tch-rs
arewefastyet
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tch-rs | arewefastyet | |
---|---|---|
37 | 9 | |
3,824 | 19 | |
- | - | |
7.7 | 0.0 | |
7 days ago | about 1 year ago | |
Rust | Rust | |
Apache License 2.0 | MIT License |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
tch-rs
- Tch-Rs
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Llama2.rs: One-file Rust implementation of Llama2
I wanted to do something like this but then I would miss on proper CUDA acceleration and lose performance compared to using torchlib.
I wrote a forgettable llama implementation for https://github.com/LaurentMazare/tch-rs (pytorch's torchlib rust binding).
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Playing Atari Games in OCaml
I first encountered OCaml's PyTorch bindings because apparently they generate a C wrapper around PyTorch's C++ API, and Rust's PyTorch bindings use OCaml's C wrapper. See: https://github.com/LaurentMazare/tch-rs
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llm: a Rust crate/CLI for CPU inference of LLMs, including LLaMA, GPT-NeoX, GPT-J and more
You could try looking at the min-GPT example of tch-rs. I'd also strongly suggest watching Karpathy's video to understand what's going on.
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Simply explained: How does GPT work?
If you pefer to see it in code there's a succint gpt implementation here https://github.com/LaurentMazare/tch-rs/blob/main/examples/m...
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Will I ever need python again if I learn rust other than for AI stuff?
Rust is fully compatible w/ C bindings, so even Python libraries written in C can be easily set up to work in Rust (and have been). For example, see PyTorch Rust bindings, which actually works faster than in Python because all of the glue code around the C++ API is in Rust instead of Python.
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A Rust client library for interacting with Microsoft Airsim https://github.com/Sollimann/airsim-client
Pytorch
- [D] HuggingFace in Julia or Rust ?
- This year I tried solving AoC using Rust, here are my impressions coming from Python!
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[Help Needed] Deployment of torchscript using rust
I have looked into this a bit and found some crates which help in loading torchscript models called tch-rs
arewefastyet
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Rust Support in the Linux Kernel
That page averages all the builds across different code bases. It doesn’t specify which version/tag of which code base, nor does it talk about the hardware.
https://arewefastyet.pages.dev/ - This page tracks compile times across some common crates over all supported compiler versions, with different hardware (2, 4, 8, 16 cores). This used to be https://arewefastyet.rs but the domain expired.
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you cant defeat rust
https://arewefastyet.rs/ see benchmark
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Rust programming language: We want to take it into the mainstream, says Facebook
You can check incremental compile times on http://arewefastyet.rs. Choose one compile mode (Debug OR Release, preferably Debug), one hardware config (4 cores let's say) and both profile modes (Clean, Incremental).
- Arewefastyet.rs – benchmarking the Rust compiler over time
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Reducing Rust Incremental Compilation Times on macOS by 70%
Compile times in rustc have been steadily improving with time, as shown here - https://arewefastyet.rs.
Every release doesn't make every workload faster, but over a long time horizon, the effect is clear. Rust 1.34 was released in April 2019 and since then many crates have become 33-50% faster to compile, depending on the hardware and the compiler mode (clean/incremental, check/debug/release).
Interestingly, the speedup mentioned in OP won't show up in these charts because that's a change on macOS and these benchmarks were recorded on Linux.
What is expected to be a gamechanger is the release of cranelift in 2021 or 2022. It's an alternate debug backend that promises much faster debug builds.
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Rust compile speed
Yes plenty of effort goes into making Rust compilation faster, see https://arewefastyet.rs/, its FAQ, and some easy internet searches.
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Announcing Rust 1.50.0
Thanks for your work on arewefastyet.rs, I was about to post a link to it haha
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[ELI5]: How to write a simple custom Serde de/serializer?
I implemented something similar. Deserialising a comma separated strings into a struct - example. Hope that helps!
What are some alternatives?
onnxruntime - ONNX Runtime: cross-platform, high performance ML inferencing and training accelerator
bevy - A refreshingly simple data-driven game engine built in Rust
candle - Minimalist ML framework for Rust
gdnative - Rust bindings for Godot 3
cbindgen - A project for generating C bindings from Rust code
veloren - An open world, open source voxel RPG inspired by Dwarf Fortress and Cube World. This repository is a mirror. Please submit all PRs and issues on our GitLab page.
wtpsplit - Code for Where's the Point? Self-Supervised Multilingual Punctuation-Agnostic Sentence Segmentation
compiler-explorer - Run compilers interactively from your web browser and interact with the assembly
sccache - Sccache is a ccache-like tool. It is used as a compiler wrapper and avoids compilation when possible. Sccache has the capability to utilize caching in remote storage environments, including various cloud storage options, or alternatively, in local storage.
burn - Burn is a new comprehensive dynamic Deep Learning Framework built using Rust with extreme flexibility, compute efficiency and portability as its primary goals. [Moved to: https://github.com/Tracel-AI/burn]
veloren