Image-Text-to-Text
Transformers
Safetensors
English
Chinese
qwen3_5
unsloth
heretic
uncensored
abliterated
fine tune
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
all use cases
conversational
Instructions to use DavidAU/Qwen3.5-27B-Claude-4.6-OS-Auto-Variable-Heretic-Uncensored-Thinking with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use DavidAU/Qwen3.5-27B-Claude-4.6-OS-Auto-Variable-Heretic-Uncensored-Thinking with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("image-text-to-text", model="DavidAU/Qwen3.5-27B-Claude-4.6-OS-Auto-Variable-Heretic-Uncensored-Thinking") messages = [ { "role": "user", "content": [ {"type": "image", "url": "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/p-blog/candy.JPG"}, {"type": "text", "text": "What animal is on the candy?"} ] }, ] pipe(text=messages)# Load model directly from transformers import AutoProcessor, AutoModelForMultimodalLM processor = AutoProcessor.from_pretrained("DavidAU/Qwen3.5-27B-Claude-4.6-OS-Auto-Variable-Heretic-Uncensored-Thinking") model = AutoModelForMultimodalLM.from_pretrained("DavidAU/Qwen3.5-27B-Claude-4.6-OS-Auto-Variable-Heretic-Uncensored-Thinking", device_map="auto") messages = [ { "role": "user", "content": [ {"type": "image", "url": "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/p-blog/candy.JPG"}, {"type": "text", "text": "What animal is on the candy?"} ] }, ] inputs = processor.apply_chat_template( messages, add_generation_prompt=True, tokenize=True, return_dict=True, return_tensors="pt", ).to(model.device) outputs = model.generate(**inputs, max_new_tokens=40) print(processor.decode(outputs[0][inputs["input_ids"].shape[-1]:])) - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- vLLM
How to use DavidAU/Qwen3.5-27B-Claude-4.6-OS-Auto-Variable-Heretic-Uncensored-Thinking with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "DavidAU/Qwen3.5-27B-Claude-4.6-OS-Auto-Variable-Heretic-Uncensored-Thinking" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "DavidAU/Qwen3.5-27B-Claude-4.6-OS-Auto-Variable-Heretic-Uncensored-Thinking", "messages": [ { "role": "user", "content": [ { "type": "text", "text": "Describe this image in one sentence." }, { "type": "image_url", "image_url": { "url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg" } } ] } ] }'Use Docker
docker model run hf.co/DavidAU/Qwen3.5-27B-Claude-4.6-OS-Auto-Variable-Heretic-Uncensored-Thinking
- SGLang
How to use DavidAU/Qwen3.5-27B-Claude-4.6-OS-Auto-Variable-Heretic-Uncensored-Thinking 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 "DavidAU/Qwen3.5-27B-Claude-4.6-OS-Auto-Variable-Heretic-Uncensored-Thinking" \ --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": "DavidAU/Qwen3.5-27B-Claude-4.6-OS-Auto-Variable-Heretic-Uncensored-Thinking", "messages": [ { "role": "user", "content": [ { "type": "text", "text": "Describe this image in one sentence." }, { "type": "image_url", "image_url": { "url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg" } } ] } ] }'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 "DavidAU/Qwen3.5-27B-Claude-4.6-OS-Auto-Variable-Heretic-Uncensored-Thinking" \ --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": "DavidAU/Qwen3.5-27B-Claude-4.6-OS-Auto-Variable-Heretic-Uncensored-Thinking", "messages": [ { "role": "user", "content": [ { "type": "text", "text": "Describe this image in one sentence." }, { "type": "image_url", "image_url": { "url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg" } } ] } ] }' - Unsloth Studio
How to use DavidAU/Qwen3.5-27B-Claude-4.6-OS-Auto-Variable-Heretic-Uncensored-Thinking 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 DavidAU/Qwen3.5-27B-Claude-4.6-OS-Auto-Variable-Heretic-Uncensored-Thinking 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 DavidAU/Qwen3.5-27B-Claude-4.6-OS-Auto-Variable-Heretic-Uncensored-Thinking to start chatting
Using HuggingFace Spaces for Unsloth
# No setup required # Open https://huggingface.co/spaces/unsloth/studio in your browser # Search for DavidAU/Qwen3.5-27B-Claude-4.6-OS-Auto-Variable-Heretic-Uncensored-Thinking to start chatting
Load model with FastModel
pip install unsloth from unsloth import FastModel model, tokenizer = FastModel.from_pretrained( model_name="DavidAU/Qwen3.5-27B-Claude-4.6-OS-Auto-Variable-Heretic-Uncensored-Thinking", max_seq_length=2048, ) - Docker Model Runner
How to use DavidAU/Qwen3.5-27B-Claude-4.6-OS-Auto-Variable-Heretic-Uncensored-Thinking with Docker Model Runner:
docker model run hf.co/DavidAU/Qwen3.5-27B-Claude-4.6-OS-Auto-Variable-Heretic-Uncensored-Thinking
Upload folder using huggingface_hub
Browse files- .gitattributes +1 -0
- chat_template-org.jinja +154 -0
- chat_template.jinja +163 -0
- config.json +141 -0
- generation_config.json +13 -0
- model-00001-of-00012.safetensors +3 -0
- model-00002-of-00012.safetensors +3 -0
- model-00003-of-00012.safetensors +3 -0
