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ModelZoo
ResNet50_tensorflow
Commits
1fa648a7
Commit
1fa648a7
authored
Jun 06, 2021
by
Hongkun Yu
Committed by
A. Unique TensorFlower
Jun 06, 2021
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PiperOrigin-RevId: 377803367
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ed7d404f
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official/vision/image_classification/configs/examples/efficientnet/imagenet/efficientnet-b0-gpu.yaml
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official/vision/image_classification/configs/examples/efficientnet/imagenet/efficientnet-b0-tpu.yaml
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official/vision/image_classification/configs/examples/efficientnet/imagenet/efficientnet-b1-gpu.yaml
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official/vision/image_classification/configs/examples/efficientnet/imagenet/efficientnet-b1-tpu.yaml
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official/vision/image_classification/configs/examples/resnet/imagenet/gpu.yaml
..._classification/configs/examples/resnet/imagenet/gpu.yaml
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official/vision/image_classification/configs/examples/resnet/imagenet/tpu.yaml
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official/vision/image_classification/resnet/README.md
official/vision/image_classification/resnet/README.md
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official/vision/keras_cv/LICENSE
official/vision/keras_cv/LICENSE
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official/vision/keras_cv/README.md
official/vision/keras_cv/README.md
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official/vision/keras_cv/contributing.md
official/vision/keras_cv/contributing.md
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official/vision/keras_cv/requirements.txt
official/vision/keras_cv/requirements.txt
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official/vision/image_classification/configs/examples/efficientnet/imagenet/efficientnet-b0-gpu.yaml
View file @
1fa648a7
# Copyright 2021 The TensorFlow Authors. All Rights Reserved.
#
# 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.
# Training configuration for EfficientNet-b0 trained on ImageNet on GPUs.
# Takes ~32 minutes per epoch for 8 V100s.
# Reaches ~76.1% within 350 epochs.
...
...
official/vision/image_classification/configs/examples/efficientnet/imagenet/efficientnet-b0-tpu.yaml
View file @
1fa648a7
# Copyright 2021 The TensorFlow Authors. All Rights Reserved.
#
# 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.
# Training configuration for EfficientNet-b0 trained on ImageNet on TPUs.
# Takes ~2 minutes, 50 seconds per epoch for v3-32.
# Reaches ~76.1% within 350 epochs.
...
...
official/vision/image_classification/configs/examples/efficientnet/imagenet/efficientnet-b1-gpu.yaml
View file @
1fa648a7
# Copyright 2021 The TensorFlow Authors. All Rights Reserved.
#
# 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.
# Note: This configuration uses a scaled per-replica batch size based on the number of devices.
runtime
:
distribution_strategy
:
'
mirrored'
...
...
official/vision/image_classification/configs/examples/efficientnet/imagenet/efficientnet-b1-tpu.yaml
View file @
1fa648a7
# Copyright 2021 The TensorFlow Authors. All Rights Reserved.
#
# 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.
# Training configuration for EfficientNet-b1 trained on ImageNet on TPUs.
# Takes ~3 minutes, 15 seconds per epoch for v3-32.
# Note: This configuration uses a scaled per-replica batch size based on the number of devices.
...
...
official/vision/image_classification/configs/examples/resnet/imagenet/gpu.yaml
View file @
1fa648a7
# Copyright 2021 The TensorFlow Authors. All Rights Reserved.
#
# 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.
# Training configuration for ResNet trained on ImageNet on GPUs.
# Reaches > 76.1% within 90 epochs.
# Note: This configuration uses a scaled per-replica batch size based on the number of devices.
...
...
official/vision/image_classification/configs/examples/resnet/imagenet/tpu.yaml
View file @
1fa648a7
# Copyright 2021 The TensorFlow Authors. All Rights Reserved.
#
# 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.
# Training configuration for ResNet trained on ImageNet on TPUs.
# Takes ~4 minutes, 30 seconds seconds per epoch for a v3-32.
# Reaches > 76.1% within 90 epochs.
...
...
official/vision/image_classification/resnet/README.md
View file @
1fa648a7
# Copyright 2021 The TensorFlow Authors. All Rights Reserved.
#
# 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.
This folder contains a
[
custom training loop (CTL)
](
#resnet-custom-training-loop
)
implementation for
ResNet50.
...
...
official/vision/keras_cv/LICENSE
View file @
1fa648a7
# Copyright 2021 The TensorFlow Authors. All Rights Reserved.
#
# 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.
Copyright 2020 The TensorFlow Authors. All rights reserved.
Apache License
...
...
official/vision/keras_cv/README.md
View file @
1fa648a7
# Copyright 2021 The TensorFlow Authors. All Rights Reserved.
#
# 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.
# keras-cv
## Losses
...
...
official/vision/keras_cv/contributing.md
View file @
1fa648a7
# Copyright 2021 The TensorFlow Authors. All Rights Reserved.
#
# 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.
## Contributing to KerasCV
Patches to KerasCV are welcome!
...
...
official/vision/keras_cv/requirements.txt
View file @
1fa648a7
# Copyright 2021 The TensorFlow Authors. All Rights Reserved.
#
# 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.
numpy
scipy
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