New Features
- Support for Hugging Face text classification models using TensorFlow
- Support for Keras model preprocessors
- Disributed training Dockerfiles and Helm chart
- Optimized CPU settings for TensorFlow and PyTorch
- Intel® Neural Compressor 2.1.1 API migrations
- Virtualenv support for multinode training with PyTorch
- Added overwrite option for quantization and optimize_graph APIs
- Improved AI Kit compatibility
- Updated vision workflow
- Improved design and usability of documentation
New Notebooks:
- Two performance comparison notebooks for image classification and text classification
Bug fixes:
- multi-class text classification with TensorFlow
Validated configuration
- Ubuntu 20.04/22.04 LTS
- Intel® Optimization for TensorFlow 2.12.0
- Intel® Extension for PyTorch 1.13.100
- PyTorch 1.13.1
- TorchVision 0.14.1
- Intel® Neural Compressor 2.1.1
- TensorFlow Hub 0.13.0
Known issues
- The CLI's benchmarking command fails for some models, such as TensorFlow text classification. Recommend using the API for advanced workflows.
GitHub pages
https://intelai.github.io/transfer-learning/v0.5.0/