- model-00004-of-00012.safetensors +3 -0
- model-00005-of-00012.safetensors +3 -0
- model-00006-of-00012.safetensors +3 -0
- model-00007-of-00012.safetensors +3 -0
- model-00008-of-00012.safetensors +3 -0
- model-00009-of-00012.safetensors +3 -0
- model-00010-of-00012.safetensors +3 -0
- model-00011-of-00012.safetensors +3 -0
- model-00012-of-00012.safetensors +3 -0
- model.safetensors.index.json +0 -0
- preprocessor_config.json +21 -0
- processor_config.json +63 -0
- tokenizer.json +3 -0
- tokenizer_config.json +32 -0
- video_preprocessor_config.json +21 -0
- vocab.json +0 -0
.gitattributes
CHANGED
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@@ -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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*.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
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chat_template-org.jinja
ADDED
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| 1 |
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{%- set image_count = namespace(value=0) %}
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| 2 |
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{%- set video_count = namespace(value=0) %}
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| 3 |
+
{%- macro render_content(content, do_vision_count, is_system_content=false) %}
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| 4 |
+
{%- if content is string %}
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{{- content }}
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| 6 |
+
{%- 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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| 9 |
+
{%- if is_system_content %}
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| 10 |
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{{- raise_exception('System message cannot contain images.') }}
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| 11 |
+
{%- endif %}
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| 12 |
+
{%- if do_vision_count %}
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+
{%- set image_count.value = image_count.value + 1 %}
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| 14 |
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{%- endif %}
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| 15 |
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{%- if add_vision_id %}
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{{- 'Picture ' ~ image_count.value ~ ': ' }}
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| 17 |
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{%- endif %}
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| 18 |
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{{- '<|vision_start|><|image_pad|><|vision_end|>' }}
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| 19 |
+
{%- elif 'video' in item or item.type == 'video' %}
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| 20 |
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{%- if is_system_content %}
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| 21 |
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{{- raise_exception('System message cannot contain videos.') }}
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| 22 |
+
{%- endif %}
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| 23 |
+
{%- if do_vision_count %}
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{%- set video_count.value = video_count.value + 1 %}
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| 25 |
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{%- endif %}
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| 26 |
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{%- if add_vision_id %}
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| 27 |
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{{- 'Video ' ~ video_count.value ~ ': ' }}
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| 28 |
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{%- endif %}
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| 29 |
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{{- '<|vision_start|><|video_pad|><|vision_end|>' }}
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{%- elif 'text' in item %}
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{{- item.text }}
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| 32 |
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{%- else %}
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| 33 |
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{{- raise_exception('Unexpected item type in content.') }}
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| 34 |
+
{%- endif %}
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| 35 |
+
{%- endfor %}
