Support TF 2.15 (openvinotoolkit#2609)

### Changes

Support TF 2.15

### Reason for changes

Support TF 2.15

### Related tickets

133742

### Tests

pre-commit tests

.github/workflows/precommit.yml

@@ -208,7 +208,7 @@ jobs:
           lfs: true
       - uses: actions/setup-python@0a5c61591373683505ea898e09a3ea4f39ef2b9c # v5.0.0
         with:
-          python-version: 3.8.18
+          python-version: 3.9.19
           cache: pip
       - name: Install NNCF and test requirements
         run: make install-tensorflow-test

README.md

@@ -429,7 +429,7 @@ conda install -c conda-forge nncf
 - Python\* 3.8 or later
 - Supported frameworks:
   - PyTorch\* >=2.2, <2.4
-  - TensorFlow\* >=2.8.4, <=2.12.1
+  - TensorFlow\* >=2.8.4, <=2.15.1
   - ONNX\* ==1.16.0
   - OpenVINO\* >=2022.3.0
 

constraints.txt

@@ -10,7 +10,8 @@ onnx==1.16.0
 onnxruntime==1.17.1
 
 # TensorFlow
-tensorflow==2.12.1
+tensorflow==2.12.1; python_version < '3.9'
+tensorflow==2.15.1; python_version >= '3.9'
 
 # Tests and examples
 pytest==8.0.2

docs/Installation.md

@@ -43,7 +43,7 @@ as well as the supported versions of Python:
 
 | NNCF      | OpenVINO   | PyTorch  | ONNX     | TensorFlow | Python |
 |-----------|------------|----------|----------|------------|--------|
-| `develop` | `2024.2.0` | `2.3.0`  | `1.16.0` | `2.12.0`   | `3.8`  |
+| `develop` | `2024.2.0` | `2.3.0`  | `1.16.0` | `2.15.1`   | `3.8`* |
 | `2.11.0`  | `2024.2.0` | `2.3.0`  | `1.16.0` | `2.12.0`   | `3.8`  |
 | `2.10.0`  | `2024.1.0` | `2.2.1`  | `1.16.0` | `2.12.0`   | `3.8`  |
 | `2.9.0`   | `2024.0.0` | `2.1.2`  | `1.13.1` | `2.12.0`   | `3.8`  |
@@ -53,3 +53,5 @@ as well as the supported versions of Python:
 | `2.6.0`   | `2023.1.0` | `2.0.1`  | `1.13.1` | `2.12.0`   | `3.8`  |
 | `2.5.0`   | `2023.0.0` | `1.13.1` | `1.13.1` | `2.11.1`   | `3.8`  |
 | `2.4.0`   | `2022.1.0` | `1.12.1` | `1.12.0` | `2.8.2`    | `3.8`  |
+
+> (*) Python 3.9 or higher is required for TensorFlow 2.15.1

examples/post_training_quantization/tensorflow/mobilenet_v2/requirements.txt

@@ -1,4 +1,5 @@
-tensorflow~=2.12.0
+tensorflow~=2.12.0; python_version < '3.9'
+tensorflow~=2.15.1; python_version >= '3.9'
 tensorflow-datasets
 tqdm
 openvino==2024.2

examples/tensorflow/common/object_detection/architecture/darknet.py

@@ -11,9 +11,12 @@
 
 import tensorflow as tf
 import tensorflow.keras.backend as K
+from packaging import version
 
 from examples.tensorflow.common.object_detection.architecture import nn_ops
 
+tensorflow_version = version.parse(version.parse(tf.__version__).base_version)
+
 
 class CSPDarknet53:
     """Class to build CSPDarknet53"""
@@ -25,12 +28,17 @@ def DarknetConv2D_BN_Mish(self, *args, **kwargs):
         """Darknet Convolution2D followed by SyncBatchNormalization and Mish."""
         no_bias_kwargs = {"use_bias": False}
         no_bias_kwargs.update(kwargs)
+
+        if tensorflow_version < version.parse("2.15"):
+            mish = tf.keras.layers.Activation(self.mish)
+        else:
+            mish = tf.keras.layers.Activation("mish")
+
         return nn_ops.compose(
             nn_ops.DarknetConv2D(*args, **no_bias_kwargs),
             # TODO(nsavelyev) replace by BatchNormalization(synchronized=True) once support for TF < 2.12 is dropped
             tf.keras.layers.experimental.SyncBatchNormalization(),
-            # TODO(nsavelyev) change to tf.keras.activations.mish after upgrade to TF 2.13
-            tf.keras.layers.Activation(self.mish),
+            mish,
         )
 
