Text Generation
Transformers
Safetensors
English
Chinese
nanbeige
abliteration
heretic
uncensored
looped-transformer
reasoning
tool-use
conversational
custom_code
Instructions to use FesarovLab/Parable-Nanbeige4.2-3B-Claude-Fable-5-heretic with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use FesarovLab/Parable-Nanbeige4.2-3B-Claude-Fable-5-heretic with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-generation", model="FesarovLab/Parable-Nanbeige4.2-3B-Claude-Fable-5-heretic", trust_remote_code=True) messages = [ {"role": "user", "content": "Who are you?"}, ] pipe(messages)# Load model directly from transformers import AutoModelForCausalLM model = AutoModelForCausalLM.from_pretrained("FesarovLab/Parable-Nanbeige4.2-3B-Claude-Fable-5-heretic", trust_remote_code=True, device_map="auto") - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- vLLM
How to use FesarovLab/Parable-Nanbeige4.2-3B-Claude-Fable-5-heretic with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "FesarovLab/Parable-Nanbeige4.2-3B-Claude-Fable-5-heretic" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "FesarovLab/Parable-Nanbeige4.2-3B-Claude-Fable-5-heretic", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker
docker model run hf.co/FesarovLab/Parable-Nanbeige4.2-3B-Claude-Fable-5-heretic
- SGLang
How to use FesarovLab/Parable-Nanbeige4.2-3B-Claude-Fable-5-heretic with SGLang:
Install from pip and serve model
# Install SGLang from pip: pip install sglang # Start the SGLang server: python3 -m sglang.launch_server \ --model-path "FesarovLab/Parable-Nanbeige4.2-3B-Claude-Fable-5-heretic" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "FesarovLab/Parable-Nanbeige4.2-3B-Claude-Fable-5-heretic", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker images
docker run --gpus all \ --shm-size 32g \ -p 30000:30000 \ -v ~/.cache/huggingface:/root/.cache/huggingface \ --env "HF_TOKEN=<secret>" \ --ipc=host \ lmsysorg/sglang:latest \ python3 -m sglang.launch_server \ --model-path "FesarovLab/Parable-Nanbeige4.2-3B-Claude-Fable-5-heretic" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "FesarovLab/Parable-Nanbeige4.2-3B-Claude-Fable-5-heretic", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }' - Docker Model Runner
How to use FesarovLab/Parable-Nanbeige4.2-3B-Claude-Fable-5-heretic with Docker Model Runner:
docker model run hf.co/FesarovLab/Parable-Nanbeige4.2-3B-Claude-Fable-5-heretic
| {%- 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 tool_call_format = tool_call_format if tool_call_format is defined else 'xml' %} | |
| {%- if tools %} | |
| {{- '<|im_start|>system\n' }} | |
| {%- if messages|length > 0 and messages[0].get('role', '') == 'system' %} | |
| {{- visible_text(messages[0].content) + '\n\n' }} | |
| {%- else %} | |
| {{- '你是一位工具函数调用专家,你会得到一个问题和一组可能的工具函数。根据问题,你需要进行一个或多个函数/工具调用以实现目的,请尽量尝试探索通过工具解决问题。\n如果没有一个函数可以使用,请直接使用自然语言回复用户。\n如果给定的问题缺少函数所需的参数,请使用自然语言进行提问,向用户询问必要信息。\n如果调用结果已经足够回答用户问题,请对历史结果进行总结,使用自然语言回复用户。' }} | |
| {%- endif %} | |
| {{- "# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within <tools></tools> XML tags:\n<tools>" }} | |
| {%- for tool in tools %} | |
| {{- "\n" }} | |
| {{- tool | tojson }} | |
| {%- endfor %} | |
| {%- if tool_call_format == 'json' %} | |
| {{- "\n</tools>\n\nFor each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:\n" }} | |
| {{- '<tool_call>\n{\"name\": <function-name>, \"arguments\": <args-json-object>}\n</tool_call><|im_end|>\n' }} | |
| {%- else %} | |
| {{- "\n</tools>\n\nFor each function call, output the function name and arguments within the following XML format:\n" }} | |
| {{- '<tool_call> | |
| <function=example_function_name> | |
| <parameter=example_parameter_1> | |
| value_1 | |
| </parameter> | |
| <parameter=example_parameter_2> | |
| This is the value for the second parameter | |
| that can span | |
| multiple lines | |
| </parameter> | |
| </function> | |
| </tool_call><|im_end|>\n' }} | |
| {%- endif %} | |
| {%- else %} | |
| {%- if messages|length > 0 and messages[0].get('role', '') == 'system' %} | |
| {{- '<|im_start|>system\n' + visible_text(messages[0].content) + '<|im_end|>\n' }} | |
| {%- else %} | |
| {{- '<|im_start|>system\n你是南北阁,一款由BOSS直聘自主研发并训练的专业大语言模型。<|im_end|>\n' }} | |
| {%- endif %} | |
| {%- endif %} | |
| {%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %} | |
| {%- for message in messages[::-1] %} | |
