oneDNN
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oneDNN | oneDPL | |
---|---|---|
5 | 1 | |
3,456 | 710 | |
2.5% | 0.6% | |
10.0 | 9.4 | |
3 days ago | 1 day ago | |
C++ | C++ | |
Apache License 2.0 | Apache License 2.0 |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
oneDNN
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Blaze: A High Performance C++ Math library
If you are talking about non-small matrix multiplication in MKL, is now in opensource as a part of oneDNN. It literally has exactly the same code, as in MKL (you can see this by inspecting constants or doing high-precision benchmarks).
For small matmul there is libxsmm. It may take tremendous efforts make something faster than oneDNN and libxsmm, as jit-based approach of https://github.com/oneapi-src/oneDNN/blob/main/src/gpu/jit/g... is too flexible: if someone finds a better sequence, oneDNN can reuse it without major change of design.
But MKL is not limited to matmul, I understand it...
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Arc & Deep Learning Frameworks
For completeness, it looks like this question was posted to the oneDNN GitHub repo and the response was to stay tune for updates.
- Keeping POWER relevant in the open source world
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Intel oneDNN 2.5 released with experimental RISC-V support
From the release note of oneDNN v2.5:
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Is gpu hardware tied to cpu ISA ?
Intel are trying to support their oneAPI compute framework on Arm and IBM POWER and z/Architecture (s390x) but since they ever released only a single discrete GPU with the Xe architecture it's unclear whether they'll support Xe GPU compute on e.g. ARM https://github.com/oneapi-src/oneDNN
What are some alternatives?
oneMKL - oneAPI Math Kernel Library (oneMKL) Interfaces
tbb - oneAPI Threading Building Blocks (oneTBB) [Moved to: https://github.com/oneapi-src/oneTBB]
CTranslate2 - Fast inference engine for Transformer models
oneTBB - oneAPI Threading Building Blocks (oneTBB)
highway - Highway - A Modern Javascript Transitions Manager
computecpp-sdk - Collection of samples and utilities for using ComputeCpp, Codeplay's SYCL implementation
asmjit - Low-latency machine code generation
SyclParallelSTL - Open Source Parallel STL implementation
librealsense - IntelĀ® RealSenseā¢ SDK
level-zero - oneAPI Level Zero Specification Headers and Loader
Reloaded-II - Next Generation Universal .NET Core Powered Mod Loader compatible with anything X86, X64.
faasm - High-performance stateful serverless runtime based on WebAssembly