1 unstable release

new 0.1.0 Oct 16, 2024

#111 in Graphics APIs

Download history 135/week @ 2024-10-14

135 downloads per month

MIT/Apache

285KB
6K SLoC

Rust 5K SLoC // 0.1% comments WebGPU Shader Language 1K SLoC // 0.1% comments

wgml: cross-platform GPU LLM inference

/!\ This library is still under heavy development and is still missing many features.

The goal of wgml is to provide composable WGSl shaders and kernels for cross-platform GPU LLM inference.

Running the models

Currently, the gpt2 and llama2 models are implemented. They can be loaded from gguf files. Support of quantization is very limited (tensors are systematically unquantized upon loading) and somewhat untested. A very basic execution of these LLMs can be run from the examples.

Running GPT-2

cargo run -p wgml --example gpt2 -- your_model_file_path.gguf --prompt "How do I bake a cake?"

Note that this will run both the gpu version and cpu version of the transformer.

Running llama-2

cargo run -p wgml --example llama2 -- your_model_file_path.gguf

Note that this will run both the cpu version and gpu version of the transformer.

Dependencies

~16–48MB
~791K SLoC