PaddlePaddle/CINN v0.1.0-rc

v0.1.0-RC

Repository: PaddlePaddle/CINN

Tag: v0.1.0-rc

Published: 2021-12-10T12:55:21Z

Prerelease: no

Release notes:

Release Notes

This is a release candidate for the CINN project.

Major features

• APIs
• Added NetBuilder and Compile APIs to help build a PaddlePadle model and compile and execute it
• Added CinnBuilder to build a tensor computation based on some fine-grained operations
• Added CINN DSL to make it easy to write any tensor computation
• Codegen and backend
• Support for execution on CPU and Nvidia GPU with two modes

1. JIT mode based on LLVM backend and NVRTC 2. source code mode with generating C and CUDA source code

• Scheduling
• Similar to Halide and TVM projects, introduced the following schedule directives:
• fuse, split
• reorder, tile
• unroll, compute_inline
• bind, compute_at
• parallel, vectorize
• cache_read, cache_write
• Training support
• Embedded in PaddlePaddle training framework and supported Deep Learning training
• Inference support
• Support for loading a PaddlePaddle model and executing and getting the result
• Install and build
• Added C++ library for C++ stack usage
• Added Python whl package for Python stack usage

Document

• Added several documents, please take a look at CINN docs

Also thanks to our external contributors

Thanks to our external contributors @fc500110 @T8T9