnn/tf.image.combined_non_max_suppression_2/combined_non_max_suppression/CombinedNonMaxSuppression/max_output_size_per_class" -> "maskrcnn/tf.image.combined_non_max_suppression_2/combined_non_max_suppression/CombinedNonMaxSuppression"; "maskrcnn/tf.image.combined_non_max_suppression_2/combined_non_max_suppression/CombinedNonMaxSuppression" -> "maskrcnn/tf.concat_6/concat"; -"maskrcnn/tf.image.combined_non_max_suppression_2/combined_non_max_suppression/CombinedNonMaxSuppression" -> "maskrcnn/tf.concat_5/fake_quantize_I2/AsymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.image.combined_non_max_suppression_2/combined_non_max_suppression/CombinedNonMaxSuppression" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars"; "maskrcnn/tf.image.combined_non_max_suppression_3/combined_non_max_suppression/iou_threshold" -> "maskrcnn/tf.image.combined_non_max_suppression_3/combined_non_max_suppression/CombinedNonMaxSuppression"; "maskrcnn/tf.image.combined_non_max_suppression_3/combined_non_max_suppression/score_threshold" -> "maskrcnn/tf.image.combined_non_max_suppression_3/combined_non_max_suppression/CombinedNonMaxSuppression"; "maskrcnn/tf.image.combined_non_max_suppression_3/combined_non_max_suppression/Const" -> "maskrcnn/tf.image.combined_non_max_suppression_3/combined_non_max_suppression/CombinedNonMaxSuppression"; "maskrcnn/tf.image.combined_non_max_suppression_3/combined_non_max_suppression/CombinedNonMaxSuppression/max_output_size_per_class" -> "maskrcnn/tf.image.combined_non_max_suppression_3/combined_non_max_suppression/CombinedNonMaxSuppression"; "maskrcnn/tf.image.combined_non_max_suppression_3/combined_non_max_suppression/CombinedNonMaxSuppression" -> "maskrcnn/tf.concat_6/concat"; -"maskrcnn/tf.image.combined_non_max_suppression_3/combined_non_max_suppression/CombinedNonMaxSuppression" -> "maskrcnn/tf.concat_5/fake_quantize_I3/AsymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.image.combined_non_max_suppression_3/combined_non_max_suppression/CombinedNonMaxSuppression" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars"; "maskrcnn/tf.image.combined_non_max_suppression_4/combined_non_max_suppression/iou_threshold" -> "maskrcnn/tf.image.combined_non_max_suppression_4/combined_non_max_suppression/CombinedNonMaxSuppression"; "maskrcnn/tf.image.combined_non_max_suppression_4/combined_non_max_suppression/score_threshold" -> "maskrcnn/tf.image.combined_non_max_suppression_4/combined_non_max_suppression/CombinedNonMaxSuppression"; "maskrcnn/tf.image.combined_non_max_suppression_4/combined_non_max_suppression/Const" -> "maskrcnn/tf.image.combined_non_max_suppression_4/combined_non_max_suppression/CombinedNonMaxSuppression"; "maskrcnn/tf.image.combined_non_max_suppression_4/combined_non_max_suppression/CombinedNonMaxSuppression/max_output_size_per_class" -> "maskrcnn/tf.image.combined_non_max_suppression_4/combined_non_max_suppression/CombinedNonMaxSuppression"; "maskrcnn/tf.image.combined_non_max_suppression_4/combined_non_max_suppression/CombinedNonMaxSuppression" -> "maskrcnn/tf.concat_6/concat"; -"maskrcnn/tf.image.combined_non_max_suppression_4/combined_non_max_suppression/CombinedNonMaxSuppression" -> "maskrcnn/tf.concat_5/fake_quantize_I4/AsymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.image.combined_non_max_suppression_4/combined_non_max_suppression/CombinedNonMaxSuppression" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars"; "maskrcnn/tf.concat_6/concat/axis" -> "maskrcnn/tf.concat_6/concat"; "maskrcnn/tf.concat_6/concat" -> "maskrcnn/tf.math.top_k/TopKV2"; "maskrcnn/tf.math.top_k/TopKV2/k" -> "maskrcnn/tf.math.top_k/TopKV2"; @@ -11937,61 +11873,61 @@ args_0_1 -> "maskrcnn/image_info/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVar "maskrcnn/tf.ones/ones/Const" -> "maskrcnn/tf.ones/ones"; "maskrcnn/tf.ones/ones" -> "maskrcnn/tf.math.multiply_30/Mul"; "maskrcnn/tf.math.multiply_30/Mul" -> "maskrcnn/tf.stack_5/stack"; -"maskrcnn/tf.concat_5/fake_quantize_I0/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.concat_5/fake_quantize_I0/AsymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.concat_5/fake_quantize_I0/AsymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.concat_5/fake_quantize_I0/AsymmQuant/Abs"; -"maskrcnn/tf.concat_5/fake_quantize_I0/AsymmQuant/Abs" -> "maskrcnn/tf.concat_5/fake_quantize_I0/AsymmQuant/add"; -"maskrcnn/tf.concat_5/fake_quantize_I0/AsymmQuant/add/y" -> "maskrcnn/tf.concat_5/fake_quantize_I0/AsymmQuant/add"; -"maskrcnn/tf.concat_5/fake_quantize_I0/AsymmQuant/add" -> "maskrcnn/tf.concat_5/fake_quantize_I0/AsymmQuant/add_1"; -"maskrcnn/tf.concat_5/fake_quantize_I0/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.concat_5/fake_quantize_I0/AsymmQuant/ReadVariableOp"; -"maskrcnn/tf.concat_5/fake_quantize_I0/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.concat_5/fake_quantize_I0/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"maskrcnn/tf.concat_5/fake_quantize_I0/AsymmQuant/ReadVariableOp" -> "maskrcnn/tf.concat_5/fake_quantize_I0/AsymmQuant/add_1"; -"maskrcnn/tf.concat_5/fake_quantize_I0/AsymmQuant/add_1" -> "maskrcnn/tf.concat_5/fake_quantize_I0/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.concat_5/fake_quantize_I0/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.concat_5/fake_quantize_I0/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.concat_5/fake_quantize_I0/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_5/concat"; -"maskrcnn/tf.concat_5/fake_quantize_I1/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.concat_5/fake_quantize_I1/AsymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.concat_5/fake_quantize_I1/AsymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.concat_5/fake_quantize_I1/AsymmQuant/Abs"; -"maskrcnn/tf.concat_5/fake_quantize_I1/AsymmQuant/Abs" -> "maskrcnn/tf.concat_5/fake_quantize_I1/AsymmQuant/add"; -"maskrcnn/tf.concat_5/fake_quantize_I1/AsymmQuant/add/y" -> "maskrcnn/tf.concat_5/fake_quantize_I1/AsymmQuant/add"; -"maskrcnn/tf.concat_5/fake_quantize_I1/AsymmQuant/add" -> "maskrcnn/tf.concat_5/fake_quantize_I1/AsymmQuant/add_1"; -"maskrcnn/tf.concat_5/fake_quantize_I1/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.concat_5/fake_quantize_I1/AsymmQuant/ReadVariableOp"; -"maskrcnn/tf.concat_5/fake_quantize_I1/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.concat_5/fake_quantize_I1/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"maskrcnn/tf.concat_5/fake_quantize_I1/AsymmQuant/ReadVariableOp" -> "maskrcnn/tf.concat_5/fake_quantize_I1/AsymmQuant/add_1"; -"maskrcnn/tf.concat_5/fake_quantize_I1/AsymmQuant/add_1" -> "maskrcnn/tf.concat_5/fake_quantize_I1/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.concat_5/fake_quantize_I1/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.concat_5/fake_quantize_I1/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.concat_5/fake_quantize_I1/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_5/concat"; -"maskrcnn/tf.concat_5/fake_quantize_I2/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.concat_5/fake_quantize_I2/AsymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.concat_5/fake_quantize_I2/AsymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.concat_5/fake_quantize_I2/AsymmQuant/Abs"; -"maskrcnn/tf.concat_5/fake_quantize_I2/AsymmQuant/Abs" -> "maskrcnn/tf.concat_5/fake_quantize_I2/AsymmQuant/add"; -"maskrcnn/tf.concat_5/fake_quantize_I2/AsymmQuant/add/y" -> "maskrcnn/tf.concat_5/fake_quantize_I2/AsymmQuant/add"; -"maskrcnn/tf.concat_5/fake_quantize_I2/AsymmQuant/add" -> "maskrcnn/tf.concat_5/fake_quantize_I2/AsymmQuant/add_1"; -"maskrcnn/tf.concat_5/fake_quantize_I2/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.concat_5/fake_quantize_I2/AsymmQuant/ReadVariableOp"; -"maskrcnn/tf.concat_5/fake_quantize_I2/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.concat_5/fake_quantize_I2/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"maskrcnn/tf.concat_5/fake_quantize_I2/AsymmQuant/ReadVariableOp" -> "maskrcnn/tf.concat_5/fake_quantize_I2/AsymmQuant/add_1"; -"maskrcnn/tf.concat_5/fake_quantize_I2/AsymmQuant/add_1" -> "maskrcnn/tf.concat_5/fake_quantize_I2/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.concat_5/fake_quantize_I2/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.concat_5/fake_quantize_I2/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.concat_5/fake_quantize_I2/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_5/concat"; -"maskrcnn/tf.concat_5/fake_quantize_I3/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.concat_5/fake_quantize_I3/AsymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.concat_5/fake_quantize_I3/AsymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.concat_5/fake_quantize_I3/AsymmQuant/Abs"; -"maskrcnn/tf.concat_5/fake_quantize_I3/AsymmQuant/Abs" -> "maskrcnn/tf.concat_5/fake_quantize_I3/AsymmQuant/add"; -"maskrcnn/tf.concat_5/fake_quantize_I3/AsymmQuant/add/y" -> "maskrcnn/tf.concat_5/fake_quantize_I3/AsymmQuant/add"; -"maskrcnn/tf.concat_5/fake_quantize_I3/AsymmQuant/add" -> "maskrcnn/tf.concat_5/fake_quantize_I3/AsymmQuant/add_1"; -"maskrcnn/tf.concat_5/fake_quantize_I3/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.concat_5/fake_quantize_I3/AsymmQuant/ReadVariableOp"; -"maskrcnn/tf.concat_5/fake_quantize_I3/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.concat_5/fake_quantize_I3/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"maskrcnn/tf.concat_5/fake_quantize_I3/AsymmQuant/ReadVariableOp" -> "maskrcnn/tf.concat_5/fake_quantize_I3/AsymmQuant/add_1"; -"maskrcnn/tf.concat_5/fake_quantize_I3/AsymmQuant/add_1" -> "maskrcnn/tf.concat_5/fake_quantize_I3/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.concat_5/fake_quantize_I3/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.concat_5/fake_quantize_I3/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.concat_5/fake_quantize_I3/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_5/concat"; -"maskrcnn/tf.concat_5/fake_quantize_I4/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.concat_5/fake_quantize_I4/AsymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.concat_5/fake_quantize_I4/AsymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.concat_5/fake_quantize_I4/AsymmQuant/Abs"; -"maskrcnn/tf.concat_5/fake_quantize_I4/AsymmQuant/Abs" -> "maskrcnn/tf.concat_5/fake_quantize_I4/AsymmQuant/add"; -"maskrcnn/tf.concat_5/fake_quantize_I4/AsymmQuant/add/y" -> "maskrcnn/tf.concat_5/fake_quantize_I4/AsymmQuant/add"; -"maskrcnn/tf.concat_5/fake_quantize_I4/AsymmQuant/add" -> "maskrcnn/tf.concat_5/fake_quantize_I4/AsymmQuant/add_1"; -"maskrcnn/tf.concat_5/fake_quantize_I4/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.concat_5/fake_quantize_I4/AsymmQuant/ReadVariableOp"; -"maskrcnn/tf.concat_5/fake_quantize_I4/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.concat_5/fake_quantize_I4/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"maskrcnn/tf.concat_5/fake_quantize_I4/AsymmQuant/ReadVariableOp" -> "maskrcnn/tf.concat_5/fake_quantize_I4/AsymmQuant/add_1"; -"maskrcnn/tf.concat_5/fake_quantize_I4/AsymmQuant/add_1" -> "maskrcnn/tf.concat_5/fake_quantize_I4/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.concat_5/fake_quantize_I4/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.concat_5/fake_quantize_I4/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.concat_5/fake_quantize_I4/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_5/concat"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant/Abs/ReadVariableOp"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_1/Abs/ReadVariableOp"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_2/Abs/ReadVariableOp"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_3/Abs/ReadVariableOp"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_4/Abs/ReadVariableOp"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant/Abs"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant/Abs" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant/add"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant/add/y" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant/add"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant/add" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant/add_1"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant/ReadVariableOp"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_1/ReadVariableOp"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars/ReadVariableOp"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_2/ReadVariableOp"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars/ReadVariableOp"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_3/ReadVariableOp"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars/ReadVariableOp"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_4/ReadVariableOp"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars/ReadVariableOp"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant/ReadVariableOp" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant/add_1"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant/add_1" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_5/concat"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_1/Abs/ReadVariableOp" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_1/Abs"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_1/Abs" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_1/add"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_1/add/y" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_1/add"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_1/add" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_1/add_1"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_1/ReadVariableOp" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_1/add_1"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_1/add_1" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_5/concat"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_2/Abs/ReadVariableOp" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_2/Abs"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_2/Abs" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_2/add"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_2/add/y" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_2/add"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_2/add" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_2/add_1"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_2/ReadVariableOp" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_2/add_1"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_2/add_1" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_5/concat"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_3/Abs/ReadVariableOp" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_3/Abs"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_3/Abs" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_3/add"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_3/add/y" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_3/add"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_3/add" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_3/add_1"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_3/ReadVariableOp" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_3/add_1"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_3/add_1" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_5/concat"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_4/Abs/ReadVariableOp" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_4/Abs"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_4/Abs" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_4/add"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_4/add/y" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_4/add"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_4/add" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_4/add_1"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_4/ReadVariableOp" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_4/add_1"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_4/add_1" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/AsymmQuant_4/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_5/concat"; "maskrcnn/tf.concat_5/concat/axis" -> "maskrcnn/tf.concat_5/concat"; "maskrcnn/tf.concat_5/concat" -> "maskrcnn/tf.compat.v1.gather_nd/GatherNd"; "maskrcnn/tf.stack_5/stack" -> "maskrcnn/tf.compat.v1.gather_nd/GatherNd"; @@ -12129,46 +12065,46 @@ args_0_1 -> "maskrcnn/image_info/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVar "maskrcnn/tf.math.pow/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.math.truediv_3/truediv"; "maskrcnn/tf.expand_dims_12/ExpandDims/dim" -> "maskrcnn/tf.expand_dims_12/ExpandDims"; "maskrcnn/tf.expand_dims_12/ExpandDims" -> "maskrcnn/tf.math.truediv_1/truediv"; -"maskrcnn/tf.math.truediv_2/truediv" -> "maskrcnn/tf.math.truediv_2/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.truediv_3/truediv" -> "maskrcnn/tf.math.truediv_3/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.truediv_1/truediv" -> "maskrcnn/tf.math.truediv_1/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.truediv_2/truediv" -> "maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.truediv_3/truediv" -> "maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.truediv_1/truediv" -> "maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_42/Sub/y" -> "maskrcnn/tf.math.subtract_42/Sub"; "maskrcnn/tf.math.subtract_42/Sub" -> "maskrcnn/tf.cast_23/Cast"; "maskrcnn/tf.math.subtract_42/Sub" -> "maskrcnn/tf.compat.v1.gather_1/GatherV2"; "maskrcnn/tf.math.subtract_42/Sub" -> "maskrcnn/tf.compat.v1.gather/GatherV2"; -"maskrcnn/tf.math.truediv_2/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.truediv_2/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.math.truediv_2/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.truediv_2/fake_quantize/AsymmQuant/Abs"; -"maskrcnn/tf.math.truediv_2/fake_quantize/AsymmQuant/Abs" -> "maskrcnn/tf.math.truediv_2/fake_quantize/AsymmQuant/add"; -"maskrcnn/tf.math.truediv_2/fake_quantize/AsymmQuant/add/y" -> "maskrcnn/tf.math.truediv_2/fake_quantize/AsymmQuant/add"; -"maskrcnn/tf.math.truediv_2/fake_quantize/AsymmQuant/add" -> "maskrcnn/tf.math.truediv_2/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/tf.math.truediv_2/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.truediv_2/fake_quantize/AsymmQuant/ReadVariableOp"; -"maskrcnn/tf.math.truediv_2/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.truediv_2/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"maskrcnn/tf.math.truediv_2/fake_quantize/AsymmQuant/ReadVariableOp" -> "maskrcnn/tf.math.truediv_2/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/tf.math.truediv_2/fake_quantize/AsymmQuant/add_1" -> "maskrcnn/tf.math.truediv_2/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.truediv_2/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.truediv_2/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.truediv_2/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.expand_dims_14/ExpandDims"; -"maskrcnn/tf.math.truediv_3/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.truediv_3/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.math.truediv_3/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.truediv_3/fake_quantize/AsymmQuant/Abs"; -"maskrcnn/tf.math.truediv_3/fake_quantize/AsymmQuant/Abs" -> "maskrcnn/tf.math.truediv_3/fake_quantize/AsymmQuant/add"; -"maskrcnn/tf.math.truediv_3/fake_quantize/AsymmQuant/add/y" -> "maskrcnn/tf.math.truediv_3/fake_quantize/AsymmQuant/add"; -"maskrcnn/tf.math.truediv_3/fake_quantize/AsymmQuant/add" -> "maskrcnn/tf.math.truediv_3/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/tf.math.truediv_3/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.truediv_3/fake_quantize/AsymmQuant/ReadVariableOp"; -"maskrcnn/tf.math.truediv_3/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.truediv_3/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"maskrcnn/tf.math.truediv_3/fake_quantize/AsymmQuant/ReadVariableOp" -> "maskrcnn/tf.math.truediv_3/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/tf.math.truediv_3/fake_quantize/AsymmQuant/add_1" -> "maskrcnn/tf.math.truediv_3/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.truediv_3/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.truediv_3/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.truediv_3/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.expand_dims_13/ExpandDims"; -"maskrcnn/tf.math.truediv_1/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.truediv_1/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.math.truediv_1/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.truediv_1/fake_quantize/AsymmQuant/Abs"; -"maskrcnn/tf.math.truediv_1/fake_quantize/AsymmQuant/Abs" -> "maskrcnn/tf.math.truediv_1/fake_quantize/AsymmQuant/add"; -"maskrcnn/tf.math.truediv_1/fake_quantize/AsymmQuant/add/y" -> "maskrcnn/tf.math.truediv_1/fake_quantize/AsymmQuant/add"; -"maskrcnn/tf.math.truediv_1/fake_quantize/AsymmQuant/add" -> "maskrcnn/tf.math.truediv_1/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/tf.math.truediv_1/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.truediv_1/fake_quantize/AsymmQuant/ReadVariableOp"; -"maskrcnn/tf.math.truediv_1/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.truediv_1/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"maskrcnn/tf.math.truediv_1/fake_quantize/AsymmQuant/ReadVariableOp" -> "maskrcnn/tf.math.truediv_1/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/tf.math.truediv_1/fake_quantize/AsymmQuant/add_1" -> "maskrcnn/tf.math.truediv_1/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.truediv_1/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.truediv_1/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.truediv_1/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.__operators__.getitem_27/strided_slice"; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp"; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant_1/Abs/ReadVariableOp"; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant_2/Abs/ReadVariableOp"; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant/Abs"; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant/Abs" -> "maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant/add"; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant/add/y" -> "maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant/add"; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant/add" -> "maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant/add_1"; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp"; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant_1/ReadVariableOp"; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars/ReadVariableOp"; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant_2/ReadVariableOp"; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars/ReadVariableOp"; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp" -> "maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant/add_1"; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant/add_1" -> "maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.expand_dims_14/ExpandDims"; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant_1/Abs/ReadVariableOp" -> "maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant_1/Abs"; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant_1/Abs" -> "maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant_1/add"; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant_1/add/y" -> "maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant_1/add"; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant_1/add" -> "maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant_1/add_1"; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant_1/ReadVariableOp" -> "maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant_1/add_1"; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant_1/add_1" -> "maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.expand_dims_13/ExpandDims"; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant_2/Abs/ReadVariableOp" -> "maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant_2/Abs"; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant_2/Abs" -> "maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant_2/add"; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant_2/add/y" -> "maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant_2/add"; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant_2/add" -> "maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant_2/add_1"; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant_2/ReadVariableOp" -> "maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant_2/add_1"; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant_2/add_1" -> "maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.__operators__.getitem_27/strided_slice"; "maskrcnn/tf.cast_23/Cast" -> "maskrcnn/tf.cast_23/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.__operators__.getitem_27/strided_slice/stack" -> "maskrcnn/tf.__operators__.getitem_27/strided_slice"; "maskrcnn/tf.__operators__.getitem_27/strided_slice/stack_1" -> "maskrcnn/tf.__operators__.getitem_27/strided_slice"; @@ -12500,9 +12436,9 @@ args_0_1 -> "maskrcnn/image_info/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVar "maskrcnn/tf.math.multiply_32/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.multiply_32/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.multiply_32/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.math.truediv_6/truediv"; "maskrcnn/tf.math.subtract_44/Sub/y" -> "maskrcnn/tf.math.subtract_44/Sub"; -"maskrcnn/tf.math.subtract_44/Sub" -> "maskrcnn/tf.math.subtract_44/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_44/Sub" -> "maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_43/Sub/y" -> "maskrcnn/tf.math.subtract_43/Sub"; -"maskrcnn/tf.math.subtract_43/Sub" -> "maskrcnn/tf.math.subtract_43/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_43/Sub" -> "maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; "maskrcnn/tf.__operators__.getitem_54/strided_slice/stack" -> "maskrcnn/tf.__operators__.getitem_54/strided_slice"; "maskrcnn/tf.__operators__.getitem_54/strided_slice/stack_1" -> "maskrcnn/tf.__operators__.getitem_54/strided_slice"; "maskrcnn/tf.__operators__.getitem_54/strided_slice/stack_2" -> "maskrcnn/tf.__operators__.getitem_54/strided_slice"; @@ -12622,28 +12558,28 @@ args_0_1 -> "maskrcnn/image_info/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVar "maskrcnn/tf.math.truediv_8/truediv" -> "maskrcnn/tf.math.truediv_8/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.truediv_6/truediv/y" -> "maskrcnn/tf.math.truediv_6/truediv"; "maskrcnn/tf.math.truediv_6/truediv" -> "maskrcnn/tf.math.truediv_6/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_44/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_44/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.math.subtract_44/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_44/fake_quantize/AsymmQuant/Abs"; -"maskrcnn/tf.math.subtract_44/fake_quantize/AsymmQuant/Abs" -> "maskrcnn/tf.math.subtract_44/fake_quantize/AsymmQuant/add"; -"maskrcnn/tf.math.subtract_44/fake_quantize/AsymmQuant/add/y" -> "maskrcnn/tf.math.subtract_44/fake_quantize/AsymmQuant/add"; -"maskrcnn/tf.math.subtract_44/fake_quantize/AsymmQuant/add" -> "maskrcnn/tf.math.subtract_44/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/tf.math.subtract_44/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_44/fake_quantize/AsymmQuant/ReadVariableOp"; -"maskrcnn/tf.math.subtract_44/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_44/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"maskrcnn/tf.math.subtract_44/fake_quantize/AsymmQuant/ReadVariableOp" -> "maskrcnn/tf.math.subtract_44/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/tf.math.subtract_44/fake_quantize/AsymmQuant/add_1" -> "maskrcnn/tf.math.subtract_44/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_44/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.subtract_44/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_44/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.expand_dims_16/ExpandDims"; -"maskrcnn/tf.math.subtract_43/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_43/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.math.subtract_43/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_43/fake_quantize/AsymmQuant/Abs"; -"maskrcnn/tf.math.subtract_43/fake_quantize/AsymmQuant/Abs" -> "maskrcnn/tf.math.subtract_43/fake_quantize/AsymmQuant/add"; -"maskrcnn/tf.math.subtract_43/fake_quantize/AsymmQuant/add/y" -> "maskrcnn/tf.math.subtract_43/fake_quantize/AsymmQuant/add"; -"maskrcnn/tf.math.subtract_43/fake_quantize/AsymmQuant/add" -> "maskrcnn/tf.math.subtract_43/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/tf.math.subtract_43/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_43/fake_quantize/AsymmQuant/ReadVariableOp"; -"maskrcnn/tf.math.subtract_43/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_43/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"maskrcnn/tf.math.subtract_43/fake_quantize/AsymmQuant/ReadVariableOp" -> "maskrcnn/tf.math.subtract_43/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/tf.math.subtract_43/fake_quantize/AsymmQuant/add_1" -> "maskrcnn/tf.math.subtract_43/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_43/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.subtract_43/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_43/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.expand_dims_15/ExpandDims"; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp"; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/AsymmQuant_1/Abs/ReadVariableOp"; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/AsymmQuant/Abs"; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/AsymmQuant/Abs" -> "maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/AsymmQuant/add"; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/AsymmQuant/add/y" -> "maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/AsymmQuant/add"; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/AsymmQuant/add" -> "maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/AsymmQuant/add_1"; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp"; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/AsymmQuant_1/ReadVariableOp"; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars/ReadVariableOp"; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp" -> "maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/AsymmQuant/add_1"; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/AsymmQuant/add_1" -> "maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.expand_dims_16/ExpandDims"; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/AsymmQuant_1/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/AsymmQuant_1/Abs"; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/AsymmQuant_1/Abs" -> "maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/AsymmQuant_1/add"; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/AsymmQuant_1/add/y" -> "maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/AsymmQuant_1/add"; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/AsymmQuant_1/add" -> "maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/AsymmQuant_1/add_1"; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/AsymmQuant_1/ReadVariableOp" -> "maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/AsymmQuant_1/add_1"; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/AsymmQuant_1/add_1" -> "maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.expand_dims_15/ExpandDims"; "maskrcnn/tf.__operators__.add_41/AddV2" -> "maskrcnn/tf.stack_7/stack"; "maskrcnn/tf.__operators__.add_43/AddV2" -> "maskrcnn/tf.stack_7/stack"; "maskrcnn/tf.__operators__.add_45/AddV2" -> "maskrcnn/tf.stack_7/stack"; @@ -13604,36 +13540,42 @@ args_0_1 -> "maskrcnn/image_info/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVar "maskrcnn/tf.math.multiply_57/fake_quantize/AsymmQuant/add_1" -> "maskrcnn/tf.math.multiply_57/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.multiply_57/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.multiply_57/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.multiply_57/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.math.subtract_53/Sub"; -"maskrcnn/tf.math.subtract_54/Sub" -> "maskrcnn/tf.math.subtract_54/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_53/Sub" -> "maskrcnn/tf.math.subtract_53/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_54/Sub" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_53/Sub" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.__operators__.getitem_60/strided_slice/stack" -> "maskrcnn/tf.__operators__.getitem_60/strided_slice"; "maskrcnn/tf.__operators__.getitem_60/strided_slice/stack_1" -> "maskrcnn/tf.__operators__.getitem_60/strided_slice"; "maskrcnn/tf.__operators__.getitem_60/strided_slice/stack_2" -> "maskrcnn/tf.__operators__.getitem_60/strided_slice"; "maskrcnn/tf.__operators__.getitem_60/strided_slice" -> "maskrcnn/tf.unstack_5/unstack"; -"maskrcnn/tf.math.subtract_53/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_53/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.math.subtract_53/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_53/fake_quantize/AsymmQuant/Abs"; -"maskrcnn/tf.math.subtract_53/fake_quantize/AsymmQuant/Abs" -> "maskrcnn/tf.math.subtract_53/fake_quantize/AsymmQuant/add"; -"maskrcnn/tf.math.subtract_53/fake_quantize/AsymmQuant/add/y" -> "maskrcnn/tf.math.subtract_53/fake_quantize/AsymmQuant/add"; -"maskrcnn/tf.math.subtract_53/fake_quantize/AsymmQuant/add" -> "maskrcnn/tf.math.subtract_53/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/tf.math.subtract_53/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_53/fake_quantize/AsymmQuant/ReadVariableOp"; -"maskrcnn/tf.math.subtract_53/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_53/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"maskrcnn/tf.math.subtract_53/fake_quantize/AsymmQuant/ReadVariableOp" -> "maskrcnn/tf.math.subtract_53/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/tf.math.subtract_53/fake_quantize/AsymmQuant/add_1" -> "maskrcnn/tf.math.subtract_53/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_53/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.subtract_53/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_53/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.__operators__.add_65/AddV2"; -"maskrcnn/tf.math.subtract_53/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_13/concat"; -"maskrcnn/tf.math.subtract_54/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_54/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.math.subtract_54/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_54/fake_quantize/AsymmQuant/Abs"; -"maskrcnn/tf.math.subtract_54/fake_quantize/AsymmQuant/Abs" -> "maskrcnn/tf.math.subtract_54/fake_quantize/AsymmQuant/add"; -"maskrcnn/tf.math.subtract_54/fake_quantize/AsymmQuant/add/y" -> "maskrcnn/tf.math.subtract_54/fake_quantize/AsymmQuant/add"; -"maskrcnn/tf.math.subtract_54/fake_quantize/AsymmQuant/add" -> "maskrcnn/tf.math.subtract_54/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/tf.math.subtract_54/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_54/fake_quantize/AsymmQuant/ReadVariableOp"; -"maskrcnn/tf.math.subtract_54/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_54/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"maskrcnn/tf.math.subtract_54/fake_quantize/AsymmQuant/ReadVariableOp" -> "maskrcnn/tf.math.subtract_54/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/tf.math.subtract_54/fake_quantize/AsymmQuant/add_1" -> "maskrcnn/tf.math.subtract_54/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_54/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.subtract_54/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_54/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.