Text Generation
Transformers
Safetensors
GGUF
English
qwen3.5
voice-assistant
conversational
sft
lora
unsloth
Instructions to use cowWhySo/qwen3_5_2B_voice_assistant-lora with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use cowWhySo/qwen3_5_2B_voice_assistant-lora with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-generation", model="cowWhySo/qwen3_5_2B_voice_assistant-lora") messages = [ {"role": "user", "content": "Who are you?"}, ] pipe(messages)# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("cowWhySo/qwen3_5_2B_voice_assistant-lora", device_map="auto") - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- vLLM
How to use cowWhySo/qwen3_5_2B_voice_assistant-lora with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "cowWhySo/qwen3_5_2B_voice_assistant-lora" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "cowWhySo/qwen3_5_2B_voice_assistant-lora", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker
docker model run hf.co/cowWhySo/qwen3_5_2B_voice_assistant-lora
- SGLang
How to use cowWhySo/qwen3_5_2B_voice_assistant-lora 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 "cowWhySo/qwen3_5_2B_voice_assistant-lora" \ --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": "cowWhySo/qwen3_5_2B_voice_assistant-lora", "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 "cowWhySo/qwen3_5_2B_voice_assistant-lora" \ --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": "cowWhySo/qwen3_5_2B_voice_assistant-lora", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }' - Unsloth Desktop
- Docker Model Runner
How to use cowWhySo/qwen3_5_2B_voice_assistant-lora with Docker Model Runner:
docker model run hf.co/cowWhySo/qwen3_5_2B_voice_assistant-lora
Upload model trained with Unsloth
Browse filesUpload model trained with Unsloth 2x faster
- chat_template.jinja +114 -248
- tokenizer_config.json +1 -1
chat_template.jinja
CHANGED
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@@ -1,289 +1,155 @@
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{%
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{%-
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' }
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You may call one or more functions to assist with the user query.
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You are provided with function signatures within <tools></tools> XML tags:
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<tools>" }}
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{%- for tool in tools %}
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{{- "
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" }}
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{{- tool | tojson }}
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{%- endfor %}
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{{- "
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</tools>
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For each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:
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<tool_call>
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{\"name\": <function-name>, \"arguments\": <args-json-object>}
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</tool_call><|im_end|>
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" }}
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{%- else %}
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{%- if messages[0].role == 'system' %}
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{{- '<|im_start|>system
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' + messages[0].content + '<|im_end|>
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' }}
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{%- endif %}
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{%- endif %}
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{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}
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{%- for forward_message in messages %}
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{%- set index = (messages|length - 1) - loop.index0 %}
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{%- set message = messages[index] %}
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{%- set current_content = message.content if message.content is not none else '' %}
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{%- set tool_start = '<tool_response>' %}
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{%- set tool_start_length = tool_start|length %}
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{%- set start_of_message = current_content[:tool_start_length] %}
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{%- set tool_end = '</tool_response>' %}
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{%- set tool_end_length = tool_end|length %}
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{%- set start_pos = (current_content|length) - tool_end_length %}
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{%- if start_pos < 0 %}
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{%- set start_pos = 0 %}
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{%- endif %}
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{%- set end_of_message = current_content[start_pos:] %}
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{%- if ns.multi_step_tool and message.role == "user" and not(start_of_message == tool_start and end_of_message == tool_end) %}
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{%- set ns.multi_step_tool = false %}
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{%- set ns.last_query_index = index %}
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{%- endif %}
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{%- endfor %}
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{%- for message in messages %}
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{%- if (message.role == "user") or (message.role == "system" and not loop.first) %}
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{{- '<|im_start|>' + message.role + '
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' + message.content + '<|im_end|>' + '
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' }}
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{%- elif message.role == "assistant" %}
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{%- set content = message.content %}
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{%- set reasoning_content = '' %}
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{%- if message.reasoning_content is defined and message.reasoning_content is not none %}
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{%- set reasoning_content = message.reasoning_content %}
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{%- else %}
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{%- if '</think>' in message.content %}
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{%- set content = (message.content.split('</think>')|last).lstrip('
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') %}
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{%- set reasoning_content = (message.content.split('</think>')|first).rstrip('
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') %}
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{%- set reasoning_content = (reasoning_content.split('<think>')|last).lstrip('
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') %}
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{%- endif %}
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{%- endif %}
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{%- if loop.index0 > ns.last_query_index %}
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{%- if loop.last or (not loop.last and reasoning_content) %}
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{{- '<|im_start|>' + message.role + '
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<think>
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' + reasoning_content.strip('
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') + '
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</think>
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' + content.lstrip('
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') }}
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{%- else %}
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{{- '<|im_start|>' + message.role + '
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' + content }}
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{%- endif %}
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{%- else %}
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{{- '<|im_start|>' + message.role + '
