Text Generation
GGUF
English
llama.cpp
llama-cpp
qwen3.5
saber
refusal-shaping
abliteration
imatrix
conversational
Instructions to use GestaltLabs/Ornstein-Hermes-3.6-27B-SABER-GGUF with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- llama-cpp-python
How to use GestaltLabs/Ornstein-Hermes-3.6-27B-SABER-GGUF with llama-cpp-python:
# !pip install llama-cpp-python from llama_cpp import Llama llm = Llama.from_pretrained( repo_id="GestaltLabs/Ornstein-Hermes-3.6-27B-SABER-GGUF", filename="Ornstein-Hermes-3.6-27b-SABER-IQ2_M.gguf", )
llm.create_chat_completion( messages = [ { "role": "user", "content": "What is the capital of France?" } ] ) - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- llama.cpp
How to use GestaltLabs/Ornstein-Hermes-3.6-27B-SABER-GGUF 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 GestaltLabs/Ornstein-Hermes-3.6-27B-SABER-GGUF:Q4_K_M # Run inference directly in the terminal: llama cli -hf GestaltLabs/Ornstein-Hermes-3.6-27B-SABER-GGUF:Q4_K_M
Install from WinGet (Windows)
winget install llama.cpp # Start a local OpenAI-compatible server with a web UI: llama serve -hf GestaltLabs/Ornstein-Hermes-3.6-27B-SABER-GGUF:Q4_K_M # Run inference directly in the terminal: llama cli -hf GestaltLabs/Ornstein-Hermes-3.6-27B-SABER-GGUF: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 GestaltLabs/Ornstein-Hermes-3.6-27B-SABER-GGUF:Q4_K_M # Run inference directly in the terminal: ./llama-cli -hf GestaltLabs/Ornstein-Hermes-3.6-27B-SABER-GGUF: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 GestaltLabs/Ornstein-Hermes-3.6-27B-SABER-GGUF:Q4_K_M # Run inference directly in the terminal: ./build/bin/llama-cli -hf GestaltLabs/Ornstein-Hermes-3.6-27B-SABER-GGUF:Q4_K_M
Use Docker
docker model run hf.co/GestaltLabs/Ornstein-Hermes-3.6-27B-SABER-GGUF:Q4_K_M
- LM Studio
- Jan
- vLLM
How to use GestaltLabs/Ornstein-Hermes-3.6-27B-SABER-GGUF with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "GestaltLabs/Ornstein-Hermes-3.6-27B-SABER-GGUF" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "GestaltLabs/Ornstein-Hermes-3.6-27B-SABER-GGUF", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker
docker model run hf.co/GestaltLabs/Ornstein-Hermes-3.6-27B-SABER-GGUF:Q4_K_M
- Ollama
How to use GestaltLabs/Ornstein-Hermes-3.6-27B-SABER-GGUF with Ollama:
ollama run hf.co/GestaltLabs/Ornstein-Hermes-3.6-27B-SABER-GGUF:Q4_K_M
- Unsloth Studio
How to use GestaltLabs/Ornstein-Hermes-3.6-27B-SABER-GGUF with Unsloth Studio:
Install Unsloth Studio (macOS, Linux, WSL)
curl -fsSL https://unsloth.ai/install.sh | sh # Run unsloth studio unsloth studio -H 0.0.0.0 -p 8888 # Then open http://localhost:8888 in your browser # Search for GestaltLabs/Ornstein-Hermes-3.6-27B-SABER-GGUF to start chatting
Install Unsloth Studio (Windows)
irm https://unsloth.ai/install.ps1 | iex # Run unsloth studio unsloth studio -H 0.0.0.0 -p 8888 # Then open http://localhost:8888 in your browser # Search for GestaltLabs/Ornstein-Hermes-3.6-27B-SABER-GGUF to start chatting
Using HuggingFace Spaces for Unsloth
# No setup required # Open https://huggingface.co/spaces/unsloth/studio in your browser # Search for GestaltLabs/Ornstein-Hermes-3.6-27B-SABER-GGUF to start chatting
- Pi
How to use GestaltLabs/Ornstein-Hermes-3.6-27B-SABER-GGUF with Pi:
Start the llama.cpp server
