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model zoo v1.5.0
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CODEOWNERS

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# Each line is a file pattern followed by one or more owners.
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# These owners will be the default owners for everything in the repo.
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* @mlukaszewski @claynerobison @dmsuehir @karthikvadla @mhbuehler @WafaaT
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* @mlukaszewski @claynerobison @chuanqi129 @agramesh1
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# Order is important. The last matching pattern has the most precedence.
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# So if a pull request only touches javascript files, only these owners

Makefile

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# See the License for the specific language governing permissions and
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# limitations under the License.
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#
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# SPDX-License-Identifier: EPL-2.0
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#
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PY_VERSION := 2

benchmarks/README.md

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The model scripts can be run on Linux and require the following
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dependencies to be installed:
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* [Docker](https://docs.docker.com/install/)
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* [Python](https://www.python.org/downloads/) 2.7 or later
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* [Docker](https://docs.docker.com/install/) also support bare metal run
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* [Python](https://www.python.org/downloads/) 3.5 or later
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* [git](https://git-scm.com/book/en/v2/Getting-Started-Installing-Git)
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* `wget` for downloading pre-trained models
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## TensorFlow Use Cases
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| Use Case | Framework | Model | Mode | Instructions |
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| -----------------------| --------------| ------------------- | --------- |------------------------------|
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| Adversarial Networks | TensorFlow | [DCGAN](https://arxiv.org/pdf/1511.06434.pdf) | Inference | [FP32](adversarial_networks/tensorflow/dcgan/README.md#fp32-inference-instructions) |
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| Content Creation | TensorFlow | [DRAW](https://arxiv.org/pdf/1502.04623.pdf) | Inference | [FP32](content_creation/tensorflow/draw/README.md#fp32-inference-instructions) |
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| Face Detection and Alignment | Tensorflow | [FaceNet](https://arxiv.org/pdf/1503.03832.pdf) | Inference | [FP32](face_detection_and_alignment/tensorflow/facenet/README.md#fp32-inference-instructions) |
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| Face Detection and Alignment | TensorFlow | [MTCC](https://arxiv.org/pdf/1604.02878.pdf) | Inference | [FP32](face_detection_and_alignment/tensorflow/mtcc/README.md#fp32-inference-instructions) |
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| Image Recognition | TensorFlow | [DenseNet169](https://arxiv.org/pdf/1608.06993.pdf) | Inference | [FP32](image_recognition/tensorflow/densenet169/README.md#fp32-inference-instructions) |
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| Image Recognition | TensorFlow | [Inception ResNet V2](https://arxiv.org/pdf/1602.07261.pdf) | Inference | [Int8](image_recognition/tensorflow/inception_resnet_v2/README.md#int8-inference-instructions) [FP32](image_recognition/tensorflow/inception_resnet_v2/README.md#fp32-inference-instructions) |
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| Image Recognition | TensorFlow | [Inception V3](https://arxiv.org/pdf/1512.00567.pdf) | Inference | [Int8](image_recognition/tensorflow/inceptionv3/README.md#int8-inference-instructions) [FP32](image_recognition/tensorflow/inceptionv3/README.md#fp32-inference-instructions) |
