Instructions to use amkkk/AMKemma-3.1-Write with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- llama.cpp
How to use amkkk/AMKemma-3.1-Write with 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 amkkk/AMKemma-3.1-Write:Q8_0 # Run inference directly in the terminal: llama cli -hf amkkk/AMKemma-3.1-Write:Q8_0
Install from WinGet (Windows)
winget install llama.cpp # Start a local OpenAI-compatible server with a web UI: llama serve -hf amkkk/AMKemma-3.1-Write:Q8_0 # Run inference directly in the terminal: llama cli -hf amkkk/AMKemma-3.1-Write:Q8_0
Build from source code
git clone https://github.com/ggml-org/llama.cpp.git cd llama.cpp cmake -B build cmake --build build -j --target llama-app # Start a local OpenAI-compatible server with a web UI: ./build/bin/llama serve -hf amkkk/AMKemma-3.1-Write:Q8_0 # Run inference directly in the terminal: ./build/bin/llama cli -hf amkkk/AMKemma-3.1-Write:Q8_0
Use Docker
docker model run hf.co/amkkk/AMKemma-3.1-Write:Q8_0
- Llama new
- LM Studio
- Jan
- vLLM
How to use amkkk/AMKemma-3.1-Write with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "amkkk/AMKemma-3.1-Write" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "amkkk/AMKemma-3.1-Write", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker
docker model run hf.co/amkkk/AMKemma-3.1-Write:Q8_0
- Ollama
How to use amkkk/AMKemma-3.1-Write with Ollama:
ollama run hf.co/amkkk/AMKemma-3.1-Write:Q8_0
- Unsloth Desktop
- Pi
How to use amkkk/AMKemma-3.1-Write with Pi:
Start the llama.cpp server
# Install llama.cpp: brew install llama.cpp # Start a local OpenAI-compatible server: llama serve -hf amkkk/AMKemma-3.1-Write:Q8_0
Configure the model in Pi
# Install Pi: npm install -g @earendil-works/pi-coding-agent # Add to ~/.pi/agent/models.json: { "providers": { "llama-cpp": { "baseUrl": "http://localhost:8080/v1", "api": "openai-completions", "apiKey": "none", "models": [ { "id": "amkkk/AMKemma-3.1-Write:Q8_0" } ] } } }Run Pi
# Start Pi in your project directory: pi
- Docker Model Runner
How to use amkkk/AMKemma-3.1-Write with Docker Model Runner:
docker model run hf.co/amkkk/AMKemma-3.1-Write:Q8_0
- Lemonade
How to use amkkk/AMKemma-3.1-Write with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/ lemonade pull amkkk/AMKemma-3.1-Write:Q8_0
Run and chat with the model
lemonade run user.AMKemma-3.1-Write-Q8_0
List all available models
lemonade list
- Hermes Agent
How to use amkkk/AMKemma-3.1-Write with Hermes Agent:
Start the llama.cpp server
# Install llama.cpp: brew install llama.cpp # Start a local OpenAI-compatible server: llama serve -hf amkkk/AMKemma-3.1-Write:Q8_0
Configure Hermes
# Install Hermes: curl -fsSL https://hermes-agent.nousresearch.com/install.sh | bash hermes setup # Point Hermes at the local server: hermes config set model.provider custom hermes config set model.base_url http://127.0.0.1:8080/v1 hermes config set model.default amkkk/AMKemma-3.1-Write:Q8_0
Run Hermes
hermes
- Atomic Chat
- OpenClaw
How to use amkkk/AMKemma-3.1-Write with OpenClaw:
Start the llama.cpp server
# Install llama.cpp: brew install llama.cpp # Start a local OpenAI-compatible server: llama serve -hf amkkk/AMKemma-3.1-Write:Q8_0
Configure OpenClaw
# Install OpenClaw: npm install -g openclaw@latest # Register the local server and set it as the default model: openclaw onboard --non-interactive --mode local \ --auth-choice custom-api-key \ --custom-base-url http://127.0.0.1:8080/v1 \ --custom-model-id "amkkk/AMKemma-3.1-Write:Q8_0" \ --custom-provider-id llama-cpp \ --custom-compatibility openai \ --custom-text-input \ --accept-risk \ --skip-health
Run OpenClaw
openclaw agent --local --agent main --message "Hello from Hugging Face"
Download evaluation.json from amkkk/AMKemma-3.1-Write: direct link, hf CLI and curl.
- Browser
- Download file 12 kB
-
https://huggingface.co/amkkk/AMKemma-3.1-Write/resolve/main/evaluation.json
- Command line
-
hf download hf://amkkk/AMKemma-3.1-Write/evaluation.json
-
curl -L -o evaluation.json https://huggingface.co/amkkk/AMKemma-3.1-Write/resolve/main/evaluation.json
12 kB
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| } | |
| }, | |
| "feature_definition": "existing metrics.Footprint Shan14/style; additional diagnostics explicitly named, not quality judgments", | |
| "uncertainty": "corpus distances point estimates; paired feature95% bootstrap CIs (1000 draws, seed20261021)", | |
| "historical_comparison": "historical_base and historical_cone use a separate archived runtime stratum" | |
| } |