| {%- set index = (messages|length - 1) - loop.index0 %} | |
| {%- if ns.multi_step_tool and message.get('role', '') == "user" and visible_text(message.content) is string and not(visible_text(message.content).startswith('<tool_response>') and visible_text(message.content).endswith('</tool_response>')) %} | |
| {%- set ns.multi_step_tool = false %} | |
| {%- set ns.last_query_index = index %} | |
| {%- endif %} | |
| {%- endfor %} | |
| {%- for message in messages %} | |
| {%- if visible_text(message.content) is string %} | |
| {%- set content = visible_text(message.content) %} | |
| {%- else %} | |
| {%- set content = '' %} | |
| {%- endif %} | |
| {%- if message.get('role', '') == "system" %} | |
| {%- if not loop.first %} | |
| {{- raise_exception('System message must be at the beginning.') }} | |
| {%- endif %} | |
| {%- elif message.get('role', '') == "assistant" %} | |
| {%- set reasoning_content = '' %} | |
| {%- if message.reasoning_content is string %} | |
| {%- set reasoning_content = message.reasoning_content %} | |
| {%- else %} | |
| {%- if '</think>' in content %} | |
| {%- set reasoning_content = content.split('</think>')[0].rstrip('\n').split('<think>')[-1].lstrip('\n') %} | |
| {%- set content = content.split('</think>')[-1].lstrip('\n').rstrip('\n') %} | |
| {%- endif %} | |
| {%- endif %} | |
| {%- set reasoning_content = reasoning_content|trim %} | |
| {%- if (preserve_thinking is defined and preserve_thinking is false) and (loop.index0 < ns.last_query_index) %} | |
| {{- '<|im_start|>' + message.get('role', '') + '\n<think>\n\n</think>\n\n' + content }} | |
| {%- else %} | |
| {{- '<|im_start|>' + message.get('role', '') + '\n<think>\n' + reasoning_content + '\n</think>\n\n' + content }} | |
| {%- endif %} | |
| {%- if message.tool_calls and message.tool_calls is iterable and message.tool_calls is not mapping %} | |
| {%- if tool_call_format == 'json' %} | |
| {%- for tool_call in message.tool_calls %} | |
| {%- if (loop.first and content) or (not loop.first) %} | |
| {{- '\n' }} | |
| {%- endif %} | |
| {%- if tool_call.function %} | |
| {%- set tool_call = tool_call.function %} | |
| {%- endif %} | |
| {{- '<tool_call>\n{"name": "' }} | |
| {{- tool_call.name }} | |
| {{- '", "arguments": ' }} | |
| {%- if tool_call.arguments is string %} | |
| {{- tool_call.arguments }} | |
| {%- else %} | |
| {{- tool_call.arguments | tojson }} | |
| {%- endif %} | |
| {{- '}\n</tool_call>' }} | |
| {%- endfor %} | |
| {%- else %} | |
| {%- for tool_call in message.tool_calls %} | |
| {%- if tool_call.function is defined %} | |
| {%- set tool_call = tool_call.function %} | |
| {%- endif %} | |
| {%- if loop.first %} | |
| {%- if content|trim %} | |
| {{- ' | |
| <tool_call> | |
| <function=' + tool_call.name + '> | |
| ' }} | |
| {%- else %} | |
| {{- '<tool_call> | |
| <function=' + tool_call.name + '> | |
| ' }} | |
| {%- endif %} | |
| {%- else %} | |
| {{- ' | |
| <tool_call> | |
| <function=' + tool_call.name + '> | |
| ' }} | |
| {%- endif %} | |
| {%- if tool_call.arguments is defined %} | |
| {%- for args_name, args_value in tool_call.arguments|items %} | |
| {{- '<parameter=' + args_name + '> | |
| ' }} | |
| {%- set args_value = args_value | string if args_value is string else args_value | tojson | safe %} | |
| {{- args_value }} | |
| {{- ' | |
| </parameter> | |
| ' }} | |
| {%- endfor %} | |
| {%- endif %} | |
| {{- '</function> | |
| </tool_call>' }} | |
| {%- endfor %} | |
| {%- endif %} | |
| {%- endif %} | |
| {{- '<|im_end|>\n' }} | |
| {%- elif message.get('role', '') == "tool" %} | |
| {%- if loop.previtem and loop.previtem.get('role', '') != "tool" %} | |
| {{- '<|im_start|>user' }} | |
| {%- endif %} | |
| {{- '\n<tool_response>\n' }} | |
| {{- content }} | |
| {{- '\n</tool_response>' }} | |
| {%- if loop.last or loop.nextitem.get('role', '') != "tool" %} | |
| {{- '<|im_end|>\n' }} | |
| {%- endif %} | |
| {%- elif message.get('role', '') != '' %} | |
| {{- '<|im_start|>' + message.get('role', '') + '\n' + content + '<|im_end|>' + '\n' }} | |
| {%- endif %} | |
| {%- endfor %} | |
| {%- if add_generation_prompt %} | |
| {{- '<|im_start|>assistant\n' }} | |
| {%- if enable_thinking is defined and enable_thinking is false %} | |
| {{- '<think> | |
| </think> | |
| ' }} | |
| {%- else %} | |
| {{- '<think> | |
| ' }} | |
| {%- endif %} | |
| {%- endif %} | |