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OhLLM

Pure C++ LLM inference engine. No third party dependencies.

  • under construction, for education and learning purpose only (currently). Hope it will be eventually evolved to be useful in production.*

License: MIT

Build

./scripts/build.sh [--debug] [--test] [--nolog] [--clear]

# argments:
#   --debug: build debug version for debugging
#   --test: run all unit tests
#   --nolog: build without log
#   --clear: clear and rebuild

Usage

Benchmark

Features

This project will mainly focus on LLM inference on single machine with/without accelerator (Nvidia GPU, apple MPS, ...).

As the project proceeds:

  • support cpu inference in FP32/FP16, no vectorization intrinsics, compatible with GGUF format
  • support mainstream LLM models, like llama, phi, qwen, gemma and ...
  • support cpu inference in FP32/FP16 plus vectorization intrinsics
  • support cpu inference with quantization of Q8_0, Q4_0 and Q4_1
  • support streaming output
  • support nvidia gpu inference
  • support nvidia gpu inference with cpu offloading
  • support apple mps

Acknowledgements

This project is greatly inspired by ggml, fastllm and llama.cpp. Thanks a lot to all of the contributors.

Please buy me a โ˜• if you find this project useful.

ohllm's People

Contributors

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