     def csp_resblock_body(self, x, num_filters, num_blocks, all_narrow=True):

examples/tensorflow/requirements.txt

@@ -4,7 +4,8 @@ absl-py==1.0.0
 tensorflow
 tensorflow_datasets==4.2.0
 tensorflow_hub
-tensorflow_addons==0.20.0
+tensorflow_addons==0.20.0; python_version < '3.9'
+tensorflow_addons==0.23.0; python_version >= '3.9'
 tensorflow-metadata==1.13.0
 opencv-python
 pycocotools==2.0.6

nncf/version.py

@@ -11,6 +11,7 @@
 
 __version__ = "2.12.0"
 
+
 BKC_TORCH_SPEC = "==2.3.*"
-BKC_TF_SPEC = "==2.12.*"
-STRICT_TF_SPEC = ">=2.8.4,<2.14.0"
+BKC_TF_SPEC = "==2.15.*"
+STRICT_TF_SPEC = ">=2.8.4,<2.16.0"

tests/tensorflow/data/model_transormer/2.15/functional_insert_after.dot

@@ -0,0 +1 @@
+../2.12/functional_insert_after.dot

tests/tensorflow/data/model_transormer/2.15/functional_insert_before.dot

@@ -0,0 +1 @@
+../2.12/functional_insert_before.dot

tests/tensorflow/data/model_transormer/2.15/sequential_block_insert_after.dot

@@ -0,0 +1 @@
+../2.12/sequential_block_insert_after.dot

tests/tensorflow/data/model_transormer/2.15/sequential_block_insert_before.dot

@@ -0,0 +1 @@
+../2.12/sequential_block_insert_before.dot

tests/tensorflow/data/reference_graphs/2.15/pruning/filter_pruning/densenet121.pb

@@ -0,0 +1 @@
+../../../2.12/pruning/filter_pruning/densenet121.pb

tests/tensorflow/data/reference_graphs/2.15/pruning/filter_pruning/inception_v3.dot

@@ -0,0 +1 @@
+../../../2.12/pruning/filter_pruning/inception_v3.dot

tests/tensorflow/data/reference_graphs/2.15/pruning/filter_pruning/mobilenet_v1.pb

@@ -0,0 +1 @@
+../../../2.12/pruning/filter_pruning/mobilenet_v1.pb

tests/tensorflow/data/reference_graphs/2.15/pruning/filter_pruning/mobilenet_v2.pb

@@ -0,0 +1 @@
+../../../2.12/pruning/filter_pruning/mobilenet_v2.pb

tests/tensorflow/data/reference_graphs/2.15/pruning/filter_pruning/mobilenet_v3_large.pb

@@ -0,0 +1 @@
+../../../2.12/pruning/filter_pruning/mobilenet_v3_large.pb

tests/tensorflow/data/reference_graphs/2.15/pruning/filter_pruning/mobilenet_v3_small.pb

@@ -0,0 +1 @@
+../../../2.12/pruning/filter_pruning/mobilenet_v3_small.pb

tests/tensorflow/data/reference_graphs/2.15/pruning/filter_pruning/resnet50.pb

@@ -0,0 +1 @@
+../../../2.12/pruning/filter_pruning/resnet50.pb

tests/tensorflow/data/reference_graphs/2.15/pruning/filter_pruning/retinanet.pb

@@ -0,0 +1 @@
+../../../2.12/pruning/filter_pruning/retinanet.pb

tests/tensorflow/data/reference_graphs/2.15/pruning/filter_pruning/sequential_model.pb

@@ -0,0 +1 @@
+../../../2.12/pruning/filter_pruning/sequential_model.pb

tests/tensorflow/data/reference_graphs/2.15/pruning/filter_pruning/sequential_no_input_model.pb