__operators__.add_66/AddV2"; -"maskrcnn/tf.math.subtract_54/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_13/concat"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_1/Abs/ReadVariableOp"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_2/Abs/ReadVariableOp"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_3/Abs/ReadVariableOp"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant/Abs"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant/Abs" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant/add"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant/add/y" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant/add"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant/add" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant/add_1"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_1/ReadVariableOp"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars/ReadVariableOp"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_2/ReadVariableOp"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars/ReadVariableOp"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_3/ReadVariableOp"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars/ReadVariableOp"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant/add_1"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant/add_1" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.__operators__.add_65/AddV2"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_13/concat"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_1/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_1/Abs"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_1/Abs" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_1/add"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_1/add/y" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_1/add"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_1/add" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_1/add_1"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_1/ReadVariableOp" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_1/add_1"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_1/add_1" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.__operators__.add_66/AddV2"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_13/concat"; "maskrcnn/tf.__operators__.add_66/AddV2" -> "maskrcnn/tf.__operators__.add_66/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.__operators__.add_65/AddV2" -> "maskrcnn/tf.__operators__.add_65/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.unstack_5/unstack" -> "maskrcnn/tf.math.subtract_60/Sub"; @@ -13671,9 +13613,9 @@ args_0_1 -> "maskrcnn/image_info/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVar "maskrcnn/tf.math.subtract_57/Sub/y" -> "maskrcnn/tf.math.subtract_57/Sub"; "maskrcnn/tf.math.subtract_57/Sub" -> "maskrcnn/tf.math.subtract_57/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_56/Sub/y" -> "maskrcnn/tf.math.subtract_56/Sub"; -"maskrcnn/tf.math.subtract_56/Sub" -> "maskrcnn/tf.math.subtract_56/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_56/Sub" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_55/Sub/y" -> "maskrcnn/tf.math.subtract_55/Sub"; -"maskrcnn/tf.math.subtract_55/Sub" -> "maskrcnn/tf.math.subtract_55/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_55/Sub" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_57/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_57/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; "maskrcnn/tf.math.subtract_57/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_57/fake_quantize/AsymmQuant/Abs"; "maskrcnn/tf.math.subtract_57/fake_quantize/AsymmQuant/Abs" -> "maskrcnn/tf.math.subtract_57/fake_quantize/AsymmQuant/add"; @@ -13718,28 +13660,22 @@ args_0_1 -> "maskrcnn/image_info/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVar "maskrcnn/tf.math.subtract_60/fake_quantize/AsymmQuant/add_1" -> "maskrcnn/tf.math.subtract_60/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_60/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.subtract_60/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_60/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.stack_15/stack"; -"maskrcnn/tf.math.subtract_55/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_55/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.math.subtract_55/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_55/fake_quantize/AsymmQuant/Abs"; -"maskrcnn/tf.math.subtract_55/fake_quantize/AsymmQuant/Abs" -> "maskrcnn/tf.math.subtract_55/fake_quantize/AsymmQuant/add"; -"maskrcnn/tf.math.subtract_55/fake_quantize/AsymmQuant/add/y" -> "maskrcnn/tf.math.subtract_55/fake_quantize/AsymmQuant/add"; -"maskrcnn/tf.math.subtract_55/fake_quantize/AsymmQuant/add" -> "maskrcnn/tf.math.subtract_55/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/tf.math.subtract_55/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_55/fake_quantize/AsymmQuant/ReadVariableOp"; -"maskrcnn/tf.math.subtract_55/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_55/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"maskrcnn/tf.math.subtract_55/fake_quantize/AsymmQuant/ReadVariableOp" -> "maskrcnn/tf.math.subtract_55/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/tf.math.subtract_55/fake_quantize/AsymmQuant/add_1" -> "maskrcnn/tf.math.subtract_55/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_55/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.subtract_55/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_55/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_13/concat"; -"maskrcnn/tf.math.subtract_56/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_56/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.math.subtract_56/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_56/fake_quantize/AsymmQuant/Abs"; -"maskrcnn/tf.math.subtract_56/fake_quantize/AsymmQuant/Abs" -> "maskrcnn/tf.math.subtract_56/fake_quantize/AsymmQuant/add"; -"maskrcnn/tf.math.subtract_56/fake_quantize/AsymmQuant/add/y" -> "maskrcnn/tf.math.subtract_56/fake_quantize/AsymmQuant/add"; -"maskrcnn/tf.math.subtract_56/fake_quantize/AsymmQuant/add" -> "maskrcnn/tf.math.subtract_56/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/tf.math.subtract_56/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_56/fake_quantize/AsymmQuant/ReadVariableOp"; -"maskrcnn/tf.math.subtract_56/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_56/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"maskrcnn/tf.math.subtract_56/fake_quantize/AsymmQuant/ReadVariableOp" -> "maskrcnn/tf.math.subtract_56/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/tf.math.subtract_56/fake_quantize/AsymmQuant/add_1" -> "maskrcnn/tf.math.subtract_56/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_56/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.subtract_56/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_56/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_13/concat"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_2/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_2/Abs"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_2/Abs" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_2/add"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_2/add/y" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_2/add"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_2/add" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_2/add_1"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_2/ReadVariableOp" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_2/add_1"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_2/add_1" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_13/concat"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_3/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_3/Abs"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_3/Abs" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_3/add"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_3/add/y" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_3/add"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_3/add" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_3/add_1"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_3/ReadVariableOp" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_3/add_1"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_3/add_1" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/AsymmQuant_3/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_13/concat"; "maskrcnn/tf.concat_13/concat/axis" -> "maskrcnn/tf.concat_13/concat"; "maskrcnn/tf.concat_13/concat" -> "maskrcnn/tf.math.minimum_22/Minimum"; "maskrcnn/tf.stack_15/stack" -> "maskrcnn/tf.math.minimum_22/Minimum"; @@ -13955,46 +13891,46 @@ args_0_1 -> "maskrcnn/image_info/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVar "maskrcnn/tf.math.pow_2/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.math.truediv_28/truediv"; "maskrcnn/tf.expand_dims_24/ExpandDims/dim" -> "maskrcnn/tf.expand_dims_24/ExpandDims"; "maskrcnn/tf.expand_dims_24/ExpandDims" -> "maskrcnn/tf.math.truediv_26/truediv"; -"maskrcnn/tf.math.truediv_27/truediv" -> "maskrcnn/tf.math.truediv_27/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.truediv_28/truediv" -> "maskrcnn/tf.math.truediv_28/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.truediv_26/truediv" -> "maskrcnn/tf.math.truediv_26/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.truediv_27/truediv" -> "maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.truediv_28/truediv" -> "maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.truediv_26/truediv" -> "maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_64/Sub/y" -> "maskrcnn/tf.math.subtract_64/Sub"; "maskrcnn/tf.math.subtract_64/Sub" -> "maskrcnn/tf.cast_37/Cast"; "maskrcnn/tf.math.subtract_64/Sub" -> "maskrcnn/tf.compat.v1.gather_4/GatherV2"; "maskrcnn/tf.math.subtract_64/Sub" -> "maskrcnn/tf.compat.v1.gather_3/GatherV2"; -"maskrcnn/tf.math.truediv_27/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.truediv_27/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.math.truediv_27/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.truediv_27/fake_quantize/AsymmQuant/Abs"; -"maskrcnn/tf.math.truediv_27/fake_quantize/AsymmQuant/Abs" -> "maskrcnn/tf.math.truediv_27/fake_quantize/AsymmQuant/add"; -"maskrcnn/tf.math.truediv_27/fake_quantize/AsymmQuant/add/y" -> "maskrcnn/tf.math.truediv_27/fake_quantize/AsymmQuant/add"; -"maskrcnn/tf.math.truediv_27/fake_quantize/AsymmQuant/add" -> "maskrcnn/tf.math.truediv_27/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/tf.math.truediv_27/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.truediv_27/fake_quantize/AsymmQuant/ReadVariableOp"; -"maskrcnn/tf.math.truediv_27/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.truediv_27/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"maskrcnn/tf.math.truediv_27/fake_quantize/AsymmQuant/ReadVariableOp" -> "maskrcnn/tf.math.truediv_27/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/tf.math.truediv_27/fake_quantize/AsymmQuant/add_1" -> "maskrcnn/tf.math.truediv_27/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.truediv_27/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.truediv_27/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.truediv_27/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.expand_dims_26/ExpandDims"; -"maskrcnn/tf.math.truediv_28/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.truediv_28/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.math.truediv_28/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.truediv_28/fake_quantize/AsymmQuant/Abs"; -"maskrcnn/tf.math.truediv_28/fake_quantize/AsymmQuant/Abs" -> "maskrcnn/tf.math.truediv_28/fake_quantize/AsymmQuant/add"; -"maskrcnn/tf.math.truediv_28/fake_quantize/AsymmQuant/add/y" -> "maskrcnn/tf.math.truediv_28/fake_quantize/AsymmQuant/add"; -"maskrcnn/tf.math.truediv_28/fake_quantize/AsymmQuant/add" -> "maskrcnn/tf.math.truediv_28/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/tf.math.truediv_28/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.truediv_28/fake_quantize/AsymmQuant/ReadVariableOp"; -"maskrcnn/tf.math.truediv_28/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.truediv_28/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"maskrcnn/tf.math.truediv_28/fake_quantize/AsymmQuant/ReadVariableOp" -> "maskrcnn/tf.math.truediv_28/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/tf.math.truediv_28/fake_quantize/AsymmQuant/add_1" -> "maskrcnn/tf.math.truediv_28/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.truediv_28/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.truediv_28/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.truediv_28/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.expand_dims_25/ExpandDims"; -"maskrcnn/tf.math.truediv_26/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.truediv_26/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.math.truediv_26/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.truediv_26/fake_quantize/AsymmQuant/Abs"; -"maskrcnn/tf.math.truediv_26/fake_quantize/AsymmQuant/Abs" -> "maskrcnn/tf.math.truediv_26/fake_quantize/AsymmQuant/add"; -"maskrcnn/tf.math.truediv_26/fake_quantize/AsymmQuant/add/y" -> "maskrcnn/tf.math.truediv_26/fake_quantize/AsymmQuant/add"; -"maskrcnn/tf.math.truediv_26/fake_quantize/AsymmQuant/add" -> "maskrcnn/tf.math.truediv_26/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/tf.math.truediv_26/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.truediv_26/fake_quantize/AsymmQuant/ReadVariableOp"; -"maskrcnn/tf.math.truediv_26/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.truediv_26/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"maskrcnn/tf.math.truediv_26/fake_quantize/AsymmQuant/ReadVariableOp" -> "maskrcnn/tf.math.truediv_26/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/tf.math.truediv_26/fake_quantize/AsymmQuant/add_1" -> "maskrcnn/tf.math.truediv_26/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.truediv_26/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.truediv_26/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.truediv_26/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.__operators__.getitem_76/strided_slice"; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp"; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant_1/Abs/ReadVariableOp"; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant_2/Abs/ReadVariableOp"; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant/Abs"; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant/Abs" -> "maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant/add"; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant/add/y" -> "maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant/add"; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant/add" -> "maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant/add_1"; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp"; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant_1/ReadVariableOp"; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars/ReadVariableOp"; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant_2/ReadVariableOp"; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars/ReadVariableOp"; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp" -> "maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant/add_1"; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant/add_1" -> "maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.expand_dims_26/ExpandDims"; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant_1/Abs/ReadVariableOp" -> "maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant_1/Abs"; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant_1/Abs" -> "maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant_1/add"; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant_1/add/y" -> "maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant_1/add"; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant_1/add" -> "maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant_1/add_1"; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant_1/ReadVariableOp" -> "maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant_1/add_1"; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant_1/add_1" -> "maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.expand_dims_25/ExpandDims"; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant_2/Abs/ReadVariableOp" -> "maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant_2/Abs"; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant_2/Abs" -> "maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant_2/add"; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant_2/add/y" -> "maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant_2/add"; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant_2/add" -> "maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant_2/add_1"; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant_2/ReadVariableOp" -> "maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant_2/add_1"; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant_2/add_1" -> "maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/AsymmQuant_2/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.__operators__.getitem_76/strided_slice"; "maskrcnn/tf.cast_37/Cast" -> "maskrcnn/tf.cast_37/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.__operators__.getitem_76/strided_slice/stack" -> "maskrcnn/tf.__operators__.getitem_76/strided_slice"; "maskrcnn/tf.__operators__.getitem_76/strided_slice/stack_1" -> "maskrcnn/tf.__operators__.getitem_76/strided_slice"; @@ -14592,9 +14528,9 @@ args_0_1 -> "maskrcnn/image_info/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVar "maskrcnn/tf.math.multiply_61/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.multiply_61/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.multiply_61/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.math.truediv_31/truediv"; "maskrcnn/tf.math.subtract_66/Sub/y" -> "maskrcnn/tf.math.subtract_66/Sub"; -"maskrcnn/tf.math.subtract_66/Sub" -> "maskrcnn/tf.math.subtract_66/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_66/Sub" -> "maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_65/Sub/y" -> "maskrcnn/tf.math.subtract_65/Sub"; -"maskrcnn/tf.math.subtract_65/Sub" -> "maskrcnn/tf.math.subtract_65/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_65/Sub" -> "maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; "maskrcnn/tf.__operators__.getitem_131/strided_slice/stack" -> "maskrcnn/tf.__operators__.getitem_131/strided_slice"; "maskrcnn/tf.__operators__.getitem_131/strided_slice/stack_1" -> "maskrcnn/tf.__operators__.getitem_131/strided_slice"; "maskrcnn/tf.__operators__.getitem_131/strided_slice/stack_2" -> "maskrcnn/tf.__operators__.getitem_131/strided_slice"; @@ -14833,28 +14769,28 @@ args_0_1 -> "maskrcnn/image_info/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVar "maskrcnn/tf.math.truediv_33/truediv" -> "maskrcnn/tf.math.truediv_33/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.truediv_31/truediv/y" -> "maskrcnn/tf.math.truediv_31/truediv"; "maskrcnn/tf.math.truediv_31/truediv" -> "maskrcnn/tf.math.truediv_31/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_66/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_66/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.math.subtract_66/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_66/fake_quantize/AsymmQuant/Abs"; -"maskrcnn/tf.math.subtract_66/fake_quantize/AsymmQuant/Abs" -> "maskrcnn/tf.math.subtract_66/fake_quantize/AsymmQuant/add"; -"maskrcnn/tf.math.subtract_66/fake_quantize/AsymmQuant/add/y" -> "maskrcnn/tf.math.subtract_66/fake_quantize/AsymmQuant/add"; -"maskrcnn/tf.math.subtract_66/fake_quantize/AsymmQuant/add" -> "maskrcnn/tf.math.subtract_66/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/tf.math.subtract_66/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_66/fake_quantize/AsymmQuant/ReadVariableOp"; -"maskrcnn/tf.math.subtract_66/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_66/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"maskrcnn/tf.math.subtract_66/fake_quantize/AsymmQuant/ReadVariableOp" -> "maskrcnn/tf.math.subtract_66/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/tf.math.subtract_66/fake_quantize/AsymmQuant/add_1" -> "maskrcnn/tf.math.subtract_66/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_66/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.subtract_66/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_66/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.expand_dims_28/ExpandDims"; -"maskrcnn/tf.math.subtract_65/fake_quantize/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_65/fake_quantize/AsymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.math.subtract_65/fake_quantize/AsymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_65/fake_quantize/AsymmQuant/Abs"; -"maskrcnn/tf.math.subtract_65/fake_quantize/AsymmQuant/Abs" -> "maskrcnn/tf.math.subtract_65/fake_quantize/AsymmQuant/add"; -"maskrcnn/tf.math.subtract_65/fake_quantize/AsymmQuant/add/y" -> "maskrcnn/tf.math.subtract_65/fake_quantize/AsymmQuant/add"; -"maskrcnn/tf.math.subtract_65/fake_quantize/AsymmQuant/add" -> "maskrcnn/tf.math.subtract_65/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/tf.math.subtract_65/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_65/fake_quantize/AsymmQuant/ReadVariableOp"; -"maskrcnn/tf.math.subtract_65/fake_quantize/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_65/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"maskrcnn/tf.math.subtract_65/fake_quantize/AsymmQuant/ReadVariableOp" -> "maskrcnn/tf.math.subtract_65/fake_quantize/AsymmQuant/add_1"; -"maskrcnn/tf.math.subtract_65/fake_quantize/AsymmQuant/add_1" -> "maskrcnn/tf.math.subtract_65/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_65/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.subtract_65/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_65/fake_quantize/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.expand_dims_27/ExpandDims"; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp"; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/AsymmQuant_1/Abs/ReadVariableOp"; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/AsymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/AsymmQuant/Abs"; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/AsymmQuant/Abs" -> "maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/AsymmQuant/add"; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/AsymmQuant/add/y" -> "maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/AsymmQuant/add"; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/AsymmQuant/add" -> "maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/AsymmQuant/add_1"; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp"; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/AsymmQuant_1/ReadVariableOp"; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars/ReadVariableOp"; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/AsymmQuant/ReadVariableOp" -> "maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/AsymmQuant/add_1"; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/AsymmQuant/add_1" -> "maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/AsymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.expand_dims_28/ExpandDims"; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/AsymmQuant_1/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/AsymmQuant_1/Abs"; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/AsymmQuant_1/Abs" -> "maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/AsymmQuant_1/add"; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/AsymmQuant_1/add/y" -> "maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/AsymmQuant_1/add"; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/AsymmQuant_1/add" -> "maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/AsymmQuant_1/add_1"; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/AsymmQuant_1/ReadVariableOp" -> "maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/AsymmQuant_1/add_1"; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/AsymmQuant_1/add_1" -> "maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars/ReadVariableOp" -> "maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/AsymmQuant_1/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.expand_dims_27/ExpandDims"; "maskrcnn/tf.__operators__.add_70/AddV2" -> "maskrcnn/tf.stack_18/stack"; "maskrcnn/tf.__operators__.add_72/AddV2" -> "maskrcnn/tf.stack_18/stack"; "maskrcnn/tf.__operators__.add_74/AddV2" -> "maskrcnn/tf.stack_18/stack"; diff --git a/tests/tensorflow/data/reference_graphs/2.8/quantized/w_sym_ch_a_asym_t/yolo_v4.pb b/tests/tensorflow/data/reference_graphs/2.8/quantized/w_sym_ch_a_asym_t/yolo_v4.pb index abdd8628d06..077d0073d71 100644 --- a/tests/tensorflow/data/reference_graphs/2.8/quantized/w_sym_ch_a_asym_t/yolo_v4.pb +++ b/tests/tensorflow/data/reference_graphs/2.8/quantized/w_sym_ch_a_asym_t/yolo_v4.pb @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:8d402ac31a0ba8e464d491679790fac61fc129922a5d1ad590c873a3e92f77fb -size 1097769 +oid sha256:fbcd38e9786b41d8dc2d8e6ccebf9f917d316fe4f7b59d8fc451c925c0dd7576 +size 1097108 diff --git a/tests/tensorflow/data/reference_graphs/2.8/quantized/w_sym_t_a_sym_t/densenet121.pb b/tests/tensorflow/data/reference_graphs/2.8/quantized/w_sym_t_a_sym_t/densenet121.pb index 73a0dc04395..51856fa415c 100644 --- a/tests/tensorflow/data/reference_graphs/2.8/quantized/w_sym_t_a_sym_t/densenet121.pb +++ b/tests/tensorflow/data/reference_graphs/2.8/quantized/w_sym_t_a_sym_t/densenet121.pb @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:a7f19f2395b8262542522b5bfd204e615827e3449fdfa11c740c3a57c98dfd76 -size 985735 +oid sha256:6d68735b1dbede5a452680195c0965c6d2d01d00ef07fb507e48768c7f822400 +size 983957 diff --git a/tests/tensorflow/data/reference_graphs/2.8/quantized/w_sym_t_a_sym_t/inception_v3.dot b/tests/tensorflow/data/reference_graphs/2.8/quantized/w_sym_t_a_sym_t/inception_v3.dot index ce32b42f399..71d7bc015f9 100644 --- a/tests/tensorflow/data/reference_graphs/2.8/quantized/w_sym_t_a_sym_t/inception_v3.dot +++ b/tests/tensorflow/data/reference_graphs/2.8/quantized/w_sym_t_a_sym_t/inception_v3.dot @@ -2755,6 +2755,18 @@ args_0 [op=Placeholder]; "inception_v3/conv2d_87/SymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; "inception_v3/conv2d_87/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; "inception_v3/conv2d_87/Conv2D" [op=Conv2D]; +"inception_v3/conv2d_85/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; +"inception_v3/conv2d_85/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/conv2d_85/SymmQuant/Abs" [op=Abs]; +"inception_v3/conv2d_85/SymmQuant/add/y" [op=Const]; +"inception_v3/conv2d_85/SymmQuant/add" [op=AddV2]; +"inception_v3/conv2d_85/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; +"inception_v3/conv2d_85/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/conv2d_85/SymmQuant/mul" [op=Mul]; +"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp/resource" [op=Placeholder]; +"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"inception_v3/conv2d_85/Conv2D" [op=Conv2D]; "inception_v3/conv2d_93/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; "inception_v3/conv2d_93/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; "inception_v3/conv2d_93/SymmQuant/Abs" [op=Abs]; @@ -2799,18 +2811,14 @@ args_0 [op=Placeholder]; "inception_v3/batch_normalization_87/FusedBatchNormV3/ReadVariableOp_1/resource" [op=Placeholder]; "inception_v3/batch_normalization_87/FusedBatchNormV3/ReadVariableOp_1" [op=ReadVariableOp]; "inception_v3/batch_normalization_87/FusedBatchNormV3" [op=FusedBatchNormV3]; -"inception_v3/conv2d_85/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/conv2d_85/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/conv2d_85/SymmQuant/Abs" [op=Abs]; -"inception_v3/conv2d_85/SymmQuant/add/y" [op=Const]; -"inception_v3/conv2d_85/SymmQuant/add" [op=AddV2]; -"inception_v3/conv2d_85/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/conv2d_85/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/conv2d_85/SymmQuant/mul" [op=Mul]; -"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"inception_v3/conv2d_85/Conv2D" [op=Conv2D]; +"inception_v3/batch_normalization_85/scale" [op=Placeholder]; +"inception_v3/batch_normalization_85/ReadVariableOp/resource" [op=Placeholder]; +"inception_v3/batch_normalization_85/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp/resource" [op=Placeholder]; +"inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp_1/resource" [op=Placeholder]; +"inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp_1" [op=ReadVariableOp]; +"inception_v3/batch_normalization_85/FusedBatchNormV3" [op=FusedBatchNormV3]; "inception_v3/batch_normalization_93/scale" [op=Placeholder]; "inception_v3/batch_normalization_93/ReadVariableOp/resource" [op=Placeholder]; "inception_v3/batch_normalization_93/ReadVariableOp" [op=ReadVariableOp]; @@ -2823,74 +2831,56 @@ args_0 [op=Placeholder]; "inception_v3/activation_91/Relu" [op=Relu]; "inception_v3/activation_88/Relu" [op=Relu]; "inception_v3/activation_87/Relu" [op=Relu]; -"inception_v3/batch_normalization_85/scale" [op=Placeholder]; -"inception_v3/batch_normalization_85/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/batch_normalization_85/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp_1/resource" [op=Placeholder]; -"inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp_1" [op=ReadVariableOp]; -"inception_v3/batch_normalization_85/FusedBatchNormV3" [op=FusedBatchNormV3]; -"inception_v3/activation_93/Relu" [op=Relu]; -"inception_v3/activation_91/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_91/fake_quantize/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_91/fake_quantize/SymmQuant/Abs" [op=Abs]; -"inception_v3/activation_91/fake_quantize/SymmQuant/add/y" [op=Const]; -"inception_v3/activation_91/fake_quantize/SymmQuant/add" [op=AddV2]; -"inception_v3/activation_91/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_91/fake_quantize/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_91/fake_quantize/SymmQuant/mul" [op=Mul]; -"inception_v3/activation_91/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"inception_v3/activation_92/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_92/fake_quantize/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_92/fake_quantize/SymmQuant/Abs" [op=Abs]; -"inception_v3/activation_92/fake_quantize/SymmQuant/add/y" [op=Const]; -"inception_v3/activation_92/fake_quantize/SymmQuant/add" [op=AddV2]; -"inception_v3/activation_92/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_92/fake_quantize/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_92/fake_quantize/SymmQuant/mul" [op=Mul]; -"inception_v3/activation_92/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"inception_v3/activation_87/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_87/fake_quantize/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_87/fake_quantize/SymmQuant/Abs" [op=Abs]; -"inception_v3/activation_87/fake_quantize/SymmQuant/add/y" [op=Const]; -"inception_v3/activation_87/fake_quantize/SymmQuant/add" [op=AddV2]; -"inception_v3/activation_87/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_87/fake_quantize/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_87/fake_quantize/SymmQuant/mul" [op=Mul]; -"inception_v3/activation_87/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"inception_v3/activation_88/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_88/fake_quantize/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_88/fake_quantize/SymmQuant/Abs" [op=Abs]; -"inception_v3/activation_88/fake_quantize/SymmQuant/add/y" [op=Const]; -"inception_v3/activation_88/fake_quantize/SymmQuant/add" [op=AddV2]; -"inception_v3/activation_88/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_88/fake_quantize/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_88/fake_quantize/SymmQuant/mul" [op=Mul]; -"inception_v3/activation_88/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; "inception_v3/activation_85/Relu" [op=Relu]; -"inception_v3/activation_85/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_85/fake_quantize/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_85/fake_quantize/SymmQuant/Abs" [op=Abs]; -"inception_v3/activation_85/fake_quantize/SymmQuant/add/y" [op=Const]; -"inception_v3/activation_85/fake_quantize/SymmQuant/add" [op=AddV2]; -"inception_v3/activation_85/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_85/fake_quantize/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_85/fake_quantize/SymmQuant/mul" [op=Mul]; -"inception_v3/activation_85/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/Abs" [op=Abs]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/add/y" [op=Const]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/add" [op=AddV2]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/mul" [op=Mul]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"inception_v3/activation_93/Relu" [op=Relu]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_1/Abs/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_1/Abs" [op=Abs]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_1/add/y" [op=Const]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_1/add" [op=AddV2]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_1/mul/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_1/mul" [op=Mul]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_2/Abs/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_2/Abs" [op=Abs]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_2/add/y" [op=Const]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_2/add" [op=AddV2]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_2/mul/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_2/mul" [op=Mul]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_2/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_3/Abs/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_3/Abs" [op=Abs]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_3/add/y" [op=Const]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_3/add" [op=AddV2]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_3/mul/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_3/mul" [op=Mul]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_3/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_4/Abs/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_4/Abs" [op=Abs]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_4/add/y" [op=Const]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_4/add" [op=AddV2]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_4/mul/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_4/mul" [op=Mul]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_4/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; "inception_v3/mixed9_1/concat/axis" [op=Const]; "inception_v3/mixed9_1/concat" [op=ConcatV2]; "inception_v3/concatenate_1/concat/axis" [op=Const]; "inception_v3/concatenate_1/concat" [op=ConcatV2]; -"inception_v3/activation_93/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_93/fake_quantize/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_93/fake_quantize/SymmQuant/Abs" [op=Abs]; -"inception_v3/activation_93/fake_quantize/SymmQuant/add/y" [op=Const]; -"inception_v3/activation_93/fake_quantize/SymmQuant/add" [op=AddV2]; -"inception_v3/activation_93/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; -"inception_v3/activation_93/fake_quantize/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; -"inception_v3/activation_93/fake_quantize/SymmQuant/mul" [op=Mul]; -"inception_v3/activation_93/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_5/Abs/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_5/Abs" [op=Abs]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_5/add/y" [op=Const]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_5/add" [op=AddV2]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_5/mul/ReadVariableOp" [op=ReadVariableOp]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_5/mul" [op=Mul]; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_5/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; "inception_v3/mixed10/concat/axis" [op=Const]; "inception_v3/mixed10/concat" [op=ConcatV2]; "inception_v3/avg_pool/Mean/reduction_indices" [op=Const]; @@ -5962,6 +5952,19 @@ args_0 -> "inception_v3/input_1/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" "inception_v3/conv2d_87/SymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/conv2d_87/SymmQuant/FakeQuantWithMinMaxVars"; "inception_v3/conv2d_87/SymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/conv2d_87/Conv2D"; "inception_v3/conv2d_87/Conv2D" -> "inception_v3/batch_normalization_87/FusedBatchNormV3"; +"inception_v3/conv2d_85/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/conv2d_85/SymmQuant/Abs/ReadVariableOp"; +"inception_v3/conv2d_85/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/conv2d_85/SymmQuant/Abs"; +"inception_v3/conv2d_85/SymmQuant/Abs" -> "inception_v3/conv2d_85/SymmQuant/add"; +"inception_v3/conv2d_85/SymmQuant/add/y" -> "inception_v3/conv2d_85/SymmQuant/add"; +"inception_v3/conv2d_85/SymmQuant/add" -> "inception_v3/conv2d_85/SymmQuant/mul"; +"inception_v3/conv2d_85/SymmQuant/add" -> "inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/conv2d_85/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/conv2d_85/SymmQuant/mul/ReadVariableOp"; +"inception_v3/conv2d_85/SymmQuant/mul/ReadVariableOp" -> "inception_v3/conv2d_85/SymmQuant/mul"; +"inception_v3/conv2d_85/SymmQuant/mul" -> "inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp/resource" -> "inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; +"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/conv2d_85/Conv2D"; +"inception_v3/conv2d_85/Conv2D" -> "inception_v3/batch_normalization_85/FusedBatchNormV3"; "inception_v3/conv2d_93/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/conv2d_93/SymmQuant/Abs/ReadVariableOp"; "inception_v3/conv2d_93/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/conv2d_93/SymmQuant/Abs"; "inception_v3/conv2d_93/SymmQuant/Abs" -> "inception_v3/conv2d_93/SymmQuant/add"; @@ -6007,31 +6010,6 @@ args_0 -> "inception_v3/input_1/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" "inception_v3/batch_normalization_87/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_87/FusedBatchNormV3/ReadVariableOp_1"; "inception_v3/batch_normalization_87/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_87/FusedBatchNormV3"; "inception_v3/batch_normalization_87/FusedBatchNormV3" -> "inception_v3/activation_87/Relu"; -"inception_v3/conv2d_85/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/conv2d_85/SymmQuant/Abs/ReadVariableOp"; -"inception_v3/conv2d_85/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/conv2d_85/SymmQuant/Abs"; -"inception_v3/conv2d_85/SymmQuant/Abs" -> "inception_v3/conv2d_85/SymmQuant/add"; -"inception_v3/conv2d_85/SymmQuant/add/y" -> "inception_v3/conv2d_85/SymmQuant/add"; -"inception_v3/conv2d_85/SymmQuant/add" -> "inception_v3/conv2d_85/SymmQuant/mul"; -"inception_v3/conv2d_85/SymmQuant/add" -> "inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/conv2d_85/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/conv2d_85/SymmQuant/mul/ReadVariableOp"; -"inception_v3/conv2d_85/SymmQuant/mul/ReadVariableOp" -> "inception_v3/conv2d_85/SymmQuant/mul"; -"inception_v3/conv2d_85/SymmQuant/mul" -> "inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp/resource" -> "inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp"; -"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVars/ReadVariableOp" -> "inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/conv2d_85/SymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/conv2d_85/Conv2D"; -"inception_v3/conv2d_85/Conv2D" -> "inception_v3/batch_normalization_85/FusedBatchNormV3"; -"inception_v3/batch_normalization_93/scale" -> "inception_v3/batch_normalization_93/FusedBatchNormV3"; -"inception_v3/batch_normalization_93/ReadVariableOp/resource" -> "inception_v3/batch_normalization_93/ReadVariableOp"; -"inception_v3/batch_normalization_93/ReadVariableOp" -> "inception_v3/batch_normalization_93/FusedBatchNormV3"; -"inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp/resource" -> "inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp"; -"inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp" -> "inception_v3/batch_normalization_93/FusedBatchNormV3"; -"inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp_1"; -"inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_93/FusedBatchNormV3"; -"inception_v3/batch_normalization_93/FusedBatchNormV3" -> "inception_v3/activation_93/Relu"; -"inception_v3/activation_92/Relu" -> "inception_v3/activation_92/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_91/Relu" -> "inception_v3/activation_91/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_88/Relu" -> "inception_v3/activation_88/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_87/Relu" -> "inception_v3/activation_87/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; "inception_v3/batch_normalization_85/scale" -> "inception_v3/batch_normalization_85/FusedBatchNormV3"; "inception_v3/batch_normalization_85/ReadVariableOp/resource" -> "inception_v3/batch_normalization_85/ReadVariableOp"; "inception_v3/batch_normalization_85/ReadVariableOp" -> "inception_v3/batch_normalization_85/FusedBatchNormV3"; @@ -6040,72 +6018,84 @@ args_0 -> "inception_v3/input_1/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" "inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp_1"; "inception_v3/batch_normalization_85/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_85/FusedBatchNormV3"; "inception_v3/batch_normalization_85/FusedBatchNormV3" -> "inception_v3/activation_85/Relu"; -"inception_v3/activation_93/Relu" -> "inception_v3/activation_93/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_91/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_91/fake_quantize/SymmQuant/Abs/ReadVariableOp"; -"inception_v3/activation_91/fake_quantize/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_91/fake_quantize/SymmQuant/Abs"; -"inception_v3/activation_91/fake_quantize/SymmQuant/Abs" -> "inception_v3/activation_91/fake_quantize/SymmQuant/add"; -"inception_v3/activation_91/fake_quantize/SymmQuant/add/y" -> "inception_v3/activation_91/fake_quantize/SymmQuant/add"; -"inception_v3/activation_91/fake_quantize/SymmQuant/add" -> "inception_v3/activation_91/fake_quantize/SymmQuant/mul"; -"inception_v3/activation_91/fake_quantize/SymmQuant/add" -> "inception_v3/activation_91/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_91/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/activation_91/fake_quantize/SymmQuant/mul/ReadVariableOp"; -"inception_v3/activation_91/fake_quantize/SymmQuant/mul/ReadVariableOp" -> "inception_v3/activation_91/fake_quantize/SymmQuant/mul"; -"inception_v3/activation_91/fake_quantize/SymmQuant/mul" -> "inception_v3/activation_91/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_91/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/concatenate_1/concat"; -"inception_v3/activation_92/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_92/fake_quantize/SymmQuant/Abs/ReadVariableOp"; -"inception_v3/activation_92/fake_quantize/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_92/fake_quantize/SymmQuant/Abs"; -"inception_v3/activation_92/fake_quantize/SymmQuant/Abs" -> "inception_v3/activation_92/fake_quantize/SymmQuant/add"; -"inception_v3/activation_92/fake_quantize/SymmQuant/add/y" -> "inception_v3/activation_92/fake_quantize/SymmQuant/add"; -"inception_v3/activation_92/fake_quantize/SymmQuant/add" -> "inception_v3/activation_92/fake_quantize/SymmQuant/mul"; -"inception_v3/activation_92/fake_quantize/SymmQuant/add" -> "inception_v3/activation_92/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_92/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/activation_92/fake_quantize/SymmQuant/mul/ReadVariableOp"; -"inception_v3/activation_92/fake_quantize/SymmQuant/mul/ReadVariableOp" -> "inception_v3/activation_92/fake_quantize/SymmQuant/mul"; -"inception_v3/activation_92/fake_quantize/SymmQuant/mul" -> "inception_v3/activation_92/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_92/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/concatenate_1/concat"; -"inception_v3/activation_87/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/SymmQuant/Abs/ReadVariableOp"; -"inception_v3/activation_87/fake_quantize/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/SymmQuant/Abs"; -"inception_v3/activation_87/fake_quantize/SymmQuant/Abs" -> "inception_v3/activation_87/fake_quantize/SymmQuant/add"; -"inception_v3/activation_87/fake_quantize/SymmQuant/add/y" -> "inception_v3/activation_87/fake_quantize/SymmQuant/add"; -"inception_v3/activation_87/fake_quantize/SymmQuant/add" -> "inception_v3/activation_87/fake_quantize/SymmQuant/mul"; -"inception_v3/activation_87/fake_quantize/SymmQuant/add" -> "inception_v3/activation_87/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_87/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/SymmQuant/mul/ReadVariableOp"; -"inception_v3/activation_87/fake_quantize/SymmQuant/mul/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/SymmQuant/mul"; -"inception_v3/activation_87/fake_quantize/SymmQuant/mul" -> "inception_v3/activation_87/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_87/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/mixed9_1/concat"; -"inception_v3/activation_88/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_88/fake_quantize/SymmQuant/Abs/ReadVariableOp"; -"inception_v3/activation_88/fake_quantize/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_88/fake_quantize/SymmQuant/Abs"; -"inception_v3/activation_88/fake_quantize/SymmQuant/Abs" -> "inception_v3/activation_88/fake_quantize/SymmQuant/add"; -"inception_v3/activation_88/fake_quantize/SymmQuant/add/y" -> "inception_v3/activation_88/fake_quantize/SymmQuant/add"; -"inception_v3/activation_88/fake_quantize/SymmQuant/add" -> "inception_v3/activation_88/fake_quantize/SymmQuant/mul"; -"inception_v3/activation_88/fake_quantize/SymmQuant/add" -> "inception_v3/activation_88/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_88/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/activation_88/fake_quantize/SymmQuant/mul/ReadVariableOp"; -"inception_v3/activation_88/fake_quantize/SymmQuant/mul/ReadVariableOp" -> "inception_v3/activation_88/fake_quantize/SymmQuant/mul"; -"inception_v3/activation_88/fake_quantize/SymmQuant/mul" -> "inception_v3/activation_88/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_88/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/mixed9_1/concat"; -"inception_v3/activation_85/Relu" -> "inception_v3/activation_85/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_85/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_85/fake_quantize/SymmQuant/Abs/ReadVariableOp"; -"inception_v3/activation_85/fake_quantize/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_85/fake_quantize/SymmQuant/Abs"; -"inception_v3/activation_85/fake_quantize/SymmQuant/Abs" -> "inception_v3/activation_85/fake_quantize/SymmQuant/add"; -"inception_v3/activation_85/fake_quantize/SymmQuant/add/y" -> "inception_v3/activation_85/fake_quantize/SymmQuant/add"; -"inception_v3/activation_85/fake_quantize/SymmQuant/add" -> "inception_v3/activation_85/fake_quantize/SymmQuant/mul"; -"inception_v3/activation_85/fake_quantize/SymmQuant/add" -> "inception_v3/activation_85/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_85/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/activation_85/fake_quantize/SymmQuant/mul/ReadVariableOp"; -"inception_v3/activation_85/fake_quantize/SymmQuant/mul/ReadVariableOp" -> "inception_v3/activation_85/fake_quantize/SymmQuant/mul"; -"inception_v3/activation_85/fake_quantize/SymmQuant/mul" -> "inception_v3/activation_85/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_85/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/mixed10/concat"; +"inception_v3/batch_normalization_93/scale" -> "inception_v3/batch_normalization_93/FusedBatchNormV3"; +"inception_v3/batch_normalization_93/ReadVariableOp/resource" -> "inception_v3/batch_normalization_93/ReadVariableOp"; +"inception_v3/batch_normalization_93/ReadVariableOp" -> "inception_v3/batch_normalization_93/FusedBatchNormV3"; +"inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp/resource" -> "inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp"; +"inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp" -> "inception_v3/batch_normalization_93/FusedBatchNormV3"; +"inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp_1/resource" -> "inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp_1"; +"inception_v3/batch_normalization_93/FusedBatchNormV3/ReadVariableOp_1" -> "inception_v3/batch_normalization_93/FusedBatchNormV3"; +"inception_v3/batch_normalization_93/FusedBatchNormV3" -> "inception_v3/activation_93/Relu"; +"inception_v3/activation_92/Relu" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_2/FakeQuantWithMinMaxVars"; +"inception_v3/activation_91/Relu" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars"; +"inception_v3/activation_88/Relu" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_4/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/Relu" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_3/FakeQuantWithMinMaxVars"; +"inception_v3/activation_85/Relu" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_1/Abs/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_2/Abs/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_3/Abs/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_4/Abs/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_5/Abs/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/Abs"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/Abs" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/add/y" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/add" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/mul"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/add" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_1/mul/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_2/mul/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_3/mul/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_4/mul/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_5/mul/ReadVariableOp"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/mul"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/mul" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/mixed10/concat"; +"inception_v3/activation_93/Relu" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_5/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_1/Abs/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_1/Abs"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_1/Abs" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_1/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_1/add/y" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_1/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_1/add" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_1/mul"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_1/add" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_1/mul/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_1/mul"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_1/mul" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars" -> "inception_v3/concatenate_1/concat"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_2/Abs/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_2/Abs"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_2/Abs" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_2/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_2/add/y" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_2/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_2/add" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_2/mul"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_2/add" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_2/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_2/mul/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_2/mul"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_2/mul" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_2/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_2/FakeQuantWithMinMaxVars" -> "inception_v3/concatenate_1/concat"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_3/Abs/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_3/Abs"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_3/Abs" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_3/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_3/add/y" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_3/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_3/add" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_3/mul"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_3/add" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_3/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_3/mul/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_3/mul"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_3/mul" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_3/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_3/FakeQuantWithMinMaxVars" -> "inception_v3/mixed9_1/concat"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_4/Abs/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_4/Abs"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_4/Abs" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_4/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_4/add/y" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_4/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_4/add" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_4/mul"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_4/add" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_4/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_4/mul/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_4/mul"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_4/mul" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_4/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_4/FakeQuantWithMinMaxVars" -> "inception_v3/mixed9_1/concat"; "inception_v3/mixed9_1/concat/axis" -> "inception_v3/mixed9_1/concat"; "inception_v3/mixed9_1/concat" -> "inception_v3/mixed10/concat"; "inception_v3/concatenate_1/concat/axis" -> "inception_v3/concatenate_1/concat"; "inception_v3/concatenate_1/concat" -> "inception_v3/mixed10/concat"; -"inception_v3/activation_93/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" -> "inception_v3/activation_93/fake_quantize/SymmQuant/Abs/ReadVariableOp"; -"inception_v3/activation_93/fake_quantize/SymmQuant/Abs/ReadVariableOp" -> "inception_v3/activation_93/fake_quantize/SymmQuant/Abs"; -"inception_v3/activation_93/fake_quantize/SymmQuant/Abs" -> "inception_v3/activation_93/fake_quantize/SymmQuant/add"; -"inception_v3/activation_93/fake_quantize/SymmQuant/add/y" -> "inception_v3/activation_93/fake_quantize/SymmQuant/add"; -"inception_v3/activation_93/fake_quantize/SymmQuant/add" -> "inception_v3/activation_93/fake_quantize/SymmQuant/mul"; -"inception_v3/activation_93/fake_quantize/SymmQuant/add" -> "inception_v3/activation_93/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_93/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" -> "inception_v3/activation_93/fake_quantize/SymmQuant/mul/ReadVariableOp"; -"inception_v3/activation_93/fake_quantize/SymmQuant/mul/ReadVariableOp" -> "inception_v3/activation_93/fake_quantize/SymmQuant/mul"; -"inception_v3/activation_93/fake_quantize/SymmQuant/mul" -> "inception_v3/activation_93/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"inception_v3/activation_93/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "inception_v3/mixed10/concat"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_5/Abs/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_5/Abs"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_5/Abs" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_5/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_5/add/y" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_5/add"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_5/add" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_5/mul"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_5/add" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_5/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_5/mul/ReadVariableOp" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_5/mul"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_5/mul" -> "inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_5/FakeQuantWithMinMaxVars"; +"inception_v3/activation_87/fake_quantize/unified_scale_group/SymmQuant_5/FakeQuantWithMinMaxVars" -> "inception_v3/mixed10/concat"; "inception_v3/mixed10/concat/axis" -> "inception_v3/mixed10/concat"; "inception_v3/mixed10/concat" -> "inception_v3/avg_pool/Mean"; "inception_v3/avg_pool/Mean/reduction_indices" -> "inception_v3/avg_pool/Mean"; diff --git a/tests/tensorflow/data/reference_graphs/2.8/quantized/w_sym_t_a_sym_t/mask_rcnn.dot b/tests/tensorflow/data/reference_graphs/2.8/quantized/w_sym_t_a_sym_t/mask_rcnn.dot index 8ee854eb0b4..41a22dfd985 100644 --- a/tests/tensorflow/data/reference_graphs/2.8/quantized/w_sym_t_a_sym_t/mask_rcnn.dot +++ b/tests/tensorflow/data/reference_graphs/2.8/quantized/w_sym_t_a_sym_t/mask_rcnn.dot @@ -2124,51 +2124,43 @@ args_0_1 [op=Placeholder]; "maskrcnn/p2-bn/FusedBatchNormV3/ReadVariableOp_1/resource" [op=Placeholder]; "maskrcnn/p2-bn/FusedBatchNormV3/ReadVariableOp_1" [op=ReadVariableOp]; "maskrcnn/p2-bn/FusedBatchNormV3" [op=FusedBatchNormV3]; -"maskrcnn/p6-bn/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/p6-bn/fake_quantize/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/p6-bn/fake_quantize/SymmQuant/Abs" [op=Abs]; -"maskrcnn/p6-bn/fake_quantize/SymmQuant/add/y" [op=Const]; -"maskrcnn/p6-bn/fake_quantize/SymmQuant/add" [op=AddV2]; -"maskrcnn/p6-bn/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/p6-bn/fake_quantize/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/p6-bn/fake_quantize/SymmQuant/mul" [op=Mul]; -"maskrcnn/p6-bn/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/p5-bn/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/p5-bn/fake_quantize/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/p5-bn/fake_quantize/SymmQuant/Abs" [op=Abs]; -"maskrcnn/p5-bn/fake_quantize/SymmQuant/add/y" [op=Const]; -"maskrcnn/p5-bn/fake_quantize/SymmQuant/add" [op=AddV2]; -"maskrcnn/p5-bn/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/p5-bn/fake_quantize/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/p5-bn/fake_quantize/SymmQuant/mul" [op=Mul]; -"maskrcnn/p5-bn/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/p4-bn/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/p4-bn/fake_quantize/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/p4-bn/fake_quantize/SymmQuant/Abs" [op=Abs]; -"maskrcnn/p4-bn/fake_quantize/SymmQuant/add/y" [op=Const]; -"maskrcnn/p4-bn/fake_quantize/SymmQuant/add" [op=AddV2]; -"maskrcnn/p4-bn/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/p4-bn/fake_quantize/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/p4-bn/fake_quantize/SymmQuant/mul" [op=Mul]; -"maskrcnn/p4-bn/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/p3-bn/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/p3-bn/fake_quantize/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/p3-bn/fake_quantize/SymmQuant/Abs" [op=Abs]; -"maskrcnn/p3-bn/fake_quantize/SymmQuant/add/y" [op=Const]; -"maskrcnn/p3-bn/fake_quantize/SymmQuant/add" [op=AddV2]; -"maskrcnn/p3-bn/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/p3-bn/fake_quantize/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/p3-bn/fake_quantize/SymmQuant/mul" [op=Mul]; -"maskrcnn/p3-bn/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/p2-bn/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/p2-bn/fake_quantize/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/p2-bn/fake_quantize/SymmQuant/Abs" [op=Abs]; -"maskrcnn/p2-bn/fake_quantize/SymmQuant/add/y" [op=Const]; -"maskrcnn/p2-bn/fake_quantize/SymmQuant/add" [op=AddV2]; -"maskrcnn/p2-bn/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/p2-bn/fake_quantize/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/p2-bn/fake_quantize/SymmQuant/mul" [op=Mul]; -"maskrcnn/p2-bn/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant/Abs" [op=Abs]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant/add/y" [op=Const]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant/add" [op=AddV2]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant/mul" [op=Mul]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_1/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_1/Abs" [op=Abs]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_1/add/y" [op=Const]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_1/add" [op=AddV2]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_1/mul/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_1/mul" [op=Mul]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_2/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_2/Abs" [op=Abs]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_2/add/y" [op=Const]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_2/add" [op=AddV2]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_2/mul/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_2/mul" [op=Mul]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_2/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_3/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_3/Abs" [op=Abs]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_3/add/y" [op=Const]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_3/add" [op=AddV2]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_3/mul/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_3/mul" [op=Mul]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_3/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_4/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_4/Abs" [op=Abs]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_4/add/y" [op=Const]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_4/add" [op=AddV2]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_4/mul/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_4/mul" [op=Mul]; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_4/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; "maskrcnn/rpn/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; "maskrcnn/rpn/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; "maskrcnn/rpn/SymmQuant/Abs" [op=Abs]; @@ -3047,96 +3039,86 @@ args_0_1 [op=Placeholder]; "maskrcnn/tf.math.subtract/Sub" [op=Sub]; "maskrcnn/tf.expand_dims/ExpandDims/dim" [op=Const]; "maskrcnn/tf.expand_dims/ExpandDims" [op=ExpandDims]; -"maskrcnn/tf.math.subtract_32/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_32/fake_quantize/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_32/fake_quantize/SymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.math.subtract_32/fake_quantize/SymmQuant/add/y" [op=Const]; -"maskrcnn/tf.math.subtract_32/fake_quantize/SymmQuant/add" [op=AddV2]; -"maskrcnn/tf.math.subtract_32/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_32/fake_quantize/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_32/fake_quantize/SymmQuant/mul" [op=Mul]; -"maskrcnn/tf.math.subtract_32/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/tf.math.subtract_33/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_33/fake_quantize/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_33/fake_quantize/SymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.math.subtract_33/fake_quantize/SymmQuant/add/y" [op=Const]; -"maskrcnn/tf.math.subtract_33/fake_quantize/SymmQuant/add" [op=AddV2]; -"maskrcnn/tf.math.subtract_33/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_33/fake_quantize/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_33/fake_quantize/SymmQuant/mul" [op=Mul]; -"maskrcnn/tf.math.subtract_33/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/tf.math.subtract_24/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_24/fake_quantize/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_24/fake_quantize/SymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.math.subtract_24/fake_quantize/SymmQuant/add/y" [op=Const]; -"maskrcnn/tf.math.subtract_24/fake_quantize/SymmQuant/add" [op=AddV2]; -"maskrcnn/tf.math.subtract_24/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_24/fake_quantize/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_24/fake_quantize/SymmQuant/mul" [op=Mul]; -"maskrcnn/tf.math.subtract_24/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/tf.math.subtract_25/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_25/fake_quantize/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_25/fake_quantize/SymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.math.subtract_25/fake_quantize/SymmQuant/add/y" [op=Const]; -"maskrcnn/tf.math.subtract_25/fake_quantize/SymmQuant/add" [op=AddV2]; -"maskrcnn/tf.math.subtract_25/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_25/fake_quantize/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_25/fake_quantize/SymmQuant/mul" [op=Mul]; -"maskrcnn/tf.math.subtract_25/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/tf.math.subtract_16/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_16/fake_quantize/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_16/fake_quantize/SymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.math.subtract_16/fake_quantize/SymmQuant/add/y" [op=Const]; -"maskrcnn/tf.math.subtract_16/fake_quantize/SymmQuant/add" [op=AddV2]; -"maskrcnn/tf.math.subtract_16/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_16/fake_quantize/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_16/fake_quantize/SymmQuant/mul" [op=Mul]; -"maskrcnn/tf.math.subtract_16/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/tf.math.subtract_17/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_17/fake_quantize/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_17/fake_quantize/SymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.math.subtract_17/fake_quantize/SymmQuant/add/y" [op=Const]; -"maskrcnn/tf.math.subtract_17/fake_quantize/SymmQuant/add" [op=AddV2]; -"maskrcnn/tf.math.subtract_17/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_17/fake_quantize/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_17/fake_quantize/SymmQuant/mul" [op=Mul]; -"maskrcnn/tf.math.subtract_17/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/tf.math.subtract_8/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_8/fake_quantize/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_8/fake_quantize/SymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.math.subtract_8/fake_quantize/SymmQuant/add/y" [op=Const]; -"maskrcnn/tf.math.subtract_8/fake_quantize/SymmQuant/add" [op=AddV2]; -"maskrcnn/tf.math.subtract_8/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_8/fake_quantize/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_8/fake_quantize/SymmQuant/mul" [op=Mul]; -"maskrcnn/tf.math.subtract_8/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/tf.math.subtract_9/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_9/fake_quantize/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_9/fake_quantize/SymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.math.subtract_9/fake_quantize/SymmQuant/add/y" [op=Const]; -"maskrcnn/tf.math.subtract_9/fake_quantize/SymmQuant/add" [op=AddV2]; -"maskrcnn/tf.math.subtract_9/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_9/fake_quantize/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_9/fake_quantize/SymmQuant/mul" [op=Mul]; -"maskrcnn/tf.math.subtract_9/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/tf.math.subtract/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract/fake_quantize/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract/fake_quantize/SymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.math.subtract/fake_quantize/SymmQuant/add/y" [op=Const]; -"maskrcnn/tf.math.subtract/fake_quantize/SymmQuant/add" [op=AddV2]; -"maskrcnn/tf.math.subtract/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract/fake_quantize/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract/fake_quantize/SymmQuant/mul" [op=Mul]; -"maskrcnn/tf.math.subtract/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/tf.math.subtract_1/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_1/fake_quantize/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_1/fake_quantize/SymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.math.subtract_1/fake_quantize/SymmQuant/add/y" [op=Const]; -"maskrcnn/tf.math.subtract_1/fake_quantize/SymmQuant/add" [op=AddV2]; -"maskrcnn/tf.math.subtract_1/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_1/fake_quantize/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_1/fake_quantize/SymmQuant/mul" [op=Mul]; -"maskrcnn/tf.math.subtract_1/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant/Abs" [op=Abs]; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant/add/y" [op=Const]; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant/add" [op=AddV2]; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant/mul" [op=Mul]; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_1/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_1/Abs" [op=Abs]; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_1/add/y" [op=Const]; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_1/add" [op=AddV2]; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_1/mul/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_1/mul" [op=Mul]; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant/Abs" [op=Abs]; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant/add/y" [op=Const]; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant/add" [op=AddV2]; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant/mul" [op=Mul]; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_1/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_1/Abs" [op=Abs]; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_1/add/y" [op=Const]; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_1/add" [op=AddV2]; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_1/mul/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_1/mul" [op=Mul]; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant/Abs" [op=Abs]; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant/add/y" [op=Const]; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant/add" [op=AddV2]; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant/mul" [op=Mul]; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_1/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_1/Abs" [op=Abs]; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_1/add/y" [op=Const]; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_1/add" [op=AddV2]; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_1/mul/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_1/mul" [op=Mul]; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant/Abs" [op=Abs]; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant/add/y" [op=Const]; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant/add" [op=AddV2]; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant/mul" [op=Mul]; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_1/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_1/Abs" [op=Abs]; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_1/add/y" [op=Const]; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_1/add" [op=AddV2]; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_1/mul/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_1/mul" [op=Mul]; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant/Abs" [op=Abs]; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant/add/y" [op=Const]; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant/add" [op=AddV2]; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant/mul" [op=Mul]; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_1/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_1/Abs" [op=Abs]; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_1/add/y" [op=Const]; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_1/add" [op=AddV2]; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_1/mul/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_1/mul" [op=Mul]; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; "maskrcnn/tf.__operators__.add_38/AddV2" [op=AddV2]; "maskrcnn/tf.__operators__.add_37/AddV2" [op=AddV2]; "maskrcnn/tf.