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| Image Recognition | TensorFlow | [Inception V4](https://arxiv.org/pdf/1602.07261.pdf) | Inference | [Int8](image_recognition/tensorflow/inceptionv4/README.md#int8-inference-instructions) [FP32](image_recognition/tensorflow/inceptionv4/README.md#fp32-inference-instructions) |
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| Image Recognition | TensorFlow | [MobileNet V1](https://arxiv.org/pdf/1704.04861.pdf) | Inference | [Int8](image_recognition/tensorflow/mobilenet_v1/README.md#int8-inference-instructions) [FP32](image_recognition/tensorflow/mobilenet_v1/README.md#fp32-inference-instructions) |
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| Image Recognition | TensorFlow | [MobileNet V1*](https://arxiv.org/pdf/1704.04861.pdf) | Inference | [Int8](image_recognition/tensorflow/mobilenet_v1/README.md#int8-inference-instructions) [FP32](image_recognition/tensorflow/mobilenet_v1/README.md#fp32-inference-instructions) |
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| Image Recognition | TensorFlow | [ResNet 101](https://arxiv.org/pdf/1512.03385.pdf) | Inference | [Int8](image_recognition/tensorflow/resnet101/README.md#int8-inference-instructions) [FP32](image_recognition/tensorflow/resnet101/README.md#fp32-inference-instructions) |
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| Image Recognition | TensorFlow | [ResNet 50](https://arxiv.org/pdf/1512.03385.pdf) | Inference | [Int8](image_recognition/tensorflow/resnet50/README.md#int8-inference-instructions) [FP32](image_recognition/tensorflow/resnet50/README.md#fp32-inference-instructions) |
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| Image Recognition | TensorFlow | [ResNet 50v1.5](https://github.com/tensorflow/models/tree/master/official/resnet) | Inference | [Int8](image_recognition/tensorflow/resnet50v1_5/README.md#int8-inference-instructions) [FP32](image_recognition/tensorflow/resnet50v1_5/README.md#fp32-inference-instructions) |
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| Image Recognition | TensorFlow | [SqueezeNet](https://arxiv.org/pdf/1602.07360.pdf) | Inference | [FP32](image_recognition/tensorflow/squeezenet/README.md#fp32-inference-instructions) |
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| Image Recognition | TensorFlow | [ResNet 50v1.5*](https://github.com/tensorflow/models/tree/master/official/resnet) | Inference | [Int8](image_recognition/tensorflow/resnet50v1_5/README.md#int8-inference-instructions) [FP32](image_recognition/tensorflow/resnet50v1_5/README.md#fp32-inference-instructions) |
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| Image Segmentation | TensorFlow | [Mask R-CNN](https://arxiv.org/pdf/1703.06870.pdf) | Inference | [FP32](image_segmentation/tensorflow/maskrcnn/README.md#fp32-inference-instructions) |
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| Image Segmentation | TensorFlow | [UNet](https://arxiv.org/pdf/1505.04597.pdf) | Inference | [FP32](image_segmentation/tensorflow/unet/README.md#fp32-inference-instructions) |
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| Language Modeling | TensorFlow | [LM-1B](https://arxiv.org/pdf/1602.02410.pdf) | Inference | [FP32](language_modeling/tensorflow/lm-1b/README.md#fp32-inference-instructions) |
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| Language Translation | TensorFlow | [GNMT](https://arxiv.org/pdf/1609.08144.pdf) | Inference | [FP32](language_translation/tensorflow/gnmt/README.md#fp32-inference-instructions) |
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| Language Translation | TensorFlow | [Transformer Language](https://arxiv.org/pdf/1706.03762.pdf)| Inference | [FP32](language_translation/tensorflow/transformer_language/README.md#fp32-inference-instructions) |
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| Language Translation | TensorFlow | [Transformer_LT_Official ](https://arxiv.org/pdf/1706.03762.pdf)| Inference | [FP32](language_translation/tensorflow/transformer_lt_official/README.md#fp32-inference-instructions) |
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| Language Translation | TensorFlow | [GNMT](https://arxiv.org/pdf/1609.08144.pdf) | Training | [FP32](language_translation/tensorflow/gnmt/README.md#fp32-training-instructions) |