@@ -0,0 +1 @@
+../../../2.12/pruning/filter_pruning/sequential_no_input_model.pb

tests/tensorflow/data/reference_graphs/2.15/pruning/filter_pruning/shared_layers_model.pb

@@ -0,0 +1 @@
+../../../2.12/pruning/filter_pruning/shared_layers_model.pb

tests/tensorflow/data/reference_graphs/2.15/pruning/filter_pruning/vgg16.pb

@@ -0,0 +1 @@
+../../../2.12/pruning/filter_pruning/vgg16.pb

tests/tensorflow/data/reference_graphs/2.15/pruning/filter_pruning/yolo_v4.pb

@@ -0,0 +1 @@
+../../../2.12/pruning/filter_pruning/yolo_v4.pb

tests/tensorflow/data/reference_graphs/2.15/quantized/hw/CPU/inception_v3.dot

@@ -0,0 +1 @@
+../../../../2.12/quantized/hw/CPU/inception_v3.dot

tests/tensorflow/data/reference_graphs/2.15/quantized/hw/CPU/mobilenet_v2.pb

@@ -0,0 +1 @@
+../../../../2.12/quantized/hw/CPU/mobilenet_v2.pb

tests/tensorflow/data/reference_graphs/2.15/quantized/hw/CPU/resnet50.pb

@@ -0,0 +1 @@
+../../../../2.12/quantized/hw/CPU/resnet50.pb

tests/tensorflow/data/reference_graphs/2.15/quantized/hw/GPU/inception_v3.dot

@@ -0,0 +1 @@
+../../../../2.12/quantized/hw/GPU/inception_v3.dot

tests/tensorflow/data/reference_graphs/2.15/quantized/hw/GPU/mobilenet_v2.pb

@@ -0,0 +1 @@
+../../../../2.12/quantized/hw/GPU/mobilenet_v2.pb

tests/tensorflow/data/reference_graphs/2.15/quantized/hw/GPU/resnet50.pb

@@ -0,0 +1 @@
+../../../../2.12/quantized/hw/GPU/resnet50.pb

tests/tensorflow/data/reference_graphs/2.15/quantized/hw/NPU/inception_v3.dot

@@ -0,0 +1 @@
+../../../../2.12/quantized/hw/NPU/inception_v3.dot

tests/tensorflow/data/reference_graphs/2.15/quantized/hw/NPU/mobilenet_v2.pb

@@ -0,0 +1 @@
+../../../../2.12/quantized/hw/NPU/mobilenet_v2.pb

tests/tensorflow/data/reference_graphs/2.15/quantized/hw/NPU/resnet50.pb

@@ -0,0 +1 @@
+../../../../2.12/quantized/hw/NPU/resnet50.pb

tests/tensorflow/data/reference_graphs/2.15/quantized/w_sym_ch_a_asym_t/densenet121.pb

@@ -0,0 +1 @@
+../../../2.12/quantized/w_sym_ch_a_asym_t/densenet121.pb

tests/tensorflow/data/reference_graphs/2.15/quantized/w_sym_ch_a_asym_t/inception_v3.dot

@@ -0,0 +1 @@
+../../../2.12/quantized/w_sym_ch_a_asym_t/inception_v3.dot

tests/tensorflow/data/reference_graphs/2.15/quantized/w_sym_ch_a_asym_t/mask_rcnn.dot

@@ -0,0 +1 @@
+../../../2.12/quantized/w_sym_ch_a_asym_t/mask_rcnn.dot

tests/tensorflow/data/reference_graphs/2.15/quantized/w_sym_ch_a_asym_t/mobilenet_v1.pb

@@ -0,0 +1 @@
+../../../2.12/quantized/w_sym_ch_a_asym_t/mobilenet_v1.pb

tests/tensorflow/data/reference_graphs/2.15/quantized/w_sym_ch_a_asym_t/mobilenet_v2.pb

@@ -0,0 +1 @@
+../../../2.12/quantized/w_sym_ch_a_asym_t/mobilenet_v2.pb

tests/tensorflow/data/reference_graphs/2.15/quantized/w_sym_ch_a_asym_t/mobilenet_v2_quantize_outputs.pb

