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Top 12 Python Tensor Projects
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GraphModule compiles every instruction into low-level ATen operations.
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einops
Flexible and powerful tensor operations for readable and reliable code (for pytorch, jax, TF and others)
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mars
Mars is a tensor-based unified framework for large-scale data computation which scales numpy, pandas, scikit-learn and Python functions.
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opt_einsum
⚡️Optimizing einsum functions in NumPy, Tensorflow, Dask, and more with contraction order optimization.
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Python Tensor discussion
Python Tensor related posts
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Don't use cosine similarity carelessly
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Apache TVM
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NumPy 2.0.0
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Einsum in 40 Lines of Python
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Making AMD GPUs competitive for LLM inference
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The Distributed Tensor Algebra Compiler (2022)
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MLC LLM - "MLC LLM is a universal solution that allows any language model to be deployed natively on a diverse set of hardware backends and native applications, plus a productive framework for everyone to further optimize model performance for their own use cases."
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Index
What are some of the best open-source Tensor projects in Python? This list will help you:
# | Project | Stars |
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1 | Pytorch | 88,230 |
2 | tvm | 12,138 |
3 | cupy | 10,003 |
4 | einops | 8,802 |
5 | mars | 2,712 |
6 | opt_einsum | 888 |
7 | norse | 713 |
8 | rwkvstic | 145 |
9 | tensortrax | 8 |
10 | multidim_indexing | 7 |
11 | slope-ad | 6 |
12 | tdb | 2 |