Instructions to use sokann/GLM-5.2-GGUF-2.244bpw with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- llama-cpp-python
How to use sokann/GLM-5.2-GGUF-2.244bpw with llama-cpp-python:
# !pip install llama-cpp-python from llama_cpp import Llama llm = Llama.from_pretrained( repo_id="sokann/GLM-5.2-GGUF-2.244bpw", filename="GLM-5.2-GGUF-2.244bpw-q8indexer.gguf", )
llm.create_chat_completion( messages = "No input example has been defined for this model task." )
- Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- llama.cpp
How to use sokann/GLM-5.2-GGUF-2.244bpw 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 sokann/GLM-5.2-GGUF-2.244bpw # Run inference directly in the terminal: llama cli -hf sokann/GLM-5.2-GGUF-2.244bpw
Install from WinGet (Windows)
winget install llama.cpp # Start a local OpenAI-compatible server with a web UI: llama serve -hf sokann/GLM-5.2-GGUF-2.244bpw # Run inference directly in the terminal: llama cli -hf sokann/GLM-5.2-GGUF-2.244bpw
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 sokann/GLM-5.2-GGUF-2.244bpw # Run inference directly in the terminal: ./llama-cli -hf sokann/GLM-5.2-GGUF-2.244bpw
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 sokann/GLM-5.2-GGUF-2.244bpw # Run inference directly in the terminal: ./build/bin/llama-cli -hf sokann/GLM-5.2-GGUF-2.244bpw
Use Docker
docker model run hf.co/sokann/GLM-5.2-GGUF-2.244bpw
- LM Studio
- Jan
- Ollama
How to use sokann/GLM-5.2-GGUF-2.244bpw with Ollama:
ollama run hf.co/sokann/GLM-5.2-GGUF-2.244bpw
- Unsloth Studio
How to use sokann/GLM-5.2-GGUF-2.244bpw 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 sokann/GLM-5.2-GGUF-2.244bpw 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 sokann/GLM-5.2-GGUF-2.244bpw to start chatting
Using HuggingFace Spaces for Unsloth
# No setup required # Open https://huggingface.co/spaces/unsloth/studio in your browser # Search for sokann/GLM-5.2-GGUF-2.244bpw to start chatting
- Pi
How to use sokann/GLM-5.2-GGUF-2.244bpw with Pi:
Start the llama.cpp server
# Install llama.cpp: brew install llama.cpp # Start a local OpenAI-compatible server: llama serve -hf sokann/GLM-5.2-GGUF-2.244bpw
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": "sokann/GLM-5.2-GGUF-2.244bpw" } ] } } }Run Pi
# Start Pi in your project directory: pi
- Hermes Agent new
How to use sokann/GLM-5.2-GGUF-2.244bpw with Hermes Agent:
Start the llama.cpp server
# Install llama.cpp: brew install llama.cpp # Start a local OpenAI-compatible server: llama serve -hf sokann/GLM-5.2-GGUF-2.244bpw
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 sokann/GLM-5.2-GGUF-2.244bpw
Run Hermes
hermes
- Atomic Chat new
- OpenClaw new
How to use sokann/GLM-5.2-GGUF-2.244bpw with OpenClaw:
Start the llama.cpp server
# Install llama.cpp: brew install llama.cpp # Start a local OpenAI-compatible server: llama serve -hf sokann/GLM-5.2-GGUF-2.244bpw
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 "sokann/GLM-5.2-GGUF-2.244bpw" \ --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"
- Docker Model Runner
How to use sokann/GLM-5.2-GGUF-2.244bpw with Docker Model Runner:
docker model run hf.co/sokann/GLM-5.2-GGUF-2.244bpw
- Lemonade
How to use sokann/GLM-5.2-GGUF-2.244bpw with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/ lemonade pull sokann/GLM-5.2-GGUF-2.244bpw
Run and chat with the model
lemonade run user.GLM-5.2-GGUF-2.244bpw-{{QUANT_TAG}}List all available models
lemonade list
| [gMASK]<sop> | |
| {%- set effective_reasoning_effort = 'high' if reasoning_effort is defined and reasoning_effort == 'high' else 'max' -%} | |
| {%- if (enable_thinking is not defined or enable_thinking) and effective_reasoning_effort is not none -%}<|system|>Reasoning Effort: {{ effective_reasoning_effort | capitalize }}{%- endif -%} | |
| {%- if tools -%} | |
| {%- macro tool_to_json(tool) -%} | |
| {%- set ns_tool = namespace(first=true) -%} | |
| {{ '{' -}} | |
| {%- for k, v in tool.items() -%} | |
| {%- if k != 'defer_loading' and k != 'strict' -%} | |
| {%- if not ns_tool.first -%}{{- ', ' -}}{%- endif -%} | |
| {%- set ns_tool.first = false -%} | |
| "{{ k }}": {{ v | tojson(ensure_ascii=False) }} | |
| {%- endif -%} | |
| {%- endfor -%} | |
| {{- '}' -}} | |
| {%- endmacro -%} | |
| <|system|> | |
| # Tools | |
| You may call one or more functions to assist with the user query. | |
| You are provided with function signatures within <tools></tools> XML tags: | |
