Python Tensor

Open-source Python projects categorized as Tensor

Top 12 Python Tensor Projects

  • Pytorch

    Tensors and Dynamic neural networks in Python with strong GPU acceleration

  • Project mention: The Programmer's Brain | news.ycombinator.com | 2024-06-17

    It's not just a problem when you are an amateur. This is sth that every project should provide.

    But there are also many projects which do. Sometimes you need to search a bit for it. Actually I would expect that most big projects have such documentation somewhere in some form.

    - https://github.com/WebKit/WebKit/blob/main/Introduction.md

    - https://www.chromium.org/developers/how-tos/getting-around-t...

    - https://github.com/pytorch/pytorch/blob/main/CONTRIBUTING.md...

    - https://returnn.readthedocs.io/en/latest/getting_started/tec...

    And then for some popular projects you will also find some independent overviews:

    - https://fabiensanglard.net/quake3/ (and many more on https://fabiensanglard.net/)

    - https://tldp.org/LDP/khg/HyperNews/get/tour/tour.html

    - https://realpython.com/cpython-source-code-guide/

    One problem is of course that those documents can be outdated and don't go into much details. But they still will give you important insights and should be a good starting point.

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  • tvm

    Open deep learning compiler stack for cpu, gpu and specialized accelerators

  • Project mention: Show HN: I built a free in-browser Llama 3 chatbot powered by WebGPU | news.ycombinator.com | 2024-05-03

    Yes. Web-llm is a wrapper of tvmjs: https://github.com/apache/tvm

    Just wrappers all the way down

  • einops

    Flexible and powerful tensor operations for readable and reliable code (for pytorch, jax, TF and others)

  • Project mention: NumPy 2.0.0 | news.ycombinator.com | 2024-06-16

    https://einops.rocks/#why-use-einops-notation

  • cupy

    NumPy & SciPy for GPU

  • Project mention: NumPy 2.0.0 | news.ycombinator.com | 2024-06-16

    No.

    You may want to check out cupy

    https://cupy.dev/

  • mars

    Mars is a tensor-based unified framework for large-scale data computation which scales numpy, pandas, scikit-learn and Python functions.

  • dlpack

    common in-memory tensor structure

  • opt_einsum

    ⚡️Optimizing einsum functions in NumPy, Tensorflow, Dask, and more with contraction order optimization.

  • InfluxDB

    Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

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  • norse

    Deep learning with spiking neural networks (SNNs) in PyTorch.

  • rwkvstic

    Framework agnostic python runtime for RWKV models

  • tensortrax

    Differentiable Tensors based on NumPy Arrays

  • multidim_indexing

    Batch multidimensional indexing for pytorch

  • tdb

    tdb: Simple, Lightweight Tool for Streamlined PyTorch Tensor and CUDA Debugging.

  • Project mention: TDB: Simple Tensor and CUDA debugging tool | news.ycombinator.com | 2024-04-13
NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020).

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Python Tensor related posts

  • NumPy 2.0.0

    13 projects | news.ycombinator.com | 16 Jun 2024
  • Einsum in 40 Lines of Python

    6 projects | news.ycombinator.com | 27 Apr 2024
  • Making AMD GPUs competitive for LLM inference

    1 project | news.ycombinator.com | 9 Aug 2023
  • The Distributed Tensor Algebra Compiler (2022)

    4 projects | news.ycombinator.com | 15 Jun 2023
  • 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."

    2 projects | /r/LocalLLM | 30 Apr 2023
  • Apache TVM

    1 project | news.ycombinator.com | 30 Apr 2023
  • Neuromorphic learning, working memory, and metaplasticity in nanowire networks

    2 projects | news.ycombinator.com | 24 Apr 2023
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Index

What are some of the best open-source Tensor projects in Python? This list will help you:

Project Stars
1 Pytorch 79,497
2 tvm 11,357
3 einops 8,075
4 cupy 7,900
5 mars 2,680
6 dlpack 865
7 opt_einsum 812
8 norse 623
9 rwkvstic 144
10 tensortrax 8
11 multidim_indexing 7
12 tdb 2

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