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' + content }}
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{%- endif %}
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{%- if message.tool_calls %}
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{%- for tool_call in message.tool_calls %}
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{%- if (loop.first and content) or (not loop.first) %}
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{{- '
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{%- endif %}
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{%- if
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{%- endif %}
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{
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{
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{{- tool_call.name }}
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{{- '", "arguments": ' }}
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{%- if tool_call.arguments is string %}
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{{- tool_call.arguments }}
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{%- else %}
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{{- tool_call.arguments | tojson }}
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{%- endif %}
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{{- '}
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{%- if add_generation_prompt %}
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{{- '<|im_start|>assistant
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' }}
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{%- if enable_thinking is defined and enable_thinking is false %}
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{{- '<think>
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</think>
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{%- endif %}
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{%- endif %}
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{
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{{-
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' }}
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{%- if messages[0].role == 'system' %}
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{%- endif %}
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{{- "# Tools
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You may call one or more functions to assist with the user query.
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You are provided with function signatures within <tools></tools> XML tags:
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<tools>" }}
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{%- for tool in tools %}
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{{- "
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" }}
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{{- tool | tojson }}
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{%- endfor %}
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{
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{%- else %}
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{%- if messages[0].role == 'system' %}
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{
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' }}
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{%- endif %}
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{%- endif %}
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{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}
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{%- for
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{%- set index = (messages|length - 1) - loop.index0 %}
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{%-
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{%- set tool_end_length = tool_end|length %}
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{%- set start_pos = (current_content|length) - tool_end_length %}
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{%- if start_pos < 0 %}
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{%- set start_pos = 0 %}
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{%- endif %}
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{%- set end_of_message = current_content[start_pos:] %}
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{%- if ns.multi_step_tool and message.role == "user" and not(start_of_message == tool_start and end_of_message == tool_end) %}
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{%- set ns.multi_step_tool = false %}
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{%- set ns.last_query_index = index %}
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{%- endif %}
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{%- endfor %}
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{%- for message in messages %}
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' }}
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{%- elif message.role == "assistant" %}
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{%- set content = message.content %}
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{%- set reasoning_content = '' %}
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{%- if message.reasoning_content is
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{%- set reasoning_content = message.reasoning_content %}
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{%- else %}
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{%- if '</think>' in
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{%- set
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') %}
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{%- set reasoning_content = (message.content.split('</think>')|first).rstrip('
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') %}
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{%- set reasoning_content = (reasoning_content.split('<think>')|last).lstrip('
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') %}
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{%- endif %}
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{%- endif %}
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{%- if loop.index0 > ns.last_query_index %}
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{
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{{- '<|im_start|>' + message.role + '
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<think>
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' + reasoning_content.strip('
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') + '
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</think>
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' + content.lstrip('
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') }}
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{%- else %}
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{{- '<|im_start|>' + message.role + '
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' + content }}
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{%- endif %}
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{%- else %}
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{{- '<|im_start|>' + message.role + '
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' + content }}
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{%- endif %}
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{%- if message.tool_calls %}
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{%- for tool_call in message.tool_calls %}
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{%- if
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{{- '
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' }}
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{%- endif %}
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{%- if tool_call.function %}
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{%- set tool_call = tool_call.function %}
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{%- endif %}
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{
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{
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{%- else %}
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{%- endif %}
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</tool_call>' }}
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{%- endfor %}
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{%- endif %}
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{{- '<|im_end|>
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' }}
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{%- elif message.role == "tool" %}
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{%- if loop.
