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Initial release: GroundGUI-8B

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README.md ADDED
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1
+ ---
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+ license: apache-2.0
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+ base_model: Qwen/Qwen3-VL-8B-Instruct
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+ library_name: transformers
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+ pipeline_tag: image-text-to-text
6
+ tags:
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+ - gui-agent
8
+ - gui-grounding
9
+ - qwen3-vl
10
+ datasets:
11
+ - PrentisAI/ScreenRef
12
+ ---
13
+
14
+ # GroundGUI-8B
15
+
16
+ A GUI grounding model built on [Qwen3-VL-8B-Instruct](https://huggingface.co/Qwen/Qwen3-VL-8B-Instruct).
17
+ Given a screenshot and a natural-language instruction, it outputs a single click action as a
18
+ `<tool_call>` with a coordinate on a 0–1000 grid.
19
+
20
+ - **Code:** [PrentisAI/GroundGUI](https://github.com/PrentisAI/GroundGUI)
21
+ - **Data:** [PrentisAI/ScreenRef](https://huggingface.co/datasets/PrentisAI/ScreenRef)
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+
23
+ ## Training
24
+
25
+ Fine-tuned from Qwen3-VL-8B-Instruct on [ScreenRef](https://huggingface.co/datasets/PrentisAI/ScreenRef).
26
+ Details will be described in the paper.
27
+
28
+ ## Results
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+
30
+ Accuracy (%) is the fraction of predicted click points that land inside the ground-truth box.
31
+ Coordinates are mapped back to pixel space and checked against the box exactly, with no rounding
32
+ tolerance.
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+
34
+ | ScreenSpot-v2 | ScreenSpot-Pro | MMBench-GUI L2 | UI-Vision | OSWorld-G |
35
+ |:---:|:---:|:---:|:---:|:---:|
36
+ | 95.2 (1211/1272) | 63.9 (1011/1581) | 86.8 (3121/3594) | 38.3 (2101/5479) | 65.4 (369/564) |
37
+
38
+ - Inference used vLLM with greedy decoding (temperature 0) and `max_tokens` 1024.
39
+ - OSWorld-G is the original 564-question split.
40
+
41
+ ## Usage
42
+
43
+ The model expects a specific system prompt, and the chat template does not add it for you. Use the
44
+ evaluation code in [GroundGUI](https://github.com/PrentisAI/GroundGUI) (`scripts/eval.sh`) to
45
+ reproduce the numbers above; it sets the system prompt (`scalecua_toolcall`) and the scoring for
46
+ each benchmark.
47
+
48
+ The output looks like:
49
+
50
+ ```
51
+ <tool_call>
52
+ {"name": "computer_use", "arguments": {"action": "left_click", "coordinate": [x, y]}}
53
+ </tool_call>
54
+ ```
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+
56
+ To get pixel coordinates from the output: `x_px = x / 1000 * image_width` and
57
+ `y_px = y / 1000 * image_height`.
58
+
59
+ ## Notes
60
+
61
+ - The tool name depends on the platform: `computer_use` for desktop, `browser_use` for web,
62
+ `mobile_use` for mobile.
63
+ - `generation_config.json` is inherited from the base model and enables sampling. Pass
64
+ `do_sample=False` to reproduce the numbers above.
65
+ - The weights were saved with transformers 5.12.
66
+
67
+ ## License
68
+
69
+ [Apache License 2.0](LICENSE), the same as the base model. This model is a modified version of
70
+ [Qwen3-VL-8B-Instruct](https://huggingface.co/Qwen/Qwen3-VL-8B-Instruct): Prentis AI fine-tuned the
71
+ original weights.
72
+
73
+ The training data, [ScreenRef](https://huggingface.co/datasets/PrentisAI/ScreenRef), is distributed
74
+ under its own terms; this license covers the model only and grants no rights in the dataset or in
75
+ the screenshots it contains.
