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README.md

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@@ -20,11 +20,12 @@ We are in an early-release Beta. Expect some adventures and rough edges.
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- [Releases and Contributing](#releases-and-contributing)
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- [The Team](#the-team)
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| System | Python | Status |
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| System | 2.7 | 3.5 |
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| --- | --- | --- |
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| Linux CPU | 2.7.8, 2.7, 3.5, nightly | [![Build Status](https://travis-ci.org/pytorch/pytorch.svg?branch=master)](https://travis-ci.org/pytorch/pytorch) |
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| Linux GPU | 2.7 | [![Build Status](http://build.pytorch.org:8080/buildStatus/icon?job=pytorch-master-py2)](https://build.pytorch.org/job/pytorch-master-py2) |
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| Linux GPU | 3.5 | [![Build Status](http://build.pytorch.org:8080/buildStatus/icon?job=pytorch-master-py3)](https://build.pytorch.org/job/pytorch-master-py3) |
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| Linux CPU | [![Build Status](https://travis-ci.org/pytorch/pytorch.svg?branch=master)](https://travis-ci.org/pytorch/pytorch) | [![Build Status](https://travis-ci.org/pytorch/pytorch.svg?branch=master)](https://travis-ci.org/pytorch/pytorch) |
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| Linux GPU | [![Build Status](http://build.pytorch.org:8080/buildStatus/icon?job=pytorch-master-py2-linux)](https://build.pytorch.org/job/pytorch-master-py2-linux) | [![Build Status](http://build.pytorch.org:8080/buildStatus/icon?job=pytorch-master-py3-linux)](https://build.pytorch.org/job/pytorch-master-py3-linux) |
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| macOS CPU | [![Build Status](http://build.pytorch.org:8080/buildStatus/icon?job=pytorch-master-py2-osx-cpu)](https://build.pytorch.org/job/pytorch-master-py2-osx-cpu) | [![Build Status](http://build.pytorch.org:8080/buildStatus/icon?job=pytorch-master-py3-osx-cpu)](https://build.pytorch.org/job/pytorch-master-py3-osx-cpu) |
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## More about PyTorch
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### Fast and Lean
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PyTorch has minimal framework overhead. We integrate acceleration libraries
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such as Intel MKL and NVIDIA (CuDNN, NCCL) to maximize speed.
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At the core, its CPU and GPU Tensor and Neural Network backends
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PyTorch has minimal framework overhead. We integrate acceleration libraries
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such as Intel MKL and NVIDIA (CuDNN, NCCL) to maximize speed.
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At the core, its CPU and GPU Tensor and Neural Network backends
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(TH, THC, THNN, THCUNN) are written as independent libraries with a C99 API.
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They are mature and have been tested for years.
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```
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Please note that pytorch uses shared memory to share data between processes, so if torch multiprocessing is used (e.g.
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for multithreaded data loaders) the default shared memory segment size that container runs with is not enough, and you
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should increase shared memory size either with --ipc=host or --shm-size command line options to nvidia-docker run.
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should increase shared memory size either with --ipc=host or --shm-size command line options to nvidia-docker run.
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## Getting Started
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## Releases and Contributing
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PyTorch has a 90 day release cycle (major releases).
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PyTorch has a 90 day release cycle (major releases).
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It's current state is Beta, we expect no obvious bugs. Please let us know if you encounter a bug by [filing an issue](https://github.com/pytorch/pytorch/issues).
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We appreciate all contributions. If you are planning to contribute back bug-fixes, please do so without any further discussion.

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