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| 36 |
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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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| 39 |
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{{- raise_exception('Unexpected content type.') }}
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| 40 |
+
{%- endif %}
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{%- endmacro %}
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| 42 |
+
{%- if not messages %}
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| 43 |
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{{- raise_exception('No messages provided.') }}
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| 44 |
+
{%- endif %}
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{%- if tools and tools is iterable and tools is not mapping %}
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| 46 |
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{{- '<|im_start|>system\n' }}
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{{- "# Tools\n\nYou have access to the following functions:\n\n<tools>" }}
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{%- for tool in tools %}
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{{- "\n" }}
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{{- tool | tojson }}
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{%- endfor %}
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{{- "\n</tools>" }}
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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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{%- 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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{%- 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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| 65 |
+
{%- endif %}
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{%- endif %}
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| 67 |
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{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}
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{%- for message in messages[::-1] %}
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{%- set index = (messages|length - 1) - loop.index0 %}
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{%- if ns.multi_step_tool and message.role == "user" %}
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{%- set content = render_content(message.content, false)|trim %}
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| 72 |
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{%- if not(content.startswith('<tool_response>') and content.endswith('</tool_response>')) %}
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{%- set ns.multi_step_tool = false %}
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{%- set ns.last_query_index = index %}
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| 75 |
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{%- endif %}
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| 76 |
+
{%- endif %}
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| 77 |
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{%- endfor %}
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| 78 |
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{%- if ns.multi_step_tool %}
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| 79 |
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{{- raise_exception('No user query found in messages.') }}
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| 80 |
+
{%- endif %}
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| 81 |
+
{%- for message in messages %}
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| 82 |
+
{%- set content = render_content(message.content, true)|trim %}
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| 83 |
+
{%- if message.role == "system" %}
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| 84 |
+
{%- if not loop.first %}
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| 85 |
+
{{- raise_exception('System message must be at the beginning.') }}
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| 86 |
+
{%- endif %}
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| 87 |
+
{%- elif message.role == "user" %}
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| 88 |
+
{{- '<|im_start|>' + message.role + '\n' + content + '<|im_end|>' + '\n' }}
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| 89 |
+
{%- elif message.role == "assistant" %}
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| 90 |
+
{%- set reasoning_content = '' %}
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| 91 |
+
{%- if message.reasoning_content is string %}