__operators__.add_34/AddV2" [op=AddV2]; @@ -3338,24 +3320,20 @@ args_0_1 [op=Placeholder]; "maskrcnn/tf.math.subtract_39/fake_quantize/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; "maskrcnn/tf.math.subtract_39/fake_quantize/SymmQuant/mul" [op=Mul]; "maskrcnn/tf.math.subtract_39/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/tf.math.subtract_34/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_34/fake_quantize/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_34/fake_quantize/SymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.math.subtract_34/fake_quantize/SymmQuant/add/y" [op=Const]; -"maskrcnn/tf.math.subtract_34/fake_quantize/SymmQuant/add" [op=AddV2]; -"maskrcnn/tf.math.subtract_34/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_34/fake_quantize/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_34/fake_quantize/SymmQuant/mul" [op=Mul]; -"maskrcnn/tf.math.subtract_34/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/tf.math.subtract_35/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_35/fake_quantize/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_35/fake_quantize/SymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.math.subtract_35/fake_quantize/SymmQuant/add/y" [op=Const]; -"maskrcnn/tf.math.subtract_35/fake_quantize/SymmQuant/add" [op=AddV2]; -"maskrcnn/tf.math.subtract_35/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_35/fake_quantize/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_35/fake_quantize/SymmQuant/mul" [op=Mul]; -"maskrcnn/tf.math.subtract_35/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_2/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_2/Abs" [op=Abs]; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_2/add/y" [op=Const]; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_2/add" [op=AddV2]; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_2/mul/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_2/mul" [op=Mul]; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_2/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_3/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_3/Abs" [op=Abs]; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_3/add/y" [op=Const]; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_3/add" [op=AddV2]; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_3/mul/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_3/mul" [op=Mul]; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_3/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; "maskrcnn/tf.math.subtract_28/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; "maskrcnn/tf.math.subtract_28/fake_quantize/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; "maskrcnn/tf.math.subtract_28/fake_quantize/SymmQuant/Abs" [op=Abs]; @@ -3392,24 +3370,20 @@ args_0_1 [op=Placeholder]; "maskrcnn/tf.math.subtract_31/fake_quantize/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; "maskrcnn/tf.math.subtract_31/fake_quantize/SymmQuant/mul" [op=Mul]; "maskrcnn/tf.math.subtract_31/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/tf.math.subtract_26/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_26/fake_quantize/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_26/fake_quantize/SymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.math.subtract_26/fake_quantize/SymmQuant/add/y" [op=Const]; -"maskrcnn/tf.math.subtract_26/fake_quantize/SymmQuant/add" [op=AddV2]; -"maskrcnn/tf.math.subtract_26/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_26/fake_quantize/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_26/fake_quantize/SymmQuant/mul" [op=Mul]; -"maskrcnn/tf.math.subtract_26/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/tf.math.subtract_27/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_27/fake_quantize/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_27/fake_quantize/SymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.math.subtract_27/fake_quantize/SymmQuant/add/y" [op=Const]; -"maskrcnn/tf.math.subtract_27/fake_quantize/SymmQuant/add" [op=AddV2]; -"maskrcnn/tf.math.subtract_27/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_27/fake_quantize/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_27/fake_quantize/SymmQuant/mul" [op=Mul]; -"maskrcnn/tf.math.subtract_27/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_2/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_2/Abs" [op=Abs]; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_2/add/y" [op=Const]; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_2/add" [op=AddV2]; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_2/mul/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_2/mul" [op=Mul]; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_2/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_3/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_3/Abs" [op=Abs]; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_3/add/y" [op=Const]; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_3/add" [op=AddV2]; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_3/mul/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_3/mul" [op=Mul]; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_3/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; "maskrcnn/tf.math.subtract_20/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; "maskrcnn/tf.math.subtract_20/fake_quantize/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; "maskrcnn/tf.math.subtract_20/fake_quantize/SymmQuant/Abs" [op=Abs]; @@ -3446,24 +3420,20 @@ args_0_1 [op=Placeholder]; "maskrcnn/tf.math.subtract_23/fake_quantize/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; "maskrcnn/tf.math.subtract_23/fake_quantize/SymmQuant/mul" [op=Mul]; "maskrcnn/tf.math.subtract_23/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/tf.math.subtract_18/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_18/fake_quantize/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_18/fake_quantize/SymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.math.subtract_18/fake_quantize/SymmQuant/add/y" [op=Const]; -"maskrcnn/tf.math.subtract_18/fake_quantize/SymmQuant/add" [op=AddV2]; -"maskrcnn/tf.math.subtract_18/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_18/fake_quantize/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_18/fake_quantize/SymmQuant/mul" [op=Mul]; -"maskrcnn/tf.math.subtract_18/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/tf.math.subtract_19/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_19/fake_quantize/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_19/fake_quantize/SymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.math.subtract_19/fake_quantize/SymmQuant/add/y" [op=Const]; -"maskrcnn/tf.math.subtract_19/fake_quantize/SymmQuant/add" [op=AddV2]; -"maskrcnn/tf.math.subtract_19/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_19/fake_quantize/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_19/fake_quantize/SymmQuant/mul" [op=Mul]; -"maskrcnn/tf.math.subtract_19/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_2/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_2/Abs" [op=Abs]; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_2/add/y" [op=Const]; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_2/add" [op=AddV2]; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_2/mul/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_2/mul" [op=Mul]; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_2/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_3/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_3/Abs" [op=Abs]; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_3/add/y" [op=Const]; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_3/add" [op=AddV2]; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_3/mul/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_3/mul" [op=Mul]; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_3/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; "maskrcnn/tf.math.subtract_12/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; "maskrcnn/tf.math.subtract_12/fake_quantize/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; "maskrcnn/tf.math.subtract_12/fake_quantize/SymmQuant/Abs" [op=Abs]; @@ -3500,24 +3470,20 @@ args_0_1 [op=Placeholder]; "maskrcnn/tf.math.subtract_15/fake_quantize/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; "maskrcnn/tf.math.subtract_15/fake_quantize/SymmQuant/mul" [op=Mul]; "maskrcnn/tf.math.subtract_15/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/tf.math.subtract_10/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_10/fake_quantize/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_10/fake_quantize/SymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.math.subtract_10/fake_quantize/SymmQuant/add/y" [op=Const]; -"maskrcnn/tf.math.subtract_10/fake_quantize/SymmQuant/add" [op=AddV2]; -"maskrcnn/tf.math.subtract_10/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_10/fake_quantize/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_10/fake_quantize/SymmQuant/mul" [op=Mul]; -"maskrcnn/tf.math.subtract_10/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/tf.math.subtract_11/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_11/fake_quantize/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_11/fake_quantize/SymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.math.subtract_11/fake_quantize/SymmQuant/add/y" [op=Const]; -"maskrcnn/tf.math.subtract_11/fake_quantize/SymmQuant/add" [op=AddV2]; -"maskrcnn/tf.math.subtract_11/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_11/fake_quantize/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_11/fake_quantize/SymmQuant/mul" [op=Mul]; -"maskrcnn/tf.math.subtract_11/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_2/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_2/Abs" [op=Abs]; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_2/add/y" [op=Const]; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_2/add" [op=AddV2]; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_2/mul/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_2/mul" [op=Mul]; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_2/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_3/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_3/Abs" [op=Abs]; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_3/add/y" [op=Const]; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_3/add" [op=AddV2]; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_3/mul/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_3/mul" [op=Mul]; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_3/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; "maskrcnn/tf.math.subtract_4/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; "maskrcnn/tf.math.subtract_4/fake_quantize/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; "maskrcnn/tf.math.subtract_4/fake_quantize/SymmQuant/Abs" [op=Abs]; @@ -3554,24 +3520,20 @@ args_0_1 [op=Placeholder]; "maskrcnn/tf.math.subtract_7/fake_quantize/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; "maskrcnn/tf.math.subtract_7/fake_quantize/SymmQuant/mul" [op=Mul]; "maskrcnn/tf.math.subtract_7/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/tf.math.subtract_2/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_2/fake_quantize/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_2/fake_quantize/SymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.math.subtract_2/fake_quantize/SymmQuant/add/y" [op=Const]; -"maskrcnn/tf.math.subtract_2/fake_quantize/SymmQuant/add" [op=AddV2]; -"maskrcnn/tf.math.subtract_2/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_2/fake_quantize/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_2/fake_quantize/SymmQuant/mul" [op=Mul]; -"maskrcnn/tf.math.subtract_2/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/tf.math.subtract_3/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_3/fake_quantize/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_3/fake_quantize/SymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.math.subtract_3/fake_quantize/SymmQuant/add/y" [op=Const]; -"maskrcnn/tf.math.subtract_3/fake_quantize/SymmQuant/add" [op=AddV2]; -"maskrcnn/tf.math.subtract_3/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_3/fake_quantize/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_3/fake_quantize/SymmQuant/mul" [op=Mul]; -"maskrcnn/tf.math.subtract_3/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_2/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_2/Abs" [op=Abs]; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_2/add/y" [op=Const]; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_2/add" [op=AddV2]; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_2/mul/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_2/mul" [op=Mul]; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_2/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_3/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_3/Abs" [op=Abs]; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_3/add/y" [op=Const]; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_3/add" [op=AddV2]; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_3/mul/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_3/mul" [op=Mul]; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_3/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; "maskrcnn/tf.concat_4/concat/axis" [op=Const]; "maskrcnn/tf.concat_4/concat" [op=ConcatV2]; "maskrcnn/tf.stack_4/stack" [op=Pack]; @@ -3788,51 +3750,43 @@ args_0_1 [op=Placeholder]; "maskrcnn/tf.ones/ones/Const" [op=Const]; "maskrcnn/tf.ones/ones" [op=Fill]; "maskrcnn/tf.math.multiply_30/Mul" [op=Mul]; -"maskrcnn/tf.concat_5/fake_quantize_I0/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.concat_5/fake_quantize_I0/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.concat_5/fake_quantize_I0/SymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.concat_5/fake_quantize_I0/SymmQuant/add/y" [op=Const]; -"maskrcnn/tf.concat_5/fake_quantize_I0/SymmQuant/add" [op=AddV2]; -"maskrcnn/tf.concat_5/fake_quantize_I0/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.concat_5/fake_quantize_I0/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.concat_5/fake_quantize_I0/SymmQuant/mul" [op=Mul]; -"maskrcnn/tf.concat_5/fake_quantize_I0/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/tf.concat_5/fake_quantize_I1/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.concat_5/fake_quantize_I1/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.concat_5/fake_quantize_I1/SymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.concat_5/fake_quantize_I1/SymmQuant/add/y" [op=Const]; -"maskrcnn/tf.concat_5/fake_quantize_I1/SymmQuant/add" [op=AddV2]; -"maskrcnn/tf.concat_5/fake_quantize_I1/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.concat_5/fake_quantize_I1/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.concat_5/fake_quantize_I1/SymmQuant/mul" [op=Mul]; -"maskrcnn/tf.concat_5/fake_quantize_I1/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/tf.concat_5/fake_quantize_I2/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.concat_5/fake_quantize_I2/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.concat_5/fake_quantize_I2/SymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.concat_5/fake_quantize_I2/SymmQuant/add/y" [op=Const]; -"maskrcnn/tf.concat_5/fake_quantize_I2/SymmQuant/add" [op=AddV2]; -"maskrcnn/tf.concat_5/fake_quantize_I2/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.concat_5/fake_quantize_I2/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.concat_5/fake_quantize_I2/SymmQuant/mul" [op=Mul]; -"maskrcnn/tf.concat_5/fake_quantize_I2/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/tf.concat_5/fake_quantize_I3/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.concat_5/fake_quantize_I3/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.concat_5/fake_quantize_I3/SymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.concat_5/fake_quantize_I3/SymmQuant/add/y" [op=Const]; -"maskrcnn/tf.concat_5/fake_quantize_I3/SymmQuant/add" [op=AddV2]; -"maskrcnn/tf.concat_5/fake_quantize_I3/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.concat_5/fake_quantize_I3/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.concat_5/fake_quantize_I3/SymmQuant/mul" [op=Mul]; -"maskrcnn/tf.concat_5/fake_quantize_I3/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/tf.concat_5/fake_quantize_I4/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.concat_5/fake_quantize_I4/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.concat_5/fake_quantize_I4/SymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.concat_5/fake_quantize_I4/SymmQuant/add/y" [op=Const]; -"maskrcnn/tf.concat_5/fake_quantize_I4/SymmQuant/add" [op=AddV2]; -"maskrcnn/tf.concat_5/fake_quantize_I4/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.concat_5/fake_quantize_I4/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.concat_5/fake_quantize_I4/SymmQuant/mul" [op=Mul]; -"maskrcnn/tf.concat_5/fake_quantize_I4/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant/Abs" [op=Abs]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant/add/y" [op=Const]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant/add" [op=AddV2]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant/mul" [op=Mul]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_1/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_1/Abs" [op=Abs]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_1/add/y" [op=Const]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_1/add" [op=AddV2]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_1/mul/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_1/mul" [op=Mul]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_2/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_2/Abs" [op=Abs]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_2/add/y" [op=Const]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_2/add" [op=AddV2]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_2/mul/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_2/mul" [op=Mul]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_2/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_3/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_3/Abs" [op=Abs]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_3/add/y" [op=Const]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_3/add" [op=AddV2]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_3/mul/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_3/mul" [op=Mul]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_3/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_4/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_4/Abs" [op=Abs]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_4/add/y" [op=Const]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_4/add" [op=AddV2]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_4/mul/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_4/mul" [op=Mul]; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_4/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; "maskrcnn/tf.concat_5/concat/axis" [op=Const]; "maskrcnn/tf.concat_5/concat" [op=ConcatV2]; "maskrcnn/tf.stack_5/stack" [op=Pack]; @@ -3949,33 +3903,29 @@ args_0_1 [op=Placeholder]; "maskrcnn/tf.math.truediv_1/truediv" [op=RealDiv]; "maskrcnn/tf.math.subtract_42/Sub/y" [op=Const]; "maskrcnn/tf.math.subtract_42/Sub" [op=Sub]; -"maskrcnn/tf.math.truediv_2/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.truediv_2/fake_quantize/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.truediv_2/fake_quantize/SymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.math.truediv_2/fake_quantize/SymmQuant/add/y" [op=Const]; -"maskrcnn/tf.math.truediv_2/fake_quantize/SymmQuant/add" [op=AddV2]; -"maskrcnn/tf.math.truediv_2/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.truediv_2/fake_quantize/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.truediv_2/fake_quantize/SymmQuant/mul" [op=Mul]; -"maskrcnn/tf.math.truediv_2/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/tf.math.truediv_3/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.truediv_3/fake_quantize/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.truediv_3/fake_quantize/SymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.math.truediv_3/fake_quantize/SymmQuant/add/y" [op=Const]; -"maskrcnn/tf.math.truediv_3/fake_quantize/SymmQuant/add" [op=AddV2]; -"maskrcnn/tf.math.truediv_3/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.truediv_3/fake_quantize/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.truediv_3/fake_quantize/SymmQuant/mul" [op=Mul]; -"maskrcnn/tf.math.truediv_3/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/tf.math.truediv_1/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.truediv_1/fake_quantize/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.truediv_1/fake_quantize/SymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.math.truediv_1/fake_quantize/SymmQuant/add/y" [op=Const]; -"maskrcnn/tf.math.truediv_1/fake_quantize/SymmQuant/add" [op=AddV2]; -"maskrcnn/tf.math.truediv_1/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.truediv_1/fake_quantize/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.truediv_1/fake_quantize/SymmQuant/mul" [op=Mul]; -"maskrcnn/tf.math.truediv_1/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant/Abs" [op=Abs]; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant/add/y" [op=Const]; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant/add" [op=AddV2]; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant/mul" [op=Mul]; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant_1/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant_1/Abs" [op=Abs]; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant_1/add/y" [op=Const]; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant_1/add" [op=AddV2]; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant_1/mul/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant_1/mul" [op=Mul]; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant_2/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant_2/Abs" [op=Abs]; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant_2/add/y" [op=Const]; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant_2/add" [op=AddV2]; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant_2/mul/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant_2/mul" [op=Mul]; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant_2/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; "maskrcnn/tf.cast_23/Cast" [op=Cast]; "maskrcnn/tf.__operators__.getitem_27/strided_slice/stack" [op=Const]; "maskrcnn/tf.__operators__.getitem_27/strided_slice/stack_1" [op=Const]; @@ -4351,24 +4301,22 @@ args_0_1 [op=Placeholder]; "maskrcnn/tf.math.truediv_8/truediv" [op=RealDiv]; "maskrcnn/tf.math.truediv_6/truediv/y" [op=Const]; "maskrcnn/tf.math.truediv_6/truediv" [op=RealDiv]; -"maskrcnn/tf.math.subtract_44/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_44/fake_quantize/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_44/fake_quantize/SymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.math.subtract_44/fake_quantize/SymmQuant/add/y" [op=Const]; -"maskrcnn/tf.math.subtract_44/fake_quantize/SymmQuant/add" [op=AddV2]; -"maskrcnn/tf.math.subtract_44/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_44/fake_quantize/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_44/fake_quantize/SymmQuant/mul" [op=Mul]; -"maskrcnn/tf.math.subtract_44/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/tf.math.subtract_43/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_43/fake_quantize/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_43/fake_quantize/SymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.math.subtract_43/fake_quantize/SymmQuant/add/y" [op=Const]; -"maskrcnn/tf.math.subtract_43/fake_quantize/SymmQuant/add" [op=AddV2]; -"maskrcnn/tf.math.subtract_43/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_43/fake_quantize/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_43/fake_quantize/SymmQuant/mul" [op=Mul]; -"maskrcnn/tf.math.subtract_43/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/SymmQuant/Abs" [op=Abs]; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/SymmQuant/add/y" [op=Const]; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/SymmQuant/add" [op=AddV2]; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/SymmQuant/mul" [op=Mul]; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/SymmQuant_1/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/SymmQuant_1/Abs" [op=Abs]; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/SymmQuant_1/add/y" [op=Const]; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/SymmQuant_1/add" [op=AddV2]; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/SymmQuant_1/mul/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/SymmQuant_1/mul" [op=Mul]; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; "maskrcnn/tf.__operators__.add_41/AddV2" [op=AddV2]; "maskrcnn/tf.__operators__.add_43/AddV2" [op=AddV2]; "maskrcnn/tf.__operators__.add_45/AddV2" [op=AddV2]; @@ -5188,24 +5136,22 @@ args_0_1 [op=Placeholder]; "maskrcnn/tf.__operators__.getitem_60/strided_slice/stack_1" [op=Const]; "maskrcnn/tf.__operators__.getitem_60/strided_slice/stack_2" [op=Const]; "maskrcnn/tf.__operators__.getitem_60/strided_slice" [op=StridedSlice]; -"maskrcnn/tf.math.subtract_53/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_53/fake_quantize/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_53/fake_quantize/SymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.math.subtract_53/fake_quantize/SymmQuant/add/y" [op=Const]; -"maskrcnn/tf.math.subtract_53/fake_quantize/SymmQuant/add" [op=AddV2]; -"maskrcnn/tf.math.subtract_53/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_53/fake_quantize/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_53/fake_quantize/SymmQuant/mul" [op=Mul]; -"maskrcnn/tf.math.subtract_53/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/tf.math.subtract_54/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_54/fake_quantize/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_54/fake_quantize/SymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.math.subtract_54/fake_quantize/SymmQuant/add/y" [op=Const]; -"maskrcnn/tf.math.subtract_54/fake_quantize/SymmQuant/add" [op=AddV2]; -"maskrcnn/tf.math.subtract_54/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_54/fake_quantize/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_54/fake_quantize/SymmQuant/mul" [op=Mul]; -"maskrcnn/tf.math.subtract_54/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant/Abs" [op=Abs]; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant/add/y" [op=Const]; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant/add" [op=AddV2]; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant/mul" [op=Mul]; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_1/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_1/Abs" [op=Abs]; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_1/add/y" [op=Const]; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_1/add" [op=AddV2]; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_1/mul/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_1/mul" [op=Mul]; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; "maskrcnn/tf.__operators__.add_66/AddV2" [op=AddV2]; "maskrcnn/tf.__operators__.add_65/AddV2" [op=AddV2]; "maskrcnn/tf.unstack_5/unstack" [op=Unpack]; @@ -5275,24 +5221,20 @@ args_0_1 [op=Placeholder]; "maskrcnn/tf.math.subtract_60/fake_quantize/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; "maskrcnn/tf.math.subtract_60/fake_quantize/SymmQuant/mul" [op=Mul]; "maskrcnn/tf.math.subtract_60/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/tf.math.subtract_55/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_55/fake_quantize/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_55/fake_quantize/SymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.math.subtract_55/fake_quantize/SymmQuant/add/y" [op=Const]; -"maskrcnn/tf.math.subtract_55/fake_quantize/SymmQuant/add" [op=AddV2]; -"maskrcnn/tf.math.subtract_55/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_55/fake_quantize/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_55/fake_quantize/SymmQuant/mul" [op=Mul]; -"maskrcnn/tf.math.subtract_55/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/tf.math.subtract_56/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_56/fake_quantize/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_56/fake_quantize/SymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.math.subtract_56/fake_quantize/SymmQuant/add/y" [op=Const]; -"maskrcnn/tf.math.subtract_56/fake_quantize/SymmQuant/add" [op=AddV2]; -"maskrcnn/tf.math.subtract_56/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_56/fake_quantize/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_56/fake_quantize/SymmQuant/mul" [op=Mul]; -"maskrcnn/tf.math.subtract_56/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_2/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_2/Abs" [op=Abs]; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_2/add/y" [op=Const]; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_2/add" [op=AddV2]; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_2/mul/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_2/mul" [op=Mul]; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_2/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_3/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_3/Abs" [op=Abs]; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_3/add/y" [op=Const]; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_3/add" [op=AddV2]; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_3/mul/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_3/mul" [op=Mul]; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_3/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; "maskrcnn/tf.concat_13/concat/axis" [op=Const]; "maskrcnn/tf.concat_13/concat" [op=ConcatV2]; "maskrcnn/tf.stack_15/stack" [op=Pack]; @@ -5472,33 +5414,29 @@ args_0_1 [op=Placeholder]; "maskrcnn/tf.math.truediv_26/truediv" [op=RealDiv]; "maskrcnn/tf.math.subtract_64/Sub/y" [op=Const]; "maskrcnn/tf.math.subtract_64/Sub" [op=Sub]; -"maskrcnn/tf.math.truediv_27/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.truediv_27/fake_quantize/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.truediv_27/fake_quantize/SymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.math.truediv_27/fake_quantize/SymmQuant/add/y" [op=Const]; -"maskrcnn/tf.math.truediv_27/fake_quantize/SymmQuant/add" [op=AddV2]; -"maskrcnn/tf.math.truediv_27/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.truediv_27/fake_quantize/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.truediv_27/fake_quantize/SymmQuant/mul" [op=Mul]; -"maskrcnn/tf.math.truediv_27/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/tf.math.truediv_28/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.truediv_28/fake_quantize/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.truediv_28/fake_quantize/SymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.math.truediv_28/fake_quantize/SymmQuant/add/y" [op=Const]; -"maskrcnn/tf.math.truediv_28/fake_quantize/SymmQuant/add" [op=AddV2]; -"maskrcnn/tf.math.truediv_28/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.truediv_28/fake_quantize/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.truediv_28/fake_quantize/SymmQuant/mul" [op=Mul]; -"maskrcnn/tf.math.truediv_28/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/tf.math.truediv_26/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.truediv_26/fake_quantize/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.truediv_26/fake_quantize/SymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.math.truediv_26/fake_quantize/SymmQuant/add/y" [op=Const]; -"maskrcnn/tf.math.truediv_26/fake_quantize/SymmQuant/add" [op=AddV2]; -"maskrcnn/tf.math.truediv_26/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.truediv_26/fake_quantize/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.truediv_26/fake_quantize/SymmQuant/mul" [op=Mul]; -"maskrcnn/tf.math.truediv_26/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant/Abs" [op=Abs]; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant/add/y" [op=Const]; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant/add" [op=AddV2]; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant/mul" [op=Mul]; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant_1/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant_1/Abs" [op=Abs]; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant_1/add/y" [op=Const]; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant_1/add" [op=AddV2]; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant_1/mul/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant_1/mul" [op=Mul]; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant_2/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant_2/Abs" [op=Abs]; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant_2/add/y" [op=Const]; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant_2/add" [op=AddV2]; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant_2/mul/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant_2/mul" [op=Mul]; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant_2/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; "maskrcnn/tf.cast_37/Cast" [op=Cast]; "maskrcnn/tf.__operators__.getitem_76/strided_slice/stack" [op=Const]; "maskrcnn/tf.__operators__.getitem_76/strided_slice/stack_1" [op=Const]; @@ -6189,24 +6127,22 @@ args_0_1 [op=Placeholder]; "maskrcnn/tf.math.truediv_33/truediv" [op=RealDiv]; "maskrcnn/tf.math.truediv_31/truediv/y" [op=Const]; "maskrcnn/tf.math.truediv_31/truediv" [op=RealDiv]; -"maskrcnn/tf.math.subtract_66/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_66/fake_quantize/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_66/fake_quantize/SymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.math.subtract_66/fake_quantize/SymmQuant/add/y" [op=Const]; -"maskrcnn/tf.math.subtract_66/fake_quantize/SymmQuant/add" [op=AddV2]; -"maskrcnn/tf.math.subtract_66/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_66/fake_quantize/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_66/fake_quantize/SymmQuant/mul" [op=Mul]; -"maskrcnn/tf.math.subtract_66/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; -"maskrcnn/tf.math.subtract_65/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_65/fake_quantize/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_65/fake_quantize/SymmQuant/Abs" [op=Abs]; -"maskrcnn/tf.math.subtract_65/fake_quantize/SymmQuant/add/y" [op=Const]; -"maskrcnn/tf.math.subtract_65/fake_quantize/SymmQuant/add" [op=AddV2]; -"maskrcnn/tf.math.subtract_65/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; -"maskrcnn/tf.math.subtract_65/fake_quantize/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; -"maskrcnn/tf.math.subtract_65/fake_quantize/SymmQuant/mul" [op=Mul]; -"maskrcnn/tf.math.subtract_65/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" [op=Placeholder]; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/SymmQuant/Abs" [op=Abs]; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/SymmQuant/add/y" [op=Const]; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/SymmQuant/add" [op=AddV2]; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" [op=Placeholder]; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/SymmQuant/mul" [op=Mul]; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/SymmQuant_1/Abs/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/SymmQuant_1/Abs" [op=Abs]; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/SymmQuant_1/add/y" [op=Const]; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/SymmQuant_1/add" [op=AddV2]; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/SymmQuant_1/mul/ReadVariableOp" [op=ReadVariableOp]; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/SymmQuant_1/mul" [op=Mul]; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars" [op=FakeQuantWithMinMaxVars]; "maskrcnn/tf.__operators__.add_70/AddV2" [op=AddV2]; "maskrcnn/tf.__operators__.add_72/AddV2" [op=AddV2]; "maskrcnn/tf.