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Title: DeepLearningExamples/TensorFlow2/Recommendation/SIM at master · elscript/DeepLearningExamples · GitHub

Open Graph Title: DeepLearningExamples/TensorFlow2/Recommendation/SIM at master · elscript/DeepLearningExamples

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Description: State-of-the-Art Deep Learning scripts organized by models - easy to train and deploy with reproducible accuracy and performance on enterprise-grade infrastructure. - DeepLearningExamples/TensorFlow2/Recommendation/SIM at master · elscript/DeepLearningExamples

Open Graph Description: State-of-the-Art Deep Learning scripts organized by models - easy to train and deploy with reproducible accuracy and performance on enterprise-grade infrastructure. - elscript/DeepLearningExamples

X Description: State-of-the-Art Deep Learning scripts organized by models - easy to train and deploy with reproducible accuracy and performance on enterprise-grade infrastructure. - elscript/DeepLearningExamples

Opengraph URL: https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM

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LICENSE	https://github.com/elscript/DeepLearningExamples/blob/master/TensorFlow2/Recommendation/SIM/LICENSE
README.md	https://github.com/elscript/DeepLearningExamples/blob/master/TensorFlow2/Recommendation/SIM/README.md
README.md	https://github.com/elscript/DeepLearningExamples/blob/master/TensorFlow2/Recommendation/SIM/README.md
main.py	https://github.com/elscript/DeepLearningExamples/blob/master/TensorFlow2/Recommendation/SIM/main.py
main.py	https://github.com/elscript/DeepLearningExamples/blob/master/TensorFlow2/Recommendation/SIM/main.py
requirements.txt	https://github.com/elscript/DeepLearningExamples/blob/master/TensorFlow2/Recommendation/SIM/requirements.txt
requirements.txt	https://github.com/elscript/DeepLearningExamples/blob/master/TensorFlow2/Recommendation/SIM/requirements.txt
setup.py	https://github.com/elscript/DeepLearningExamples/blob/master/TensorFlow2/Recommendation/SIM/setup.py
setup.py	https://github.com/elscript/DeepLearningExamples/blob/master/TensorFlow2/Recommendation/SIM/setup.py
README.md	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#readme
	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#sim-for-tensorflow-2
	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#table-of-contents
Model overview	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#model-overview
Model architecture	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#model-architecture
Default configuration	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#default-configuration
Feature support matrix	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#feature-support-matrix
Features	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#features
Mixed precision training	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#mixed-precision-training
Enabling mixed precision	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#enabling-mixed-precision
Enabling TF32	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#enabling-tf32
BYO dataset functionality overview	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#byo-dataset-functionality-overview
BYO dataset glossary	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#byo-dataset-glossary
Dataset feature specification	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#dataset-feature-specification
Data flow in NVIDIA Deep Learning Examples recommendation models	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#data-flow-in-nvidia-deep-learning-examples-recommendation-models
Example of dataset feature specification	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#example-of-dataset-feature-specification
BYO dataset functionality	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#byo-dataset-functionality
Glossary	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#glossary
Setup	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#setup
Requirements	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#requirements
Quick Start Guide	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#quick-start-guide
Advanced	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#advanced
Scripts and sample code	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#scripts-and-sample-code
Parameters	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#parameters
Command-line options	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#command-line-options
Getting the data	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#getting-the-data
Dataset guidelines	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#dataset-guidelines
Prebatching	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#prebatching
BYO dataset	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#byo-dataset
Channel definitions and requirements	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#channel-definitions-and-requirements
Training process	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#training-process
Inference process	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#inference-process
Log format	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#log-format
Training log data	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#training-log-data
Inference log data	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#inference-log-data
Performance	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#performance
Benchmarking	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#benchmarking
Training performance benchmark	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#training-performance-benchmark
Inference performance benchmark	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#inference-performance-benchmark
Results	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#results
Training accuracy results	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#training-accuracy-results
Training accuracy: NVIDIA DGX A100 (8x A100 80GB)	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#training-accuracy-nvidia-dgx-a100-8x-a100-80gb
