How to use from
llama.cpp
Install (macOS, Linux)
curl -LsSf https://llama.app/install.sh | sh
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf GPUburnout/GPUburnout-3B-75K-Chat:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf GPUburnout/GPUburnout-3B-75K-Chat:Q4_K_M
Install from WinGet (Windows)
winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf GPUburnout/GPUburnout-3B-75K-Chat:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf GPUburnout/GPUburnout-3B-75K-Chat:Q4_K_M
Use pre-built binary
# Download pre-built binary from:
# https://github.com/ggerganov/llama.cpp/releases
# Start a local OpenAI-compatible server with a web UI:
./llama-server -hf GPUburnout/GPUburnout-3B-75K-Chat:Q4_K_M
# Run inference directly in the terminal:
./llama-cli -hf GPUburnout/GPUburnout-3B-75K-Chat:Q4_K_M
Build from source code
git clone https://github.com/ggerganov/llama.cpp.git
cd llama.cpp
cmake -B build
cmake --build build -j --target llama-server llama-cli
# Start a local OpenAI-compatible server with a web UI:
./build/bin/llama-server -hf GPUburnout/GPUburnout-3B-75K-Chat:Q4_K_M
# Run inference directly in the terminal:
./build/bin/llama-cli -hf GPUburnout/GPUburnout-3B-75K-Chat:Q4_K_M
Use Docker
docker model run hf.co/GPUburnout/GPUburnout-3B-75K-Chat:Q4_K_M
Quick Links

GPUburnout-3B-75K-Chat (RETIRED)

This model is retired. It was trained in April 2026 with a buggy SFT data formatter (plain string concatenation instead of apply_chat_template), which caused loop collapse at inference and made it underperform the smaller 2B chat model on most benchmarks.

Use GPUburnout/GPUburnout-3B-75K-Chat-v2 instead.

Full postmortem: It Took Me Two Weeks to Read My Own Code

This repo is kept as a historical artifact, not for production use.

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