@@ -0,0 +1 @@
+../../../2.12/quantized/w_sym_ch_a_asym_t/mobilenet_v2_quantize_outputs.pb

tests/tensorflow/data/reference_graphs/2.15/quantized/w_sym_ch_a_asym_t/mobilenet_v3_large.pb

@@ -0,0 +1 @@
+../../../2.12/quantized/w_sym_ch_a_asym_t/mobilenet_v3_large.pb

tests/tensorflow/data/reference_graphs/2.15/quantized/w_sym_ch_a_asym_t/mobilenet_v3_small.pb

@@ -0,0 +1 @@
+../../../2.12/quantized/w_sym_ch_a_asym_t/mobilenet_v3_small.pb

tests/tensorflow/data/reference_graphs/2.15/quantized/w_sym_ch_a_asym_t/resnet50.pb

@@ -0,0 +1 @@
+../../../2.12/quantized/w_sym_ch_a_asym_t/resnet50.pb

tests/tensorflow/data/reference_graphs/2.15/quantized/w_sym_ch_a_asym_t/resnet50v2.pb

@@ -0,0 +1 @@
+../../../2.12/quantized/w_sym_ch_a_asym_t/resnet50v2.pb

tests/tensorflow/data/reference_graphs/2.15/quantized/w_sym_ch_a_asym_t/retinanet.pb

@@ -0,0 +1 @@
+../../../2.12/quantized/w_sym_ch_a_asym_t/retinanet.pb

tests/tensorflow/data/reference_graphs/2.15/quantized/w_sym_ch_a_asym_t/retinanet_quantize_outputs.pb

@@ -0,0 +1 @@
+../../../2.12/quantized/w_sym_ch_a_asym_t/retinanet_quantize_outputs.pb

tests/tensorflow/data/reference_graphs/2.15/quantized/w_sym_ch_a_asym_t/sequential_model.pb

@@ -0,0 +1 @@
+../../../2.12/quantized/w_sym_ch_a_asym_t/sequential_model.pb

tests/tensorflow/data/reference_graphs/2.15/quantized/w_sym_ch_a_asym_t/sequential_model_quantize_outputs.pb

@@ -0,0 +1 @@
+../../../2.12/quantized/w_sym_ch_a_asym_t/sequential_model_quantize_outputs.pb

tests/tensorflow/data/reference_graphs/2.15/quantized/w_sym_ch_a_asym_t/sequential_no_input_model.pb

@@ -0,0 +1 @@
+../../../2.12/quantized/w_sym_ch_a_asym_t/sequential_no_input_model.pb

tests/tensorflow/data/reference_graphs/2.15/quantized/w_sym_ch_a_asym_t/shared_layers_model.pb

@@ -0,0 +1 @@
+../../../2.12/quantized/w_sym_ch_a_asym_t/shared_layers_model.pb

tests/tensorflow/data/reference_graphs/2.15/quantized/w_sym_ch_a_asym_t/shared_layers_model_quantize_outputs.pb

@@ -0,0 +1 @@
+../../../2.12/quantized/w_sym_ch_a_asym_t/shared_layers_model_quantize_outputs.pb

tests/tensorflow/data/reference_graphs/2.15/quantized/w_sym_ch_a_asym_t/vgg16.pb

@@ -0,0 +1 @@
+../../../2.12/quantized/w_sym_ch_a_asym_t/vgg16.pb

tests/tensorflow/data/reference_graphs/2.15/quantized/w_sym_ch_a_asym_t/yolo_v4.pb

@@ -0,0 +1 @@
+../../../2.12/quantized/w_sym_ch_a_asym_t/yolo_v4.pb

tests/tensorflow/data/reference_graphs/2.15/quantized/w_sym_t_a_sym_t/densenet121.pb

@@ -0,0 +1 @@
+../../../2.12/quantized/w_sym_t_a_sym_t/densenet121.pb

tests/tensorflow/data/reference_graphs/2.15/quantized/w_sym_t_a_sym_t/inception_v3.dot