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| 92 |
+
{%- set reasoning_content = message.reasoning_content %}
|
| 93 |
+
{%- else %}
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| 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 %}
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| 100 |
+
{%- if loop.index0 > ns.last_query_index %}
|
| 101 |
+
{{- '<|im_start|>' + message.role + '\n<think>\n' + reasoning_content + '\n</think>\n\n' + content }}
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| 102 |
+
{%- else %}
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| 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 defined %}
|
| 120 |
+
{%- for args_name, args_value in tool_call.arguments|items %}
|
| 121 |
+
{{- '<parameter=' + args_name + '>\n' }}
|
| 122 |
+
{%- 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 %}
|
| 123 |
+
{{- args_value }}
|
| 124 |
+
{{- '\n</parameter>\n' }}
|
| 125 |
+
{%- endfor %}
|
| 126 |
+
{%- endif %}
|
| 127 |
+
{{- '</function>\n</tool_call>' }}
|
| 128 |
+
{%- endfor %}
|
| 129 |
+
{%- endif %}
|
| 130 |
+
{{- '<|im_end|>\n' }}
|
| 131 |
+
{%- elif message.role == "tool" %}
|
| 132 |
+
{%- if loop.previtem and loop.previtem.role != "tool" %}
|
| 133 |
+
{{- '<|im_start|>user' }}
|
| 134 |
+
{%- endif %}
|
| 135 |
+
{{- '\n<tool_response>\n' }}
|
| 136 |
+
{{- content }}
|
| 137 |
+
{{- '\n</tool_response>' }}
|
| 138 |
+
{%- if not loop.last and loop.nextitem.role != "tool" %}
|
| 139 |
+
{{- '<|im_end|>\n' }}
|
| 140 |
+
{%- elif loop.last %}
|
| 141 |
+
{{- '<|im_end|>\n' }}
|
| 142 |
+
{%- endif %}
|
| 143 |
+
{%- else %}
|
| 144 |
+
{{- raise_exception('Unexpected message role.') }}
|
| 145 |
+
{%- endif %}
|
| 146 |
+
{%- endfor %}
|
| 147 |
+
{%- if add_generation_prompt %}
|
| 148 |
+
{{- '<|im_start|>assistant\n' }}
|
| 149 |
+
{%- if enable_thinking is defined and enable_thinking is false %}
|
| 150 |
+
{{- '<think>\n\n</think>\n\n' }}
|
| 151 |
+
{%- else %}
|
| 152 |
+
{{- '<think>\n' }}
|
| 153 |
+
{%- endif %}
|
| 154 |
+
{%- endif %}
|
chat_template.jinja
ADDED
|
@@ -0,0 +1,163 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{# Define the macros for XML conversion #}
|
| 2 |
+
{%- macro render_item_list(item_list, tag_name='required') -%}
|
| 3 |
+
{%- if item_list is defined and item_list is iterable and item_list | length > 0 -%}
|
| 4 |
+
<{{ tag_name }}>[{{- item_list | join(", ") -}}]</{{ tag_name }}>
|
| 5 |
+
{%- endif -%}
|
| 6 |
+
{%- endmacro -%}
|
| 7 |
+
|
| 8 |
+
{%- macro render_extra_keys(json_dict, handled_keys) -%}
|
| 9 |
+
{%- if json_dict is mapping -%}
|
| 10 |
+
{%- for json_key in json_dict if json_key not in handled_keys -%}
|
| 11 |
+
<{{ json_key }}>{{ json_dict[json_key] }}</{{ json_key }}>
|
| 12 |
+
{%- endfor -%}
|
| 13 |
+
{%- endif -%}
|
| 14 |
+
{%- endmacro -%}
|
| 15 |
+
|
| 16 |
+
|
| 17 |
+
{%- set image_count = namespace(value=0) %}
|
| 18 |
+
{%- set video_count = namespace(value=0) %}
|
| 19 |
+
{%- set add_vision_id = add_vision_id if add_vision_id is defined else true %}
|
| 20 |
+
|
| 21 |
+
{# Set Instruct mode here #}
|
| 22 |
+
|
| 23 |
+
{%- macro render_content(content, do_vision_count, is_system_content=false) %}
|
| 24 |
+
{%- if content is string %}
|
| 25 |
+
{{- content }}
|
| 26 |
+
{%- elif content is iterable and content is not mapping %}
|
| 27 |
+
{%- for item in content %}
|
| 28 |
+
{%- if 'image' in item or 'image_url' in item or (item is mapping and item.get('type') == 'image') %}
|
| 29 |
+
{%- if is_system_content %}
|
| 30 |
+
{{- raise_exception('System message cannot contain images.') }}
|
| 31 |
+
{%- endif %}
|
| 32 |
+
{%- if do_vision_count %}
|
| 33 |
+
{%- set image_count.value = image_count.value + 1 %}
|
| 34 |
+
{%- endif %}
|
| 35 |
+
{%- if add_vision_id %}
|
| 36 |
+
{{- 'Picture ' ~ image_count.value ~ ': ' }}
|
| 37 |
+
{%- endif %}
|
| 38 |
+
{{- '<|vision_start|><|image_pad|><|vision_end|>' }}
|
| 39 |
+
{%- elif 'video' in item or (item is mapping and item.get('type') == 'video') %}
|
| 40 |
+
{%- if is_system_content %}
|
| 41 |
+
{{- raise_exception('System message cannot contain videos.') }}
|
| 42 |
+
{%- endif %}
|
| 43 |
+
{%- if do_vision_count %}
|
| 44 |
+
{%- set video_count.value = video_count.value + 1 %}
|
| 45 |
+
{%- endif %}
|
| 46 |
+
{%- if add_vision_id %}
|
| 47 |
+
{{- 'Video ' ~ video_count.value ~ ': ' }}
|
| 48 |
+
{%- endif %}
|
| 49 |
+
{{- '<|vision_start|><|video_pad|><|vision_end|>' }}
|
| 50 |
+
{%- elif item is mapping and 'text' in item %}
|
| 51 |
+
{{- item.text }}
|
| 52 |
+
{%- else %}
|
| 53 |
+
{{- raise_exception('Unexpected item type in content.') }}
|
| 54 |
+
{%- endif %}
|
| 55 |
+
{%- endfor %}
|
| 56 |
+
{%- elif content is none or content is undefined %}
|
| 57 |
+
{{- '' }}
|
| 58 |
+
{%- else %}
|
| 59 |
+
{{- raise_exception('Unexpected content type.') }}
|
| 60 |
+
{%- endif %}
