Instructions to use DatToad/Behemoth-ReduX-123B-v1.1-mlx-4bit with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- MLX
How to use DatToad/Behemoth-ReduX-123B-v1.1-mlx-4bit with MLX:
# Make sure mlx-lm is installed # pip install --upgrade mlx-lm # Generate text with mlx-lm from mlx_lm import load, generate model, tokenizer = load("DatToad/Behemoth-ReduX-123B-v1.1-mlx-4bit") prompt = "Write a story about Einstein" messages = [{"role": "user", "content": prompt}] prompt = tokenizer.apply_chat_template( messages, add_generation_prompt=True ) text = generate(model, tokenizer, prompt=prompt, verbose=True) - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- LM Studio
- Pi
How to use DatToad/Behemoth-ReduX-123B-v1.1-mlx-4bit with Pi:
Start the MLX server
# Install MLX LM: uv tool install mlx-lm # Start a local OpenAI-compatible server: mlx_lm.server --model "DatToad/Behemoth-ReduX-123B-v1.1-mlx-4bit"
Configure the model in Pi
# Install Pi: npm install -g @earendil-works/pi-coding-agent # Add to ~/.pi/agent/models.json: { "providers": { "mlx-lm": { "baseUrl": "http://localhost:8080/v1", "api": "openai-completions", "apiKey": "none", "models": [ { "id": "DatToad/Behemoth-ReduX-123B-v1.1-mlx-4bit" } ] } } }Run Pi
# Start Pi in your project directory: pi
- MLX LM
How to use DatToad/Behemoth-ReduX-123B-v1.1-mlx-4bit with MLX LM:
Generate or start a chat session
# Install MLX LM uv tool install mlx-lm # Interactive chat REPL mlx_lm.chat --model "DatToad/Behemoth-ReduX-123B-v1.1-mlx-4bit"
Run an OpenAI-compatible server
# Install MLX LM uv tool install mlx-lm # Start the server mlx_lm.server --model "DatToad/Behemoth-ReduX-123B-v1.1-mlx-4bit" # Calling the OpenAI-compatible server with curl curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "DatToad/Behemoth-ReduX-123B-v1.1-mlx-4bit", "messages": [ {"role": "user", "content": "Hello"} ] }' - Hermes Agent
How to use DatToad/Behemoth-ReduX-123B-v1.1-mlx-4bit with Hermes Agent:
Start the MLX server
# Install MLX LM: uv tool install mlx-lm # Start a local OpenAI-compatible server: mlx_lm.server --model "DatToad/Behemoth-ReduX-123B-v1.1-mlx-4bit"
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 DatToad/Behemoth-ReduX-123B-v1.1-mlx-4bit
Run Hermes
hermes
- Atomic Chat
- OpenClaw
How to use DatToad/Behemoth-ReduX-123B-v1.1-mlx-4bit with OpenClaw:
Start the MLX server
# Install MLX LM: uv tool install mlx-lm # Start a local OpenAI-compatible server: mlx_lm.server --model "DatToad/Behemoth-ReduX-123B-v1.1-mlx-4bit"
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 "DatToad/Behemoth-ReduX-123B-v1.1-mlx-4bit" \ --custom-provider-id mlx-lm \ --custom-compatibility openai \ --custom-text-input \ --accept-risk \ --skip-health
Run OpenClaw
openclaw agent --local --agent main --message "Hello from Hugging Face"
Download chat_template.jinja from DatToad/Behemoth-ReduX-123B-v1.1-mlx-4bit: direct link, hf CLI and curl.
