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Qwen3.5-40B-Claude-4.5-Opus-High-Reasoning-Thinking

Image-Text-to-Text
Transformers
Safetensors
English
Chinese
qwen3_5
unsloth
fine tune
all use cases
coder
creative
creative writing
fiction writing
plot generation
sub-plot generation
story generation
scene continue
storytelling
fiction story
science fiction
romance
all genres
story
writing
vivid prosing
vivid writing
fiction
roleplaying
bfloat16
conversational
Model card Files
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  1. .gitattributes +1 -0
  2. chat_template.jinja +163 -0
  3. config.json +174 -0
  4. model-00001-of-00017.safetensors +3 -0
  5. model-00002-of-00017.safetensors +3 -0
  6. model-00003-of-00017.safetensors +3 -0
  7. model-00004-of-00017.safetensors +3 -0
  8. model-00005-of-00017.safetensors +3 -0
  9. model-00006-of-00017.safetensors +3 -0
  10. model-00007-of-00017.safetensors +3 -0
  11. model-00008-of-00017.safetensors +3 -0
  12. model-00009-of-00017.safetensors +3 -0
  13. model-00010-of-00017.safetensors +3 -0
  14. model-00011-of-00017.safetensors +3 -0
  15. model-00012-of-00017.safetensors +3 -0
  16. model-00013-of-00017.safetensors +3 -0
  17. model-00014-of-00017.safetensors +3 -0
  18. model-00015-of-00017.safetensors +3 -0
  19. model-00016-of-00017.safetensors +3 -0
  20. model-00017-of-00017.safetensors +3 -0
  21. model.safetensors.index.json +0 -0
  22. preprocessor_config.json +21 -0
  23. processor_config.json +63 -0
  24. tokenizer.json +3 -0
  25. tokenizer_config.json +304 -0
  26. video_preprocessor_config.json +21 -0
  27. vocab.json +0 -0
.gitattributes CHANGED
@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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  *.zip filter=lfs diff=lfs merge=lfs -text
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  *.zst filter=lfs diff=lfs merge=lfs -text
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
 
 
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  *.zip filter=lfs diff=lfs merge=lfs -text
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  *.zst filter=lfs diff=lfs merge=lfs -text
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
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+ tokenizer.json filter=lfs diff=lfs merge=lfs -text
chat_template.jinja ADDED
@@ -0,0 +1,163 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ {# Define the macros for XML conversion #}
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+ {%- macro render_item_list(item_list, tag_name='required') -%}
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+ {%- if item_list is defined and item_list is iterable and item_list | length > 0 -%}
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+ <{{ tag_name }}>[{{- item_list | join(", ") -}}]</{{ tag_name }}>
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+ {%- endif -%}
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+ {%- endmacro -%}
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+
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+ {%- macro render_extra_keys(json_dict, handled_keys) -%}
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+ {%- if json_dict is mapping -%}
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+ {%- for json_key in json_dict if json_key not in handled_keys -%}
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+ <{{ json_key }}>{{ json_dict[json_key] }}</{{ json_key }}>
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+ {%- endfor -%}
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+ {%- endif -%}
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+ {%- endmacro -%}
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+
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+
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+ {%- set image_count = namespace(value=0) %}
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+ {%- set video_count = namespace(value=0) %}
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+ {%- set add_vision_id = add_vision_id if add_vision_id is defined else true %}
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+
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+ {# Set Instruct mode here #}
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+
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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 is mapping and item.get('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 is mapping and item.get('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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+ {{- '<|vision_start|><|video_pad|><|vision_end|>' }}
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+ {%- elif item is mapping and 'text' in item %}
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+ {{- item.text }}
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+ {%- else %}
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+ {{- raise_exception('Unexpected item type in content.') }}
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+ {%- endif %}
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+ {%- endfor %}
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+ {%- elif content is none or content is undefined %}
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+ {{- '' }}
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+ {%- else %}
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+ {{- raise_exception('Unexpected content type.') }}
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+ {%- endif %}
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+ {%- endmacro %}
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+
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+ {%- if not messages %}
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+ {{- raise_exception('No messages provided.') }}
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+ {%- endif %}
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+
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+ {# Flag to prevent double-rendering system prompt #}
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+ {%- set ns = namespace(system_rendered=false) %}
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+
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+ {%- if tools and tools is iterable and tools is not mapping %}
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+
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+ {{- '<|im_start|>system\n# Tools\n\nYou have access to the following functions:\n\n<tools>' -}}
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+ {%- for tool in tools -%}
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+ {%- set function = tool.function -%}
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+ {{- "\n<tool>\n<name>" + function.name + "</name>\n<description>" + function.description + "</description>" -}}
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+ {%- if function.parameters and function.parameters.properties -%}
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+ {%- for param_name, param_details in function.parameters.properties.items() -%}
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+ {{- "\n<parameter>\n<name>" + param_name + "</name>\n<type>" + param_details.type + "</type>\n<description>" + (param_details.description | default('')) + "</description>" -}}
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+ {{- render_item_list(function.parameters.required) -}}
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+ {{- render_extra_keys(param_details, ['type', 'description']) -}}
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+ {{- "\n</parameter>" -}}
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+ {%- endfor -%}
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+ {%- endif -%}
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+ {{- "\n</tool>" -}}
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+ {%- endfor -%}
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+
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+ {{- '\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>' }}
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+
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+ {%- if messages[0].role == 'system' %}
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+ {%- set content = render_content(messages[0].content, false, true)|trim %}
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+ {%- if content %}
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+ {{- '\n\n' + content }}
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+ {%- endif %}
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+ {%- set ns.system_rendered = true %}
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+ {%- endif %}
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+ {{- '<|im_end|>\n' }}
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+ {%- else %}
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+ {%- if messages[0].role == 'system' %}
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+ {%- set content = render_content(messages[0].content, false, true)|trim %}
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+ {{- '<|im_start|>system\n' + content + '<|im_end|>\n' }}