|
| 61 |
+
{%- endmacro %}
|
| 62 |
+
|
| 63 |
+
{%- if not messages %}
|
| 64 |
+
{{- raise_exception('No messages provided.') }}
|
| 65 |
+
{%- endif %}
|
| 66 |
+
|
| 67 |
+
{# Flag to prevent double-rendering system prompt #}
|
| 68 |
+
{%- set ns = namespace(system_rendered=false) %}
|
| 69 |
+
|
| 70 |
+
{%- if tools and tools is iterable and tools is not mapping %}
|
| 71 |
+
|
| 72 |
+
{{- '<|im_start|>system\n# Tools\n\nYou have access to the following functions:\n\n<tools>' -}}
|
| 73 |
+
{%- for tool in tools -%}
|
| 74 |
+
{%- set function = tool.function -%}
|
| 75 |
+
{{- "\n<tool>\n<name>" + function.name + "</name>\n<description>" + function.description + "</description>" -}}
|
| 76 |
+
{%- if function.parameters and function.parameters.properties -%}
|
| 77 |
+
{%- for param_name, param_details in function.parameters.properties.items() -%}
|
| 78 |
+
{{- "\n<parameter>\n<name>" + param_name + "</name>\n<type>" + param_details.type + "</type>\n<description>" + (param_details.description | default('')) + "</description>" -}}
|
| 79 |
+
{{- render_item_list(function.parameters.required) -}}
|
| 80 |
+
{{- render_extra_keys(param_details, ['type', 'description']) -}}
|
| 81 |
+
{{- "\n</parameter>" -}}
|
| 82 |
+
{%- endfor -%}
|
| 83 |
+
{%- endif -%}
|
| 84 |
+
{{- "\n</tool>" -}}
|
| 85 |
+
{%- endfor -%}
|
| 86 |
+
|
| 87 |
+
{{- '\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>' }}
|
| 88 |
+
|
| 89 |
+
{%- if messages[0].role == 'system' %}
|
| 90 |
+
{%- set content = render_content(messages[0].content, false, true)|trim %}
|
| 91 |
+
{%- if content %}
|
| 92 |
+
{{- '\n\n' + content }}
|
| 93 |
+
{%- endif %}
|
| 94 |
+
{%- set ns.system_rendered = true %}
|
| 95 |
+
{%- endif %}
|
| 96 |
+
{{- '<|im_end|>\n' }}
|
| 97 |
+
{%- else %}
|
| 98 |
+
{%- if messages[0].role == 'system' %}
|
| 99 |
+
{%- set content = render_content(messages[0].content, false, true)|trim %}
|
| 100 |
+
{{- '<|im_start|>system\n' + content + '<|im_end|>\n' }}
|
| 101 |
+
{%- set ns.system_rendered = true %}
|
| 102 |
+
{%- endif %}
|
| 103 |
+
{%- endif %}
|
| 104 |
+
|
| 105 |
+
{# Main Message Loop #}
|
| 106 |
+
{%- for message in messages %}
|
| 107 |
+
{%- if message.role == "system" and ns.system_rendered and loop.first %}
|
| 108 |
+
{%- continue %}
|
| 109 |
+
{%- endif %}
|
| 110 |
+
|
| 111 |
+
{%- set content = render_content(message.content, true)|trim %}
|
| 112 |
+
|
| 113 |
+
{%- if message.role == "system" %}
|
| 114 |
+
{{- '<|im_start|>system\n' + content + '<|im_end|>\n' }}
|
| 115 |
+
{%- elif message.role == "user" %}
|
| 116 |
+
{{- '<|im_start|>' + message.role + '\n' + content + '<|im_end|>\n' }}
|
| 117 |
+
{%- elif message.role == "assistant" %}
|
| 118 |
+
{%- set reasoning_content = '' %}
|
| 119 |
+
{%- if message.reasoning_content is defined and message.reasoning_content is string %}
|
| 120 |
+
{%- set reasoning_content = message.reasoning_content | trim %}
|
| 121 |
+
{%- elif '<think>' in content and '</think>' in content %}
|
| 122 |
+
{%- set reasoning_content = content.split('</think>')[0].split('<think>')[-1] | trim %}
|
| 123 |
+
{%- set content = content.split('</think>')[-1] | trim %}
|
| 124 |
+
{%- endif %}
|
| 125 |
+
|
| 126 |
+
{{- '<|im_start|>' + message.role + '\n' }}
|
| 127 |
+
|
| 128 |
+
{%- if reasoning_content %}
|
| 129 |
+
{{- '<think>\n' + reasoning_content + '\n</think>\n\n' }}
|
| 130 |
+
{%- endif %}
|
| 131 |
+
|
| 132 |
+
{{- content }}
|
| 133 |
+
|
| 134 |
+
{# Tool call formatting #}
|
| 135 |
+
{%- if message.tool_calls %}
|
| 136 |
+
{%- for tool_call in message.tool_calls %}
|
| 137 |
+
{%- set tc = tool_call.function if tool_call.function is defined else tool_call %}
|
| 138 |
+
{%- if loop.first and content %}{{- '\n\n' }}{%- elif not loop.first %}{{- '\n' }}{%- endif %}
|
| 139 |
+
{{- '<tool_call>\n<function=' + tc.name + '>\n' }}
|
| 140 |
+
{%- for args_name, args_value in tc.arguments|items %}
|
| 141 |
+
{{- '<parameter=' + args_name + '>\n' }}
|
| 142 |
+
{{- (args_value | tojson | safe if args_value is mapping or args_value is sequence else args_value | string) + '\n</parameter>\n' }}
|
| 143 |
+
{%- endfor %}
|
| 144 |
+
{{- '</function>\n</tool_call>' }}
|
| 145 |
+
{%- endfor %}
|
| 146 |
+
{%- endif %}
|
| 147 |
+
{{- '<|im_end|>\n' }}
|
| 148 |
+
{%- elif message.role == "tool" %}
|
| 149 |
+
{%- if loop.previtem and loop.previtem.role != "tool" %}{{- '<|im_start|>user' }}{%- endif %}
|
| 150 |
+
{{- '\n<tool_response>\n' + content + '\n</tool_response>' }}
|
| 151 |
+
{%- if loop.last or (loop.nextitem and loop.nextitem.role != "tool") %}{{- '<|im_end|>\n' }}{%- endif %}
|
| 152 |
+
{%- endif %}
|
| 153 |
+
{%- endfor %}
|
| 154 |
+
|
| 155 |
+
{# Final Generation Prompt #}
|
| 156 |
+
{%- if add_generation_prompt %}
|
| 157 |
+
{{- '<|im_start|>assistant\n' }}
|
| 158 |
+
