How to use from
llama.cpp
Install from brew
brew install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama-server -hf AlSamCur123/Mistral-Small-Instruct-2409:
# Run inference directly in the terminal:
llama-cli -hf AlSamCur123/Mistral-Small-Instruct-2409:
Install from WinGet (Windows)
winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama-server -hf AlSamCur123/Mistral-Small-Instruct-2409:
# Run inference directly in the terminal:
llama-cli -hf AlSamCur123/Mistral-Small-Instruct-2409:
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 AlSamCur123/Mistral-Small-Instruct-2409:
# Run inference directly in the terminal:
./llama-cli -hf AlSamCur123/Mistral-Small-Instruct-2409:
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 AlSamCur123/Mistral-Small-Instruct-2409:
# Run inference directly in the terminal:
./build/bin/llama-cli -hf AlSamCur123/Mistral-Small-Instruct-2409:
Use Docker
docker model run hf.co/AlSamCur123/Mistral-Small-Instruct-2409:
Quick Links

Mistral-Small-Instruct-2409 : GGUF

This model was finetuned and converted to GGUF format using Unsloth.

Example usage:

  • For text only LLMs: llama-cli -hf AlSamCur123/Mistral-Small-Instruct-2409 --jinja
  • For multimodal models: llama-mtmd-cli -hf AlSamCur123/Mistral-Small-Instruct-2409 --jinja

Available Model files:

  • mistral-small-instruct-2409.Q8_0.gguf
  • mistral-small-instruct-2409.Q6_K.gguf
  • mistral-small-instruct-2409.Q5_K_M.gguf
  • mistral-small-instruct-2409.Q4_K_M.gguf
  • mistral-small-instruct-2409.Q4_0.gguf

Ollama

An Ollama Modelfile is included for easy deployment. This was trained 2x faster with Unsloth

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