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+ {%- set ns.system_rendered = true %}
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+ {%- endif %}
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+ {%- endif %}
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+
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+ {# Main Message Loop #}
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+ {%- for message in messages %}
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+ {%- if message.role == "system" and ns.system_rendered and loop.first %}
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+ {%- continue %}
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+ {%- endif %}
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+
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+ {%- set content = render_content(message.content, true)|trim %}
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+
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+ {%- if message.role == "system" %}
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+ {{- '<|im_start|>system\n' + content + '<|im_end|>\n' }}
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+ {%- elif message.role == "user" %}
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+ {{- '<|im_start|>' + message.role + '\n' + content + '<|im_end|>\n' }}
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+ {%- elif message.role == "assistant" %}
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+ {%- set reasoning_content = '' %}
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+ {%- if message.reasoning_content is defined and message.reasoning_content is string %}
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+ {%- set reasoning_content = message.reasoning_content | trim %}
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+ {%- elif '<think>' in content and '</think>' in content %}
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+ {%- set reasoning_content = content.split('</think>')[0].split('<think>')[-1] | trim %}
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+ {%- set content = content.split('</think>')[-1] | trim %}
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+ {%- endif %}
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+
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+ {{- '<|im_start|>' + message.role + '\n' }}
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+
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+ {%- if reasoning_content %}
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+ {{- '<think>\n' + reasoning_content + '\n</think>\n\n' }}
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+ {%- endif %}
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+
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+ {{- content }}
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+
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+ {# Tool call formatting #}
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+ {%- if message.tool_calls %}
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+ {%- for tool_call in message.tool_calls %}
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+ {%- set tc = tool_call.function if tool_call.function is defined else tool_call %}
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+ {%- if loop.first and content %}{{- '\n\n' }}{%- elif not loop.first %}{{- '\n' }}{%- endif %}
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+ {{- '<tool_call>\n<function=' + tc.name + '>\n' }}
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+ {%- for args_name, args_value in tc.arguments|items %}
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+ {{- '<parameter=' + args_name + '>\n' }}
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+ {{- (args_value | tojson | safe if args_value is mapping or args_value is sequence else args_value | string) + '\n</parameter>\n' }}
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+ {%- endfor %}
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+ {{- '</function>\n</tool_call>' }}
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+ {%- endfor %}
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+ {%- endif %}
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+ {{- '<|im_end|>\n' }}
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+ {%- elif message.role == "tool" %}
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+ {%- if loop.previtem and loop.previtem.role != "tool" %}{{- '<|im_start|>user' }}{%- endif %}
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+ {{- '\n<tool_response>\n' + content + '\n</tool_response>' }}
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+ {%- if loop.last or (loop.nextitem and loop.nextitem.role != "tool") %}{{- '<|im_end|>\n' }}{%- endif %}
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+ {%- endif %}
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+ {%- endfor %}
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+
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+ {# Final Generation Prompt #}
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+ {%- if add_generation_prompt %}
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+ {{- '<|im_start|>assistant\n' }}
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+ {%- if enable_thinking is defined and enable_thinking is false %}
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+ {{- '<think>\n\n</think>\n\n' }}
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+ {%- else %}
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+ {{- '<think>\n' }}
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+ {%- endif %}
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+ {%- endif %}
config.json ADDED
@@ -0,0 +1,174 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ {
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+ "architectures": [
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+ "Qwen3_5ForConditionalGeneration"
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+ ],
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+ "torch_dtype": "bfloat16",
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+ "image_token_id": 248056,
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+ "model_type": "qwen3_5",
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+ "pad_token_id": 248044,
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+ "text_config": {
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+ "attention_bias": false,
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+ "attention_dropout": 0.0,
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+ "attn_output_gate": true,
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+ "bos_token_id": null,
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+ "torch_dtype": "bfloat16",
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+ "eos_token_id": 248044,
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+ "full_attention_interval": 4,
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+ "head_dim": 256,
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+ "hidden_act": "silu",
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+ "hidden_size": 5120,
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+ "initializer_range": 0.02,
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+ "intermediate_size": 17408,
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+ "layer_types": [
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+ "linear_attention",
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+ "linear_attention",
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+ "linear_attention",
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+ "full_attention",
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+ "full_attention",
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+ "linear_attention",
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+ "linear_attention",
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+ "linear_attention",
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+ "linear_key_head_dim": 128,
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+ "mamba_ssm_dtype": "float32",
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+ "mlp_only_layers": [],
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+ "model_type": "qwen3_5_text",
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+ "use_cache": true,
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+ "deepstack_visual_indexes": [],
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+ "depth": 27,
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+ "out_hidden_size": 5120,
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+ "patch_size": 16,
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+ "spatial_merge_size": 2,
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+ "temporal_patch_size": 2
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+ },
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+ "vision_end_token_id": 248054,
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+ "vision_start_token_id": 248053
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+ }
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