Software Alternatives, Accelerators & Startups

tinygrad

This may not be the best deep learning framework, but it is a deep learning framework.

tinygrad

tinygrad Reviews and Details

This page is designed to help you find out whether tinygrad is good and if it is the right choice for you.

Features & Specs

  1. Lightweight

    Tinygrad is designed to be minimalistic and easy to understand, making it a lightweight alternative to larger, more complex machine learning frameworks. This makes it easier to learn, modify, and extend for developers.

  2. Educational

    The simplicity and clarity of tinygrad's codebase make it an excellent educational tool for individuals looking to understand the fundamentals of machine learning frameworks and backpropagation.

  3. Pythonic

    Tinygrad is written in Python, which is highly popular and accessible to a wide range of developers. Its Pythonic nature ensures that it is easy to read and integrates well with other Python libraries and tools.

  4. Minimal Dependencies

    By keeping dependencies to a minimum, tinygrad reduces overhead and potential compatibility issues, making it easier to set up and run on different systems.

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Videos

PyTorch vs Tinygrad vs Mojo: Which is better? | George Hotz and Lex Fridman

Social recommendations and mentions

We have tracked the following product recommendations or mentions on various public social media platforms and blogs. They can help you see what people think about tinygrad and what they use it for.
  • Twenty-five years ago it was cryptography, today it's model weights
    Https://tinygrad.org is probably the best punk in this regard. - Source: Hacker News / 11 days ago
  • Running local models is good now
    Anybody used a tinybox? https://tinygrad.org/#tinybox The most "affordable" option is red v2 with 64GB GPU ram and costs $12,000. This is only ("only") 1.5x-3x the price of a beefy desktop (https://pcpartpicker.com/builds/), and could crush inference work even on bigger models. It could support coding tasks for a small team of developers, or run an AI agent for every person in your household... - Source: Hacker News / about 2 months ago
  • Open Source AI Must Win
    Https://tinygrad.org/#tinybox I'm not sure exactly why you would buy through them vs rolling your own if you could afford the equivalent hardware. I'm a firm supporter of local inference though so good on them for doing something. - Source: Hacker News / about 2 months ago
  • Was my $48K GPU server worth it?
    Buy one of these next time, https://tinygrad.org/#tinybox. At least geohot knows what he is doing. - Source: Hacker News / 3 months ago
  • Tiny Corp's Exabox
    The specifications are listed here: https://tinygrad.org/. - Source: Hacker News / 4 months ago
  • Five Years of Tinygrad
    From [0]: "When we can reproduce a common set of papers on 1 NVIDIA GPU 2x faster than PyTorch. We also want the speed to be good on the M1. ETA, Q2 next year." [0] https://tinygrad.org/#tinybox. - Source: Hacker News / 7 months ago
  • CUDA Tile Open Sourced
    Geohot isn't working by himself - it's part of his B2B company, tinygrad, that sells AMD systems and is VC funded. https://tinygrad.org/#tinybox You can see in his table he calls out his AMD system as having "Good" GPU support, vs. "Great" for nvidia. So, yes, I would argue he is doing the work to platform and organize people, on a professional level to sell AMD systems in a sustainable manner - everything you... - Source: Hacker News / 8 months ago
  • Why CUDA translation wont unlock AMD
    Https://geohot.github.io//blog/jekyll/update/2025/03/08/AMD-YOLO.html https://tinygrad.org/ is the only viable alternative to CUDA that I have seen popup in the past few years. - Source: Hacker News / 9 months ago
  • Why DeepSeek is cheap at scale but expensive to run locally
    I actually read tinygradโ€™s website: https://tinygrad.org/#tinygrad Under driver quality for AMD, they say โ€œdevelopingโ€ and point to their git repository. I am sure in a few years, you will deny that AMDโ€™s driver quality was good today and insist the issue has been fixed at that point in the future. That is how the cycle works. - Source: Hacker News / about 1 year ago

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Is tinygrad good? This is an informative page that will help you find out. Moreover, you can review and discuss tinygrad here. The primary details have not been verified within the last quarter, and they might be outdated. If you think we are missing something, please use the means on this page to comment or suggest changes. All reviews and comments are highly encouranged and appreciated as they help everyone in the community to make an informed choice. Please always be kind and objective when evaluating a product and sharing your opinion.