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| Object Detection | TensorFlow | [R-FCN](https://arxiv.org/pdf/1605.06409.pdf) | Inference | [Int8](object_detection/tensorflow/rfcn/README.md#int8-inference-instructions) [FP32](object_detection/tensorflow/rfcn/README.md#fp32-inference-instructions) |
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| Object Detection | TensorFlow | [Faster R-CNN](https://arxiv.org/pdf/1506.01497.pdf) | Inference | [Int8](object_detection/tensorflow/faster_rcnn/README.md#int8-inference-instructions) [FP32](object_detection/tensorflow/faster_rcnn/README.md#fp32-inference-instructions) |
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| Object Detection | TensorFlow | [SSD-MobileNet](https://arxiv.org/pdf/1704.04861.pdf) | Inference | [Int8](object_detection/tensorflow/ssd-mobilenet/README.md#int8-inference-instructions) [FP32](object_detection/tensorflow/ssd-mobilenet/README.md#fp32-inference-instructions) |
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| Object Detection | TensorFlow | [SSD-ResNet34](https://arxiv.org/pdf/1512.02325.pdf) | Inference | [Int8](object_detection/tensorflow/ssd-resnet34/README.md#int8-inference-instructions) [FP32](object_detection/tensorflow/ssd-resnet34/README.md#fp32-inference-instructions) |
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| Object Detection | TensorFlow | [SSD-MobileNet*](https://arxiv.org/pdf/1704.04861.pdf) | Inference | [Int8](object_detection/tensorflow/ssd-mobilenet/README.md#int8-inference-instructions) [FP32](object_detection/tensorflow/ssd-mobilenet/README.md#fp32-inference-instructions) |
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| Object Detection | TensorFlow | [SSD-ResNet34*](https://arxiv.org/pdf/1512.02325.pdf) | Inference | [Int8](object_detection/tensorflow/ssd-resnet34/README.md#int8-inference-instructions) [FP32](object_detection/tensorflow/ssd-resnet34/README.md#fp32-inference-instructions) |
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| Object Detection | TensorFlow | [SSD-ResNet34*](https://arxiv.org/pdf/1512.02325.pdf) | Training | [FP32](object_detection/tensorflow/ssd-resnet34/README.md#fp32-training-instructions) |
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| Object Detection | TensorFlow | [SSD-VGG16](https://arxiv.org/pdf/1512.02325.pdf) | Inference | [Int8](object_detection/tensorflow/ssd_vgg16/README.md#int8-inference-instructions) [FP32](object_detection/tensorflow/ssd_vgg16/README.md#fp32-inference-instructions) |
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| Recommendation | TensorFlow | [NCF](https://arxiv.org/pdf/1708.05031.pdf) | Inference | [FP32](recommendation/tensorflow/ncf/README.md#fp32-inference-instructions) |
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| Recommendation | TensorFlow | [Wide & Deep Large Dataset](https://arxiv.org/pdf/1606.07792.pdf) | Inference | [Int8](recommendation/tensorflow/wide_deep_large_ds/README.md#int8-inference-instructions) [FP32](recommendation/tensorflow/wide_deep_large_ds/README.md#fp32-inference-instructions) |
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| Recommendation | TensorFlow | [Wide & Deep Large Dataset](https://arxiv.org/pdf/1606.07792.pdf) | Training | [FP32](recommendation/tensorflow/wide_deep_large_ds/README.md#fp32-training-instructions) |
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| Recommendation | TensorFlow | [Wide & Deep](https://arxiv.org/pdf/1606.07792.pdf) | Inference | [FP32](recommendation/tensorflow/wide_deep/README.md#fp32-inference-instructions) |
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| Text-to-Speech | TensorFlow | [WaveNet](https://arxiv.org/pdf/1609.03499.pdf) | Inference | [FP32](text_to_speech/tensorflow/wavenet/README.md#fp32-inference-instructions) |
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## TensorFlow Serving Use Cases
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| Use Case | Framework | Model | Mode | Instructions |
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| Image Recognition | TensorFlow Serving | [Inception V3](https://arxiv.org/pdf/1512.00567.pdf) | Inference | [FP32](image_recognition/tensorflow_serving/inceptionv3/README.md#fp32-inference-instructions) |
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*Means the model is belong to [MLPerf](https://mlperf.org/) models, will long term support.

benchmarks/__init__.py

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benchmarks/common/__init__.py

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