__operators__.add_74/AddV2" [op=AddV2]; @@ -9350,7 +9286,7 @@ args_0_1 -> "maskrcnn/image_info/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars "maskrcnn/p6-bn/FusedBatchNormV3/ReadVariableOp" -> "maskrcnn/p6-bn/FusedBatchNormV3"; "maskrcnn/p6-bn/FusedBatchNormV3/ReadVariableOp_1/resource" -> "maskrcnn/p6-bn/FusedBatchNormV3/ReadVariableOp_1"; "maskrcnn/p6-bn/FusedBatchNormV3/ReadVariableOp_1" -> "maskrcnn/p6-bn/FusedBatchNormV3"; -"maskrcnn/p6-bn/FusedBatchNormV3" -> "maskrcnn/p6-bn/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/p6-bn/FusedBatchNormV3" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/p5-bn/ReadVariableOp/resource" -> "maskrcnn/p5-bn/ReadVariableOp"; "maskrcnn/p5-bn/ReadVariableOp" -> "maskrcnn/p5-bn/FusedBatchNormV3"; "maskrcnn/p5-bn/ReadVariableOp_1/resource" -> "maskrcnn/p5-bn/ReadVariableOp_1"; @@ -9359,7 +9295,7 @@ args_0_1 -> "maskrcnn/image_info/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars "maskrcnn/p5-bn/FusedBatchNormV3/ReadVariableOp" -> "maskrcnn/p5-bn/FusedBatchNormV3"; "maskrcnn/p5-bn/FusedBatchNormV3/ReadVariableOp_1/resource" -> "maskrcnn/p5-bn/FusedBatchNormV3/ReadVariableOp_1"; "maskrcnn/p5-bn/FusedBatchNormV3/ReadVariableOp_1" -> "maskrcnn/p5-bn/FusedBatchNormV3"; -"maskrcnn/p5-bn/FusedBatchNormV3" -> "maskrcnn/p5-bn/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/p5-bn/FusedBatchNormV3" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars"; "maskrcnn/p4-bn/ReadVariableOp/resource" -> "maskrcnn/p4-bn/ReadVariableOp"; "maskrcnn/p4-bn/ReadVariableOp" -> "maskrcnn/p4-bn/FusedBatchNormV3"; "maskrcnn/p4-bn/ReadVariableOp_1/resource" -> "maskrcnn/p4-bn/ReadVariableOp_1"; @@ -9368,7 +9304,7 @@ args_0_1 -> "maskrcnn/image_info/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars "maskrcnn/p4-bn/FusedBatchNormV3/ReadVariableOp" -> "maskrcnn/p4-bn/FusedBatchNormV3"; "maskrcnn/p4-bn/FusedBatchNormV3/ReadVariableOp_1/resource" -> "maskrcnn/p4-bn/FusedBatchNormV3/ReadVariableOp_1"; "maskrcnn/p4-bn/FusedBatchNormV3/ReadVariableOp_1" -> "maskrcnn/p4-bn/FusedBatchNormV3"; -"maskrcnn/p4-bn/FusedBatchNormV3" -> "maskrcnn/p4-bn/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/p4-bn/FusedBatchNormV3" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_2/FakeQuantWithMinMaxVars"; "maskrcnn/p3-bn/ReadVariableOp/resource" -> "maskrcnn/p3-bn/ReadVariableOp"; "maskrcnn/p3-bn/ReadVariableOp" -> "maskrcnn/p3-bn/FusedBatchNormV3"; "maskrcnn/p3-bn/ReadVariableOp_1/resource" -> "maskrcnn/p3-bn/ReadVariableOp_1"; @@ -9377,7 +9313,7 @@ args_0_1 -> "maskrcnn/image_info/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars "maskrcnn/p3-bn/FusedBatchNormV3/ReadVariableOp" -> "maskrcnn/p3-bn/FusedBatchNormV3"; "maskrcnn/p3-bn/FusedBatchNormV3/ReadVariableOp_1/resource" -> "maskrcnn/p3-bn/FusedBatchNormV3/ReadVariableOp_1"; "maskrcnn/p3-bn/FusedBatchNormV3/ReadVariableOp_1" -> "maskrcnn/p3-bn/FusedBatchNormV3"; -"maskrcnn/p3-bn/FusedBatchNormV3" -> "maskrcnn/p3-bn/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/p3-bn/FusedBatchNormV3" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_3/FakeQuantWithMinMaxVars"; "maskrcnn/p2-bn/ReadVariableOp/resource" -> "maskrcnn/p2-bn/ReadVariableOp"; "maskrcnn/p2-bn/ReadVariableOp" -> "maskrcnn/p2-bn/FusedBatchNormV3"; "maskrcnn/p2-bn/ReadVariableOp_1/resource" -> "maskrcnn/p2-bn/ReadVariableOp_1"; @@ -9386,67 +9322,67 @@ args_0_1 -> "maskrcnn/image_info/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars "maskrcnn/p2-bn/FusedBatchNormV3/ReadVariableOp" -> "maskrcnn/p2-bn/FusedBatchNormV3"; "maskrcnn/p2-bn/FusedBatchNormV3/ReadVariableOp_1/resource" -> "maskrcnn/p2-bn/FusedBatchNormV3/ReadVariableOp_1"; "maskrcnn/p2-bn/FusedBatchNormV3/ReadVariableOp_1" -> "maskrcnn/p2-bn/FusedBatchNormV3"; -"maskrcnn/p2-bn/FusedBatchNormV3" -> "maskrcnn/p2-bn/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/p6-bn/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/p6-bn/fake_quantize/SymmQuant/Abs/ReadVariableOp"; -"maskrcnn/p6-bn/fake_quantize/SymmQuant/Abs/ReadVariableOp" -> "maskrcnn/p6-bn/fake_quantize/SymmQuant/Abs"; -"maskrcnn/p6-bn/fake_quantize/SymmQuant/Abs" -> "maskrcnn/p6-bn/fake_quantize/SymmQuant/add"; -"maskrcnn/p6-bn/fake_quantize/SymmQuant/add/y" -> "maskrcnn/p6-bn/fake_quantize/SymmQuant/add"; -"maskrcnn/p6-bn/fake_quantize/SymmQuant/add" -> "maskrcnn/p6-bn/fake_quantize/SymmQuant/mul"; -"maskrcnn/p6-bn/fake_quantize/SymmQuant/add" -> "maskrcnn/p6-bn/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/p6-bn/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/p6-bn/fake_quantize/SymmQuant/mul/ReadVariableOp"; -"maskrcnn/p6-bn/fake_quantize/SymmQuant/mul/ReadVariableOp" -> "maskrcnn/p6-bn/fake_quantize/SymmQuant/mul"; -"maskrcnn/p6-bn/fake_quantize/SymmQuant/mul" -> "maskrcnn/p6-bn/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/p6-bn/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/rpn/Conv2D"; -"maskrcnn/p6-bn/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.reshape_18/Reshape"; -"maskrcnn/p6-bn/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.reshape_47/Reshape"; -"maskrcnn/p5-bn/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/p5-bn/fake_quantize/SymmQuant/Abs/ReadVariableOp"; -"maskrcnn/p5-bn/fake_quantize/SymmQuant/Abs/ReadVariableOp" -> "maskrcnn/p5-bn/fake_quantize/SymmQuant/Abs"; -"maskrcnn/p5-bn/fake_quantize/SymmQuant/Abs" -> "maskrcnn/p5-bn/fake_quantize/SymmQuant/add"; -"maskrcnn/p5-bn/fake_quantize/SymmQuant/add/y" -> "maskrcnn/p5-bn/fake_quantize/SymmQuant/add"; -"maskrcnn/p5-bn/fake_quantize/SymmQuant/add" -> "maskrcnn/p5-bn/fake_quantize/SymmQuant/mul"; -"maskrcnn/p5-bn/fake_quantize/SymmQuant/add" -> "maskrcnn/p5-bn/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/p5-bn/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/p5-bn/fake_quantize/SymmQuant/mul/ReadVariableOp"; -"maskrcnn/p5-bn/fake_quantize/SymmQuant/mul/ReadVariableOp" -> "maskrcnn/p5-bn/fake_quantize/SymmQuant/mul"; -"maskrcnn/p5-bn/fake_quantize/SymmQuant/mul" -> "maskrcnn/p5-bn/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/p5-bn/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/rpn/Conv2D_1"; -"maskrcnn/p5-bn/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.reshape_16/Reshape"; -"maskrcnn/p5-bn/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.reshape_45/Reshape"; -"maskrcnn/p4-bn/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/p4-bn/fake_quantize/SymmQuant/Abs/ReadVariableOp"; -"maskrcnn/p4-bn/fake_quantize/SymmQuant/Abs/ReadVariableOp" -> "maskrcnn/p4-bn/fake_quantize/SymmQuant/Abs"; -"maskrcnn/p4-bn/fake_quantize/SymmQuant/Abs" -> "maskrcnn/p4-bn/fake_quantize/SymmQuant/add"; -"maskrcnn/p4-bn/fake_quantize/SymmQuant/add/y" -> "maskrcnn/p4-bn/fake_quantize/SymmQuant/add"; -"maskrcnn/p4-bn/fake_quantize/SymmQuant/add" -> "maskrcnn/p4-bn/fake_quantize/SymmQuant/mul"; -"maskrcnn/p4-bn/fake_quantize/SymmQuant/add" -> "maskrcnn/p4-bn/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/p4-bn/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/p4-bn/fake_quantize/SymmQuant/mul/ReadVariableOp"; -"maskrcnn/p4-bn/fake_quantize/SymmQuant/mul/ReadVariableOp" -> "maskrcnn/p4-bn/fake_quantize/SymmQuant/mul"; -"maskrcnn/p4-bn/fake_quantize/SymmQuant/mul" -> "maskrcnn/p4-bn/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/p4-bn/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/rpn/Conv2D_2"; -"maskrcnn/p4-bn/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.reshape_14/Reshape"; -"maskrcnn/p4-bn/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.reshape_43/Reshape"; -"maskrcnn/p3-bn/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/p3-bn/fake_quantize/SymmQuant/Abs/ReadVariableOp"; -"maskrcnn/p3-bn/fake_quantize/SymmQuant/Abs/ReadVariableOp" -> "maskrcnn/p3-bn/fake_quantize/SymmQuant/Abs"; -"maskrcnn/p3-bn/fake_quantize/SymmQuant/Abs" -> "maskrcnn/p3-bn/fake_quantize/SymmQuant/add"; -"maskrcnn/p3-bn/fake_quantize/SymmQuant/add/y" -> "maskrcnn/p3-bn/fake_quantize/SymmQuant/add"; -"maskrcnn/p3-bn/fake_quantize/SymmQuant/add" -> "maskrcnn/p3-bn/fake_quantize/SymmQuant/mul"; -"maskrcnn/p3-bn/fake_quantize/SymmQuant/add" -> "maskrcnn/p3-bn/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/p3-bn/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/p3-bn/fake_quantize/SymmQuant/mul/ReadVariableOp"; -"maskrcnn/p3-bn/fake_quantize/SymmQuant/mul/ReadVariableOp" -> "maskrcnn/p3-bn/fake_quantize/SymmQuant/mul"; -"maskrcnn/p3-bn/fake_quantize/SymmQuant/mul" -> "maskrcnn/p3-bn/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/p3-bn/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/rpn/Conv2D_3"; -"maskrcnn/p3-bn/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.reshape_12/Reshape"; -"maskrcnn/p3-bn/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.reshape_41/Reshape"; -"maskrcnn/p2-bn/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/p2-bn/fake_quantize/SymmQuant/Abs/ReadVariableOp"; -"maskrcnn/p2-bn/fake_quantize/SymmQuant/Abs/ReadVariableOp" -> "maskrcnn/p2-bn/fake_quantize/SymmQuant/Abs"; -"maskrcnn/p2-bn/fake_quantize/SymmQuant/Abs" -> "maskrcnn/p2-bn/fake_quantize/SymmQuant/add"; -"maskrcnn/p2-bn/fake_quantize/SymmQuant/add/y" -> "maskrcnn/p2-bn/fake_quantize/SymmQuant/add"; -"maskrcnn/p2-bn/fake_quantize/SymmQuant/add" -> "maskrcnn/p2-bn/fake_quantize/SymmQuant/mul"; -"maskrcnn/p2-bn/fake_quantize/SymmQuant/add" -> "maskrcnn/p2-bn/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/p2-bn/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/p2-bn/fake_quantize/SymmQuant/mul/ReadVariableOp"; -"maskrcnn/p2-bn/fake_quantize/SymmQuant/mul/ReadVariableOp" -> "maskrcnn/p2-bn/fake_quantize/SymmQuant/mul"; -"maskrcnn/p2-bn/fake_quantize/SymmQuant/mul" -> "maskrcnn/p2-bn/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/p2-bn/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/rpn/Conv2D_4"; -"maskrcnn/p2-bn/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.reshape_10/Reshape"; -"maskrcnn/p2-bn/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.reshape_39/Reshape"; +"maskrcnn/p2-bn/FusedBatchNormV3" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_4/FakeQuantWithMinMaxVars"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_1/Abs/ReadVariableOp"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_2/Abs/ReadVariableOp"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_3/Abs/ReadVariableOp"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_4/Abs/ReadVariableOp"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant/Abs"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant/Abs" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant/add"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant/add/y" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant/add"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant/add" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant/mul"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant/add" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_1/mul/ReadVariableOp"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_2/mul/ReadVariableOp"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_3/mul/ReadVariableOp"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_4/mul/ReadVariableOp"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant/mul"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant/mul" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/rpn/Conv2D"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.reshape_18/Reshape"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.reshape_47/Reshape"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_1/Abs/ReadVariableOp" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_1/Abs"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_1/Abs" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_1/add"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_1/add/y" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_1/add"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_1/add" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_1/mul"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_1/add" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_1/mul/ReadVariableOp" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_1/mul"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_1/mul" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars" -> "maskrcnn/rpn/Conv2D_1"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.reshape_16/Reshape"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.reshape_45/Reshape"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_2/Abs/ReadVariableOp" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_2/Abs"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_2/Abs" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_2/add"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_2/add/y" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_2/add"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_2/add" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_2/mul"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_2/add" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_2/FakeQuantWithMinMaxVars"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_2/mul/ReadVariableOp" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_2/mul"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_2/mul" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_2/FakeQuantWithMinMaxVars"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_2/FakeQuantWithMinMaxVars" -> "maskrcnn/rpn/Conv2D_2"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_2/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.reshape_14/Reshape"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_2/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.reshape_43/Reshape"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_3/Abs/ReadVariableOp" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_3/Abs"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_3/Abs" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_3/add"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_3/add/y" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_3/add"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_3/add" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_3/mul"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_3/add" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_3/FakeQuantWithMinMaxVars"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_3/mul/ReadVariableOp" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_3/mul"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_3/mul" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_3/FakeQuantWithMinMaxVars"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_3/FakeQuantWithMinMaxVars" -> "maskrcnn/rpn/Conv2D_3"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_3/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.reshape_12/Reshape"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_3/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.reshape_41/Reshape"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_4/Abs/ReadVariableOp" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_4/Abs"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_4/Abs" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_4/add"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_4/add/y" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_4/add"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_4/add" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_4/mul"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_4/add" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_4/FakeQuantWithMinMaxVars"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_4/mul/ReadVariableOp" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_4/mul"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_4/mul" -> "maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_4/FakeQuantWithMinMaxVars"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_4/FakeQuantWithMinMaxVars" -> "maskrcnn/rpn/Conv2D_4"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_4/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.reshape_10/Reshape"; +"maskrcnn/p2-bn/fake_quantize/unified_scale_group/SymmQuant_4/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.reshape_39/Reshape"; "maskrcnn/rpn/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/rpn/SymmQuant/Abs/ReadVariableOp"; "maskrcnn/rpn/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/rpn/SymmQuant_1/Abs/ReadVariableOp"; "maskrcnn/rpn/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/rpn/SymmQuant_2/Abs/ReadVariableOp"; @@ -10448,136 +10384,156 @@ args_0_1 -> "maskrcnn/image_info/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars "maskrcnn/tf.math.multiply_4/fake_quantize/SymmQuant/mul/ReadVariableOp" -> "maskrcnn/tf.math.multiply_4/fake_quantize/SymmQuant/mul"; "maskrcnn/tf.math.multiply_4/fake_quantize/SymmQuant/mul" -> "maskrcnn/tf.math.multiply_4/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.multiply_4/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.math.subtract/Sub"; -"maskrcnn/tf.math.subtract_33/Sub" -> "maskrcnn/tf.math.subtract_33/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_32/Sub" -> "maskrcnn/tf.math.subtract_32/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_25/Sub" -> "maskrcnn/tf.math.subtract_25/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_24/Sub" -> "maskrcnn/tf.math.subtract_24/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_17/Sub" -> "maskrcnn/tf.math.subtract_17/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_16/Sub" -> "maskrcnn/tf.math.subtract_16/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_9/Sub" -> "maskrcnn/tf.math.subtract_9/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_8/Sub" -> "maskrcnn/tf.math.subtract_8/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_33/Sub" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_32/Sub" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_25/Sub" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_24/Sub" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_17/Sub" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_16/Sub" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_9/Sub" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_8/Sub" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.__operators__.getitem/strided_slice/stack" -> "maskrcnn/tf.__operators__.getitem/strided_slice"; "maskrcnn/tf.__operators__.getitem/strided_slice/stack_1" -> "maskrcnn/tf.__operators__.getitem/strided_slice"; "maskrcnn/tf.__operators__.getitem/strided_slice/stack_2" -> "maskrcnn/tf.__operators__.getitem/strided_slice"; "maskrcnn/tf.__operators__.getitem/strided_slice" -> "maskrcnn/tf.expand_dims/ExpandDims"; -"maskrcnn/tf.math.subtract_1/Sub" -> "maskrcnn/tf.math.subtract_1/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract/Sub" -> "maskrcnn/tf.math.subtract/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_1/Sub" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract/Sub" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.expand_dims/ExpandDims/dim" -> "maskrcnn/tf.expand_dims/ExpandDims"; "maskrcnn/tf.expand_dims/ExpandDims" -> "maskrcnn/tf.unstack_4/unstack"; "maskrcnn/tf.expand_dims/ExpandDims" -> "maskrcnn/tf.unstack_3/unstack"; "maskrcnn/tf.expand_dims/ExpandDims" -> "maskrcnn/tf.unstack_2/unstack"; "maskrcnn/tf.expand_dims/ExpandDims" -> "maskrcnn/tf.unstack_1/unstack"; "maskrcnn/tf.expand_dims/ExpandDims" -> "maskrcnn/tf.unstack/unstack"; -"maskrcnn/tf.math.subtract_32/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_32/fake_quantize/SymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.math.subtract_32/fake_quantize/SymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_32/fake_quantize/SymmQuant/Abs"; -"maskrcnn/tf.math.subtract_32/fake_quantize/SymmQuant/Abs" -> "maskrcnn/tf.math.subtract_32/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.subtract_32/fake_quantize/SymmQuant/add/y" -> "maskrcnn/tf.math.subtract_32/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.subtract_32/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.subtract_32/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.subtract_32/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.subtract_32/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_32/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_32/fake_quantize/SymmQuant/mul/ReadVariableOp"; -"maskrcnn/tf.math.subtract_32/fake_quantize/SymmQuant/mul/ReadVariableOp" -> "maskrcnn/tf.math.subtract_32/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.subtract_32/fake_quantize/SymmQuant/mul" -> "maskrcnn/tf.math.subtract_32/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_32/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.__operators__.add_37/AddV2"; -"maskrcnn/tf.math.subtract_32/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_4/concat"; -"maskrcnn/tf.math.subtract_33/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_33/fake_quantize/SymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.math.subtract_33/fake_quantize/SymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_33/fake_quantize/SymmQuant/Abs"; -"maskrcnn/tf.math.subtract_33/fake_quantize/SymmQuant/Abs" -> "maskrcnn/tf.math.subtract_33/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.subtract_33/fake_quantize/SymmQuant/add/y" -> "maskrcnn/tf.math.subtract_33/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.subtract_33/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.subtract_33/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.subtract_33/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.subtract_33/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_33/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_33/fake_quantize/SymmQuant/mul/ReadVariableOp"; -"maskrcnn/tf.math.subtract_33/fake_quantize/SymmQuant/mul/ReadVariableOp" -> "maskrcnn/tf.math.subtract_33/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.subtract_33/fake_quantize/SymmQuant/mul" -> "maskrcnn/tf.math.subtract_33/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_33/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.__operators__.add_38/AddV2"; -"maskrcnn/tf.math.subtract_33/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_4/concat"; -"maskrcnn/tf.math.subtract_24/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_24/fake_quantize/SymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.math.subtract_24/fake_quantize/SymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_24/fake_quantize/SymmQuant/Abs"; -"maskrcnn/tf.math.subtract_24/fake_quantize/SymmQuant/Abs" -> "maskrcnn/tf.math.subtract_24/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.subtract_24/fake_quantize/SymmQuant/add/y" -> "maskrcnn/tf.math.subtract_24/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.subtract_24/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.subtract_24/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.subtract_24/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.subtract_24/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_24/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_24/fake_quantize/SymmQuant/mul/ReadVariableOp"; -"maskrcnn/tf.math.subtract_24/fake_quantize/SymmQuant/mul/ReadVariableOp" -> "maskrcnn/tf.math.subtract_24/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.subtract_24/fake_quantize/SymmQuant/mul" -> "maskrcnn/tf.math.subtract_24/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_24/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.__operators__.add_33/AddV2"; -"maskrcnn/tf.math.subtract_24/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_3/concat"; -"maskrcnn/tf.math.subtract_25/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_25/fake_quantize/SymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.math.subtract_25/fake_quantize/SymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_25/fake_quantize/SymmQuant/Abs"; -"maskrcnn/tf.math.subtract_25/fake_quantize/SymmQuant/Abs" -> "maskrcnn/tf.math.subtract_25/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.subtract_25/fake_quantize/SymmQuant/add/y" -> "maskrcnn/tf.math.subtract_25/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.subtract_25/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.subtract_25/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.subtract_25/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.subtract_25/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_25/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_25/fake_quantize/SymmQuant/mul/ReadVariableOp"; -"maskrcnn/tf.math.subtract_25/fake_quantize/SymmQuant/mul/ReadVariableOp" -> "maskrcnn/tf.math.subtract_25/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.subtract_25/fake_quantize/SymmQuant/mul" -> "maskrcnn/tf.math.subtract_25/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_25/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.__operators__.add_34/AddV2"; -"maskrcnn/tf.math.subtract_25/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_3/concat"; -"maskrcnn/tf.math.subtract_16/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_16/fake_quantize/SymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.math.subtract_16/fake_quantize/SymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_16/fake_quantize/SymmQuant/Abs"; -"maskrcnn/tf.math.subtract_16/fake_quantize/SymmQuant/Abs" -> "maskrcnn/tf.math.subtract_16/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.subtract_16/fake_quantize/SymmQuant/add/y" -> "maskrcnn/tf.math.subtract_16/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.subtract_16/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.subtract_16/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.subtract_16/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.subtract_16/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_16/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_16/fake_quantize/SymmQuant/mul/ReadVariableOp"; -"maskrcnn/tf.math.subtract_16/fake_quantize/SymmQuant/mul/ReadVariableOp" -> "maskrcnn/tf.math.subtract_16/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.subtract_16/fake_quantize/SymmQuant/mul" -> "maskrcnn/tf.math.subtract_16/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_16/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.__operators__.add_29/AddV2"; -"maskrcnn/tf.math.subtract_16/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_2/concat"; -"maskrcnn/tf.math.subtract_17/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_17/fake_quantize/SymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.math.subtract_17/fake_quantize/SymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_17/fake_quantize/SymmQuant/Abs"; -"maskrcnn/tf.math.subtract_17/fake_quantize/SymmQuant/Abs" -> "maskrcnn/tf.math.subtract_17/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.subtract_17/fake_quantize/SymmQuant/add/y" -> "maskrcnn/tf.math.subtract_17/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.subtract_17/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.subtract_17/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.subtract_17/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.subtract_17/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_17/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_17/fake_quantize/SymmQuant/mul/ReadVariableOp"; -"maskrcnn/tf.math.subtract_17/fake_quantize/SymmQuant/mul/ReadVariableOp" -> "maskrcnn/tf.math.subtract_17/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.subtract_17/fake_quantize/SymmQuant/mul" -> "maskrcnn/tf.math.subtract_17/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_17/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.__operators__.add_30/AddV2"; -"maskrcnn/tf.math.subtract_17/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_2/concat"; -"maskrcnn/tf.math.subtract_8/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_8/fake_quantize/SymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.math.subtract_8/fake_quantize/SymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_8/fake_quantize/SymmQuant/Abs"; -"maskrcnn/tf.math.subtract_8/fake_quantize/SymmQuant/Abs" -> "maskrcnn/tf.math.subtract_8/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.subtract_8/fake_quantize/SymmQuant/add/y" -> "maskrcnn/tf.math.subtract_8/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.subtract_8/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.subtract_8/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.subtract_8/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.subtract_8/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_8/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_8/fake_quantize/SymmQuant/mul/ReadVariableOp"; -"maskrcnn/tf.math.subtract_8/fake_quantize/SymmQuant/mul/ReadVariableOp" -> "maskrcnn/tf.math.subtract_8/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.subtract_8/fake_quantize/SymmQuant/mul" -> "maskrcnn/tf.math.subtract_8/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_8/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.__operators__.add_25/AddV2"; -"maskrcnn/tf.math.subtract_8/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_1/concat"; -"maskrcnn/tf.math.subtract_9/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_9/fake_quantize/SymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.math.subtract_9/fake_quantize/SymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_9/fake_quantize/SymmQuant/Abs"; -"maskrcnn/tf.math.subtract_9/fake_quantize/SymmQuant/Abs" -> "maskrcnn/tf.math.subtract_9/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.subtract_9/fake_quantize/SymmQuant/add/y" -> "maskrcnn/tf.math.subtract_9/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.subtract_9/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.subtract_9/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.subtract_9/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.subtract_9/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_9/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_9/fake_quantize/SymmQuant/mul/ReadVariableOp"; -"maskrcnn/tf.math.subtract_9/fake_quantize/SymmQuant/mul/ReadVariableOp" -> "maskrcnn/tf.math.subtract_9/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.subtract_9/fake_quantize/SymmQuant/mul" -> "maskrcnn/tf.math.subtract_9/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_9/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.__operators__.add_26/AddV2"; -"maskrcnn/tf.math.subtract_9/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_1/concat"; -"maskrcnn/tf.math.subtract/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract/fake_quantize/SymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.math.subtract/fake_quantize/SymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract/fake_quantize/SymmQuant/Abs"; -"maskrcnn/tf.math.subtract/fake_quantize/SymmQuant/Abs" -> "maskrcnn/tf.math.subtract/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.subtract/fake_quantize/SymmQuant/add/y" -> "maskrcnn/tf.math.subtract/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.subtract/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.subtract/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.subtract/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.subtract/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract/fake_quantize/SymmQuant/mul/ReadVariableOp"; -"maskrcnn/tf.math.subtract/fake_quantize/SymmQuant/mul/ReadVariableOp" -> "maskrcnn/tf.math.subtract/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.subtract/fake_quantize/SymmQuant/mul" -> "maskrcnn/tf.math.subtract/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.__operators__.add_21/AddV2"; -"maskrcnn/tf.math.subtract/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat/concat"; -"maskrcnn/tf.math.subtract_1/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_1/fake_quantize/SymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.math.subtract_1/fake_quantize/SymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_1/fake_quantize/SymmQuant/Abs"; -"maskrcnn/tf.math.subtract_1/fake_quantize/SymmQuant/Abs" -> "maskrcnn/tf.math.subtract_1/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.subtract_1/fake_quantize/SymmQuant/add/y" -> "maskrcnn/tf.math.subtract_1/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.subtract_1/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.subtract_1/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.subtract_1/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.subtract_1/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_1/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_1/fake_quantize/SymmQuant/mul/ReadVariableOp"; -"maskrcnn/tf.math.subtract_1/fake_quantize/SymmQuant/mul/ReadVariableOp" -> "maskrcnn/tf.math.subtract_1/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.subtract_1/fake_quantize/SymmQuant/mul" -> "maskrcnn/tf.math.subtract_1/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_1/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.__operators__.add_22/AddV2"; -"maskrcnn/tf.math.subtract_1/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat/concat"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_1/Abs/ReadVariableOp"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_2/Abs/ReadVariableOp"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_3/Abs/ReadVariableOp"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant/Abs"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant/Abs" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant/add"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant/add/y" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant/add"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant/add" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant/mul"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant/add" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_1/mul/ReadVariableOp"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_2/mul/ReadVariableOp"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_3/mul/ReadVariableOp"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant/mul"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant/mul" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.__operators__.add_37/AddV2"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_4/concat"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_1/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_1/Abs"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_1/Abs" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_1/add"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_1/add/y" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_1/add"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_1/add" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_1/mul"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_1/add" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_1/mul/ReadVariableOp" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_1/mul"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_1/mul" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.__operators__.add_38/AddV2"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_4/concat"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_1/Abs/ReadVariableOp"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_2/Abs/ReadVariableOp"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_3/Abs/ReadVariableOp"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant/Abs"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant/Abs" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant/add"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant/add/y" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant/add"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant/add" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant/mul"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant/add" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_1/mul/ReadVariableOp"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_2/mul/ReadVariableOp"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_3/mul/ReadVariableOp"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant/mul"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant/mul" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.__operators__.add_33/AddV2"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_3/concat"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_1/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_1/Abs"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_1/Abs" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_1/add"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_1/add/y" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_1/add"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_1/add" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_1/mul"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_1/add" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_1/mul/ReadVariableOp" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_1/mul"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_1/mul" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.