From e755b565319068676ce099ba57f45450a336f5c2 Mon Sep 17 00:00:00 2001 From: dlyakhov Date: Tue, 17 Oct 2023 11:37:52 +0200 Subject: [PATCH] NON_PATTERN_NODER_WITH_TYPE attribute for pattern matching is introduced --- nncf/common/graph/graph_matching.py | 15 +- nncf/common/graph/patterns/patterns.py | 1 + .../openvino/quantization/ignored_patterns.py | 12 +- nncf/torch/quantization/ignored_patterns.py | 14 +- tests/common/graph/test_graph_matching.py | 25 + .../ptq/symmetric/mobilenet_v3_small.dot | 966 +++++++++--------- 6 files changed, 549 insertions(+), 484 deletions(-) diff --git a/nncf/common/graph/graph_matching.py b/nncf/common/graph/graph_matching.py index 1e8991fed99..f515216985a 100644 --- a/nncf/common/graph/graph_matching.py +++ b/nncf/common/graph/graph_matching.py @@ -15,10 +15,12 @@ from nncf.common.graph.patterns import GraphPattern +ATTRS_TO_SKIP = [GraphPattern.LABEL_ATTR, GraphPattern.NON_PATTERN_NODE_WITH_TYPE] + def _are_nodes_matched(node_1, node_2) -> bool: for attr in node_2: - if attr == GraphPattern.LABEL_ATTR: + if attr in ATTRS_TO_SKIP: continue if attr == GraphPattern.METATYPE_ATTR: # GraphPattern.ANY_PATTERN_NODE_TYPE and GraphPattern.NON_PATTERN_NODE_TYPE @@ -103,7 +105,8 @@ def _is_subgraph_matching_strict(graph: nx.DiGraph, pattern: nx.DiGraph, subgrap def _copy_subgraph_excluding_non_pattern_node(subgraph: Dict[str, str], pattern_graph: GraphPattern) -> Dict[str, str]: """ - Copies a matching subgraph excluding the nodes having GraphPattern.NON_PATTERN_NODE_TYPE. + Copies a matching subgraph excluding the nodes having GraphPattern.NON_PATTERN_NODE_TYPE + or GraphPattern.NON_PATTERN_NODE_WITH_TYPE. :param subgraph: Subgraph :param pattern_graph: A graph consists of patterns to match. @@ -113,8 +116,12 @@ def _copy_subgraph_excluding_non_pattern_node(subgraph: Dict[str, str], pattern_ for node_from_graph, node_from_pattern in subgraph.items(): pattern_node = pattern_graph.graph.nodes[node_from_pattern] pattern_node_types = pattern_node.get(GraphPattern.METATYPE_ATTR, []) - if GraphPattern.NON_PATTERN_NODE_TYPE not in pattern_node_types: - output[node_from_graph] = node_from_pattern + if GraphPattern.NON_PATTERN_NODE_TYPE in pattern_node_types: + continue + if pattern_node.get(GraphPattern.NON_PATTERN_NODE_WITH_TYPE, False): + continue + output[node_from_graph] = node_from_pattern + return output diff --git a/nncf/common/graph/patterns/patterns.py b/nncf/common/graph/patterns/patterns.py index 7c742fc39e5..ee4204d9e94 100644 --- a/nncf/common/graph/patterns/patterns.py +++ b/nncf/common/graph/patterns/patterns.py @@ -80,6 +80,7 @@ class GraphPattern: NODE_TYPE_ATTR = "metatype" ANY_PATTERN_NODE_TYPE = "ANY_PATTERN_NODE" NON_PATTERN_NODE_TYPE = "NON_PATTERN_NODE" + NON_PATTERN_NODE_WITH_TYPE = "NON_PATTERN_NODE_WITH_TYPE" def __init__(self): self._graph = nx.DiGraph() diff --git a/nncf/openvino/quantization/ignored_patterns.py b/nncf/openvino/quantization/ignored_patterns.py index 82d08ae470d..6a0bce55755 100644 --- a/nncf/openvino/quantization/ignored_patterns.py +++ b/nncf/openvino/quantization/ignored_patterns.py @@ -118,7 +118,11 @@ def create_se_block() -> GraphPattern: **{GraphPattern.LABEL_ATTR: "ANY", GraphPattern.METATYPE_ATTR: GraphPattern.NON_PATTERN_NODE_TYPE} ) reduce_mean_node = pattern.add_node( - **{GraphPattern.LABEL_ATTR: "REDUCE_MEAN", GraphPattern.METATYPE_ATTR: om.OVReduceMeanMetatype} + **{ + GraphPattern.LABEL_ATTR: "REDUCE_MEAN", + GraphPattern.METATYPE_ATTR: om.OVReduceMeanMetatype, + GraphPattern.NON_PATTERN_NODE_WITH_TYPE: True, + } ) linear_node_1 = pattern.add_node( **{GraphPattern.METATYPE_ATTR: LINEAR_OPERATIONS, GraphPattern.LABEL_ATTR: "LINEAR"} @@ -138,7 +142,11 @@ def create_se_block() -> GraphPattern: **{GraphPattern.LABEL_ATTR: "SIGMOID", GraphPattern.METATYPE_ATTR: om.OVSigmoidMetatype} ) multiply_node = pattern.add_node( - **{GraphPattern.LABEL_ATTR: "MULTIPLY", GraphPattern.METATYPE_ATTR: om.OVMultiplyMetatype} + **{ + GraphPattern.LABEL_ATTR: "MULTIPLY", + GraphPattern.METATYPE_ATTR: om.OVMultiplyMetatype, + GraphPattern.NON_PATTERN_NODE_WITH_TYPE: True, + } ) pattern.add_edge(any_node, reduce_mean_node) diff --git a/nncf/torch/quantization/ignored_patterns.py b/nncf/torch/quantization/ignored_patterns.py index 99f69f0818c..9f83d141706 100644 --- a/nncf/torch/quantization/ignored_patterns.py +++ b/nncf/torch/quantization/ignored_patterns.py @@ -98,11 +98,17 @@ def create_se_block() -> GraphPattern: MEAN_OPERATIONS = { GraphPattern.LABEL_ATTR: "REDUCE_MEAN", GraphPattern.METATYPE_ATTR: ["avg_pool2d", "adaptive_avg_pool2d", "avg_pool3d", "adaptive_avg_pool3d", "mean"], + GraphPattern.NON_PATTERN_NODE_WITH_TYPE: True, } SYGMOID_OPERATIONS = { GraphPattern.LABEL_ATTR: "SIGMOID", GraphPattern.METATYPE_ATTR: ["sigmoid", "hardsigmoid"], } + MUL_OPERATION = { + GraphPattern.LABEL_ATTR: "MUL", + GraphPattern.METATYPE_ATTR: "__mul__", + GraphPattern.NON_PATTERN_NODE_WITH_TYPE: True, + } def get_se_block_pattern() -> GraphPattern: pattern = GraphPattern() @@ -112,7 +118,7 @@ def get_se_block_pattern() -> GraphPattern: activation_node_1 = pattern.add_node(**ATOMIC_ACTIVATIONS_OPERATIONS) linear_node_2 = pattern.add_node(**LINEAR_OPERATIONS) activation_node_2 = pattern.add_node(**SYGMOID_OPERATIONS) - multiply_node = pattern.add_node(label="MUL", type="__mul__") + multiply_node = pattern.add_node(**MUL_OPERATION) pattern.add_edge(any_node, reduce_mean_node) pattern.add_edge(reduce_mean_node, linear_node_1) @@ -133,7 +139,7 @@ def get_se_block_with_bias_pattern() -> GraphPattern: linear_node_2 = pattern.add_node(**LINEAR_OPERATIONS) add_node_2 = pattern.add_node(label="ADD_BIAS", type=["__add__", "__sub__"]) activation_node_2 = pattern.add_node(**SYGMOID_OPERATIONS) - multiply_node = pattern.add_node(label="MUL", type="__mul__") + multiply_node = pattern.add_node(**MUL_OPERATION) pattern.add_edge(any_node, reduce_mean_node) pattern.add_edge(reduce_mean_node, linear_node_1) @@ -161,7 +167,7 @@ def get_se_block_with_reshape() -> GraphPattern: linear_node_2 = pattern.add_node(**LINEAR_OPERATIONS) activation_node_2 = pattern.add_node(**SYGMOID_OPERATIONS) reshape_node_2 = pattern.add_node(**RESHAPE_NODES) - multiply_node = pattern.add_node(label="MUL", type="__mul__") + multiply_node = pattern.add_node(**MUL_OPERATION) pattern.add_edge(any_node, reduce_mean_node) pattern.add_edge(reduce_mean_node, reshape_node_1) @@ -186,7 +192,7 @@ def get_se_block_with_bias_and_reshape() -> GraphPattern: add_node_2 = pattern.add_node(label="ADD_BIAS", type=["__add__", "__sub__"]) activation_node_2 = pattern.add_node(**SYGMOID_OPERATIONS) reshape_node_2 = pattern.add_node(**RESHAPE_NODES) - multiply_node = pattern.add_node(label="MUL", type="__mul__") + multiply_node = pattern.add_node(**MUL_OPERATION) pattern.add_edge(any_node, reduce_mean_node) pattern.add_edge(reduce_mean_node, reshape_node_1) diff --git a/tests/common/graph/test_graph_matching.py b/tests/common/graph/test_graph_matching.py index 