{%- if enable_thinking is defined and enable_thinking is false %}
|
| 159 |
+
{{- '<think>\n\n</think>\n\n' }}
|
| 160 |
+
{%- else %}
|
| 161 |
+
{{- '<think>\n' }}
|
| 162 |
+
{%- endif %}
|
| 163 |
+
{%- endif %}
|
config.json
ADDED
|
@@ -0,0 +1,141 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"architectures": [
|
| 3 |
+
"Qwen3_5ForConditionalGeneration"
|
| 4 |
+
],
|
| 5 |
+
"dtype": "bfloat16",
|
| 6 |
+
"image_token_id": 248056,
|
| 7 |
+
"model_type": "qwen3_5",
|
| 8 |
+
"text_config": {
|
| 9 |
+
"attention_bias": false,
|
| 10 |
+
"attention_dropout": 0.0,
|
| 11 |
+
"attn_output_gate": true,
|
| 12 |
+
"bos_token_id": null,
|
| 13 |
+
"dtype": "bfloat16",
|
| 14 |
+
"eos_token_id": 248044,
|
| 15 |
+
"full_attention_interval": 4,
|
| 16 |
+
"head_dim": 256,
|
| 17 |
+
"hidden_act": "silu",
|
| 18 |
+
"hidden_size": 5120,
|
| 19 |
+
"initializer_range": 0.02,
|
| 20 |
+
"intermediate_size": 17408,
|
| 21 |
+
"layer_types": [
|
| 22 |
+
"linear_attention",
|
| 23 |
+
"linear_attention",
|
| 24 |
+
"linear_attention",
|
| 25 |
+
"full_attention",
|
| 26 |
+
"linear_attention",
|
| 27 |
+
"linear_attention",
|
| 28 |
+
"linear_attention",
|
| 29 |
+
"full_attention",
|
| 30 |
+
"linear_attention",
|
| 31 |
+
"linear_attention",
|
| 32 |
+
"linear_attention",
|
| 33 |
+
"full_attention",
|
| 34 |
+
"linear_attention",
|
| 35 |
+
"linear_attention",
|
| 36 |
+
"linear_attention",
|
| 37 |
+
"full_attention",
|
| 38 |
+
"linear_attention",
|
| 39 |
+
"linear_attention",
|
| 40 |
+
"linear_attention",
|
| 41 |
+
"full_attention",
|
| 42 |
+
"linear_attention",
|
| 43 |
+
"linear_attention",
|
| 44 |
+
"linear_attention",
|
| 45 |
+
"full_attention",
|
| 46 |
+
"linear_attention",
|
| 47 |
+
"linear_attention",
|
| 48 |
+
"linear_attention",
|
| 49 |
+
"full_attention",
|
| 50 |
+
"linear_attention",
|
| 51 |
+
"linear_attention",
|
| 52 |
+
"linear_attention",
|
| 53 |
+
"full_attention",
|
| 54 |
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|
| 55 |
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|
| 56 |
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|
| 57 |
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|
| 58 |
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| 59 |
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|
| 60 |
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|
| 61 |
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|
| 62 |
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|
| 63 |
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|
| 64 |
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|
| 65 |
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|
| 66 |
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|
| 67 |
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|
| 68 |
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|
| 69 |
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|
| 70 |
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|
| 71 |
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|
| 72 |
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|
| 73 |
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|
| 74 |
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|
| 75 |
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|
| 76 |
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|
| 77 |
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|
| 78 |
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|
| 79 |
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|
| 80 |
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|
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| 83 |
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|
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|
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|
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generation_config.json
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preprocessor_config.json
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| 21 |
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processor_config.json
ADDED
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| 30 |
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|
| 31 |
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|
| 32 |
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"default_to_square": true,
|
| 33 |
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"do_convert_rgb": true,
|
| 34 |
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|
| 35 |
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"do_rescale": true,
|
| 36 |
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|
| 37 |
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|
| 38 |
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"fps": 2,
|
| 39 |
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"image_mean": [