| <tools> | |
| {% for tool in tools %} | |
| {%- if 'function' in tool -%} | |
| {%- set tool = tool['function'] -%} | |
| {%- endif -%} | |
| {% if tool.defer_loading is not defined or not tool.defer_loading %} | |
| {{ tool_to_json(tool) }} | |
| {% endif %} | |
| {% endfor %} | |
| </tools> | |
| For each function call, output the function name and arguments within the following XML format: | |
| <tool_call>{function-name}<arg_key>{arg-key-1}</arg_key><arg_value>{arg-value-1}</arg_value><arg_key>{arg-key-2}</arg_key><arg_value>{arg-value-2}</arg_value>...</tool_call>{%- endif -%} | |
| {%- macro visible_text(content) -%} | |
| {%- if content is string -%} | |
| {{- content }} | |
| {%- elif content is iterable and content is not mapping -%} | |
| {%- for item in content -%} | |
| {%- if item is mapping and item.type == 'text' -%} | |
| {{- item.text }} | |
| {%- elif item is string -%} | |
| {{- item }} | |
| {%- elif item is mapping and item.type in ['image', 'image_url', 'video', 'video_url', 'audio', 'audio_url', 'input_audio'] -%} | |
| {%- set media_type = item.type | replace('_url', '') | replace('input_', '') -%} | |
| {{- "<reminder>You are unable to process this " ~ media_type ~ " because you don't have multi-modal input ability. Try different methods.</reminder>" }} | |
| {%- endif -%} | |
| {%- endfor -%} | |
| {%- else -%} | |
| {{- content }} | |
| {%- endif -%} | |
| {%- endmacro -%} | |
| {%- set ns = namespace(last_user_index=-1) -%} | |
| {%- for m in messages %} | |
| {%- if m.role == 'user' %} | |
| {%- set ns.last_user_index = loop.index0 -%} | |
| {%- endif %} | |
| {%- endfor %} | |
| {%- for m in messages -%} | |
| {%- if m.role == 'user' -%}<|user|>{{ visible_text(m.content) }} | |
| {%- elif m.role == 'assistant' -%} | |
| <|assistant|> | |
| {%- set content = visible_text(m.content) %} | |
| {%- set reasoning_content = "" %} | |
| {%- if m.reasoning_content is string %} | |
| {%- set reasoning_content = m.reasoning_content %} | |
| {%- elif '</think>' in content %} | |
| {%- set reasoning_content = content.split('</think>')[0].split('<think>')[-1] %} | |
| {%- set content = content.split('</think>')[-1] %} | |
| {%- endif %} | |
| {%- if ((clear_thinking is defined and not clear_thinking) or loop.index0 > ns.last_user_index) and reasoning_content -%} | |
| {{ '<think>' + reasoning_content + '</think>'}} | |
| {%- else -%} | |
| {{ '<think></think>' }} | |
| {%- endif -%} | |
| {%- if content.strip() -%} | |
| {{ content.strip() }} | |
| {%- endif -%} | |
| {% if m.tool_calls %} | |
| {% for tc in m.tool_calls %} | |
| {%- if tc.function %} | |
| {%- set tc = tc.function %} | |
| {%- endif %} | |
| {{- '<tool_call>' + tc.name -}} | |
| {% set _args = tc.arguments %}{% for k, v in _args.items() %}<arg_key>{{ k }}</arg_key><arg_value>{{ v | tojson(ensure_ascii=False) if v is not string else v }}</arg_value>{% endfor %}</tool_call>{% endfor %} | |
| {% endif %} | |
| {%- elif m.role == 'tool' -%} | |
| {%- if loop.first or (messages[loop.index0 - 1].role != "tool") %} | |
| {{- '<|observation|>' -}} | |
| {%- endif %} | |
| {%- if m.content is string -%} | |
| {{- '<tool_response>' + m.content + '</tool_response>' -}} | |
| {%- elif m.content is iterable and m.content is not mapping and m.content and m.content.0.type == "tool_reference" -%} | |
| {{- '<tool_response><tools>\n' -}} | |
| {% for tr in m.content %} | |
| {%- for tool in tools -%} | |
| {%- if 'function' in tool -%} | |
| {%- set tool = tool['function'] -%} | |
| {%- endif -%} | |
| {%- if tool.name == tr.name -%} | |
| {{- tool_to_json(tool) + '\n' -}} | |
| {%- endif -%} | |
| {%- endfor -%} | |
| {%- endfor -%} | |
| {{- '</tools></tool_response>' -}} | |
| {%- elif m.content is iterable and m.content is not mapping and m.content and m.content.0 is mapping and m.content.0.output is defined -%} | |
| {%- for tr in m.content -%} | |
| {{- '<tool_response>' + tr.output + '</tool_response>' -}} | |
| {%- endfor -%} | |
| {%- else -%} | |
| {{- '<tool_response>' + visible_text(m.content) + '</tool_response>' -}} | |
| {% endif -%} | |
| {%- elif m.role == 'system' -%} | |
| <|system|>{{ visible_text(m.content) }} | |
| {%- endif -%} | |
| {%- endfor -%} | |
| {%- if add_generation_prompt -%} | |
| <|assistant|>{{- '<think></think>' if (enable_thinking is defined and not enable_thinking) else '<think>' -}} | |
| {%- endif -%} | |