Image-Text-to-Text
MLX
Safetensors
English
mistral3
jang
quantized
mixed-precision
apple-silicon
Mixture of Experts
mla
abliterated
uncensored
crack
vision
mlx-studio
conversational
fp8
Instructions to use TitanPythons/Mistral-Small-4-119B-JANG_2L-CRACK with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- MLX
How to use TitanPythons/Mistral-Small-4-119B-JANG_2L-CRACK with MLX:
# Make sure mlx-vlm is installed # pip install --upgrade mlx-vlm from mlx_vlm import load, generate from mlx_vlm.prompt_utils import apply_chat_template from mlx_vlm.utils import load_config # Load the model model, processor = load("TitanPythons/Mistral-Small-4-119B-JANG_2L-CRACK") config = load_config("TitanPythons/Mistral-Small-4-119B-JANG_2L-CRACK") # Prepare input image = ["http://images.cocodataset.org/val2017/000000039769.jpg"] prompt = "Describe this image." # Apply chat template formatted_prompt = apply_chat_template( processor, config, prompt, num_images=1 ) # Generate output output = generate(model, processor, formatted_prompt, image) print(output) - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- LM Studio
- Pi
How to use TitanPythons/Mistral-Small-4-119B-JANG_2L-CRACK with Pi:
Start the MLX server
# Install MLX LM: uv tool install mlx-lm # Start a local OpenAI-compatible server: mlx_lm.server --model "TitanPythons/Mistral-Small-4-119B-JANG_2L-CRACK"
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": "TitanPythons/Mistral-Small-4-119B-JANG_2L-CRACK" } ] } } }Run Pi
# Start Pi in your project directory: pi
- Hermes Agent
How to use TitanPythons/Mistral-Small-4-119B-JANG_2L-CRACK 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 "TitanPythons/Mistral-Small-4-119B-JANG_2L-CRACK"
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 TitanPythons/Mistral-Small-4-119B-JANG_2L-CRACK
Run Hermes
hermes
- Atomic Chat
- OpenClaw
How to use TitanPythons/Mistral-Small-4-119B-JANG_2L-CRACK with OpenClaw:
Start the MLX server
# Install MLX LM: uv tool install mlx-lm # Start a local OpenAI-compatible server: mlx_lm.server --model "TitanPythons/Mistral-Small-4-119B-JANG_2L-CRACK"
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 "TitanPythons/Mistral-Small-4-119B-JANG_2L-CRACK" \ --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"
| {#- Default system message if no system prompt is passed. #} | |
| {%- set default_system_message = '' %} | |
| {#- Begin of sequence token. #} | |
| {{- '<s>' }} | |
| {#- Handle system prompt if it exists. #} | |
| {#- System prompt supports text content or text chunks. #} | |
| {%- if messages[0]['role'] == 'system' %} | |
| {{- '[SYSTEM_PROMPT]' -}} | |
| {%- if messages[0]['content'] is string %} | |
| {{- messages[0]['content'] -}} | |
| {%- else %} | |
| {%- for block in messages[0]['content'] %} | |
| {%- if block['type'] == 'text' %} | |
| {{- block['text'] }} | |
| {%- else %} | |
| {{- raise_exception('Only text chunks are supported in system message contents.') }} | |
| {%- endif %} | |
| {%- endfor %} | |
| {%- endif %} | |
| {{- '[/SYSTEM_PROMPT]' -}} | |
| {%- set loop_messages = messages[1:] %} | |
| {%- else %} | |
| {%- set loop_messages = messages %} | |
| {%- if default_system_message != '' %} | |
| {{- '[SYSTEM_PROMPT]' + default_system_message + '[/SYSTEM_PROMPT]' }} | |
| {%- endif %} | |
| {%- endif %} | |
| {#- Tools definition #} | |
| {%- set tools_definition = '' %} | |
| {%- set has_tools = false %} | |
| {%- if tools is defined and tools is not none and tools|length > 0 %} | |
| {%- set has_tools = true %} | |
| {%- set tools_definition = '[AVAILABLE_TOOLS]' + (tools| tojson) + '[/AVAILABLE_TOOLS]' %} | |
| {{- tools_definition }} | |
| {%- endif %} | |
| {#- Model settings definition #} | |
| {%- set reasoning_effort = reasoning_effort if reasoning_effort is defined and reasoning_effort is not none else 'none' %} | |
| {%- if reasoning_effort not in ['none', 'high'] %} | |
| {{- raise_exception('reasoning_effort must be either "none" or "high"') }} | |