76
+
77
+ ## Citation
78
+
79
+ If you use this model, please cite the ScreenRef dataset:
80
+ [PrentisAI/ScreenRef](https://huggingface.co/datasets/PrentisAI/ScreenRef). A BibTeX entry will be
81
+ added when the paper is public.
added_tokens.json ADDED
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+ {
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+ "</think>": 151668,
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+ "</tool_call>": 151658,
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+ "</tool_response>": 151666,
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+ "<think>": 151667,
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+ "<tool_call>": 151657,
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+ "<tool_response>": 151665,
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+ "<|box_end|>": 151649,
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+ "<|box_start|>": 151648,
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+ "<|endoftext|>": 151643,
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+ "<|file_sep|>": 151664,
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+ "<|fim_middle|>": 151660,
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+ "<|fim_pad|>": 151662,
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+ "<|fim_prefix|>": 151659,
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+ "<|fim_suffix|>": 151661,
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+ "<|im_end|>": 151645,
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+ "<|im_start|>": 151644,
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+ "<|image_pad|>": 151655,
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+ "<|object_ref_end|>": 151647,
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+ "<|object_ref_start|>": 151646,
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+ "<|quad_end|>": 151651,
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+ "<|quad_start|>": 151650,
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+ "<|repo_name|>": 151663,
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+ "<|video_pad|>": 151656,
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+ "<|vision_end|>": 151653,
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+ "<|vision_pad|>": 151654,
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+ "<|vision_start|>": 151652
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+ }
chat_template.jinja ADDED
@@ -0,0 +1,120 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {%- if tools %}
2
+ {{- '<|im_start|>system\n' }}
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+ {%- if messages[0].role == 'system' %}
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+ {%- if messages[0].content is string %}
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+ {{- messages[0].content }}
6
+ {%- else %}
7
+ {%- for content in messages[0].content %}
8
+ {%- if 'text' in content %}
9
+ {{- content.text }}
10
+ {%- endif %}
11
+ {%- endfor %}
12
+ {%- endif %}
13
+ {{- '\n\n' }}
14
+ {%- endif %}
15
+ {{- "# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within <tools></tools> XML tags:\n<tools>" }}
16
+ {%- for tool in tools %}
17
+ {{- "\n" }}
18
+ {{- tool | tojson }}
19
+ {%- endfor %}
20
+ {{- "\n</tools>\n\nFor each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:\n<tool_call>\n{\"name\": <function-name>, \"arguments\": <args-json-object>}\n</tool_call><|im_end|>\n" }}
21
+ {%- else %}
22
+ {%- if messages[0].role == 'system' %}
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+ {{- '<|im_start|>system\n' }}
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+ {%- if messages[0].content is string %}
25
+ {{- messages[0].content }}
26
+ {%- else %}
27
+ {%- for content in messages[0].content %}
28
+ {%- if 'text' in content %}
29
+ {{- content.text }}
30
+ {%- endif %}
31
+ {%- endfor %}
32
+ {%- endif %}
33
+ {{- '<|im_end|>\n' }}
34
+ {%- endif %}
35
+ {%- endif %}
36
+ {%- set image_count = namespace(value=0) %}
37
+ {%- set video_count = namespace(value=0) %}
38
+ {%- for message in messages %}
39
+ {%- if message.role == "user" %}
40
+ {{- '<|im_start|>' + message.role + '\n' }}
41
+ {%- if message.content is string %}
42
+ {{- message.content }}
43
+ {%- else %}
44
+ {%- for content in message.content %}
45
+ {%- if content.type == 'image' or 'image' in content or 'image_url' in content %}
46
+ {%- set image_count.value = image_count.value + 1 %}
47
+ {%- if add_vision_id %}Picture {{ image_count.value }}: {% endif -%}
48
+ <|vision_start|><|image_pad|><|vision_end|>
49
+ {%- elif content.type == 'video' or 'video' in content %}
50
+ {%- set video_count.value = video_count.value + 1 %}
51
+ {%- if add_vision_id %}Video {{ video_count.value }}: {% endif -%}