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{{- '<|im_start|>user' }}
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{%- endif %}
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{{- '
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{
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{%- endif %}
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{%- endfor %}
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{%- if add_generation_prompt %}
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{{- '<|im_start|>assistant
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</think>
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{%- endif %}
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{% endif %}
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{%- set image_count = namespace(value=0) %}
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{%- set video_count = namespace(value=0) %}
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{%- macro render_content(content, do_vision_count, is_system_content=false) %}
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{%- if content is string %}
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{{- content }}
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{%- elif content is iterable and content is not mapping %}
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{%- for item in content %}
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{%- if 'image' in item or 'image_url' in item or item.type == 'image' %}
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{%- if is_system_content %}
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{{- raise_exception('System message cannot contain images.') }}
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{%- endif %}
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{%- if do_vision_count %}
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{%- set image_count.value = image_count.value + 1 %}
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{%- endif %}
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{%- if add_vision_id %}
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{{- 'Picture ' ~ image_count.value ~ ': ' }}
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{%- endif %}
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{{- '<|vision_start|><|image_pad|><|vision_end|>' }}
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{%- elif 'video' in item or item.type == 'video' %}
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{%- if is_system_content %}
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{{- raise_exception('System message cannot contain videos.') }}
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{%- endif %}
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{%- if do_vision_count %}
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{%- set video_count.value = video_count.value + 1 %}
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{%- endif %}
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{%- if add_vision_id %}
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{{- 'Video ' ~ video_count.value ~ ': ' }}
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{%- endif %}
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| 29 |
+
{{- '<|vision_start|><|video_pad|><|vision_end|>' }}
|
| 30 |
+
{%- elif 'text' in item %}
|
| 31 |
+
{{- item.text }}
|
| 32 |
+
{%- else %}
|
| 33 |
+
{{- raise_exception('Unexpected item type in content.') }}
|
| 34 |
+
{%- endif %}
|
| 35 |
+
{%- endfor %}
|
| 36 |
+
{%- elif content is none or content is undefined %}
|
| 37 |
+
{{- '' }}
|
| 38 |
+
{%- else %}
|
