Instructions to use jackcloudman/Leanstral-2603-GGUF 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 jackcloudman/Leanstral-2603-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 jackcloudman/Leanstral-2603-GGUF:Q4_K_M # Run inference directly in the terminal: llama cli -hf jackcloudman/Leanstral-2603-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 jackcloudman/Leanstral-2603-GGUF:Q4_K_M # Run inference directly in the terminal: llama cli -hf jackcloudman/Leanstral-2603-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 jackcloudman/Leanstral-2603-GGUF:Q4_K_M # Run inference directly in the terminal: ./llama-cli -hf jackcloudman/Leanstral-2603-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 jackcloudman/Leanstral-2603-GGUF:Q4_K_M # Run inference directly in the terminal: ./build/bin/llama-cli -hf jackcloudman/Leanstral-2603-GGUF:Q4_K_M
Use Docker
docker model run hf.co/jackcloudman/Leanstral-2603-GGUF:Q4_K_M
- LM Studio
- Jan
- Ollama
How to use jackcloudman/Leanstral-2603-GGUF with Ollama:
ollama run hf.co/jackcloudman/Leanstral-2603-GGUF:Q4_K_M
- Unsloth Studio
How to use jackcloudman/Leanstral-2603-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 jackcloudman/Leanstral-2603-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 jackcloudman/Leanstral-2603-GGUF to start chatting
Using HuggingFace Spaces for Unsloth
# No setup required # Open https://huggingface.co/spaces/unsloth/studio in your browser # Search for jackcloudman/Leanstral-2603-GGUF to start chatting
- Docker Model Runner
How to use jackcloudman/Leanstral-2603-GGUF with Docker Model Runner:
docker model run hf.co/jackcloudman/Leanstral-2603-GGUF:Q4_K_M
- Lemonade
How to use jackcloudman/Leanstral-2603-GGUF with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/ lemonade pull jackcloudman/Leanstral-2603-GGUF:Q4_K_M
Run and chat with the model
lemonade run user.Leanstral-2603-GGUF-Q4_K_M
List all available models
lemonade list
- Atomic Chat
| {#- 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 %} |