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Inference System · Rust

ROCmForge

Local AMD GPU LLM inference engine (HIP/ROCm) — quantized GGUF, Q4_0/K-quants, flash attention, KV cache. ~515 tok/s decode on Qwen2.5-0.5B Q4_0 (RX 7900 XT).

What it is

ROCmForge is an LLM inference engine for AMD GPUs that implements custom HIP kernels for operations like attention, quantization, and RoPE, featuring a GPU Decode Graph to reduce kernel launch overhead and an inference path router for dynamic optimization.

  • amd
  • gguf
  • gpu
  • hip
  • inference
  • llm
  • local-llm
  • quantization
  • rocm
  • rust

Scored from the code at its last scan, 11 Oct 2026. How merit is scored

Where it counts

  • NLP & LLMs95%
  • Machine Learning90%
  • MLOps20%
  • Computer Vision10%
  • Data Science10%

How much of the project is about each field, as scoring counts it. It ranks in the field it is most about.

Around it on the NLP & LLMs board

Whole board
  1. 1ROCmForgeInference System · Rust77.9/100ExpertLuiz Cesar Spies
  2. 2regescore-benchmarkBenchmarking Project · Python76.5/100AdvancedMaster Mind
  3. 3event-aware-SAE-trainerLibrary / Framework · Python75.2/100AdvancedRick

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