overview.md

overview

overview

flowchart TD
  subgraph TENSOR
    subgraph TENSOR-CPP
      A(graph: distributed)
      B(ir: standalone)
      A --> B
    end
    
    subgraph TENSOR-PYTHON
      E(graph: distributed)
      F(ir: standalone)
      E --> F
    end

    TENSOR-CPP --> TENSOR-PYTHON
  end

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awesome

• HuaizhengZhang/Awesome-System-for-Machine-Learning
• MLsys各方向综述

open source

symbolic programming

• sympy/sympy
• aesara-devs/aesara
• Theano/Theano

probabilistic programming

• Probabilistic programming
• An Introduction to Probabilistic Programming
• Probabilistic Programming
• Intro to Modern Bayesian Learning and Probabilistic Programming
• Introducing TensorFlow Probability
• An introduction to probabilistic programming, now available in TensorFlow Probability
• tensorflow/probability
• blei-lab/edward
• pyro-ppl/pyro
• pyro-ppl/numpyro
• pymc-devs/pymc
• CamDavidsonPilon/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers

python

• numba/numba
• google-deepmind/s6
• exaloop/codon
• bytedance/matxscript
• Pylir/Pylir

deep learning

• tensorflow/tensorflow
• pytorch/pytorch
• Oneflow-Inc/oneflow