089cd84f9dc..0cb2e1312d8 100644 --- a/tests/common/graph/test_graph_matching.py +++ b/tests/common/graph/test_graph_matching.py @@ -227,3 +227,28 @@ def test_not_match_edges_inside_pattern(): pattern.add_edge(node_1, node_3) matches = find_subgraphs_matching_pattern(ref_graph, pattern) assert matches == [["1", "2", "3"]] + + +def test_non_pattern_graph_with_type(): + for match in [False, True]: + ref_graph = nx.DiGraph() + ref_graph.add_node("0", **{GraphPattern.METATYPE_ATTR: "0"}) + ref_graph.add_node("1", **{GraphPattern.METATYPE_ATTR: "a" if match else "0"}) + ref_graph.add_node("2", **{GraphPattern.METATYPE_ATTR: "b"}) + ref_graph.add_node("3", **{GraphPattern.METATYPE_ATTR: "c"}) + ref_graph.add_edge("0", "1") + ref_graph.add_edge("1", "2") + ref_graph.add_edge("2", "3") + + pattern = GraphPattern() + node_1 = pattern.add_node(**{GraphPattern.METATYPE_ATTR: "a", GraphPattern.NON_PATTERN_NODE_WITH_TYPE: True}) + node_2 = pattern.add_node(**{GraphPattern.METATYPE_ATTR: "b"}) + node_3 = pattern.add_node(**{GraphPattern.METATYPE_ATTR: "c"}) + pattern.add_edge(node_1, node_2) + pattern.add_edge(node_2, node_3) + + matches = find_subgraphs_matching_pattern(ref_graph, pattern) + if not match: + assert not matches + else: + assert matches == [["2", "3"]] diff --git a/tests/torch/data/reference_graphs/quantized/ptq/symmetric/mobilenet_v3_small.dot b/tests/torch/data/reference_graphs/quantized/ptq/symmetric/mobilenet_v3_small.dot index 834d7370dd4..41264e4a2b3 100644 --- a/tests/torch/data/reference_graphs/quantized/ptq/symmetric/mobilenet_v3_small.dot +++ b/tests/torch/data/reference_graphs/quantized/ptq/symmetric/mobilenet_v3_small.dot @@ -16,236 +16,245 @@ strict digraph { "14 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/SqueezeExcitation[1]/ReLU[relu]/relu__0" [id=14, type=relu_]; "15 MobileNetV3/Sequential[features]/InvertedResidual[1]/Sequential[block]/SqueezeExcitation[1]/NNCFConv2d[fc2]/conv2d_0" [id=15, type=conv2d]; "16 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MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/SqueezeExcitation[2]/NNCFConv2d[fc2]/conv2d_0" -> "155 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/SqueezeExcitation[2]/hardsigmoid_0"; -"155 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/SqueezeExcitation[2]/hardsigmoid_0" -> "156 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/SqueezeExcitation[2]/__mul___0"; -"156 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/SqueezeExcitation[2]/__mul___0" -> "157 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/SqueezeExcitation[2]/SymmetricQuantizer/symmetric_quantize_0"; -"157 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/SqueezeExcitation[2]/SymmetricQuantizer/symmetric_quantize_0" -> "159 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0"; -"158 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/ModuleDict[pre_ops]/UpdateWeight[0]/SymmetricQuantizer[op]/symmetric_quantize_0" -> "159 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0"; -"159 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[3]/NNCFConv2d[0]/conv2d_0" -> "160 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm2d[1]/batch_norm_0"; -"160 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm2d[1]/batch_norm_0" -> "161 MobileNetV3/Sequential[features]/InvertedResidual[8]/Sequential[block]/ConvBNActivation[3]/NNCFBatchNorm2d[1]/SymmetricQuantizer/symmetric_quantize_0"; -"161 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