- Browser
- Download file 3.96 kB
-
https://huggingface.co/DatToad/Behemoth-ReduX-123B-v1.1-mlx-4bit/resolve/main/chat_template.jinja
- Command line
-
hf download hf://DatToad/Behemoth-ReduX-123B-v1.1-mlx-4bit/chat_template.jinja
-
curl -L -o chat_template.jinja https://huggingface.co/DatToad/Behemoth-ReduX-123B-v1.1-mlx-4bit/resolve/main/chat_template.jinja
3.96 kB
| {%- if messages[0]["role"] == "system" %} | |
| {%- set system_message = messages[0]["content"] %} | |
| {%- set loop_messages = messages[1:] %} | |
| {%- else %} | |
| {%- set loop_messages = messages %} | |
| {%- endif %} | |
| {%- if not tools is defined %} | |
| {%- set tools = none %} | |
| {%- endif %} | |
| {%- set user_messages = loop_messages | selectattr("role", "equalto", "user") | list %} | |
| {#- This block checks for alternating user/assistant messages, skipping tool calling messages #} | |
| {%- set ns = namespace() %} | |
| {%- set ns.index = 0 %} | |
| {%- for message in loop_messages %} | |
| {%- if not (message.role == "tool" or message.role == "tool_results" or (message.tool_calls is defined and message.tool_calls is not none)) %} | |
| {%- if (message["role"] == "user") != (ns.index % 2 == 0) %} | |
| {{- raise_exception("After the optional system message, conversation roles must alternate user/assistant/user/assistant/...") }} | |
| {%- endif %} | |
| {%- set ns.index = ns.index + 1 %} | |
| {%- endif %} | |
| {%- endfor %} | |
| {{- bos_token }} | |
| {%- for message in loop_messages %} | |
| {%- if message["role"] == "user" %} | |
| {%- if tools is not none and (message == user_messages[-1]) %} | |
| {{- "[AVAILABLE_TOOLS] [" }} | |
| {%- for tool in tools %} | |
| {%- set tool = tool.function %} | |
| {{- '{"type": "function", "function": {' }} | |
| {%- for key, val in tool.items() if key != "return" %} | |
| {%- if val is string %} | |
| {{- '"' + key + '": "' + val + '"' }} | |
| {%- else %} | |
| {{- '"' + key + '": ' + val|tojson }} | |
| {%- endif %} | |
| {%- if not loop.last %} | |
| {{- ", " }} | |
| {%- endif %} | |
| {%- endfor %} | |
| {{- "}}" }} | |
| {%- if not loop.last %} | |
| {{- ", " }} | |
| {%- else %} | |
| {{- "]" }} | |
| {%- endif %} | |
| {%- endfor %} | |
| {{- "[/AVAILABLE_TOOLS]" }} | |
| {%- endif %} | |
| {%- if loop.last and system_message is defined %} | |
| {{- "[INST] " + system_message + "\n\n" + message["content"] + "[/INST]" }} | |
| {%- else %} | |
| {{- "[INST] " + message["content"] + "[/INST]" }} | |
| {%- endif %} | |
| {%- elif message.tool_calls is defined and message.tool_calls is not none %} | |
| {{- "[TOOL_CALLS] [" }} | |
| {%- for tool_call in message.tool_calls %} | |
| {%- set out = tool_call.function|tojson %} | |
| {{- out[:-1] }} | |
| {%- if not tool_call.id is defined or tool_call.id|length != 9 %} | |
| {{- raise_exception("Tool call IDs should be alphanumeric strings with length 9!") }} | |
| {%- endif %} | |
| {{- ', "id": "' + tool_call.id + '"}' }} | |
| {%- if not loop.last %} | |
| {{- ", " }} | |
| {%- else %} | |
| {{- "]" + eos_token }} | |
| {%- endif %} | |
| {%- endfor %} | |
| {%- elif message["role"] == "assistant" %} | |
| {{- " " + message["content"]|trim + eos_token}} | |
| {%- elif message["role"] == "tool_results" or message["role"] == "tool" %} | |
| {%- if message.content is defined and message.content.content is defined %} | |
| {%- set content = message.content.content %} | |
| {%- else %} | |
| {%- set content = message.content %} | |
| {%- endif %} | |
| {{- '[TOOL_RESULTS] {"content": ' + content|string + ", " }} | |
| {%- if not message.tool_call_id is defined or message.tool_call_id|length != 9 %} | |
| {{- raise_exception("Tool call IDs should be alphanumeric strings with length 9!") }} | |
| {%- endif %} | |
| {{- '"call_id": "' + message.tool_call_id + '"}[/TOOL_RESULTS]' }} | |
| {%- else %} | |
| {{- raise_exception("Only user and assistant roles are supported, with the exception of an initial optional system message!") }} | |
| {%- endif %} | |
| {%- endfor %} | |