| {%- endif %} | |
| {%- set model_settings = '[MODEL_SETTINGS]{"reasoning_effort": "' + reasoning_effort + '"}[/MODEL_SETTINGS]' %} | |
| {{- model_settings }} | |
| {#- Checks for alternating user/assistant messages. #} | |
| {%- set ns = namespace(index=0) %} | |
| {%- for message in loop_messages %} | |
| {%- if message.role == 'user' or (message.role == 'assistant' and (message.tool_calls is not defined or message.tool_calls is none or message.tool_calls | length == 0)) %} | |
| {%- if (message['role'] == 'user') != (ns.index % 2 == 0) %} | |
| {{- raise_exception('After the optional system message, conversation roles must alternate user and assistant roles except for tool calls and results.') }} | |
| {%- endif %} | |
| {%- set ns.index = ns.index + 1 %} | |
| {%- endif %} | |
| {%- endfor %} | |
| {#- Handle conversation messages. #} | |
| {%- for message in loop_messages %} | |
| {#- User messages supports text content or text and image chunks. #} | |
| {%- if message['role'] == 'user' %} | |
| {%- if message['content'] is string %} | |
| {{- '[INST]' + message['content'] + '[/INST]' }} | |
| {%- elif message['content'] | length > 0 %} | |
| {{- '[INST]' }} | |
| {%- if message['content'] | length == 2 %} | |
| {%- set blocks = message['content'] | sort(attribute='type') %} | |
| {%- else %} | |
| {%- set blocks = message['content'] %} | |
| {%- endif %} | |
| {%- for block in blocks %} | |
| {%- if block['type'] == 'text' %} | |
| {{- block['text'] }} | |
| {%- elif block['type'] in ['image', 'image_url'] %} | |
| {{- '[IMG]' }} | |
| {%- else %} | |
| {{- raise_exception('Only text, image and image_url chunks are supported in user message content.') }} | |
| {%- endif %} | |
| {%- endfor %} | |
| {{- '[/INST]' }} | |
| {%- else %} | |
| {{- raise_exception('User message must have a string or a list of chunks in content') }} | |
| {%- endif %} | |
| {#- Assistant messages supports text content or text, image and thinking chunks. #} | |
| {%- elif message['role'] == 'assistant' %} | |
| {%- if (message['content'] is none or message['content'] == '' or message['content']|length == 0) and (message['tool_calls'] is not defined or message['tool_calls'] is none or message['tool_calls']|length == 0) %} | |
| {{- raise_exception('Assistant message must have a string or a list of chunks in content or a list of tool calls.') }} | |
| {%- endif %} | |
| {%- if message['content'] is string and message['content'] != '' %} | |
| {{- message['content'] }} | |
| {%- elif message['content'] | length > 0 %} | |
| {%- for block in message['content'] %} | |
| {%- if block['type'] == 'text' %} | |
| {{- block['text'] }} | |
| {%- elif block['type'] == 'thinking' %} | |
| {{- '[THINK]' + block['thinking'] + '[/THINK]' }} | |
| {%- else %} | |
| {{- raise_exception('Only text and thinking chunks are supported in assistant message contents.') }} | |
| {%- endif %} | |
| {%- endfor %} | |
| {%- endif %} | |
| {%- if message['tool_calls'] is defined and message['tool_calls'] is not none and message['tool_calls']|length > 0 %} | |
| {%- for tool in message['tool_calls'] %} | |
| {{- '[TOOL_CALLS]' }} | |
| {%- set name = tool['function']['name'] %} | |
| {%- set arguments = tool['function']['arguments'] %} | |
| {%- if arguments is not string %} | |
| {%- set arguments = arguments|tojson|safe %} | |
| {%- elif arguments == '' %} | |
| {%- set arguments = '{}' %} | |
| {%- endif %} | |
| {{- name + '[ARGS]' + arguments }} | |
| {%- endfor %} | |
| {%- endif %} | |
| {{- '</s>' }} | |
| {#- Tool messages only supports text content. #} | |
| {%- elif message['role'] == 'tool' %} | |
| {{- '[TOOL_RESULTS]' + message['content']|string + '[/TOOL_RESULTS]' }} | |
| {#- Raise exception for unsupported roles. #} | |
| {%- else %} | |
| {{- raise_exception('Only user, assistant and tool roles are supported, got ' + message['role'] + '.') }} | |
| {%- endif %} | |
| {%- endfor %} |