@@ -0,0 +1 @@
+../../../2.12/quantized/w_sym_t_a_sym_t/inception_v3.dot

tests/tensorflow/data/reference_graphs/2.15/quantized/w_sym_t_a_sym_t/mask_rcnn.dot

@@ -0,0 +1 @@
+../../../2.12/quantized/w_sym_t_a_sym_t/mask_rcnn.dot

tests/tensorflow/data/reference_graphs/2.15/quantized/w_sym_t_a_sym_t/mobilenet_v1.pb

@@ -0,0 +1 @@
+../../../2.12/quantized/w_sym_t_a_sym_t/mobilenet_v1.pb

tests/tensorflow/data/reference_graphs/2.15/quantized/w_sym_t_a_sym_t/mobilenet_v2.pb

@@ -0,0 +1 @@
+../../../2.12/quantized/w_sym_t_a_sym_t/mobilenet_v2.pb

tests/tensorflow/data/reference_graphs/2.15/quantized/w_sym_t_a_sym_t/mobilenet_v2_quantize_outputs.pb

@@ -0,0 +1 @@
+../../../2.12/quantized/w_sym_t_a_sym_t/mobilenet_v2_quantize_outputs.pb

tests/tensorflow/data/reference_graphs/2.15/quantized/w_sym_t_a_sym_t/mobilenet_v3_large.pb

@@ -0,0 +1 @@
+../../../2.12/quantized/w_sym_t_a_sym_t/mobilenet_v3_large.pb

tests/tensorflow/data/reference_graphs/2.15/quantized/w_sym_t_a_sym_t/mobilenet_v3_small.pb

@@ -0,0 +1 @@
+../../../2.12/quantized/w_sym_t_a_sym_t/mobilenet_v3_small.pb

tests/tensorflow/data/reference_graphs/2.15/quantized/w_sym_t_a_sym_t/resnet50.pb

@@ -0,0 +1 @@
+../../../2.12/quantized/w_sym_t_a_sym_t/resnet50.pb

tests/tensorflow/data/reference_graphs/2.15/quantized/w_sym_t_a_sym_t/resnet50v2.pb

@@ -0,0 +1 @@
+../../../2.12/quantized/w_sym_t_a_sym_t/resnet50v2.pb

tests/tensorflow/data/reference_graphs/2.15/quantized/w_sym_t_a_sym_t/retinanet.pb

@@ -0,0 +1 @@
+../../../2.12/quantized/w_sym_t_a_sym_t/retinanet.pb

tests/tensorflow/data/reference_graphs/2.15/quantized/w_sym_t_a_sym_t/retinanet_quantize_outputs.pb

@@ -0,0 +1 @@
+../../../2.12/quantized/w_sym_t_a_sym_t/retinanet_quantize_outputs.pb

tests/tensorflow/data/reference_graphs/2.15/quantized/w_sym_t_a_sym_t/sequential_model.pb

@@ -0,0 +1 @@
+../../../2.12/quantized/w_sym_t_a_sym_t/sequential_model.pb

tests/tensorflow/data/reference_graphs/2.15/quantized/w_sym_t_a_sym_t/sequential_model_quantize_outputs.pb

@@ -0,0 +1 @@
+../../../2.12/quantized/w_sym_t_a_sym_t/sequential_model_quantize_outputs.pb

tests/tensorflow/data/reference_graphs/2.15/quantized/w_sym_t_a_sym_t/sequential_no_input_model.pb

@@ -0,0 +1 @@
+../../../2.12/quantized/w_sym_t_a_sym_t/sequential_no_input_model.pb

tests/tensorflow/data/reference_graphs/2.15/quantized/w_sym_t_a_sym_t/shared_layers_model.pb

@@ -0,0 +1 @@
+../../../2.12/quantized/w_sym_t_a_sym_t/shared_layers_model.pb

tests/tensorflow/data/reference_graphs/2.15/quantized/w_sym_t_a_sym_t/shared_layers_model_quantize_outputs.pb