| 39 |
+
{{- raise_exception('Unexpected content type.') }}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 40 |
{%- endif %}
|
| 41 |
+
{%- endmacro %}
|
| 42 |
+
{%- if not messages %}
|
| 43 |
+
{{- raise_exception('No messages provided.') }}
|
| 44 |
{%- endif %}
|
| 45 |
+
{%- if tools and tools is iterable and tools is not mapping %}
|
| 46 |
+
{{- '<|im_start|>system\n' }}
|
| 47 |
+
{{- "# Tools\n\nYou have access to the following functions:\n\n<tools>" }}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
| 48 |
{%- for tool in tools %}
|
| 49 |
+
{{- "\n" }}
|
|
|
|
| 50 |
{{- tool | tojson }}
|
| 51 |
{%- endfor %}
|
| 52 |
+
{{- "\n</tools>" }}
|
| 53 |
+
{{- '\n\nIf you choose to call a function ONLY reply in the following format with NO suffix:\n\n<tool_call>\n<function=example_function_name>\n<parameter=example_parameter_1>\nvalue_1\n</parameter>\n<parameter=example_parameter_2>\nThis is the value for the second parameter\nthat can span\nmultiple lines\n</parameter>\n</function>\n</tool_call>\n\n<IMPORTANT>\nReminder:\n- Function calls MUST follow the specified format: an inner <function=...></function> block must be nested within <tool_call></tool_call> XML tags\n- Required parameters MUST be specified\n- You may provide optional reasoning for your function call in natural language BEFORE the function call, but NOT after\n- If there is no function call available, answer the question like normal with your current knowledge and do not tell the user about function calls\n</IMPORTANT>' }}
|
| 54 |
+
{%- if messages[0].role == 'system' %}
|
| 55 |
+
{%- set content = render_content(messages[0].content, false, true)|trim %}
|
| 56 |
+
{%- if content %}
|
| 57 |
+
{{- '\n\n' + content }}
|
| 58 |
+
{%- endif %}
|
| 59 |
+
{%- endif %}
|
| 60 |
+
{{- '<|im_end|>\n' }}
|
| 61 |
{%- else %}
|
| 62 |
{%- if messages[0].role == 'system' %}
|
| 63 |
+
{%- set content = render_content(messages[0].content, false, true)|trim %}
|
| 64 |
+
{{- '<|im_start|>system\n' + content + '<|im_end|>\n' }}
|
|
|
|
| 65 |
{%- endif %}
|
| 66 |
{%- endif %}
|
| 67 |
{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}
|
| 68 |
+
{%- for message in messages[::-1] %}
|
| 69 |
{%- set index = (messages|length - 1) - loop.index0 %}
|
| 70 |
+
{%- if ns.multi_step_tool and message.role == "user" %}
|
| 71 |
+
{%- set content = render_content(message.content, false)|trim %}
|
| 72 |
+
{%- if not(content.startswith('<tool_response>') and content.endswith('</tool_response>')) %}
|
| 73 |
+
{%- set ns.multi_step_tool = false %}
|
| 74 |
+
{%- set ns.last_query_index = index %}
|
| 75 |
+
{%- endif %}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 76 |
{%- endif %}
|
| 77 |
{%- endfor %}
|
| 78 |
+
{%- if ns.multi_step_tool %}
|
| 79 |
+
{{- raise_exception('No user query found in messages.') }}
|
| 80 |
+
{%- endif %}
|
| 81 |
{%- for message in messages %}
|
| 82 |
+
{%- set content = render_content(message.content, true)|trim %}
|
| 83 |
+
{%- if message.role == "system" %}
|
| 84 |
+
{%- if not loop.first %}
|
| 85 |
+
{{- raise_exception('System message must be at the beginning.') }}
|
| 86 |
+
{%- endif %}
|
| 87 |
+
{%- elif message.role == "user" %}
|
| 88 |
+
{{- '<|im_start|>' + message.role + '\n' + content + '<|im_end|>' + '\n' }}
|
| 89 |
{%- elif message.role == "assistant" %}
|
|
|
|
| 90 |
{%- set reasoning_content = '' %}
|
| 91 |
+
{%- if message.reasoning_content is string %}
|
| 92 |
{%- set reasoning_content = message.reasoning_content %}
|
| 93 |
{%- else %}
|
| 94 |
+
{%- if '</think>' in content %}
|
| 95 |
+
{%- set reasoning_content = content.split('</think>')[0].rstrip('\n').split('<think>')[-1].lstrip('\n') %}
