| commit | 6b1e03d5347dd36757a9195755060edf962741aa | [log] [tgz] |
|---|---|---|
| author | Yuanqiang Liu <liuyuanqiang.yqliu@bytedance.com> | Thu Jul 07 09:57:45 2022 -0700 |
| committer | TensorFlower Gardener <gardener@tensorflow.org> | Thu Jul 07 10:01:42 2022 -0700 |
| tree | 4ad847aac301d2e6a60dcb794b1a1a588e34373d | |
| parent | cc0626cc42b2cb1542c97e3aa450b8aa3ce303c7 [diff] |
PR #56483: [MHLO] unfuse batch norm ops with shape dialect, and split inference … Imported from GitHub PR https://github.com/tensorflow/tensorflow/pull/56483 …and training pattern 1. lowering with `shape` dialect. The original lowering pattern is not a Progressive Lowering. As the `shape` dialect is more mature in MLIR, I think lowering dynamic shape pattern with `shape` dialect is more suitable. 2. split inference and training pattern for flexible integration. The original patterns have both `mhlo.batch_norm_inference` and `mhlo.batch_norm_training` lowering pattern. Sometimes we want to only lower one of them, so I split these pattern. Copybara import of the project: -- f2bbaa34d021cf7c66d18d10d0f0a2535bceb54e by liuyuanqiang <liuyuanqiang.yqliu@bytedance.com>: [MHLO] unfuse batch norm ops with shape dialect, and split inference and training pattern Merging this change closes #56483 COPYBARA_INTEGRATE_REVIEW=https://github.com/tensorflow/tensorflow/pull/56483 from qingyunqu:fix-unfuse-batch-norm f2bbaa34d021cf7c66d18d10d0f0a2535bceb54e PiperOrigin-RevId: 459537687
Documentation |
|---|
 |
TensorFlow is an end-to-end open source platform for machine learning. It has a comprehensive, flexible ecosystem of tools, libraries, and community resources that lets researchers push the state-of-the-art in ML and developers easily build and deploy ML-powered applications.
TensorFlow was originally developed by researchers and engineers working on the Google Brain team within Google's Machine Intelligence Research organization to conduct machine learning and deep neural networks research. The system is general enough to be applicable in a wide variety of other domains, as well.
TensorFlow provides stable Python and C++ APIs, as well as non-guaranteed backward compatible API for other languages.
Keep up-to-date with release announcements and security updates by subscribing to announce@tensorflow.org. See all the mailing lists.
See the TensorFlow install guide for the pip package, to enable GPU support, use a Docker container, and build from source.
To install the current release, which includes support for CUDA-enabled GPU cards (Ubuntu and Windows):
$ pip install tensorflow
A smaller CPU-only package is also available:
$ pip install tensorflow-cpu
To update TensorFlow to the latest version, add --upgrade flag to the above commands.
Nightly binaries are available for testing using the tf-nightly and tf-nightly-cpu packages on PyPi.
$ python
>>> import tensorflow as tf >>> tf.add(1, 2).numpy() 3 >>> hello = tf.constant('Hello, TensorFlow!') >>> hello.numpy() b'Hello, TensorFlow!'
For more examples, see the TensorFlow tutorials.
If you want to contribute to TensorFlow, be sure to review the contribution guidelines. This project adheres to TensorFlow's code of conduct. By participating, you are expected to uphold this code.
We use GitHub issues for tracking requests and bugs, please see TensorFlow Discuss for general questions and discussion, and please direct specific questions to Stack Overflow.
The TensorFlow project strives to abide by generally accepted best practices in open-source software development:
You can find more community-supported platforms and configurations in the TensorFlow SIG Build community builds table.
| Build Type | Status | Artifacts |
|---|---|---|
| Linux CPU |  | PyPI |
| Linux GPU |  | PyPI |
| Linux XLA |  | TBA |
| macOS |  | PyPI |
| Windows CPU |  | PyPI |
| Windows GPU |  | PyPI |
| Android |  | Download |
| Raspberry Pi 0 and 1 |  | Py3 |
| Raspberry Pi 2 and 3 |  | Py3 |
| Libtensorflow MacOS CPU | Status Temporarily Unavailable | Nightly Binary Official GCS |
| Libtensorflow Linux CPU | Status Temporarily Unavailable | Nightly Binary Official GCS |
| Libtensorflow Linux GPU | Status Temporarily Unavailable | Nightly Binary Official GCS |
| Libtensorflow Windows CPU | Status Temporarily Unavailable | Nightly Binary Official GCS |
| Libtensorflow Windows GPU | Status Temporarily Unavailable | Nightly Binary Official GCS |
Learn more about the TensorFlow community and how to contribute.