@@ -0,0 +1 @@
+../../../2.12/quantized/w_sym_t_a_sym_t/shared_layers_model_quantize_outputs.pb

tests/tensorflow/data/reference_graphs/2.15/quantized/w_sym_t_a_sym_t/vgg16.pb

@@ -0,0 +1 @@
+../../../2.12/quantized/w_sym_t_a_sym_t/vgg16.pb

tests/tensorflow/data/reference_graphs/2.15/quantized/w_sym_t_a_sym_t/yolo_v4.pb

@@ -0,0 +1 @@
+../../../2.12/quantized/w_sym_t_a_sym_t/yolo_v4.pb

tests/tensorflow/data/reference_graphs/2.15/sparsity/magnitude_sparsity/densenet121.pb

@@ -0,0 +1 @@
+../../../2.12/sparsity/magnitude_sparsity/densenet121.pb

tests/tensorflow/data/reference_graphs/2.15/sparsity/magnitude_sparsity/inception_v3.dot

@@ -0,0 +1 @@
+../../../2.12/sparsity/magnitude_sparsity/inception_v3.dot

tests/tensorflow/data/reference_graphs/2.15/sparsity/magnitude_sparsity/mask_rcnn.dot

@@ -0,0 +1 @@
+../../../2.12/sparsity/magnitude_sparsity/mask_rcnn.dot

tests/tensorflow/data/reference_graphs/2.15/sparsity/magnitude_sparsity/mobilenet_v1.pb

@@ -0,0 +1 @@
+../../../2.12/sparsity/magnitude_sparsity/mobilenet_v1.pb

tests/tensorflow/data/reference_graphs/2.15/sparsity/magnitude_sparsity/mobilenet_v2.pb

@@ -0,0 +1 @@
+../../../2.12/sparsity/magnitude_sparsity/mobilenet_v2.pb

tests/tensorflow/data/reference_graphs/2.15/sparsity/magnitude_sparsity/mobilenet_v2_slim.dot

@@ -0,0 +1 @@
+../../../2.12/sparsity/magnitude_sparsity/mobilenet_v2_slim.dot

tests/tensorflow/data/reference_graphs/2.15/sparsity/magnitude_sparsity/mobilenet_v3_large.pb

@@ -0,0 +1 @@
+../../../2.12/sparsity/magnitude_sparsity/mobilenet_v3_large.pb

tests/tensorflow/data/reference_graphs/2.15/sparsity/magnitude_sparsity/mobilenet_v3_small.pb

@@ -0,0 +1 @@
+../../../2.12/sparsity/magnitude_sparsity/mobilenet_v3_small.pb

tests/tensorflow/data/reference_graphs/2.15/sparsity/magnitude_sparsity/resnet50.pb

@@ -0,0 +1 @@
+../../../2.12/sparsity/magnitude_sparsity/resnet50.pb

tests/tensorflow/data/reference_graphs/2.15/sparsity/magnitude_sparsity/resnet50v2.pb

@@ -0,0 +1 @@
+../../../2.12/sparsity/magnitude_sparsity/resnet50v2.pb

tests/tensorflow/data/reference_graphs/2.15/sparsity/magnitude_sparsity/retinanet.pb

@@ -0,0 +1 @@
+../../../2.12/sparsity/magnitude_sparsity/retinanet.pb

tests/tensorflow/data/reference_graphs/2.15/sparsity/magnitude_sparsity/sequential_model.pb

@@ -0,0 +1 @@
+../../../2.12/sparsity/magnitude_sparsity/sequential_model.pb

tests/tensorflow/data/reference_graphs/2.15/sparsity/magnitude_sparsity/sequential_no_input_model.pb

@@ -0,0 +1 @@
+../../../2.12/sparsity/magnitude_sparsity/sequential_no_input_model.pb

tests/tensorflow/data/reference_graphs/2.15/sparsity/magnitude_sparsity/shared_layers_model.pb

@@ -0,0 +1 @@
+../../../2.12/sparsity/magnitude_sparsity/shared_layers_model.pb

tests/tensorflow/data/reference_graphs/2.15/sparsity/magnitude_sparsity/vgg16.pb

@@ -0,0 +1 @@
+../../../2.12/sparsity/magnitude_sparsity/vgg16.pb

tests/tensorflow/data/reference_graphs/2.15/sparsity/magnitude_sparsity/yolo_v4.pb

