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Open deep learning compiler stack for cpu, gpu and specialized accelerators
compiler tensor deep-learning gpu opencl metal performance javascript rocm tvm vulkan spirv machine-learning
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tqchen [CI] Move cpu-only frontend tests to a CPU stage (#5807)
Latest commit d0f9889 Jun 15, 2020

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.github [DOCS] Point docs to the ASF site. (#5178) Mar 30, 2020
3rdparty [REFACTOR] Separate ArgTypeCode from DLDataTypeCode (#5730) Jun 4, 2020
apps [CODEGEN][CONTRIB] CoreML codegen (#5634) Jun 12, 2020
cmake [cmake] update vulkan rules (#5777) Jun 12, 2020
conda Bump up dev version (#4941) Feb 26, 2020
docker Remove opengl runtime and cmake (#5712) Jun 2, 2020
docs [topi][relay] Add operation gather to relay. (#5716) Jun 12, 2020
golang [REFACTOR][RELAY] Replace build_config with PassContext (#5698) May 30, 2020
include/tvm [TIR][REFACTOR] Add tir prefix to type keys (#5802) Jun 14, 2020
jvm [REFACTOR] Separate ArgTypeCode from DLDataTypeCode (#5730) Jun 4, 2020
licenses [LICENSE] clarify the blockingqueue license, update version to 0.6.0 (#… Nov 24, 2019
nnvm [LINT] clang-format the h,cc,m files. (#5557) May 11, 2020
python [topi] fix strategy for sparse dense cuda (#5782) Jun 15, 2020
rust [Rust] Second stage of Rust Refactor (#5527) Jun 10, 2020
src [CI] Move cpu-only frontend tests to a CPU stage (#5807) Jun 15, 2020
tests [CI] Move cpu-only frontend tests to a CPU stage (#5807) Jun 15, 2020
topi [topi] fix strategy for sparse dense cuda (#5782) Jun 15, 2020
tutorials [TIR][REFACTOR] Add tir prefix to type keys (#5802) Jun 14, 2020
vta [TIR][REFACTOR] Add tir prefix to type keys (#5802) Jun 14, 2020
web [REFACTOR] Separate ArgTypeCode from DLDataTypeCode (#5730) Jun 4, 2020
.asf.yaml [INFO] Add .asf.yaml for github info (#4761) Jan 21, 2020
.clang-format add .clang-format (#2395) Jan 8, 2019
.gitignore [DOCKER] Add clang-format and nodejs to ci-lint (#5567) May 12, 2020
.gitmodules [VTA] HW sources refactor (#5188) Mar 31, 2020
CMakeLists.txt [TARGET] Phase out WebGL (#5570) May 12, 2020
CONTRIBUTORS.md [COMMUNITY] @wpan11nv -> Reviewer (#5790) Jun 12, 2020
DISCLAIMER [COMMUNITY] Add DISCLAIMER, KEYS for ASF release (#4345) Nov 15, 2019
Jenkinsfile [CI] Move cpu-only frontend tests to a CPU stage (#5807) Jun 15, 2020
KEYS [team] add Yizhi's pgp key (#4380) Nov 20, 2019
LICENSE [LICENSE] clarify the blockingqueue license, update version to 0.6.0 (#… Nov 24, 2019
Makefile [RUNTIME][uTVM] AutoTVM + uTVM for Cortex-M7 (#5417) Apr 30, 2020
NEWS.md [DOCS] Point docs to the ASF site. (#5178) Mar 30, 2020
NOTICE [RELEASE] Update copyright message, change notice, remove cma kernel … Nov 26, 2019
README.md [DOCS] Misc docs improvements (#5222) Apr 2, 2020
version.py Bump up dev version (#4941) Feb 26, 2020

README.md

Open Deep Learning Compiler Stack

Documentation | Contributors | Community | Release Notes

Build Status WinMacBuild

Apache TVM (incubating) 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

© Contributors Licensed under an Apache-2.0 license.

Contribute to TVM

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