__operators__.add_34/AddV2"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_3/concat"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_1/Abs/ReadVariableOp"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_2/Abs/ReadVariableOp"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_3/Abs/ReadVariableOp"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant/Abs"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant/Abs" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant/add"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant/add/y" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant/add"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant/add" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant/mul"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant/add" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_1/mul/ReadVariableOp"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_2/mul/ReadVariableOp"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_3/mul/ReadVariableOp"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant/mul"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant/mul" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.__operators__.add_29/AddV2"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_2/concat"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_1/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_1/Abs"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_1/Abs" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_1/add"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_1/add/y" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_1/add"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_1/add" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_1/mul"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_1/add" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_1/mul/ReadVariableOp" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_1/mul"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_1/mul" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.__operators__.add_30/AddV2"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_2/concat"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_1/Abs/ReadVariableOp"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_2/Abs/ReadVariableOp"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_3/Abs/ReadVariableOp"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant/Abs"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant/Abs" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant/add"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant/add/y" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant/add"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant/add" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant/mul"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant/add" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_1/mul/ReadVariableOp"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_2/mul/ReadVariableOp"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_3/mul/ReadVariableOp"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant/mul"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant/mul" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.__operators__.add_25/AddV2"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_1/concat"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_1/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_1/Abs"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_1/Abs" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_1/add"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_1/add/y" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_1/add"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_1/add" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_1/mul"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_1/add" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_1/mul/ReadVariableOp" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_1/mul"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_1/mul" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.__operators__.add_26/AddV2"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_1/concat"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_1/Abs/ReadVariableOp"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_2/Abs/ReadVariableOp"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_3/Abs/ReadVariableOp"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant/Abs"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant/Abs" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant/add"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant/add/y" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant/add"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant/add" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant/mul"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant/add" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_1/mul/ReadVariableOp"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_2/mul/ReadVariableOp"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_3/mul/ReadVariableOp"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant/mul"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant/mul" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.__operators__.add_21/AddV2"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat/concat"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_1/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_1/Abs"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_1/Abs" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_1/add"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_1/add/y" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_1/add"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_1/add" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_1/mul"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_1/add" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_1/mul/ReadVariableOp" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_1/mul"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_1/mul" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.__operators__.add_22/AddV2"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat/concat"; "maskrcnn/tf.__operators__.add_38/AddV2" -> "maskrcnn/tf.__operators__.add_38/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.__operators__.add_37/AddV2" -> "maskrcnn/tf.__operators__.add_37/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.__operators__.add_34/AddV2" -> "maskrcnn/tf.__operators__.add_34/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; @@ -10717,9 +10673,9 @@ args_0_1 -> "maskrcnn/image_info/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars "maskrcnn/tf.math.subtract_36/Sub/y" -> "maskrcnn/tf.math.subtract_36/Sub"; "maskrcnn/tf.math.subtract_36/Sub" -> "maskrcnn/tf.math.subtract_36/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_35/Sub/y" -> "maskrcnn/tf.math.subtract_35/Sub"; -"maskrcnn/tf.math.subtract_35/Sub" -> "maskrcnn/tf.math.subtract_35/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_35/Sub" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_3/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_34/Sub/y" -> "maskrcnn/tf.math.subtract_34/Sub"; -"maskrcnn/tf.math.subtract_34/Sub" -> "maskrcnn/tf.math.subtract_34/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_34/Sub" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_2/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_31/Sub/y" -> "maskrcnn/tf.math.subtract_31/Sub"; "maskrcnn/tf.math.subtract_31/Sub" -> "maskrcnn/tf.math.subtract_31/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_30/Sub/y" -> "maskrcnn/tf.math.subtract_30/Sub"; @@ -10729,9 +10685,9 @@ args_0_1 -> "maskrcnn/image_info/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars "maskrcnn/tf.math.subtract_28/Sub/y" -> "maskrcnn/tf.math.subtract_28/Sub"; "maskrcnn/tf.math.subtract_28/Sub" -> "maskrcnn/tf.math.subtract_28/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_27/Sub/y" -> "maskrcnn/tf.math.subtract_27/Sub"; -"maskrcnn/tf.math.subtract_27/Sub" -> "maskrcnn/tf.math.subtract_27/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_27/Sub" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_3/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_26/Sub/y" -> "maskrcnn/tf.math.subtract_26/Sub"; -"maskrcnn/tf.math.subtract_26/Sub" -> "maskrcnn/tf.math.subtract_26/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_26/Sub" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_2/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_23/Sub/y" -> "maskrcnn/tf.math.subtract_23/Sub"; "maskrcnn/tf.math.subtract_23/Sub" -> "maskrcnn/tf.math.subtract_23/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_22/Sub/y" -> "maskrcnn/tf.math.subtract_22/Sub"; @@ -10741,9 +10697,9 @@ args_0_1 -> "maskrcnn/image_info/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars "maskrcnn/tf.math.subtract_20/Sub/y" -> "maskrcnn/tf.math.subtract_20/Sub"; "maskrcnn/tf.math.subtract_20/Sub" -> "maskrcnn/tf.math.subtract_20/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_19/Sub/y" -> "maskrcnn/tf.math.subtract_19/Sub"; -"maskrcnn/tf.math.subtract_19/Sub" -> "maskrcnn/tf.math.subtract_19/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_19/Sub" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_3/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_18/Sub/y" -> "maskrcnn/tf.math.subtract_18/Sub"; -"maskrcnn/tf.math.subtract_18/Sub" -> "maskrcnn/tf.math.subtract_18/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_18/Sub" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_2/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_15/Sub/y" -> "maskrcnn/tf.math.subtract_15/Sub"; "maskrcnn/tf.math.subtract_15/Sub" -> "maskrcnn/tf.math.subtract_15/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_14/Sub/y" -> "maskrcnn/tf.math.subtract_14/Sub"; @@ -10753,9 +10709,9 @@ args_0_1 -> "maskrcnn/image_info/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars "maskrcnn/tf.math.subtract_12/Sub/y" -> "maskrcnn/tf.math.subtract_12/Sub"; "maskrcnn/tf.math.subtract_12/Sub" -> "maskrcnn/tf.math.subtract_12/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_11/Sub/y" -> "maskrcnn/tf.math.subtract_11/Sub"; -"maskrcnn/tf.math.subtract_11/Sub" -> "maskrcnn/tf.math.subtract_11/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_11/Sub" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_3/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_10/Sub/y" -> "maskrcnn/tf.math.subtract_10/Sub"; -"maskrcnn/tf.math.subtract_10/Sub" -> "maskrcnn/tf.math.subtract_10/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_10/Sub" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_2/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_7/Sub/y" -> "maskrcnn/tf.math.subtract_7/Sub"; "maskrcnn/tf.math.subtract_7/Sub" -> "maskrcnn/tf.math.subtract_7/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_6/Sub/y" -> "maskrcnn/tf.math.subtract_6/Sub"; @@ -10765,9 +10721,9 @@ args_0_1 -> "maskrcnn/image_info/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars "maskrcnn/tf.math.subtract_4/Sub/y" -> "maskrcnn/tf.math.subtract_4/Sub"; "maskrcnn/tf.math.subtract_4/Sub" -> "maskrcnn/tf.math.subtract_4/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_3/Sub/y" -> "maskrcnn/tf.math.subtract_3/Sub"; -"maskrcnn/tf.math.subtract_3/Sub" -> "maskrcnn/tf.math.subtract_3/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_3/Sub" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_3/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_2/Sub/y" -> "maskrcnn/tf.math.subtract_2/Sub"; -"maskrcnn/tf.math.subtract_2/Sub" -> "maskrcnn/tf.math.subtract_2/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_2/Sub" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_2/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_36/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_36/fake_quantize/SymmQuant/Abs/ReadVariableOp"; "maskrcnn/tf.math.subtract_36/fake_quantize/SymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_36/fake_quantize/SymmQuant/Abs"; "maskrcnn/tf.math.subtract_36/fake_quantize/SymmQuant/Abs" -> "maskrcnn/tf.math.subtract_36/fake_quantize/SymmQuant/add"; @@ -10808,26 +10764,22 @@ args_0_1 -> "maskrcnn/image_info/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars "maskrcnn/tf.math.subtract_39/fake_quantize/SymmQuant/mul/ReadVariableOp" -> "maskrcnn/tf.math.subtract_39/fake_quantize/SymmQuant/mul"; "maskrcnn/tf.math.subtract_39/fake_quantize/SymmQuant/mul" -> "maskrcnn/tf.math.subtract_39/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_39/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.stack_4/stack"; -"maskrcnn/tf.math.subtract_34/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_34/fake_quantize/SymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.math.subtract_34/fake_quantize/SymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_34/fake_quantize/SymmQuant/Abs"; -"maskrcnn/tf.math.subtract_34/fake_quantize/SymmQuant/Abs" -> "maskrcnn/tf.math.subtract_34/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.subtract_34/fake_quantize/SymmQuant/add/y" -> "maskrcnn/tf.math.subtract_34/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.subtract_34/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.subtract_34/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.subtract_34/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.subtract_34/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_34/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_34/fake_quantize/SymmQuant/mul/ReadVariableOp"; -"maskrcnn/tf.math.subtract_34/fake_quantize/SymmQuant/mul/ReadVariableOp" -> "maskrcnn/tf.math.subtract_34/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.subtract_34/fake_quantize/SymmQuant/mul" -> "maskrcnn/tf.math.subtract_34/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_34/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_4/concat"; -"maskrcnn/tf.math.subtract_35/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_35/fake_quantize/SymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.math.subtract_35/fake_quantize/SymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_35/fake_quantize/SymmQuant/Abs"; -"maskrcnn/tf.math.subtract_35/fake_quantize/SymmQuant/Abs" -> "maskrcnn/tf.math.subtract_35/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.subtract_35/fake_quantize/SymmQuant/add/y" -> "maskrcnn/tf.math.subtract_35/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.subtract_35/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.subtract_35/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.subtract_35/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.subtract_35/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_35/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_35/fake_quantize/SymmQuant/mul/ReadVariableOp"; -"maskrcnn/tf.math.subtract_35/fake_quantize/SymmQuant/mul/ReadVariableOp" -> "maskrcnn/tf.math.subtract_35/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.subtract_35/fake_quantize/SymmQuant/mul" -> "maskrcnn/tf.math.subtract_35/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_35/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_4/concat"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_2/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_2/Abs"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_2/Abs" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_2/add"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_2/add/y" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_2/add"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_2/add" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_2/mul"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_2/add" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_2/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_2/mul/ReadVariableOp" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_2/mul"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_2/mul" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_2/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_2/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_4/concat"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_3/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_3/Abs"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_3/Abs" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_3/add"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_3/add/y" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_3/add"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_3/add" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_3/mul"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_3/add" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_3/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_3/mul/ReadVariableOp" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_3/mul"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_3/mul" -> "maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_3/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_32/fake_quantize/unified_scale_group/SymmQuant_3/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_4/concat"; "maskrcnn/tf.math.subtract_28/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_28/fake_quantize/SymmQuant/Abs/ReadVariableOp"; "maskrcnn/tf.math.subtract_28/fake_quantize/SymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_28/fake_quantize/SymmQuant/Abs"; "maskrcnn/tf.math.subtract_28/fake_quantize/SymmQuant/Abs" -> "maskrcnn/tf.math.subtract_28/fake_quantize/SymmQuant/add"; @@ -10868,26 +10820,22 @@ args_0_1 -> "maskrcnn/image_info/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars "maskrcnn/tf.math.subtract_31/fake_quantize/SymmQuant/mul/ReadVariableOp" -> "maskrcnn/tf.math.subtract_31/fake_quantize/SymmQuant/mul"; "maskrcnn/tf.math.subtract_31/fake_quantize/SymmQuant/mul" -> "maskrcnn/tf.math.subtract_31/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_31/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.stack_3/stack"; -"maskrcnn/tf.math.subtract_26/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_26/fake_quantize/SymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.math.subtract_26/fake_quantize/SymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_26/fake_quantize/SymmQuant/Abs"; -"maskrcnn/tf.math.subtract_26/fake_quantize/SymmQuant/Abs" -> "maskrcnn/tf.math.subtract_26/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.subtract_26/fake_quantize/SymmQuant/add/y" -> "maskrcnn/tf.math.subtract_26/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.subtract_26/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.subtract_26/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.subtract_26/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.subtract_26/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_26/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_26/fake_quantize/SymmQuant/mul/ReadVariableOp"; -"maskrcnn/tf.math.subtract_26/fake_quantize/SymmQuant/mul/ReadVariableOp" -> "maskrcnn/tf.math.subtract_26/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.subtract_26/fake_quantize/SymmQuant/mul" -> "maskrcnn/tf.math.subtract_26/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_26/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_3/concat"; -"maskrcnn/tf.math.subtract_27/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_27/fake_quantize/SymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.math.subtract_27/fake_quantize/SymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_27/fake_quantize/SymmQuant/Abs"; -"maskrcnn/tf.math.subtract_27/fake_quantize/SymmQuant/Abs" -> "maskrcnn/tf.math.subtract_27/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.subtract_27/fake_quantize/SymmQuant/add/y" -> "maskrcnn/tf.math.subtract_27/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.subtract_27/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.subtract_27/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.subtract_27/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.subtract_27/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_27/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_27/fake_quantize/SymmQuant/mul/ReadVariableOp"; -"maskrcnn/tf.math.subtract_27/fake_quantize/SymmQuant/mul/ReadVariableOp" -> "maskrcnn/tf.math.subtract_27/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.subtract_27/fake_quantize/SymmQuant/mul" -> "maskrcnn/tf.math.subtract_27/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_27/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_3/concat"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_2/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_2/Abs"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_2/Abs" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_2/add"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_2/add/y" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_2/add"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_2/add" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_2/mul"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_2/add" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_2/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_2/mul/ReadVariableOp" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_2/mul"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_2/mul" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_2/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_2/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_3/concat"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_3/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_3/Abs"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_3/Abs" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_3/add"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_3/add/y" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_3/add"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_3/add" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_3/mul"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_3/add" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_3/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_3/mul/ReadVariableOp" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_3/mul"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_3/mul" -> "maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_3/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_24/fake_quantize/unified_scale_group/SymmQuant_3/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_3/concat"; "maskrcnn/tf.math.subtract_20/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_20/fake_quantize/SymmQuant/Abs/ReadVariableOp"; "maskrcnn/tf.math.subtract_20/fake_quantize/SymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_20/fake_quantize/SymmQuant/Abs"; "maskrcnn/tf.math.subtract_20/fake_quantize/SymmQuant/Abs" -> "maskrcnn/tf.math.subtract_20/fake_quantize/SymmQuant/add"; @@ -10928,26 +10876,22 @@ args_0_1 -> "maskrcnn/image_info/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars "maskrcnn/tf.math.subtract_23/fake_quantize/SymmQuant/mul/ReadVariableOp" -> "maskrcnn/tf.math.subtract_23/fake_quantize/SymmQuant/mul"; "maskrcnn/tf.math.subtract_23/fake_quantize/SymmQuant/mul" -> "maskrcnn/tf.math.subtract_23/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_23/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.stack_2/stack"; -"maskrcnn/tf.math.subtract_18/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_18/fake_quantize/SymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.math.subtract_18/fake_quantize/SymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_18/fake_quantize/SymmQuant/Abs"; -"maskrcnn/tf.math.subtract_18/fake_quantize/SymmQuant/Abs" -> "maskrcnn/tf.math.subtract_18/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.subtract_18/fake_quantize/SymmQuant/add/y" -> "maskrcnn/tf.math.subtract_18/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.subtract_18/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.subtract_18/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.subtract_18/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.subtract_18/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_18/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_18/fake_quantize/SymmQuant/mul/ReadVariableOp"; -"maskrcnn/tf.math.subtract_18/fake_quantize/SymmQuant/mul/ReadVariableOp" -> "maskrcnn/tf.math.subtract_18/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.subtract_18/fake_quantize/SymmQuant/mul" -> "maskrcnn/tf.math.subtract_18/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_18/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_2/concat"; -"maskrcnn/tf.math.subtract_19/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_19/fake_quantize/SymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.math.subtract_19/fake_quantize/SymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_19/fake_quantize/SymmQuant/Abs"; -"maskrcnn/tf.math.subtract_19/fake_quantize/SymmQuant/Abs" -> "maskrcnn/tf.math.subtract_19/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.subtract_19/fake_quantize/SymmQuant/add/y" -> "maskrcnn/tf.math.subtract_19/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.subtract_19/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.subtract_19/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.subtract_19/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.subtract_19/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_19/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_19/fake_quantize/SymmQuant/mul/ReadVariableOp"; -"maskrcnn/tf.math.subtract_19/fake_quantize/SymmQuant/mul/ReadVariableOp" -> "maskrcnn/tf.math.subtract_19/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.subtract_19/fake_quantize/SymmQuant/mul" -> "maskrcnn/tf.math.subtract_19/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_19/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_2/concat"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_2/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_2/Abs"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_2/Abs" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_2/add"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_2/add/y" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_2/add"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_2/add" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_2/mul"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_2/add" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_2/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_2/mul/ReadVariableOp" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_2/mul"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_2/mul" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_2/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_2/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_2/concat"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_3/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_3/Abs"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_3/Abs" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_3/add"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_3/add/y" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_3/add"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_3/add" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_3/mul"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_3/add" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_3/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_3/mul/ReadVariableOp" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_3/mul"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_3/mul" -> "maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_3/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_16/fake_quantize/unified_scale_group/SymmQuant_3/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_2/concat"; "maskrcnn/tf.math.subtract_12/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_12/fake_quantize/SymmQuant/Abs/ReadVariableOp"; "maskrcnn/tf.math.subtract_12/fake_quantize/SymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_12/fake_quantize/SymmQuant/Abs"; "maskrcnn/tf.math.subtract_12/fake_quantize/SymmQuant/Abs" -> "maskrcnn/tf.math.subtract_12/fake_quantize/SymmQuant/add"; @@ -10988,26 +10932,22 @@ args_0_1 -> "maskrcnn/image_info/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars "maskrcnn/tf.math.subtract_15/fake_quantize/SymmQuant/mul/ReadVariableOp" -> "maskrcnn/tf.math.subtract_15/fake_quantize/SymmQuant/mul"; "maskrcnn/tf.math.subtract_15/fake_quantize/SymmQuant/mul" -> "maskrcnn/tf.math.subtract_15/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_15/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.stack_1/stack"; -"maskrcnn/tf.math.subtract_10/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_10/fake_quantize/SymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.math.subtract_10/fake_quantize/SymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_10/fake_quantize/SymmQuant/Abs"; -"maskrcnn/tf.math.subtract_10/fake_quantize/SymmQuant/Abs" -> "maskrcnn/tf.math.subtract_10/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.subtract_10/fake_quantize/SymmQuant/add/y" -> "maskrcnn/tf.math.subtract_10/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.subtract_10/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.subtract_10/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.subtract_10/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.subtract_10/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_10/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_10/fake_quantize/SymmQuant/mul/ReadVariableOp"; -"maskrcnn/tf.math.subtract_10/fake_quantize/SymmQuant/mul/ReadVariableOp" -> "maskrcnn/tf.math.subtract_10/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.subtract_10/fake_quantize/SymmQuant/mul" -> "maskrcnn/tf.math.subtract_10/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_10/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_1/concat"; -"maskrcnn/tf.math.subtract_11/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_11/fake_quantize/SymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.math.subtract_11/fake_quantize/SymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_11/fake_quantize/SymmQuant/Abs"; -"maskrcnn/tf.math.subtract_11/fake_quantize/SymmQuant/Abs" -> "maskrcnn/tf.math.subtract_11/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.subtract_11/fake_quantize/SymmQuant/add/y" -> "maskrcnn/tf.math.subtract_11/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.subtract_11/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.subtract_11/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.subtract_11/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.subtract_11/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_11/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_11/fake_quantize/SymmQuant/mul/ReadVariableOp"; -"maskrcnn/tf.math.subtract_11/fake_quantize/SymmQuant/mul/ReadVariableOp" -> "maskrcnn/tf.math.subtract_11/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.subtract_11/fake_quantize/SymmQuant/mul" -> "maskrcnn/tf.math.subtract_11/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_11/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_1/concat"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_2/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_2/Abs"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_2/Abs" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_2/add"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_2/add/y" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_2/add"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_2/add" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_2/mul"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_2/add" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_2/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_2/mul/ReadVariableOp" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_2/mul"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_2/mul" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_2/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_2/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_1/concat"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_3/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_3/Abs"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_3/Abs" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_3/add"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_3/add/y" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_3/add"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_3/add" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_3/mul"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_3/add" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_3/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_3/mul/ReadVariableOp" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_3/mul"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_3/mul" -> "maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_3/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_8/fake_quantize/unified_scale_group/SymmQuant_3/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_1/concat"; "maskrcnn/tf.math.subtract_4/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_4/fake_quantize/SymmQuant/Abs/ReadVariableOp"; "maskrcnn/tf.math.subtract_4/fake_quantize/SymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_4/fake_quantize/SymmQuant/Abs"; "maskrcnn/tf.math.subtract_4/fake_quantize/SymmQuant/Abs" -> "maskrcnn/tf.math.subtract_4/fake_quantize/SymmQuant/add"; @@ -11048,26 +10988,22 @@ args_0_1 -> "maskrcnn/image_info/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars "maskrcnn/tf.math.subtract_7/fake_quantize/SymmQuant/mul/ReadVariableOp" -> "maskrcnn/tf.math.subtract_7/fake_quantize/SymmQuant/mul"; "maskrcnn/tf.math.subtract_7/fake_quantize/SymmQuant/mul" -> "maskrcnn/tf.math.subtract_7/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_7/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.stack/stack"; -"maskrcnn/tf.math.subtract_2/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_2/fake_quantize/SymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.math.subtract_2/fake_quantize/SymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_2/fake_quantize/SymmQuant/Abs"; -"maskrcnn/tf.math.subtract_2/fake_quantize/SymmQuant/Abs" -> "maskrcnn/tf.math.subtract_2/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.subtract_2/fake_quantize/SymmQuant/add/y" -> "maskrcnn/tf.math.subtract_2/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.subtract_2/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.subtract_2/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.subtract_2/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.subtract_2/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_2/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_2/fake_quantize/SymmQuant/mul/ReadVariableOp"; -"maskrcnn/tf.math.subtract_2/fake_quantize/SymmQuant/mul/ReadVariableOp" -> "maskrcnn/tf.math.subtract_2/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.subtract_2/fake_quantize/SymmQuant/mul" -> "maskrcnn/tf.math.subtract_2/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_2/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat/concat"; -"maskrcnn/tf.math.subtract_3/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_3/fake_quantize/SymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.math.subtract_3/fake_quantize/SymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_3/fake_quantize/SymmQuant/Abs"; -"maskrcnn/tf.math.subtract_3/fake_quantize/SymmQuant/Abs" -> "maskrcnn/tf.math.subtract_3/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.subtract_3/fake_quantize/SymmQuant/add/y" -> "maskrcnn/tf.math.subtract_3/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.subtract_3/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.subtract_3/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.subtract_3/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.subtract_3/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_3/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_3/fake_quantize/SymmQuant/mul/ReadVariableOp"; -"maskrcnn/tf.math.subtract_3/fake_quantize/SymmQuant/mul/ReadVariableOp" -> "maskrcnn/tf.math.subtract_3/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.subtract_3/fake_quantize/SymmQuant/mul" -> "maskrcnn/tf.math.subtract_3/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_3/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat/concat"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_2/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_2/Abs"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_2/Abs" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_2/add"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_2/add/y" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_2/add"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_2/add" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_2/mul"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_2/add" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_2/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_2/mul/ReadVariableOp" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_2/mul"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_2/mul" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_2/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_2/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat/concat"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_3/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_3/Abs"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_3/Abs" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_3/add"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_3/add/y" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_3/add"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_3/add" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_3/mul"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_3/add" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_3/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_3/mul/ReadVariableOp" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_3/mul"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_3/mul" -> "maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_3/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract/fake_quantize/unified_scale_group/SymmQuant_3/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat/concat"; "maskrcnn/tf.concat_4/concat/axis" -> "maskrcnn/tf.concat_4/concat"; "maskrcnn/tf.concat_4/concat" -> "maskrcnn/tf.math.minimum_14/Minimum"; "maskrcnn/tf.stack_4/stack" -> "maskrcnn/tf.math.minimum_14/Minimum"; @@ -11273,31 +11209,31 @@ args_0_1 -> "maskrcnn/image_info/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars "maskrcnn/tf.image.combined_non_max_suppression/combined_non_max_suppression/Const" -> "maskrcnn/tf.image.combined_non_max_suppression/combined_non_max_suppression/CombinedNonMaxSuppression"; "maskrcnn/tf.image.combined_non_max_suppression/combined_non_max_suppression/CombinedNonMaxSuppression/max_output_size_per_class" -> "maskrcnn/tf.image.combined_non_max_suppression/combined_non_max_suppression/CombinedNonMaxSuppression"; "maskrcnn/tf.image.combined_non_max_suppression/combined_non_max_suppression/CombinedNonMaxSuppression" -> "maskrcnn/tf.concat_6/concat"; -"maskrcnn/tf.image.combined_non_max_suppression/combined_non_max_suppression/CombinedNonMaxSuppression" -> "maskrcnn/tf.concat_5/fake_quantize_I0/SymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.image.combined_non_max_suppression/combined_non_max_suppression/CombinedNonMaxSuppression" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.image.combined_non_max_suppression_1/combined_non_max_suppression/iou_threshold" -> "maskrcnn/tf.image.combined_non_max_suppression_1/combined_non_max_suppression/CombinedNonMaxSuppression"; "maskrcnn/tf.image.combined_non_max_suppression_1/combined_non_max_suppression/score_threshold" -> "maskrcnn/tf.image.combined_non_max_suppression_1/combined_non_max_suppression/CombinedNonMaxSuppression"; "maskrcnn/tf.image.combined_non_max_suppression_1/combined_non_max_suppression/Const" -> "maskrcnn/tf.image.combined_non_max_suppression_1/combined_non_max_suppression/CombinedNonMaxSuppression"; "maskrcnn/tf.image.combined_non_max_suppression_1/combined_non_max_suppression/CombinedNonMaxSuppression/max_output_size_per_class" -> "maskrcnn/tf.image.combined_non_max_suppression_1/combined_non_max_suppression/CombinedNonMaxSuppression"; "maskrcnn/tf.image.combined_non_max_suppression_1/combined_non_max_suppression/CombinedNonMaxSuppression" -> "maskrcnn/tf.concat_6/concat"; -"maskrcnn/tf.image.combined_non_max_suppression_1/combined_non_max_suppression/CombinedNonMaxSuppression" -> "maskrcnn/tf.concat_5/fake_quantize_I1/SymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.image.combined_non_max_suppression_1/combined_non_max_suppression/CombinedNonMaxSuppression" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars"; "maskrcnn/tf.image.combined_non_max_suppression_2/combined_non_max_suppression/iou_threshold" -> "maskrcnn/tf.image.combined_non_max_suppression_2/combined_non_max_suppression/CombinedNonMaxSuppression"; "maskrcnn/tf.image.combined_non_max_suppression_2/combined_non_max_suppression/score_threshold" -> "maskrcnn/tf.image.combined_non_max_suppression_2/combined_non_max_suppression/CombinedNonMaxSuppression"; "maskrcnn/tf.image.combined_non_max_suppression_2/combined_non_max_suppression/Const" -> "maskrcnn/tf.image.combined_non_max_suppression_2/combined_non_max_suppression/CombinedNonMaxSuppression"; "maskrcnn/tf.image.combined_non_max_suppression_2/combined_non_max_suppression/CombinedNonMaxSuppression/max_output_size_per_class" -> "maskrcnn/tf.image.combined_non_max_suppression_2/combined_non_max_suppression/CombinedNonMaxSuppression"; "maskrcnn/tf.image.combined_non_max_suppression_2/combined_non_max_suppression/CombinedNonMaxSuppression" -> "maskrcnn/tf.concat_6/concat"; -"maskrcnn/tf.image.combined_non_max_suppression_2/combined_non_max_suppression/CombinedNonMaxSuppression" -> "maskrcnn/tf.concat_5/fake_quantize_I2/SymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.image.combined_non_max_suppression_2/combined_non_max_suppression/CombinedNonMaxSuppression" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_2/FakeQuantWithMinMaxVars"; "maskrcnn/tf.image.combined_non_max_suppression_3/combined_non_max_suppression/iou_threshold" -> "maskrcnn/tf.image.combined_non_max_suppression_3/combined_non_max_suppression/CombinedNonMaxSuppression"; "maskrcnn/tf.image.combined_non_max_suppression_3/combined_non_max_suppression/score_threshold" -> "maskrcnn/tf.image.combined_non_max_suppression_3/combined_non_max_suppression/CombinedNonMaxSuppression"; "maskrcnn/tf.image.combined_non_max_suppression_3/combined_non_max_suppression/Const" -> "maskrcnn/tf.image.combined_non_max_suppression_3/combined_non_max_suppression/CombinedNonMaxSuppression"; "maskrcnn/tf.image.combined_non_max_suppression_3/combined_non_max_suppression/CombinedNonMaxSuppression/max_output_size_per_class" -> "maskrcnn/tf.image.combined_non_max_suppression_3/combined_non_max_suppression/CombinedNonMaxSuppression"; "maskrcnn/tf.image.combined_non_max_suppression_3/combined_non_max_suppression/CombinedNonMaxSuppression" -> "maskrcnn/tf.concat_6/concat"; -"maskrcnn/tf.image.combined_non_max_suppression_3/combined_non_max_suppression/CombinedNonMaxSuppression" -> "maskrcnn/tf.concat_5/fake_quantize_I3/SymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.image.combined_non_max_suppression_3/combined_non_max_suppression/CombinedNonMaxSuppression" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_3/FakeQuantWithMinMaxVars"; "maskrcnn/tf.image.combined_non_max_suppression_4/combined_non_max_suppression/iou_threshold" -> "maskrcnn/tf.image.combined_non_max_suppression_4/combined_non_max_suppression/CombinedNonMaxSuppression"; "maskrcnn/tf.image.combined_non_max_suppression_4/combined_non_max_suppression/score_threshold" -> "maskrcnn/tf.image.combined_non_max_suppression_4/combined_non_max_suppression/CombinedNonMaxSuppression"; "maskrcnn/tf.image.combined_non_max_suppression_4/combined_non_max_suppression/Const" -> "maskrcnn/tf.image.combined_non_max_suppression_4/combined_non_max_suppression/CombinedNonMaxSuppression"; "maskrcnn/tf.image.combined_non_max_suppression_4/combined_non_max_suppression/CombinedNonMaxSuppression/max_output_size_per_class" -> "maskrcnn/tf.image.combined_non_max_suppression_4/combined_non_max_suppression/CombinedNonMaxSuppression"; "maskrcnn/tf.image.combined_non_max_suppression_4/combined_non_max_suppression/CombinedNonMaxSuppression" -> "maskrcnn/tf.concat_6/concat"; -"maskrcnn/tf.image.combined_non_max_suppression_4/combined_non_max_suppression/CombinedNonMaxSuppression" -> "maskrcnn/tf.concat_5/fake_quantize_I4/SymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.image.combined_non_max_suppression_4/combined_non_max_suppression/CombinedNonMaxSuppression" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_4/FakeQuantWithMinMaxVars"; "maskrcnn/tf.concat_6/concat/axis" -> "maskrcnn/tf.concat_6/concat"; "maskrcnn/tf.concat_6/concat" -> "maskrcnn/tf.math.top_k/TopKV2"; "maskrcnn/tf.math.top_k/TopKV2/k" -> "maskrcnn/tf.math.top_k/TopKV2"; @@ -11321,56 +11257,56 @@ args_0_1 -> "maskrcnn/image_info/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars "maskrcnn/tf.ones/ones/Const" -> "maskrcnn/tf.ones/ones"; "maskrcnn/tf.ones/ones" -> "maskrcnn/tf.math.multiply_30/Mul"; "maskrcnn/tf.math.multiply_30/Mul" -> "maskrcnn/tf.stack_5/stack"; -"maskrcnn/tf.concat_5/fake_quantize_I0/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.concat_5/fake_quantize_I0/SymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.concat_5/fake_quantize_I0/SymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.concat_5/fake_quantize_I0/SymmQuant/Abs"; -"maskrcnn/tf.concat_5/fake_quantize_I0/SymmQuant/Abs" -> "maskrcnn/tf.concat_5/fake_quantize_I0/SymmQuant/add"; -"maskrcnn/tf.concat_5/fake_quantize_I0/SymmQuant/add/y" -> "maskrcnn/tf.concat_5/fake_quantize_I0/SymmQuant/add"; -"maskrcnn/tf.concat_5/fake_quantize_I0/SymmQuant/add" -> "maskrcnn/tf.concat_5/fake_quantize_I0/SymmQuant/mul"; -"maskrcnn/tf.concat_5/fake_quantize_I0/SymmQuant/add" -> "maskrcnn/tf.concat_5/fake_quantize_I0/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.concat_5/fake_quantize_I0/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.concat_5/fake_quantize_I0/SymmQuant/mul/ReadVariableOp"; -"maskrcnn/tf.concat_5/fake_quantize_I0/SymmQuant/mul/ReadVariableOp" -> "maskrcnn/tf.concat_5/fake_quantize_I0/SymmQuant/mul"; -"maskrcnn/tf.concat_5/fake_quantize_I0/SymmQuant/mul" -> "maskrcnn/tf.concat_5/fake_quantize_I0/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.concat_5/fake_quantize_I0/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_5/concat"; -"maskrcnn/tf.concat_5/fake_quantize_I1/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.concat_5/fake_quantize_I1/SymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.concat_5/fake_quantize_I1/SymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.concat_5/fake_quantize_I1/SymmQuant/Abs"; -"maskrcnn/tf.concat_5/fake_quantize_I1/SymmQuant/Abs" -> "maskrcnn/tf.concat_5/fake_quantize_I1/SymmQuant/add"; -"maskrcnn/tf.concat_5/fake_quantize_I1/SymmQuant/add/y" -> "maskrcnn/tf.concat_5/fake_quantize_I1/SymmQuant/add"; -"maskrcnn/tf.concat_5/fake_quantize_I1/SymmQuant/add" -> "maskrcnn/tf.concat_5/fake_quantize_I1/SymmQuant/mul"; -"maskrcnn/tf.concat_5/fake_quantize_I1/SymmQuant/add" -> "maskrcnn/tf.concat_5/fake_quantize_I1/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.concat_5/fake_quantize_I1/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.concat_5/fake_quantize_I1/SymmQuant/mul/ReadVariableOp"; -"maskrcnn/tf.concat_5/fake_quantize_I1/SymmQuant/mul/ReadVariableOp" -> "maskrcnn/tf.concat_5/fake_quantize_I1/SymmQuant/mul"; -"maskrcnn/tf.concat_5/fake_quantize_I1/SymmQuant/mul" -> "maskrcnn/tf.concat_5/fake_quantize_I1/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.concat_5/fake_quantize_I1/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_5/concat"; -"maskrcnn/tf.concat_5/fake_quantize_I2/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.concat_5/fake_quantize_I2/SymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.concat_5/fake_quantize_I2/SymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.concat_5/fake_quantize_I2/SymmQuant/Abs"; -"maskrcnn/tf.concat_5/fake_quantize_I2/SymmQuant/Abs" -> "maskrcnn/tf.concat_5/fake_quantize_I2/SymmQuant/add"; -"maskrcnn/tf.concat_5/fake_quantize_I2/SymmQuant/add/y" -> "maskrcnn/tf.concat_5/fake_quantize_I2/SymmQuant/add"; -"maskrcnn/tf.concat_5/fake_quantize_I2/SymmQuant/add" -> "maskrcnn/tf.concat_5/fake_quantize_I2/SymmQuant/mul"; -"maskrcnn/tf.concat_5/fake_quantize_I2/SymmQuant/add" -> "maskrcnn/tf.concat_5/fake_quantize_I2/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.concat_5/fake_quantize_I2/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.concat_5/fake_quantize_I2/SymmQuant/mul/ReadVariableOp"; -"maskrcnn/tf.concat_5/fake_quantize_I2/SymmQuant/mul/ReadVariableOp" -> "maskrcnn/tf.concat_5/fake_quantize_I2/SymmQuant/mul"; -"maskrcnn/tf.concat_5/fake_quantize_I2/SymmQuant/mul" -> "maskrcnn/tf.concat_5/fake_quantize_I2/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.concat_5/fake_quantize_I2/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_5/concat"; -"maskrcnn/tf.concat_5/fake_quantize_I3/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.concat_5/fake_quantize_I3/SymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.concat_5/fake_quantize_I3/SymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.concat_5/fake_quantize_I3/SymmQuant/Abs"; -"maskrcnn/tf.concat_5/fake_quantize_I3/SymmQuant/Abs" -> "maskrcnn/tf.concat_5/fake_quantize_I3/SymmQuant/add"; -"maskrcnn/tf.concat_5/fake_quantize_I3/SymmQuant/add/y" -> "maskrcnn/tf.concat_5/fake_quantize_I3/SymmQuant/add"; -"maskrcnn/tf.concat_5/fake_quantize_I3/SymmQuant/add" -> "maskrcnn/tf.concat_5/fake_quantize_I3/SymmQuant/mul"; -"maskrcnn/tf.concat_5/fake_quantize_I3/SymmQuant/add" -> "maskrcnn/tf.concat_5/fake_quantize_I3/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.concat_5/fake_quantize_I3/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.concat_5/fake_quantize_I3/SymmQuant/mul/ReadVariableOp"; -"maskrcnn/tf.concat_5/fake_quantize_I3/SymmQuant/mul/ReadVariableOp" -> "maskrcnn/tf.concat_5/fake_quantize_I3/SymmQuant/mul"; -"maskrcnn/tf.concat_5/fake_quantize_I3/SymmQuant/mul" -> "maskrcnn/tf.concat_5/fake_quantize_I3/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.concat_5/fake_quantize_I3/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_5/concat"; -"maskrcnn/tf.concat_5/fake_quantize_I4/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.concat_5/fake_quantize_I4/SymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.concat_5/fake_quantize_I4/SymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.concat_5/fake_quantize_I4/SymmQuant/Abs"; -"maskrcnn/tf.concat_5/fake_quantize_I4/SymmQuant/Abs" -> "maskrcnn/tf.concat_5/fake_quantize_I4/SymmQuant/add"; -"maskrcnn/tf.concat_5/fake_quantize_I4/SymmQuant/add/y" -> "maskrcnn/tf.concat_5/fake_quantize_I4/SymmQuant/add"; -"maskrcnn/tf.concat_5/fake_quantize_I4/SymmQuant/add" -> "maskrcnn/tf.concat_5/fake_quantize_I4/SymmQuant/mul"; -"maskrcnn/tf.concat_5/fake_quantize_I4/SymmQuant/add" -> "maskrcnn/tf.concat_5/fake_quantize_I4/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.concat_5/fake_quantize_I4/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.concat_5/fake_quantize_I4/SymmQuant/mul/ReadVariableOp"; -"maskrcnn/tf.concat_5/fake_quantize_I4/SymmQuant/mul/ReadVariableOp" -> "maskrcnn/tf.concat_5/fake_quantize_I4/SymmQuant/mul"; -"maskrcnn/tf.concat_5/fake_quantize_I4/SymmQuant/mul" -> "maskrcnn/tf.concat_5/fake_quantize_I4/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.concat_5/fake_quantize_I4/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_5/concat"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant/Abs/ReadVariableOp"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_1/Abs/ReadVariableOp"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_2/Abs/ReadVariableOp"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_3/Abs/ReadVariableOp"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_4/Abs/ReadVariableOp"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant/Abs"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant/Abs" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant/add"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant/add/y" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant/add"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant/add" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant/mul"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant/add" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant/mul/ReadVariableOp"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_1/mul/ReadVariableOp"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_2/mul/ReadVariableOp"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_3/mul/ReadVariableOp"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_4/mul/ReadVariableOp"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant/mul/ReadVariableOp" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant/mul"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant/mul" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_5/concat"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_1/Abs/ReadVariableOp" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_1/Abs"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_1/Abs" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_1/add"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_1/add/y" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_1/add"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_1/add" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_1/mul"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_1/add" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_1/mul/ReadVariableOp" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_1/mul"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_1/mul" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_5/concat"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_2/Abs/ReadVariableOp" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_2/Abs"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_2/Abs" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_2/add"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_2/add/y" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_2/add"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_2/add" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_2/mul"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_2/add" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_2/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_2/mul/ReadVariableOp" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_2/mul"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_2/mul" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_2/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_2/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_5/concat"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_3/Abs/ReadVariableOp" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_3/Abs"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_3/Abs" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_3/add"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_3/add/y" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_3/add"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_3/add" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_3/mul"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_3/add" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_3/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_3/mul/ReadVariableOp" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_3/mul"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_3/mul" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_3/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_3/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_5/concat"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_4/Abs/ReadVariableOp" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_4/Abs"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_4/Abs" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_4/add"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_4/add/y" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_4/add"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_4/add" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_4/mul"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_4/add" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_4/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_4/mul/ReadVariableOp" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_4/mul"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_4/mul" -> "maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_4/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.concat_5/fake_quantize_I0/unified_scale_group/SymmQuant_4/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_5/concat"; "maskrcnn/tf.concat_5/concat/axis" -> "maskrcnn/tf.concat_5/concat"; "maskrcnn/tf.concat_5/concat" -> "maskrcnn/tf.compat.v1.gather_nd/GatherNd"; "maskrcnn/tf.stack_5/stack" -> "maskrcnn/tf.compat.v1.gather_nd/GatherNd"; @@ -11500,43 +11436,43 @@ args_0_1 -> "maskrcnn/image_info/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars "maskrcnn/tf.math.pow/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.math.truediv_3/truediv"; "maskrcnn/tf.expand_dims_12/ExpandDims/dim" -> "maskrcnn/tf.expand_dims_12/ExpandDims"; "maskrcnn/tf.expand_dims_12/ExpandDims" -> "maskrcnn/tf.math.truediv_1/truediv"; -"maskrcnn/tf.math.truediv_2/truediv" -> "maskrcnn/tf.math.truediv_2/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.truediv_3/truediv" -> "maskrcnn/tf.math.truediv_3/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.truediv_1/truediv" -> "maskrcnn/tf.math.truediv_1/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.truediv_2/truediv" -> "maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.truediv_3/truediv" -> "maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.truediv_1/truediv" -> "maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant_2/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_42/Sub/y" -> "maskrcnn/tf.math.subtract_42/Sub"; "maskrcnn/tf.math.subtract_42/Sub" -> "maskrcnn/tf.cast_23/Cast"; "maskrcnn/tf.math.subtract_42/Sub" -> "maskrcnn/tf.compat.v1.gather_1/GatherV2"; "maskrcnn/tf.math.subtract_42/Sub" -> "maskrcnn/tf.compat.v1.gather/GatherV2"; -"maskrcnn/tf.math.truediv_2/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.truediv_2/fake_quantize/SymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.math.truediv_2/fake_quantize/SymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.truediv_2/fake_quantize/SymmQuant/Abs"; -"maskrcnn/tf.math.truediv_2/fake_quantize/SymmQuant/Abs" -> "maskrcnn/tf.math.truediv_2/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.truediv_2/fake_quantize/SymmQuant/add/y" -> "maskrcnn/tf.math.truediv_2/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.truediv_2/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.truediv_2/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.truediv_2/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.truediv_2/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.truediv_2/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.truediv_2/fake_quantize/SymmQuant/mul/ReadVariableOp"; -"maskrcnn/tf.math.truediv_2/fake_quantize/SymmQuant/mul/ReadVariableOp" -> "maskrcnn/tf.math.truediv_2/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.truediv_2/fake_quantize/SymmQuant/mul" -> "maskrcnn/tf.math.truediv_2/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.truediv_2/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.expand_dims_14/ExpandDims"; -"maskrcnn/tf.math.truediv_3/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.truediv_3/fake_quantize/SymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.math.truediv_3/fake_quantize/SymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.truediv_3/fake_quantize/SymmQuant/Abs"; -"maskrcnn/tf.math.truediv_3/fake_quantize/SymmQuant/Abs" -> "maskrcnn/tf.math.truediv_3/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.truediv_3/fake_quantize/SymmQuant/add/y" -> "maskrcnn/tf.math.truediv_3/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.truediv_3/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.truediv_3/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.truediv_3/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.truediv_3/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.truediv_3/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.truediv_3/fake_quantize/SymmQuant/mul/ReadVariableOp"; -"maskrcnn/tf.math.truediv_3/fake_quantize/SymmQuant/mul/ReadVariableOp" -> "maskrcnn/tf.math.truediv_3/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.truediv_3/fake_quantize/SymmQuant/mul" -> "maskrcnn/tf.math.truediv_3/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.truediv_3/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.expand_dims_13/ExpandDims"; -"maskrcnn/tf.math.truediv_1/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.truediv_1/fake_quantize/SymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.math.truediv_1/fake_quantize/SymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.truediv_1/fake_quantize/SymmQuant/Abs"; -"maskrcnn/tf.math.truediv_1/fake_quantize/SymmQuant/Abs" -> "maskrcnn/tf.math.truediv_1/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.truediv_1/fake_quantize/SymmQuant/add/y" -> "maskrcnn/tf.math.truediv_1/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.truediv_1/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.truediv_1/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.truediv_1/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.truediv_1/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.truediv_1/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.truediv_1/fake_quantize/SymmQuant/mul/ReadVariableOp"; -"maskrcnn/tf.math.truediv_1/fake_quantize/SymmQuant/mul/ReadVariableOp" -> "maskrcnn/tf.math.truediv_1/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.truediv_1/fake_quantize/SymmQuant/mul" -> "maskrcnn/tf.math.truediv_1/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.truediv_1/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.__operators__.getitem_27/strided_slice"; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp"; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant_1/Abs/ReadVariableOp"; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant_2/Abs/ReadVariableOp"; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant/Abs"; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant/Abs" -> "maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant/add"; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant/add/y" -> "maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant/add"; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant/add" -> "maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant/mul"; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant/add" -> "maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp"; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant_1/mul/ReadVariableOp"; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant_2/mul/ReadVariableOp"; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp" -> "maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant/mul"; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant/mul" -> "maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.expand_dims_14/ExpandDims"; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant_1/Abs/ReadVariableOp" -> "maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant_1/Abs"; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant_1/Abs" -> "maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant_1/add"; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant_1/add/y" -> "maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant_1/add"; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant_1/add" -> "maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant_1/mul"; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant_1/add" -> "maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant_1/mul/ReadVariableOp" -> "maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant_1/mul"; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant_1/mul" -> "maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.expand_dims_13/ExpandDims"; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant_2/Abs/ReadVariableOp" -> "maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant_2/Abs"; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant_2/Abs" -> "maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant_2/add"; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant_2/add/y" -> "maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant_2/add"; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant_2/add" -> "maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant_2/mul"; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant_2/add" -> "maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant_2/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant_2/mul/ReadVariableOp" -> "maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant_2/mul"; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant_2/mul" -> "maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant_2/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.truediv_1/fake_quantize/unified_scale_group/SymmQuant_2/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.__operators__.getitem_27/strided_slice"; "maskrcnn/tf.cast_23/Cast" -> "maskrcnn/tf.cast_23/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.__operators__.getitem_27/strided_slice/stack" -> "maskrcnn/tf.__operators__.getitem_27/strided_slice"; "maskrcnn/tf.__operators__.getitem_27/strided_slice/stack_1" -> "maskrcnn/tf.__operators__.getitem_27/strided_slice"; @@ -11850,9 +11786,9 @@ args_0_1 -> "maskrcnn/image_info/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars "maskrcnn/tf.math.multiply_32/fake_quantize/SymmQuant/mul" -> "maskrcnn/tf.math.multiply_32/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.multiply_32/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.math.truediv_6/truediv"; "maskrcnn/tf.math.subtract_44/Sub/y" -> "maskrcnn/tf.math.subtract_44/Sub"; -"maskrcnn/tf.math.subtract_44/Sub" -> "maskrcnn/tf.math.subtract_44/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_44/Sub" -> "maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_43/Sub/y" -> "maskrcnn/tf.math.subtract_43/Sub"; -"maskrcnn/tf.math.subtract_43/Sub" -> "maskrcnn/tf.math.subtract_43/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_43/Sub" -> "maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars"; "maskrcnn/tf.__operators__.getitem_54/strided_slice/stack" -> "maskrcnn/tf.__operators__.getitem_54/strided_slice"; "maskrcnn/tf.__operators__.getitem_54/strided_slice/stack_1" -> "maskrcnn/tf.__operators__.getitem_54/strided_slice"; "maskrcnn/tf.__operators__.getitem_54/strided_slice/stack_2" -> "maskrcnn/tf.__operators__.getitem_54/strided_slice"; @@ -11965,26 +11901,26 @@ args_0_1 -> "maskrcnn/image_info/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars "maskrcnn/tf.math.truediv_8/truediv" -> "maskrcnn/tf.math.truediv_8/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.truediv_6/truediv/y" -> "maskrcnn/tf.math.truediv_6/truediv"; "maskrcnn/tf.math.truediv_6/truediv" -> "maskrcnn/tf.math.truediv_6/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_44/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_44/fake_quantize/SymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.math.subtract_44/fake_quantize/SymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_44/fake_quantize/SymmQuant/Abs"; -"maskrcnn/tf.math.subtract_44/fake_quantize/SymmQuant/Abs" -> "maskrcnn/tf.math.subtract_44/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.subtract_44/fake_quantize/SymmQuant/add/y" -> "maskrcnn/tf.math.subtract_44/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.subtract_44/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.subtract_44/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.subtract_44/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.subtract_44/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_44/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_44/fake_quantize/SymmQuant/mul/ReadVariableOp"; -"maskrcnn/tf.math.subtract_44/fake_quantize/SymmQuant/mul/ReadVariableOp" -> "maskrcnn/tf.math.subtract_44/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.subtract_44/fake_quantize/SymmQuant/mul" -> "maskrcnn/tf.math.subtract_44/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_44/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.expand_dims_16/ExpandDims"; -"maskrcnn/tf.math.subtract_43/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_43/fake_quantize/SymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.math.subtract_43/fake_quantize/SymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_43/fake_quantize/SymmQuant/Abs"; -"maskrcnn/tf.math.subtract_43/fake_quantize/SymmQuant/Abs" -> "maskrcnn/tf.math.subtract_43/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.subtract_43/fake_quantize/SymmQuant/add/y" -> "maskrcnn/tf.math.subtract_43/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.subtract_43/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.subtract_43/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.subtract_43/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.subtract_43/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_43/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_43/fake_quantize/SymmQuant/mul/ReadVariableOp"; -"maskrcnn/tf.math.subtract_43/fake_quantize/SymmQuant/mul/ReadVariableOp" -> "maskrcnn/tf.math.subtract_43/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.subtract_43/fake_quantize/SymmQuant/mul" -> "maskrcnn/tf.math.subtract_43/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_43/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.expand_dims_15/ExpandDims"; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp"; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/SymmQuant_1/Abs/ReadVariableOp"; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/SymmQuant/Abs"; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/SymmQuant/Abs" -> "maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/SymmQuant/add"; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/SymmQuant/add/y" -> "maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/SymmQuant/add"; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/SymmQuant/add" -> "maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/SymmQuant/mul"; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/SymmQuant/add" -> "maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp"; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/SymmQuant_1/mul/ReadVariableOp"; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp" -> "maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/SymmQuant/mul"; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/SymmQuant/mul" -> "maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.expand_dims_16/ExpandDims"; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/SymmQuant_1/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/SymmQuant_1/Abs"; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/SymmQuant_1/Abs" -> "maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/SymmQuant_1/add"; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/SymmQuant_1/add/y" -> "maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/SymmQuant_1/add"; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/SymmQuant_1/add" -> "maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/SymmQuant_1/mul"; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/SymmQuant_1/add" -> "maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/SymmQuant_1/mul/ReadVariableOp" -> "maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/SymmQuant_1/mul"; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/SymmQuant_1/mul" -> "maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_43/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.expand_dims_15/ExpandDims"; "maskrcnn/tf.__operators__.add_41/AddV2" -> "maskrcnn/tf.stack_7/stack"; "maskrcnn/tf.__operators__.add_43/AddV2" -> "maskrcnn/tf.stack_7/stack"; "maskrcnn/tf.