Training accuracy: NVIDIA DGX-1 (8x V100 32GB)	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#training-accuracy-nvidia-dgx-1-8x-v100-32gb
Training stability test	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#training-stability-test
Impact of mixed precision on training accuracy	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#impact-of-mixed-precision-on-training-accuracy
Training accuracy plot	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#training-accuracy-plot
Training performance results	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#training-performance-results
Training performance: NVIDIA DGX A100 (8x A100 80GB)	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#training-performance-nvidia-dgx-a100-8x-a100-80gb
Training performance: NVIDIA DGX-2 (16x V100 32GB)	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#training-performance-nvidia-dgx-2-16x-v100-32gb
Inference performance results	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#inference-performance-results
Inference performance: NVIDIA DGX A100 (8x A100 80GB)	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#inference-performance-nvidia-dgx-a100-8x-a100-80gb
Inference performance: NVIDIA DGX-2 (16x V100 32GB)	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#inference-performance-nvidia-dgx-2-16x-v100-32gb
Release notes	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#release-notes
Changelog	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#changelog
Known issues	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#known-issues
	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#model-overview
Search-based User Interest Modeling with Lifelong Sequential Behavior Data for Click-Through Rate Prediction	https://arxiv.org/abs/2006.05639
Alibaba	https://www.alibaba.com
SIM	https://github.com/tttwwy/sim
DIEN	https://github.com/mouna99/dien
TFRecord	https://www.tensorflow.org/tutorials/load_data/tfrecord
Amazon Reviews dataset	https://snap.stanford.edu/data/web-Amazon.html
	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#model-architecture
	https://github.com/elscript/DeepLearningExamples/blob/master/TensorFlow2/Recommendation/SIM/images/sim.png
	https://github.com/elscript/DeepLearningExamples/blob/master/TensorFlow2/Recommendation/SIM/images/embedding.png
	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#default-configuration
NVtabular	https://github.com/NVIDIA-Merlin/NVTabular
TFRecords	https://www.tensorflow.org/tutorials/load_data/tfrecord
	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#feature-support-matrix
	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#features
TensorFlow tutorial	https://github.com/horovod/horovod/#usage
NVTabular	https://github.com/NVIDIA-Merlin/NVTabular
this blog post	https://developer.nvidia.com/blog/announcing-the-nvtabular-open-beta-with-multi-gpu-support-and-new-data-loaders
	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#mixed-precision-training
Mixed precision	https://arxiv.org/abs/1710.03740
Tensor Cores	https://developer.nvidia.com/tensor-cores
mixed precision training	https://docs.nvidia.com/deeplearning/performance/mixed-precision-training/index.html
mixed precision methodology	https://docs.nvidia.com/deeplearning/sdk/mixed-precision-training/index.html#tensorflow
Mixed Precision Training	https://arxiv.org/abs/1710.03740
Training With Mixed Precision	https://docs.nvidia.com/deeplearning/performance/mixed-precision-training/index.html
Mixed-Precision Training of Deep Neural Networks	https://devblogs.nvidia.com/mixed-precision-training-deep-neural-networks/
Using TF-AMP	https://docs.nvidia.com/deeplearning/dgx/tensorflow-user-guide/index.html#tfamp
	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#enabling-mixed-precision
Quick Start Guide	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#quick-start-guide
	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#enabling-tf32
NVIDIA A100	https://www.nvidia.com/en-us/data-center/a100/
TensorFloat-32 in the A100 GPU Accelerates AI Training, HPC up to 20x	https://blogs.nvidia.com/blog/2020/05/14/tensorfloat-32-precision-format/
	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#byo-dataset-functionality-overview
BYO dataset glossary	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#byo-dataset-glossary
Dataset Feature Specification	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#dataset-feature-specification
Data Flow in Recommendation Models in DeepLearning examples	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#data-flow-in-nvidia-deep-learning-examples-recommendation-models
Example of Dataset Feature Specification	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#example-of-dataset-feature-specification
BYO dataset functionality	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#byo-dataset-functionality
	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#byo-dataset-glossary
	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#dataset-feature-specification
	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#data-flow-in-nvidia-deep-learning-examples-recommendation-models
	https://github.com/elscript/DeepLearningExamples/blob/master/TensorFlow2/Recommendation/SIM/images/df_diagram.png
	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#example-of-dataset-feature-specification
	https://github.com/elscript/DeepLearningExamples/blob/master/TensorFlow2/Recommendation/SIM/images/layout_example.png
	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#byo-dataset-functionality
	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#glossary
Deep Interest Evolution Network for Click-Through Rate Prediction	https://arxiv.org/abs/1809.03672
Deep Interest Network for Click-Through Rate Prediction	https://arxiv.org/abs/1706.06978
	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#setup
	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#requirements
NVIDIA Docker	https://github.com/NVIDIA/nvidia-docker
TensorFlow2 22.01-py3	https://ngc.nvidia.com/catalog/containers/nvidia:tensorflow/tags