52
+ <|vision_start|><|video_pad|><|vision_end|>
53
+ {%- elif 'text' in content %}
54
+ {{- content.text }}
55
+ {%- endif %}
56
+ {%- endfor %}
57
+ {%- endif %}
58
+ {{- '<|im_end|>\n' }}
59
+ {%- elif message.role == "assistant" %}
60
+ {{- '<|im_start|>' + message.role + '\n' }}
61
+ {%- if message.content is string %}
62
+ {{- message.content }}
63
+ {%- else %}
64
+ {%- for content_item in message.content %}
65
+ {%- if 'text' in content_item %}
66
+ {{- content_item.text }}
67
+ {%- endif %}
68
+ {%- endfor %}
69
+ {%- endif %}
70
+ {%- if message.tool_calls %}
71
+ {%- for tool_call in message.tool_calls %}
72
+ {%- if (loop.first and message.content) or (not loop.first) %}
73
+ {{- '\n' }}
74
+ {%- endif %}
75
+ {%- if tool_call.function %}
76
+ {%- set tool_call = tool_call.function %}
77
+ {%- endif %}
78
+ {{- '<tool_call>\n{"name": "' }}
79
+ {{- tool_call.name }}
80
+ {{- '", "arguments": ' }}
81
+ {%- if tool_call.arguments is string %}
82
+ {{- tool_call.arguments }}
83
+ {%- else %}
84
+ {{- tool_call.arguments | tojson }}
85
+ {%- endif %}
86
+ {{- '}\n</tool_call>' }}
87
+ {%- endfor %}
88
+ {%- endif %}
89
+ {{- '<|im_end|>\n' }}
90
+ {%- elif message.role == "tool" %}
91
+ {%- if loop.first or (messages[loop.index0 - 1].role != "tool") %}
92
+ {{- '<|im_start|>user' }}
93
+ {%- endif %}
94
+ {{- '\n<tool_response>\n' }}
95
+ {%- if message.content is string %}
96
+ {{- message.content }}
97
+ {%- else %}
98
+ {%- for content in message.content %}
99
+ {%- if content.type == 'image' or 'image' in content or 'image_url' in content %}
100
+ {%- set image_count.value = image_count.value + 1 %}
101
+ {%- if add_vision_id %}Picture {{ image_count.value }}: {% endif -%}
102
+ <|vision_start|><|image_pad|><|vision_end|>
103
+ {%- elif content.type == 'video' or 'video' in content %}
104
+ {%- set video_count.value = video_count.value + 1 %}
105
+ {%- if add_vision_id %}Video {{ video_count.value }}: {% endif -%}
106
+ <|vision_start|><|video_pad|><|vision_end|>
107
+ {%- elif 'text' in content %}
108
+ {{- content.text }}
109
+ {%- endif %}
110
+ {%- endfor %}
111
+ {%- endif %}
112
+ {{- '\n</tool_response>' }}
113
+ {%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
114
+ {{- '<|im_end|>\n' }}
115
+ {%- endif %}
116
+ {%- endif %}
117
+ {%- endfor %}
118
+ {%- if add_generation_prompt %}
119
+ {{- '<|im_start|>assistant\n' }}
120
+ {%- endif %}
chat_template.json ADDED
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1
+ {
2
+ "chat_template": "{%- if tools %}\n {{- '<|im_start|>system\\n' }}\n {%- if messages[0].role == 'system' %}\n {%- if messages[0].content is string %}\n {{- messages[0].content }}\n {%- else %}\n {%- for content in messages[0].content %}\n {%- if 'text' in content %}\n {{- content.text }}\n {%- endif %}\n {%- endfor %}\n {%- endif %}\n {{- '\\n\\n' }}\n {%- endif %}\n {{- \"# Tools\\n\\nYou may call one or more functions to assist with the user query.\\n\\nYou are provided with function signatures within <tools></tools> XML tags:\\n<tools>\" }}\n {%- for tool in tools %}\n {{- \"\\n\" }}\n {{- tool | tojson }}\n {%- endfor %}\n {{- \"\\n</tools>\\n\\nFor each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:\\n<tool_call>\\n{\\\"name\\\": <function-name>, \\\"arguments\\\": <args-json-object>}\\n</tool_call><|im_end|>\\n\" }}\n{%- else %}\n {%- if messages[0].role == 'system' %}\n {{- '<|im_start|>system\\n' }}\n {%- if messages[0].content is string %}\n {{- messages[0].content }}\n {%- else %}\n {%- for content in messages[0].content %}\n {%- if 'text' in content %}\n {{- content.text }}\n {%- endif %}\n {%- endfor %}\n {%- endif %}\n {{- '<|im_end|>\\n' }}\n {%- endif %}\n{%- endif %}\n{%- set image_count = namespace(value=0) %}\n{%- set video_count = namespace(value=0) %}\n{%- for message in messages %}\n {%- if message.role == \"user\" %}\n {{- '<|im_start|>' + message.role + '\\n' }}\n {%- if message.content is string %}\n {{- message.content }}\n {%- else %}\n {%- for content in message.content %}\n {%- if content.type == 'image' or 'image' in content or 'image_url' in content %}\n {%- set image_count.value = image_count.value + 1 %}\n {%- if add_vision_id %}Picture {{ image_count.value }}: {% endif -%}\n <|vision_start|><|image_pad|><|vision_end|>\n {%- elif content.type == 'video' or 'video' in content %}\n {%- set video_count.value = video_count.value + 1 %}\n {%- if add_vision_id %}Video {{ video_count.value }}: {% endif -%}\n <|vision_start|><|video_pad|><|vision_end|>\n {%- elif 'text' in content %}\n {{- content.text }}\n {%- endif %}\n {%- endfor %}\n {%- endif %}\n {{- '<|im_end|>\\n' }}\n {%- elif message.role == \"assistant\" %}\n {{- '<|im_start|>' + message.role + '\\n' }}\n {%- if message.content