Major Features and Improvements
- Python 3.5 support and binaries
- Added iOS support
- Added support for processing on GPUs on MacOS
- Added makefile for better cross-platform build support (C API only)
- fp16 support for many ops
- Higher level functionality in contrib.{layers,losses,metrics,learn}
- More features to Tensorboard
- Improved support for string embedding and sparse features
- TensorBoard now has an Audio Dashboard, with associated audio summaries.
Big Fixes and Other Changes
- Turned on CuDNN Autotune.
- Added support for using third-party Python optimization algorithms (contrib.opt).
- Google Cloud Storage filesystem support.
- HDF5 support
- Add support for 3d convolutions and pooling.
- Update gRPC release to 0.14.
- Eigen version upgrade.
- Switch to eigen thread pool
tf.nn.moments() now accepts a shift argument. Shifting by a good estimate
of the mean improves numerical stability. Also changes the behavior of the
shift argument to tf.nn.sufficient_statistics().- Performance improvements
- Many bugfixes
- Many documentation fixes
- TensorBoard fixes: graphs with only one data point, Nan values,
reload button and auto-reload, tooltips in scalar charts, run
filtering, stable colors
- Tensorboard graph visualizer now supports run metadata. Clicking on nodes
while viewing a stats for a particular run will show runtime statistics, such
as memory or compute usage. Unused nodes will be faded out.
Thanks to our Contributors
This release contains contributions from many people at Google, as well as:
Aaron Schumacher, Aidan Dang, Akihiko ITOH, Aki Sukegawa, Arbit Chen, Aziz Alto, Danijar Hafner, Erik Erwitt, Fabrizio Milo, Felix Maximilian Mรถller, Henry Saputra, Sung Kim, Igor Babuschkin, Jan Zikes, Jesper Steen Mรธller, Johannes Mayer, Justin Harris, Kashif Rasul, Kevin Robinson, Loo Rong Jie, Lucas Moura, ลukasz Bieniasz-Krzywiec, Mario Cho, Maxim Grechkin, Michael Heilman, Mostafa Rahmani, Mourad Mourafiq, @ninotoshi, Orion Reblitz-Richardson, Yuncheng Li, @raoqiyu, Robert DiPietro, Sam Abrahams, Sebastian Raschka, Siddharth Agrawal, @snakecharmer1024, Stephen Roller, Sung Kim, SunYeop Lee, Thijs Vogels, Till Hoffmann, Victor Melo, Ville Kallioniemi, Waleed Abdulla, Wenjian Huang, Yaroslav Bulatov, Yeison Rodriguez, Yuan (Terry) Tang, Yuxin Wu, @zhongzyd, Ziming Dong, Zohar Jackson
We are also grateful to all who filed issues or helped resolve them, asked and
answered questions, and were part of inspiring discussions.
tensorflow/tensorflow