@@ -0,0 +1 @@
+../../../2.12/sparsity/magnitude_sparsity/yolo_v4.pb

tests/tensorflow/data/reference_graphs/2.15/sparsity/rb_sparsity/densenet121.dot

@@ -0,0 +1 @@
+../../../2.12/sparsity/rb_sparsity/densenet121.dot

tests/tensorflow/data/reference_graphs/2.15/sparsity/rb_sparsity/inception_resnet_v2.dot

@@ -0,0 +1 @@
+../../../2.12/sparsity/rb_sparsity/inception_resnet_v2.dot

tests/tensorflow/data/reference_graphs/2.15/sparsity/rb_sparsity/inception_v3.dot

@@ -0,0 +1 @@
+../../../2.12/sparsity/rb_sparsity/inception_v3.dot

tests/tensorflow/data/reference_graphs/2.15/sparsity/rb_sparsity/mask_rcnn.dot

@@ -0,0 +1 @@
+../../../2.12/sparsity/rb_sparsity/mask_rcnn.dot

tests/tensorflow/data/reference_graphs/2.15/sparsity/rb_sparsity/mobilenet_v1.dot

@@ -0,0 +1 @@
+../../../2.12/sparsity/rb_sparsity/mobilenet_v1.dot

tests/tensorflow/data/reference_graphs/2.15/sparsity/rb_sparsity/mobilenet_v2.dot

@@ -0,0 +1 @@
+../../../2.12/sparsity/rb_sparsity/mobilenet_v2.dot

tests/tensorflow/data/reference_graphs/2.15/sparsity/rb_sparsity/mobilenet_v3_large.dot

@@ -0,0 +1 @@
+../../../2.12/sparsity/rb_sparsity/mobilenet_v3_large.dot

tests/tensorflow/data/reference_graphs/2.15/sparsity/rb_sparsity/mobilenet_v3_small.dot

@@ -0,0 +1 @@
+../../../2.12/sparsity/rb_sparsity/mobilenet_v3_small.dot

tests/tensorflow/data/reference_graphs/2.15/sparsity/rb_sparsity/nasnet_mobile.dot

@@ -0,0 +1 @@
+../../../2.12/sparsity/rb_sparsity/nasnet_mobile.dot

tests/tensorflow/data/reference_graphs/2.15/sparsity/rb_sparsity/resnet50.dot

@@ -0,0 +1 @@
+../../../2.12/sparsity/rb_sparsity/resnet50.dot

tests/tensorflow/data/reference_graphs/2.15/sparsity/rb_sparsity/resnet50v2.dot

@@ -0,0 +1 @@
+../../../2.12/sparsity/rb_sparsity/resnet50v2.dot

tests/tensorflow/data/reference_graphs/2.15/sparsity/rb_sparsity/retinanet.dot

@@ -0,0 +1 @@
+../../../2.12/sparsity/rb_sparsity/retinanet.dot

tests/tensorflow/data/reference_graphs/2.15/sparsity/rb_sparsity/sequential_model.dot

@@ -0,0 +1 @@
+../../../2.12/sparsity/rb_sparsity/sequential_model.dot

tests/tensorflow/data/reference_graphs/2.15/sparsity/rb_sparsity/sequential_no_input_model.dot

@@ -0,0 +1 @@
+../../../2.12/sparsity/rb_sparsity/sequential_no_input_model.dot

tests/tensorflow/data/reference_graphs/2.15/sparsity/rb_sparsity/shared_layers_model.dot

@@ -0,0 +1 @@
+../../../2.12/sparsity/rb_sparsity/shared_layers_model.dot

tests/tensorflow/data/reference_graphs/2.15/sparsity/rb_sparsity/vgg16.dot

@@ -0,0 +1 @@
+../../../2.12/sparsity/rb_sparsity/vgg16.dot

tests/tensorflow/data/reference_graphs/2.15/sparsity/rb_sparsity/xception.dot

@@ -0,0 +1 @@
+../../../2.12/sparsity/rb_sparsity/xception.dot

tests/tensorflow/data/reference_graphs/2.15/sparsity/rb_sparsity/yolo_v4.dot

@@ -0,0 +1 @@
+../../../2.12/sparsity/rb_sparsity/yolo_v4.dot