NVIDIA Volta architecture	https://www.nvidia.com/en-us/data-center/volta-gpu-architecture/
NVIDIA Ampere architecture	https://www.nvidia.com/en-us/data-center/nvidia-ampere-gpu-architecture/
Getting Started Using NVIDIA GPU Cloud	https://docs.nvidia.com/ngc/ngc-getting-started-guide/index.html
Accessing And Pulling From The NGC Container Registry	https://docs.nvidia.com/deeplearning/frameworks/user-guide/index.html#accessing_registry
NVIDIA Container Support Matrix	https://docs.nvidia.com/deeplearning/frameworks/support-matrix/index.html
	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#quick-start-guide
Advanced	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#advanced
BYO dataset	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#byo-dataset
Log format	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#log-format
Training accuracy results	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#training-accuracy-results
Training performance benchmark	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#training-performance-results
Inference performance benchmark	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#inference-performance-results
Results	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#results
	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#advanced
	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#scripts-and-sample-code
Parameters	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#parameters
	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#parameters
	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#command-line-options
	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#getting-the-data
Amazon Reviews	https://snap.stanford.edu/data/web-Amazon.html
	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#dataset-guidelines
	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#prebatching
Quick Start Guide	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#quick-start-guide
	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#byo-dataset
BYO dataset overview section	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#byo-dataset-functionality-overview
Quick Start Guide	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#quick-start-guide
	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#channel-definitions-and-requirements
	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#training-process
Area under ROC Curve (ROC AUC)	https://en.wikipedia.org/wiki/Receiver_operating_characteristic
	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#inference-process
Quick Start Guide	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#quick-start-guide
	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#log-format
	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#training-log-data
	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#inference-log-data
	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#performance
NVIDIA Data Center Deep Learning Product Performance	https://developer.nvidia.com/deep-learning-performance-training-inference
	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#benchmarking
	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#training-performance-benchmark
	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#inference-performance-benchmark
	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#results
	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#training-accuracy-results
	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#training-accuracy-nvidia-dgx-a100-8x-a100-80gb
	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#training-accuracy-nvidia-dgx-1-8x-v100-32gb
	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#training-stability-test
	https://github.com/elscript/DeepLearningExamples/blob/master/TensorFlow2/Recommendation/SIM/images/stability_no_xla.png
	https://github.com/elscript/DeepLearningExamples/blob/master/TensorFlow2/Recommendation/SIM/images/stability_xla.png
tf.math.unsorted_segment_sum	https://www.tensorflow.org/api_docs/python/tf/math/unsorted_segment_sum
	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#impact-of-mixed-precision-on-training-accuracy
	https://github.com/elscript/DeepLearningExamples/blob/master/TensorFlow2/Recommendation/SIM/images/auc_amp_impact_no_xla.png
	https://github.com/elscript/DeepLearningExamples/blob/master/TensorFlow2/Recommendation/SIM/images/auc_amp_impact_xla.png
	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#training-accuracy-plot
	https://github.com/elscript/DeepLearningExamples/blob/master/TensorFlow2/Recommendation/SIM/images/sim_roc.png
	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#training-performance-results
Quick Start Guide	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#quick-start-guide
	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#training-performance-nvidia-dgx-a100-8x-a100-80gb
	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#training-performance-nvidia-dgx-2-16x-v100-32gb
	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#inference-performance-results
Quick Start Guide	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#quick-start-guide
	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#inference-performance-nvidia-dgx-a100-8x-a100-80gb
	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#inference-performance-nvidia-dgx-2-16x-v100-32gb
	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#release-notes
	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#changelog
	https://github.com/elscript/DeepLearningExamples/tree/master/TensorFlow2/Recommendation/SIM#known-issues
tf.math.unsorted_segment_sum	https://www.tensorflow.org/api_docs/python/tf/math/unsorted_segment_sum
	https://github.com
Terms	https://docs.github.com/site-policy/github-terms/github-terms-of-service
Privacy	https://docs.github.com/site-policy/privacy-policies/github-privacy-statement
Security	https://github.com/security
Status	https://www.githubstatus.com/
Community	https://github.community/
Docs	https://docs.github.com/
Contact	https://support.github.com?tags=dotcom-footer

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