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| 40 |
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0.5,
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| 44 |
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| 48 |
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| 49 |
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|
| 50 |
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|
| 51 |
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|
| 52 |
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|
| 53 |
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|
| 54 |
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| 56 |
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|
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| 59 |
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| 60 |
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|
| 61 |
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|
| 62 |
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|
| 63 |
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tokenizer.json
ADDED
|
@@ -0,0 +1,3 @@
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| 3 |
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tokenizer_config.json
ADDED
|
@@ -0,0 +1,32 @@
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|
| 1 |
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{
|
| 2 |
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|
| 3 |
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|
| 4 |
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|
| 5 |
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"audio_token": "<|audio_pad|>",
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| 6 |
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"backend": "tokenizers",
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| 7 |
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| 8 |
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| 9 |
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| 10 |
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| 11 |
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| 12 |
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|
| 13 |
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| 15 |
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| 16 |
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|
| 17 |
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| 18 |
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| 19 |
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| 20 |
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| 21 |
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"vision_eos_token": "<|vision_end|>"
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| 22 |
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},
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| 23 |
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"pad_token": "<|endoftext|>",
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| 24 |
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"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+",
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| 25 |
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"processor_class": "Qwen3VLProcessor",
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| 26 |
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"split_special_tokens": false,
|
| 27 |
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"tokenizer_class": "TokenizersBackend",
|
| 28 |
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"unk_token": null,
|
| 29 |
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"video_token": "<|video_pad|>",
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| 30 |
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"vision_bos_token": "<|vision_start|>",
|
| 31 |
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"vision_eos_token": "<|vision_end|>"
|
| 32 |
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|
video_preprocessor_config.json
ADDED
|
@@ -0,0 +1,21 @@
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|
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|
|
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|
| 1 |
+
{
|
| 2 |
+
"size": {
|
| 3 |
+
"longest_edge": 25165824,
|
| 4 |
+
"shortest_edge": 4096
|
| 5 |
+
},
|
| 6 |
+
"patch_size": 16,
|
| 7 |
+
"temporal_patch_size": 2,
|
| 8 |
+
"merge_size": 2,
|
| 9 |
+
"image_mean": [
|
| 10 |
+
0.5,
|
| 11 |
+
0.5,
|
| 12 |
+
0.5
|
| 13 |
+
],
|
| 14 |
+
"image_std": [
|
| 15 |
+
0.5,
|
| 16 |
+
0.5,
|
| 17 |
+
0.5
|
| 18 |
+
],
|
| 19 |
+
"processor_class": "Qwen3VLProcessor",
|
| 20 |
+
"video_processor_type": "Qwen3VLVideoProcessor"
|
| 21 |
+
}
|
vocab.json
ADDED
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