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pytorch [2019/05/13 13:57] – [Polyak averaging] rex8312pytorch [2024/03/23 02:38] (현재) – 바깥 편집 127.0.0.1
줄 1: 줄 1:
 ====== PyTorch ====== ====== PyTorch ======
- + 
-{{tag>pytorch python}} +
- +
-Windows에서 설치 +
- +
-  conda install -c peterjc123 pytorch  +
-  +
 ===== examples ===== ===== examples =====
  
   * https://github.com/pytorch/examples   * https://github.com/pytorch/examples
 +  * https://github.com/bharathgs/Awesome-pytorch-list
   * http://pytorch.org/tutorials/   * http://pytorch.org/tutorials/
   * https://github.com/salesforce/matchbox/blob/master/examples/transformer.py   * https://github.com/salesforce/matchbox/blob/master/examples/transformer.py
 +  * https://github.com/rasbt/deeplearning-models
 +
 +====== Optimization ======
 +
 +  * [[https://nvlabs.github.io/eccv2020-mixed-precision-tutorial/files/szymon_migacz-pytorch-performance-tuning-guide.pdf|pytorch performance tuning guide, 2020-08]]
 +    * https://www.youtube.com/watch?v=9mS1fIYj1So
 +    * https://twitter.com/karpathy/status/1299921324333170689
 +===== Dataloader ======
  
 +  * https://tanelp.github.io/posts/a-bug-that-plagues-thousands-of-open-source-ml-projects/
  
 ===== Pytorch visualization ===== ===== Pytorch visualization =====
줄 110: 줄 114:
  
   * https://towardsdatascience.com/speed-up-your-algorithms-part-1-pytorch-56d8a4ae7051   * https://towardsdatascience.com/speed-up-your-algorithms-part-1-pytorch-56d8a4ae7051
 +
 +===== PyTroch TVM =====
 +
 +  * https://tvm.ai/2019/05/30/pytorch-frontend
 +
 +===== PyTorch C++ =====
 +
 +  * https://krshrimali.github.io/Announcing-PyTorch-CPP-Series/
 +
 +
 +===== options =====
 +
 +<code python>
 +torch.set_printoptions(linewidth=120)
 +torch.set_grad_enabled(True) 
 +</code>
 +
 +===== custom layer 구현 =====
 +
 +  * https://towardsdatascience.com/how-to-build-your-own-pytorch-neural-network-layer-from-scratch-842144d623f6
 +
 +
 +===== RL =====
 +
 +  * RLkit: Reinforcement learning framework and algorithms implemented in PyTorch
 +    * https://github.com/vitchyr/rlkit
 +
 +===== scikit -> pytorch ====
 +
 +  * https://github.com/microsoft/hummingbird
 +
 +
 +===== Lazy Tensor =====
 +
 +  * http://www.kernel-operations.io/keops/index.html
 +
 +{{tag>pytorch python}}
 +
 +
 +===== Computer Vision =====
 +
 +  * https://github.com/kornia/kornia
 +
 +{{tag>pytorch CV vision kornia}}
 +
 +===== Pytorch for ARM64 =====
 +
 +  * https://mathinf.com/pytorch/arm64/
 +
 +{{tag>pytorch arm64 rasberry_pi}}
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