|
| 96 |
+
{%- set content = content.split('</think>')[-1].lstrip('\n') %}
|
|
|
|
|
|
|
|
|
|
|
|
|
| 97 |
{%- endif %}
|
| 98 |
{%- endif %}
|
| 99 |
+
{%- set reasoning_content = reasoning_content|trim %}
|
| 100 |
{%- if loop.index0 > ns.last_query_index %}
|
| 101 |
+
{{- '<|im_start|>' + message.role + '\n<think>\n' + reasoning_content + '\n</think>\n\n' + content }}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 102 |
{%- else %}
|
| 103 |
+
{{- '<|im_start|>' + message.role + '\n' + content }}
|
|
|
|
| 104 |
{%- endif %}
|
| 105 |
+
{%- if message.tool_calls and message.tool_calls is iterable and message.tool_calls is not mapping %}
|
| 106 |
{%- for tool_call in message.tool_calls %}
|
| 107 |
+
{%- if tool_call.function is defined %}
|
|
|
|
|
|
|
|
|
|
|
|
|
| 108 |
{%- set tool_call = tool_call.function %}
|
| 109 |
{%- endif %}
|
| 110 |
+
{%- if loop.first %}
|
| 111 |
+
{%- if content|trim %}
|
| 112 |
+
{{- '\n\n<tool_call>\n<function=' + tool_call.name + '>\n' }}
|
| 113 |
+
{%- else %}
|
| 114 |
+
{{- '<tool_call>\n<function=' + tool_call.name + '>\n' }}
|
| 115 |
+
{%- endif %}
|
| 116 |
{%- else %}
|
| 117 |
+
{{- '\n<tool_call>\n<function=' + tool_call.name + '>\n' }}
|
| 118 |
+
{%- endif %}
|
| 119 |
+
{%- if tool_call.arguments is mapping %}
|
| 120 |
+
{%- for args_name in tool_call.arguments %}
|
| 121 |
+
{%- set args_value = tool_call.arguments[args_name] %}
|
| 122 |
+
{{- '<parameter=' + args_name + '>\n' }}
|
| 123 |
+
{%- set args_value = args_value | tojson | safe if args_value is mapping or (args_value is sequence and args_value is not string) else args_value | string %}
|
| 124 |
+
{{- args_value }}
|
| 125 |
+
{{- '\n</parameter>\n' }}
|
| 126 |
+
{%- endfor %}
|
| 127 |
{%- endif %}
|
| 128 |
+
{{- '</function>\n</tool_call>' }}
|
|
|
|
| 129 |
{%- endfor %}
|
| 130 |
{%- endif %}
|
| 131 |
+
{{- '<|im_end|>\n' }}
|
|
|
|
| 132 |
{%- elif message.role == "tool" %}
|
| 133 |
+
{%- if loop.previtem and loop.previtem.role != "tool" %}
|
| 134 |
{{- '<|im_start|>user' }}
|
| 135 |
{%- endif %}
|
| 136 |
+
{{- '\n<tool_response>\n' }}
|
| 137 |
+
{{- content }}
|
| 138 |
+
{{- '\n</tool_response>' }}
|
| 139 |
+
{%- if not loop.last and loop.nextitem.role != "tool" %}
|
| 140 |
+
{{- '<|im_end|>\n' }}
|
| 141 |
+
{%- elif loop.last %}
|
| 142 |
+
{{- '<|im_end|>\n' }}
|
|
|
|
|
|
|
| 143 |
{%- endif %}
|
| 144 |
+
{%- else %}
|
| 145 |
+
{{- raise_exception('Unexpected message role.') }}
|
| 146 |
{%- endif %}
|
| 147 |
{%- endfor %}
|
| 148 |
{%- if add_generation_prompt %}
|
| 149 |
+
{{- '<|im_start|>assistant\n' }}
|
| 150 |
+
{%- if enable_thinking is defined and enable_thinking is true %}
|
| 151 |
+
{{- '<think>\n' }}
|
| 152 |
+
{%- else %}
|
| 153 |
+
{{- '<think>\n\n</think>\n\n' }}
|
|
|
|
|
|
|
|
|
|
| 154 |
{%- endif %}
|
| 155 |
+
{%- endif %}
|
|
|
tokenizer_config.json
CHANGED
|
@@ -21,7 +21,7 @@
|
|
| 21 |
"vision_eos_token": "<|vision_end|>"
|
| 22 |
},
|
| 23 |
"pad_token": "<|vision_pad|>",
|
| 24 |
-
"padding_side": "
|
| 25 |
"pretokenize_regex": "(?i:'s|'t|'re|'ve|'m|'ll|'d)|[^\\r\\n\\p{L}\\p{N}]?[\\p{L}\\p{M}]+|\\p{N}| ?[^\\s\\p{L}\\p{M}\\p{N}]+[\\r\\n]*|\\s*[\\r\\n]+|\\s+(?!\\S)|\\s+",
|
| 26 |
"processor_class": "Qwen3VLProcessor",
|
| 27 |
"split_special_tokens": false,
|
|
|
|
| 21 |
"vision_eos_token": "<|vision_end|>"
|
| 22 |
},
|
| 23 |
"pad_token": "<|vision_pad|>",
|
| 24 |
+
"padding_side": "left",
|
| 25 |
"pretokenize_regex": "(?i:'s|'t|'re|'ve|'m|'ll|'d)|[^\\r\\n\\p{L}\\p{N}]?[\\p{L}\\p{M}]+|\\p{N}| ?[^\\s\\p{L}\\p{M}\\p{N}]+[\\r\\n]*|\\s*[\\r\\n]+|\\s+(?!\\S)|\\s+",
|
| 26 |
"processor_class": "Qwen3VLProcessor",
|
| 27 |
"split_special_tokens": false,
|