__operators__.add_45/AddV2" -> "maskrcnn/tf.stack_7/stack"; @@ -12893,34 +12829,38 @@ args_0_1 -> "maskrcnn/image_info/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars "maskrcnn/tf.math.multiply_57/fake_quantize/SymmQuant/mul/ReadVariableOp" -> "maskrcnn/tf.math.multiply_57/fake_quantize/SymmQuant/mul"; "maskrcnn/tf.math.multiply_57/fake_quantize/SymmQuant/mul" -> "maskrcnn/tf.math.multiply_57/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.multiply_57/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.math.subtract_53/Sub"; -"maskrcnn/tf.math.subtract_54/Sub" -> "maskrcnn/tf.math.subtract_54/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_53/Sub" -> "maskrcnn/tf.math.subtract_53/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_54/Sub" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_53/Sub" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.__operators__.getitem_60/strided_slice/stack" -> "maskrcnn/tf.__operators__.getitem_60/strided_slice"; "maskrcnn/tf.__operators__.getitem_60/strided_slice/stack_1" -> "maskrcnn/tf.__operators__.getitem_60/strided_slice"; "maskrcnn/tf.__operators__.getitem_60/strided_slice/stack_2" -> "maskrcnn/tf.__operators__.getitem_60/strided_slice"; "maskrcnn/tf.__operators__.getitem_60/strided_slice" -> "maskrcnn/tf.unstack_5/unstack"; -"maskrcnn/tf.math.subtract_53/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_53/fake_quantize/SymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.math.subtract_53/fake_quantize/SymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_53/fake_quantize/SymmQuant/Abs"; -"maskrcnn/tf.math.subtract_53/fake_quantize/SymmQuant/Abs" -> "maskrcnn/tf.math.subtract_53/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.subtract_53/fake_quantize/SymmQuant/add/y" -> "maskrcnn/tf.math.subtract_53/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.subtract_53/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.subtract_53/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.subtract_53/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.subtract_53/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_53/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_53/fake_quantize/SymmQuant/mul/ReadVariableOp"; -"maskrcnn/tf.math.subtract_53/fake_quantize/SymmQuant/mul/ReadVariableOp" -> "maskrcnn/tf.math.subtract_53/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.subtract_53/fake_quantize/SymmQuant/mul" -> "maskrcnn/tf.math.subtract_53/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_53/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.__operators__.add_65/AddV2"; -"maskrcnn/tf.math.subtract_53/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_13/concat"; -"maskrcnn/tf.math.subtract_54/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_54/fake_quantize/SymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.math.subtract_54/fake_quantize/SymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_54/fake_quantize/SymmQuant/Abs"; -"maskrcnn/tf.math.subtract_54/fake_quantize/SymmQuant/Abs" -> "maskrcnn/tf.math.subtract_54/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.subtract_54/fake_quantize/SymmQuant/add/y" -> "maskrcnn/tf.math.subtract_54/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.subtract_54/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.subtract_54/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.subtract_54/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.subtract_54/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_54/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_54/fake_quantize/SymmQuant/mul/ReadVariableOp"; -"maskrcnn/tf.math.subtract_54/fake_quantize/SymmQuant/mul/ReadVariableOp" -> "maskrcnn/tf.math.subtract_54/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.subtract_54/fake_quantize/SymmQuant/mul" -> "maskrcnn/tf.math.subtract_54/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_54/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.__operators__.add_66/AddV2"; -"maskrcnn/tf.math.subtract_54/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_13/concat"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_1/Abs/ReadVariableOp"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_2/Abs/ReadVariableOp"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_3/Abs/ReadVariableOp"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant/Abs"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant/Abs" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant/add"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant/add/y" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant/add"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant/add" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant/mul"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant/add" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_1/mul/ReadVariableOp"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_2/mul/ReadVariableOp"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_3/mul/ReadVariableOp"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant/mul"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant/mul" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.__operators__.add_65/AddV2"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_13/concat"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_1/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_1/Abs"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_1/Abs" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_1/add"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_1/add/y" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_1/add"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_1/add" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_1/mul"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_1/add" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_1/mul/ReadVariableOp" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_1/mul"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_1/mul" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.__operators__.add_66/AddV2"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_13/concat"; "maskrcnn/tf.__operators__.add_66/AddV2" -> "maskrcnn/tf.__operators__.add_66/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.__operators__.add_65/AddV2" -> "maskrcnn/tf.__operators__.add_65/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.unstack_5/unstack" -> "maskrcnn/tf.math.subtract_60/Sub"; @@ -12956,9 +12896,9 @@ args_0_1 -> "maskrcnn/image_info/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars "maskrcnn/tf.math.subtract_57/Sub/y" -> "maskrcnn/tf.math.subtract_57/Sub"; "maskrcnn/tf.math.subtract_57/Sub" -> "maskrcnn/tf.math.subtract_57/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_56/Sub/y" -> "maskrcnn/tf.math.subtract_56/Sub"; -"maskrcnn/tf.math.subtract_56/Sub" -> "maskrcnn/tf.math.subtract_56/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_56/Sub" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_3/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_55/Sub/y" -> "maskrcnn/tf.math.subtract_55/Sub"; -"maskrcnn/tf.math.subtract_55/Sub" -> "maskrcnn/tf.math.subtract_55/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_55/Sub" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_2/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_57/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_57/fake_quantize/SymmQuant/Abs/ReadVariableOp"; "maskrcnn/tf.math.subtract_57/fake_quantize/SymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_57/fake_quantize/SymmQuant/Abs"; "maskrcnn/tf.math.subtract_57/fake_quantize/SymmQuant/Abs" -> "maskrcnn/tf.math.subtract_57/fake_quantize/SymmQuant/add"; @@ -12999,26 +12939,22 @@ args_0_1 -> "maskrcnn/image_info/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars "maskrcnn/tf.math.subtract_60/fake_quantize/SymmQuant/mul/ReadVariableOp" -> "maskrcnn/tf.math.subtract_60/fake_quantize/SymmQuant/mul"; "maskrcnn/tf.math.subtract_60/fake_quantize/SymmQuant/mul" -> "maskrcnn/tf.math.subtract_60/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_60/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.stack_15/stack"; -"maskrcnn/tf.math.subtract_55/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_55/fake_quantize/SymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.math.subtract_55/fake_quantize/SymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_55/fake_quantize/SymmQuant/Abs"; -"maskrcnn/tf.math.subtract_55/fake_quantize/SymmQuant/Abs" -> "maskrcnn/tf.math.subtract_55/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.subtract_55/fake_quantize/SymmQuant/add/y" -> "maskrcnn/tf.math.subtract_55/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.subtract_55/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.subtract_55/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.subtract_55/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.subtract_55/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_55/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_55/fake_quantize/SymmQuant/mul/ReadVariableOp"; -"maskrcnn/tf.math.subtract_55/fake_quantize/SymmQuant/mul/ReadVariableOp" -> "maskrcnn/tf.math.subtract_55/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.subtract_55/fake_quantize/SymmQuant/mul" -> "maskrcnn/tf.math.subtract_55/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_55/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_13/concat"; -"maskrcnn/tf.math.subtract_56/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_56/fake_quantize/SymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.math.subtract_56/fake_quantize/SymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_56/fake_quantize/SymmQuant/Abs"; -"maskrcnn/tf.math.subtract_56/fake_quantize/SymmQuant/Abs" -> "maskrcnn/tf.math.subtract_56/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.subtract_56/fake_quantize/SymmQuant/add/y" -> "maskrcnn/tf.math.subtract_56/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.subtract_56/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.subtract_56/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.subtract_56/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.subtract_56/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_56/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_56/fake_quantize/SymmQuant/mul/ReadVariableOp"; -"maskrcnn/tf.math.subtract_56/fake_quantize/SymmQuant/mul/ReadVariableOp" -> "maskrcnn/tf.math.subtract_56/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.subtract_56/fake_quantize/SymmQuant/mul" -> "maskrcnn/tf.math.subtract_56/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_56/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_13/concat"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_2/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_2/Abs"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_2/Abs" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_2/add"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_2/add/y" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_2/add"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_2/add" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_2/mul"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_2/add" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_2/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_2/mul/ReadVariableOp" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_2/mul"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_2/mul" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_2/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_2/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_13/concat"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_3/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_3/Abs"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_3/Abs" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_3/add"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_3/add/y" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_3/add"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_3/add" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_3/mul"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_3/add" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_3/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_3/mul/ReadVariableOp" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_3/mul"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_3/mul" -> "maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_3/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_53/fake_quantize/unified_scale_group/SymmQuant_3/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.concat_13/concat"; "maskrcnn/tf.concat_13/concat/axis" -> "maskrcnn/tf.concat_13/concat"; "maskrcnn/tf.concat_13/concat" -> "maskrcnn/tf.math.minimum_22/Minimum"; "maskrcnn/tf.stack_15/stack" -> "maskrcnn/tf.math.minimum_22/Minimum"; @@ -13221,43 +13157,43 @@ args_0_1 -> "maskrcnn/image_info/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars "maskrcnn/tf.math.pow_2/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.math.truediv_28/truediv"; "maskrcnn/tf.expand_dims_24/ExpandDims/dim" -> "maskrcnn/tf.expand_dims_24/ExpandDims"; "maskrcnn/tf.expand_dims_24/ExpandDims" -> "maskrcnn/tf.math.truediv_26/truediv"; -"maskrcnn/tf.math.truediv_27/truediv" -> "maskrcnn/tf.math.truediv_27/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.truediv_28/truediv" -> "maskrcnn/tf.math.truediv_28/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.truediv_26/truediv" -> "maskrcnn/tf.math.truediv_26/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.truediv_27/truediv" -> "maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.truediv_28/truediv" -> "maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.truediv_26/truediv" -> "maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant_2/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_64/Sub/y" -> "maskrcnn/tf.math.subtract_64/Sub"; "maskrcnn/tf.math.subtract_64/Sub" -> "maskrcnn/tf.cast_37/Cast"; "maskrcnn/tf.math.subtract_64/Sub" -> "maskrcnn/tf.compat.v1.gather_4/GatherV2"; "maskrcnn/tf.math.subtract_64/Sub" -> "maskrcnn/tf.compat.v1.gather_3/GatherV2"; -"maskrcnn/tf.math.truediv_27/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.truediv_27/fake_quantize/SymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.math.truediv_27/fake_quantize/SymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.truediv_27/fake_quantize/SymmQuant/Abs"; -"maskrcnn/tf.math.truediv_27/fake_quantize/SymmQuant/Abs" -> "maskrcnn/tf.math.truediv_27/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.truediv_27/fake_quantize/SymmQuant/add/y" -> "maskrcnn/tf.math.truediv_27/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.truediv_27/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.truediv_27/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.truediv_27/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.truediv_27/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.truediv_27/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.truediv_27/fake_quantize/SymmQuant/mul/ReadVariableOp"; -"maskrcnn/tf.math.truediv_27/fake_quantize/SymmQuant/mul/ReadVariableOp" -> "maskrcnn/tf.math.truediv_27/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.truediv_27/fake_quantize/SymmQuant/mul" -> "maskrcnn/tf.math.truediv_27/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.truediv_27/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.expand_dims_26/ExpandDims"; -"maskrcnn/tf.math.truediv_28/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.truediv_28/fake_quantize/SymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.math.truediv_28/fake_quantize/SymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.truediv_28/fake_quantize/SymmQuant/Abs"; -"maskrcnn/tf.math.truediv_28/fake_quantize/SymmQuant/Abs" -> "maskrcnn/tf.math.truediv_28/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.truediv_28/fake_quantize/SymmQuant/add/y" -> "maskrcnn/tf.math.truediv_28/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.truediv_28/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.truediv_28/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.truediv_28/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.truediv_28/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.truediv_28/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.truediv_28/fake_quantize/SymmQuant/mul/ReadVariableOp"; -"maskrcnn/tf.math.truediv_28/fake_quantize/SymmQuant/mul/ReadVariableOp" -> "maskrcnn/tf.math.truediv_28/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.truediv_28/fake_quantize/SymmQuant/mul" -> "maskrcnn/tf.math.truediv_28/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.truediv_28/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.expand_dims_25/ExpandDims"; -"maskrcnn/tf.math.truediv_26/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.truediv_26/fake_quantize/SymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.math.truediv_26/fake_quantize/SymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.truediv_26/fake_quantize/SymmQuant/Abs"; -"maskrcnn/tf.math.truediv_26/fake_quantize/SymmQuant/Abs" -> "maskrcnn/tf.math.truediv_26/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.truediv_26/fake_quantize/SymmQuant/add/y" -> "maskrcnn/tf.math.truediv_26/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.truediv_26/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.truediv_26/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.truediv_26/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.truediv_26/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.truediv_26/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.truediv_26/fake_quantize/SymmQuant/mul/ReadVariableOp"; -"maskrcnn/tf.math.truediv_26/fake_quantize/SymmQuant/mul/ReadVariableOp" -> "maskrcnn/tf.math.truediv_26/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.truediv_26/fake_quantize/SymmQuant/mul" -> "maskrcnn/tf.math.truediv_26/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.truediv_26/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.__operators__.getitem_76/strided_slice"; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp"; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant_1/Abs/ReadVariableOp"; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant_2/Abs/ReadVariableOp"; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant/Abs"; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant/Abs" -> "maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant/add"; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant/add/y" -> "maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant/add"; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant/add" -> "maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant/mul"; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant/add" -> "maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp"; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant_1/mul/ReadVariableOp"; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant_2/mul/ReadVariableOp"; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp" -> "maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant/mul"; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant/mul" -> "maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.expand_dims_26/ExpandDims"; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant_1/Abs/ReadVariableOp" -> "maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant_1/Abs"; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant_1/Abs" -> "maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant_1/add"; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant_1/add/y" -> "maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant_1/add"; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant_1/add" -> "maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant_1/mul"; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant_1/add" -> "maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant_1/mul/ReadVariableOp" -> "maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant_1/mul"; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant_1/mul" -> "maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.expand_dims_25/ExpandDims"; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant_2/Abs/ReadVariableOp" -> "maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant_2/Abs"; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant_2/Abs" -> "maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant_2/add"; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant_2/add/y" -> "maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant_2/add"; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant_2/add" -> "maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant_2/mul"; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant_2/add" -> "maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant_2/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant_2/mul/ReadVariableOp" -> "maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant_2/mul"; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant_2/mul" -> "maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant_2/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.truediv_26/fake_quantize/unified_scale_group/SymmQuant_2/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.__operators__.getitem_76/strided_slice"; "maskrcnn/tf.cast_37/Cast" -> "maskrcnn/tf.cast_37/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.__operators__.getitem_76/strided_slice/stack" -> "maskrcnn/tf.__operators__.getitem_76/strided_slice"; "maskrcnn/tf.__operators__.getitem_76/strided_slice/stack_1" -> "maskrcnn/tf.__operators__.getitem_76/strided_slice"; @@ -13823,9 +13759,9 @@ args_0_1 -> "maskrcnn/image_info/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars "maskrcnn/tf.math.multiply_61/fake_quantize/SymmQuant/mul" -> "maskrcnn/tf.math.multiply_61/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.multiply_61/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.math.truediv_31/truediv"; "maskrcnn/tf.math.subtract_66/Sub/y" -> "maskrcnn/tf.math.subtract_66/Sub"; -"maskrcnn/tf.math.subtract_66/Sub" -> "maskrcnn/tf.math.subtract_66/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_66/Sub" -> "maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.subtract_65/Sub/y" -> "maskrcnn/tf.math.subtract_65/Sub"; -"maskrcnn/tf.math.subtract_65/Sub" -> "maskrcnn/tf.math.subtract_65/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_65/Sub" -> "maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars"; "maskrcnn/tf.__operators__.getitem_131/strided_slice/stack" -> "maskrcnn/tf.__operators__.getitem_131/strided_slice"; "maskrcnn/tf.__operators__.getitem_131/strided_slice/stack_1" -> "maskrcnn/tf.__operators__.getitem_131/strided_slice"; "maskrcnn/tf.__operators__.getitem_131/strided_slice/stack_2" -> "maskrcnn/tf.__operators__.getitem_131/strided_slice"; @@ -14050,26 +13986,26 @@ args_0_1 -> "maskrcnn/image_info/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars "maskrcnn/tf.math.truediv_33/truediv" -> "maskrcnn/tf.math.truediv_33/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; "maskrcnn/tf.math.truediv_31/truediv/y" -> "maskrcnn/tf.math.truediv_31/truediv"; "maskrcnn/tf.math.truediv_31/truediv" -> "maskrcnn/tf.math.truediv_31/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_66/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_66/fake_quantize/SymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.math.subtract_66/fake_quantize/SymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_66/fake_quantize/SymmQuant/Abs"; -"maskrcnn/tf.math.subtract_66/fake_quantize/SymmQuant/Abs" -> "maskrcnn/tf.math.subtract_66/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.subtract_66/fake_quantize/SymmQuant/add/y" -> "maskrcnn/tf.math.subtract_66/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.subtract_66/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.subtract_66/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.subtract_66/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.subtract_66/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_66/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_66/fake_quantize/SymmQuant/mul/ReadVariableOp"; -"maskrcnn/tf.math.subtract_66/fake_quantize/SymmQuant/mul/ReadVariableOp" -> "maskrcnn/tf.math.subtract_66/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.subtract_66/fake_quantize/SymmQuant/mul" -> "maskrcnn/tf.math.subtract_66/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_66/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.expand_dims_28/ExpandDims"; -"maskrcnn/tf.math.subtract_65/fake_quantize/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_65/fake_quantize/SymmQuant/Abs/ReadVariableOp"; -"maskrcnn/tf.math.subtract_65/fake_quantize/SymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_65/fake_quantize/SymmQuant/Abs"; -"maskrcnn/tf.math.subtract_65/fake_quantize/SymmQuant/Abs" -> "maskrcnn/tf.math.subtract_65/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.subtract_65/fake_quantize/SymmQuant/add/y" -> "maskrcnn/tf.math.subtract_65/fake_quantize/SymmQuant/add"; -"maskrcnn/tf.math.subtract_65/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.subtract_65/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.subtract_65/fake_quantize/SymmQuant/add" -> "maskrcnn/tf.math.subtract_65/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_65/fake_quantize/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_65/fake_quantize/SymmQuant/mul/ReadVariableOp"; -"maskrcnn/tf.math.subtract_65/fake_quantize/SymmQuant/mul/ReadVariableOp" -> "maskrcnn/tf.math.subtract_65/fake_quantize/SymmQuant/mul"; -"maskrcnn/tf.math.subtract_65/fake_quantize/SymmQuant/mul" -> "maskrcnn/tf.math.subtract_65/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars"; -"maskrcnn/tf.math.subtract_65/fake_quantize/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.expand_dims_27/ExpandDims"; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp"; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/SymmQuant_1/Abs/ReadVariableOp"; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/SymmQuant/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/SymmQuant/Abs"; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/SymmQuant/Abs" -> "maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/SymmQuant/add"; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/SymmQuant/add/y" -> "maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/SymmQuant/add"; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/SymmQuant/add" -> "maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/SymmQuant/mul"; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/SymmQuant/add" -> "maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp"; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp/resource" -> "maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/SymmQuant_1/mul/ReadVariableOp"; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/SymmQuant/mul/ReadVariableOp" -> "maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/SymmQuant/mul"; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/SymmQuant/mul" -> "maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/SymmQuant/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.expand_dims_28/ExpandDims"; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/SymmQuant_1/Abs/ReadVariableOp" -> "maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/SymmQuant_1/Abs"; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/SymmQuant_1/Abs" -> "maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/SymmQuant_1/add"; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/SymmQuant_1/add/y" -> "maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/SymmQuant_1/add"; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/SymmQuant_1/add" -> "maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/SymmQuant_1/mul"; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/SymmQuant_1/add" -> "maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/SymmQuant_1/mul/ReadVariableOp" -> "maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/SymmQuant_1/mul"; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/SymmQuant_1/mul" -> "maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars"; +"maskrcnn/tf.math.subtract_65/fake_quantize/unified_scale_group/SymmQuant_1/FakeQuantWithMinMaxVars" -> "maskrcnn/tf.expand_dims_27/ExpandDims"; "maskrcnn/tf.__operators__.add_70/AddV2" -> "maskrcnn/tf.stack_18/stack"; "maskrcnn/tf.__operators__.add_72/AddV2" -> "maskrcnn/tf.stack_18/stack"; "maskrcnn/tf.__operators__.add_74/AddV2" -> "maskrcnn/tf.stack_18/stack"; diff --git a/tests/tensorflow/data/reference_graphs/2.8/quantized/w_sym_t_a_sym_t/yolo_v4.pb b/tests/tensorflow/data/reference_graphs/2.8/quantized/w_sym_t_a_sym_t/yolo_v4.pb index 4144934d4dc..df9b59303a5 100644 --- a/tests/tensorflow/data/reference_graphs/2.8/quantized/w_sym_t_a_sym_t/yolo_v4.pb +++ b/tests/tensorflow/data/reference_graphs/2.8/quantized/w_sym_t_a_sym_t/yolo_v4.pb @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:511bc6ba17334dd9ee2d468d01716fae6469301121b944e0852ec12bd61e2c14 -size 1014666 +oid sha256:51566e3b215f94e8202bbddc89c9ac7c009735d5ae7520e6c88c10892aaff951 +size 1014105 diff --git a/tests/tensorflow/quantization/test_unified_scales.py b/tests/tensorflow/quantization/test_unified_scales.py index a09a0a9237b..7d6d716e2e1 100644 --- a/tests/tensorflow/quantization/test_unified_scales.py +++ b/tests/tensorflow/quantization/test_unified_scales.py @@ -144,9 +144,7 @@ def test_shared_op_unified_scales(target_device): nncf_config = get_basic_quantization_config() nncf_config["target_device"] = target_device - non_weight_quantizers_ref = 8 - if target_device == "VPU": - non_weight_quantizers_ref = 5 + non_weight_quantizers_ref = 5 model = get_shared_conv_test_model() compressed_model, _ = create_compressed_model_and_algo_for_test(model, nncf_config, force_no_init=True) diff --git a/tests/tensorflow/test_compressed_graph.py b/tests/tensorflow/test_compressed_graph.py index 7d0f354be13..f7181e575e0 100644 --- a/tests/tensorflow/test_compressed_graph.py +++ b/tests/tensorflow/test_compressed_graph.py @@ -10,6 +10,7 @@ # limitations under the License. import os +from pathlib import Path from typing import List import networkx as nx @@ -20,6 +21,7 @@ from nncf import NNCFConfig from nncf.common.hardware.config import HWConfigType from tests.shared.nx_graph import compare_nx_graph_with_reference +from tests.shared.paths import TEST_ROOT from tests.tensorflow import test_models from tests.tensorflow.helpers import create_compressed_model_and_algo_for_test from tests.tensorflow.helpers import get_empty_config @@ -327,8 +329,7 @@ def remove_control_edges_from_graph_def(graph_def): def prepare_and_check_graph_def( tf_graph: tf.Graph, - graph_path: str, - ref_graph_exist: bool, + graph_path: Path, graph_to_layer_var_names_map=None, remove_control_edges=False, ): @@ -340,36 +341,29 @@ def prepare_and_check_graph_def( if graph_to_layer_var_names_map: rename_graph_def_nodes(graph_def, graph_to_layer_var_names_map) - if not ref_graph_exist: + if os.getenv("NNCF_TEST_REGEN_DOT") is not None: + graph_dir = graph_path.parent + graph_fname = graph_path.name + if not graph_path.exists(): + graph_dir.mkdir(parents=True, exist_ok=True) graph_dir, ref_graph_filename = os.path.split(graph_path) - tf.io.write_graph(graph_def, graph_dir, ref_graph_filename, as_text=False) + tf.io.write_graph(graph_def, graph_dir, graph_fname, as_text=False) - check_graph_def(graph_def, graph_path) + check_graph_def(graph_def, str(graph_path)) -def prepare_and_check_nx_graph( - tf_graph: tf.Graph, graph_path: str, ref_graph_exist: bool, graph_to_layer_var_names_map: dict -): +def prepare_and_check_nx_graph(tf_graph: tf.Graph, graph_path: Path, graph_to_layer_var_names_map: dict): nx_graph = get_nx_graph_from_tf_graph(tf_graph, graph_to_layer_var_names_map) - compare_nx_graph_with_reference(nx_graph, graph_path) + compare_nx_graph_with_reference(nx_graph, str(graph_path), sort_dot_graph=False) -def check_model_graph(compressed_model, ref_graph_filename, ref_graph_dir, rename_resource_nodes): +def check_model_graph(compressed_model, ref_graph_filename: str, ref_graph_dir: str, rename_resource_nodes: bool): tf_version = version.parse(tf.__version__).base_version tf_version_major, tf_version_minor = tuple(map(int, tf_version.split(".")))[:2] - data_dir = os.path.join( - os.path.dirname(os.path.abspath(__file__)), "data", "reference_graphs", f"{tf_version_major}.{tf_version_minor}" - ) - graph_dir = os.path.join(data_dir, ref_graph_dir) - graph_path = os.path.abspath(os.path.join(graph_dir, ref_graph_filename)) - - # validate file with graph manually! - ref_graph_exist = True - if not os.path.exists(graph_path): - if not os.path.exists(graph_dir): - os.makedirs(graph_dir) - ref_graph_exist = False + data_dir = TEST_ROOT / "tensorflow" / "data" / "reference_graphs" / f"{tf_version_major}.{tf_version_minor}" + graph_dir = data_dir / ref_graph_dir + graph_path = graph_dir / ref_graph_filename compressed_graph, graph_to_layer_var_names_map = keras_model_to_tf_graph(compressed_model) if not rename_resource_nodes: @@ -380,10 +374,9 @@ def check_model_graph(compressed_model, ref_graph_filename, ref_graph_dir, renam ref_graph_ext = os.path.splitext(ref_graph_filename)[1] if ref_graph_ext == ".pb": - prepare_and_check_graph_def(compressed_graph, graph_path, ref_graph_exist, graph_to_layer_var_names_map) - + prepare_and_check_graph_def(compressed_graph, graph_path, graph_to_layer_var_names_map) else: - prepare_and_check_nx_graph(compressed_graph, graph_path, ref_graph_exist, graph_to_layer_var_names_map) + prepare_and_check_nx_graph(compressed_graph, graph_path, graph_to_layer_var_names_map) @pytest.fixture(scope="module", autouse=True) diff --git a/tests/torch/quantization/test_unified_scales.py b/tests/torch/quantization/test_unified_scales.py index 73b5ef2a23b..dacedec0d16 100644 --- a/tests/torch/quantization/test_unified_scales.py +++ b/tests/torch/quantization/test_unified_scales.py @@ -8,11 +8,11 @@ # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. - +import dataclasses import itertools from collections import Counter from functools import partial -from typing import Dict, List +from typing import Callable, Dict, List import onnx import pytest @@ -446,17 +446,28 @@ def forward(self, x, y): return z1 -CAT_UNIFIED_SCALE_TEST_STRUCTS = [(SingleCatModel, 3, 4), (DoubleCatModel, 3, 4), (UNetLikeModel, 4, 6)] +@dataclasses.dataclass +class UnifiedScaleTestStruct: + model_builder: Callable + ref_aq_module_count: int + ref_quantizations_count: int + + +CAT_UNIFIED_SCALE_TEST_STRUCTS = [ + UnifiedScaleTestStruct(model_builder=SingleCatModel, ref_aq_module_count=3, ref_quantizations_count=4), + UnifiedScaleTestStruct(model_builder=DoubleCatModel, ref_aq_module_count=3, ref_quantizations_count=4), + UnifiedScaleTestStruct(model_builder=UNetLikeModel, ref_aq_module_count=4, ref_quantizations_count=6), +] @pytest.mark.parametrize( - "target_device, model_creator, ref_aq_module_count, ref_quantizations", + "target_device, unified_scale_test_case", [ - (t_dev,) + rest - for t_dev, rest in itertools.product([x.value for x in HWConfigType], CAT_UNIFIED_SCALE_TEST_STRUCTS) + (t_dev, usts) + for t_dev, usts in itertools.product([x.value for x in HWConfigType], CAT_UNIFIED_SCALE_TEST_STRUCTS) ], ) -def test_unified_scales_with_concat(target_device, model_creator, ref_aq_module_count, ref_quantizations): +def test_unified_scales_with_concat(target_device, unified_scale_test_case: UnifiedScaleTestStruct): nncf_config = get_quantization_config_without_range_init(model_size=1) nncf_config["input_info"] = [ { @@ -470,12 +481,14 @@ def test_unified_scales_with_concat(target_device, model_creator, ref_aq_module_ nncf_config["target_device"] = target_device register_bn_adaptation_init_args(nncf_config) - _, compression_ctrl = create_compressed_model_and_algo_for_test(model_creator(), nncf_config) + _, compression_ctrl = create_compressed_model_and_algo_for_test( + unified_scale_test_case.model_builder(), nncf_config + ) - assert len(compression_ctrl.non_weight_quantizers) == ref_aq_module_count + assert len(compression_ctrl.non_weight_quantizers) == unified_scale_test_case.ref_aq_module_count total_quantizations = sum(len(info.affected_insertions) for info in compression_ctrl.non_weight_quantizers.values()) - assert total_quantizations == ref_quantizations + assert total_quantizations == unified_scale_test_case.ref_quantizations_count class SimplerModelForUnifiedScalesTesting(torch.nn.Module):