# Install llama.cpp: brew install llama.cpp # Start a local OpenAI-compatible server: llama serve -hf GestaltLabs/Ornstein-Hermes-3.6-27B-SABER-GGUF:Q4_K_M
Configure the model in Pi
# Install Pi: npm install -g @mariozechner/pi-coding-agent # Add to ~/.pi/agent/models.json: { "providers": { "llama-cpp": { "baseUrl": "http://localhost:8080/v1", "api": "openai-completions", "apiKey": "none", "models": [ { "id": "GestaltLabs/Ornstein-Hermes-3.6-27B-SABER-GGUF:Q4_K_M" } ] } } }Run Pi
# Start Pi in your project directory: pi
- Hermes Agent new
How to use GestaltLabs/Ornstein-Hermes-3.6-27B-SABER-GGUF with Hermes Agent:
Start the llama.cpp server
# Install llama.cpp: brew install llama.cpp # Start a local OpenAI-compatible server: llama serve -hf GestaltLabs/Ornstein-Hermes-3.6-27B-SABER-GGUF:Q4_K_M
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 GestaltLabs/Ornstein-Hermes-3.6-27B-SABER-GGUF:Q4_K_M
Run Hermes
hermes
- Atomic Chat new
- Docker Model Runner
How to use GestaltLabs/Ornstein-Hermes-3.6-27B-SABER-GGUF with Docker Model Runner:
docker model run hf.co/GestaltLabs/Ornstein-Hermes-3.6-27B-SABER-GGUF:Q4_K_M
- Lemonade
How to use GestaltLabs/Ornstein-Hermes-3.6-27B-SABER-GGUF with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/ lemonade pull GestaltLabs/Ornstein-Hermes-3.6-27B-SABER-GGUF:Q4_K_M
Run and chat with the model
lemonade run user.Ornstein-Hermes-3.6-27B-SABER-GGUF-Q4_K_M
List all available models
lemonade list
| { | |
| "model": "GestaltLabs/Ornstein-Hermes-3.6-27b", | |
| "config": { | |
| "extraction_method": "svd", | |
| "n_directions": 4, | |
| "layer_selection_strategy": "top_k", | |
| "layer_top_k": 12, | |
| "global_top_k": 25, | |
| "alpha_base": 0.85, | |
| "alpha_entangled": 0.03, | |
| "max_iterations": 4, | |
| "convergence_threshold": 0.01, | |
| "entanglement_threshold": 0.55 | |
| }, | |
| "selected_layers": [ | |
| 27, | |
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| 29, | |
| 30, | |
| 31, | |
| 32, | |
| 33, | |
| 34, | |
| 35, | |
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| 38, | |
| 39, | |
| 40, | |
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| 43, | |
| 44, | |
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| 51 | |
| ], | |
| "total_directions_ablated": 100, | |
| "iterations": 4, | |
| "final_residual_refusal": 6.7361962481464195, | |
| "final_capability_preservation": 1.0, | |
| "elapsed_seconds": 31.182920694351196, | |
| "layer_profiles": { | |
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| } | |
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| "11": { | |
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| "directions": [ | |
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| }, | |
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| "separability": 0.008287601014210028, | |
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| "variance_explained": 0.09005758166313171 | |
| }, | |
| { | |
| "separability": 0.004965546504981418, | |
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| "variance_explained": 0.06125830486416817 | |
| } | |
| ] | |
| }, | |
| "12": { | |
| "fdr": 1.138197882756309, | |
| "n_directions": 4, | |
| "directions": [ | |
| { | |
| "separability": 4.483384181049824, | |
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| "purity": 0.7753549516201019, | |
| "variance_explained": 0.34515514969825745 | |
| }, | |
| { | |
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