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Open deep learning compiler stack for cpu, gpu and specialized accelerators

Home Page: https://tvm.apache.org/

License: Apache License 2.0

Shell 0.86% JavaScript 0.04% C++ 37.72% Python 57.39% C 0.91% Objective-C 0.06% Java 0.47% Groovy 0.01% Go 0.26% Assembly 0.01% Rust 0.91% TypeScript 0.25% Objective-C++ 0.20% Cuda 0.04% Makefile 0.15% HTML 0.01% CMake 0.62% RenderScript 0.01% Batchfile 0.01% Cython 0.07%

tvm's Introduction

Open Deep Learning Compiler Stack

Documentation | Contributors | Community | Release Notes

Build Status WinMacBuild

Apache TVM is a compiler stack for deep learning systems. It is designed to close the gap between the productivity-focused deep learning frameworks, and the performance- and efficiency-focused hardware backends. TVM works with deep learning frameworks to provide end to end compilation to different backends.

License

TVM is licensed under the Apache-2.0 license.

Getting Started

Check out the TVM Documentation site for installation instructions, tutorials, examples, and more. The Getting Started with TVM tutorial is a great place to start.

Contribute to TVM

TVM adopts apache committer model, we aim to create an open source project that is maintained and owned by the community. Check out the Contributor Guide.

Acknowledgement

We learned a lot from the following projects when building TVM.

  • Halide: Part of TVM's TIR and arithmetic simplification module originates from Halide. We also learned and adapted some part of lowering pipeline from Halide.
  • Loopy: use of integer set analysis and its loop transformation primitives.
  • Theano: the design inspiration of symbolic scan operator for recurrence.

tvm's People

Contributors

tqchen avatar masahi avatar lunderberg avatar driazati avatar junrushao avatar vinx13 avatar mehrdadh avatar areusch avatar merrymercy avatar zhiics avatar siju-samuel avatar icemelon avatar lhutton1 avatar comaniac avatar zihengjiang avatar leandron avatar mousius avatar yzhliu avatar marisakirisame avatar srkreddy1238 avatar anijain2305 avatar tkonolige avatar andrewzhaoluo avatar wrongtest-intellif avatar tmoreau89 avatar hzfengsy avatar jroesch avatar zxybazh avatar laurawly avatar kevinthesun avatar

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