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Release 1.6.0

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@chuanqi129 chuanqi129 released this 22 Apr 01:04

New functionality:

  • Support Intel® Optimized TensorFlow v2.1.0 (most models are also compatible with Intel® Optimized TensorFlow v2.0.0)
  • Porting 13 supported models to TF2.0 API
  • Add the management of pre-trained models with version control and update some INT8 pre-trained models
  • Add multi-instance training mode support for the following models:
    • ResNet50 v1.5
  • Add MiniGo 9x9 support
  • Updated mobilenet fp32 pb for better performance
  • Add batch parallel support for Wide_Deep_Large_DS
  • Enhance bare metal benchmark support
  • Align the default container image to TF 2.1.0 image in intel namespace

Bug fixes:

  • Fixed the SSD-Mobilenet to run in TF2.1.0
  • Fixed the MLPerf-GNMT tensorflow-addons issue
  • Fixed some security issues found by bandit scan
  • Fixed for Pillow CVE-2019-19911 and CVE-2020-5313

Supported Models

Use Case Model Mode Instructions
Image Recognition DenseNet169 Inference FP32
Image Recognition Inception V3 Inference Int8 FP32
Image Recognition Inception V4 Inference Int8 FP32
Image Recognition MobileNet V1* Inference Int8 FP32
Image Recognition ResNet 101 Inference Int8 FP32
Image Recognition ResNet 50 Inference Int8 FP32
Image Recognition ResNet 50v1.5* Inference Int8 FP32
Image Recognition ResNet 50v1.5* Training FP32
Reinforcement MiniGo Training FP32
Language Translation GNMT* Inference FP32
Language Translation Transformer_LT_Official Inference FP32
Object Detection R-FCN Inference Int8 FP32
Object Detection SSD-MobileNet* Inference Int8 FP32
Object Detection SSD-ResNet34* Inference Int8 FP32
Recommendation Wide & Deep Large Dataset Inference Int8 FP32
Recommendation Wide & Deep Inference FP32

Validated Configurations

Model Zoo v1.6.0 were validated on the following operating systems:

  • Ubuntu 18.04, 16.04
  • CentOS 7.6