is string %}\n {{- message.content }}\n {%- else %}\n {%- for content_item in message.content %}\n {%- if 'text' in content_item %}\n {{- content_item.text }}\n {%- endif %}\n {%- endfor %}\n {%- endif %}\n {%- if message.tool_calls %}\n {%- for tool_call in message.tool_calls %}\n {%- if (loop.first and message.content) or (not loop.first) %}\n {{- '\\n' }}\n {%- endif %}\n {%- if tool_call.function %}\n {%- set tool_call = tool_call.function %}\n {%- endif %}\n {{- '<tool_call>\\n{\"name\": \"' }}\n {{- tool_call.name }}\n {{- '\", \"arguments\": ' }}\n {%- if tool_call.arguments is string %}\n {{- tool_call.arguments }}\n {%- else %}\n {{- tool_call.arguments | tojson }}\n {%- endif %}\n {{- '}\\n</tool_call>' }}\n {%- endfor %}\n {%- endif %}\n {{- '<|im_end|>\\n' }}\n {%- elif message.role == \"tool\" %}\n {%- if loop.first or (messages[loop.index0 - 1].role != \"tool\") %}\n {{- '<|im_start|>user' }}\n {%- endif %}\n {{- '\\n<tool_response>\\n' }}\n {%- if message.content is string %}\n {{- message.content }}\n {%- else %}\n {%- for content in message.content %}\n {%- if content.type == 'image' or 'image' in content or 'image_url' in content %}\n {%- set image_count.value = image_count.value + 1 %}\n {%- if add_vision_id %}Picture {{ image_count.value }}: {% endif -%}\n <|vision_start|><|image_pad|><|vision_end|>\n {%- elif content.type == 'video' or 'video' in content %}\n {%- set video_count.value = video_count.value + 1 %}\n {%- if add_vision_id %}Video {{ video_count.value }}: {% endif -%}\n <|vision_start|><|video_pad|><|vision_end|>\n {%- elif 'text' in content %}\n {{- content.text }}\n {%- endif %}\n {%- endfor %}\n {%- endif %}\n {{- '\\n</tool_response>' }}\n {%- if loop.last or (messages[loop.index0 + 1].role != \"tool\") %}\n {{- '<|im_end|>\\n' }}\n {%- endif %}\n {%- endif %}\n{%- endfor %}\n{%- if add_generation_prompt %}\n {{- '<|im_start|>assistant\\n' }}\n{%- endif %}\n"
3
+ }
config.json ADDED
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+ {
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+ "architectures": [
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+ "Qwen3VLForConditionalGeneration"
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+ ],
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+ "dtype": "bfloat16",
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+ "eos_token_id": 151645,
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+ "hidden_size": 4096,
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+ "image_token_id": 151655,
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+ "model_type": "qwen3_vl",
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+ "pad_token_id": 151643,
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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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+ "bos_token_id": 151643,
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+ "dtype": "bfloat16",
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+ "head_dim": 128,
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+ "hidden_act": "silu",
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+ "hidden_size": 4096,
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+ "initializer_range": 0.02,
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+ "intermediate_size": 12288,
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+ "max_position_embeddings": 262144,
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+ "model_type": "qwen3_vl_text",
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+ "num_attention_heads": 32,
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+ "num_hidden_layers": 36,
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+ "num_key_value_heads": 8,
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+ "rms_norm_eps": 1e-06,
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+ "rope_parameters": {
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+ "mrope_interleaved": true,
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+ "mrope_section": [
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+ "rope_type": "default"
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+ "use_cache": false,
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+ "vocab_size": 151936
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+ },
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+ "tie_word_embeddings": false,
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+ "transformers_version": "5.12.1",
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+ "use_cache": false,
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+ "vision_config": {
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+ "deepstack_visual_indexes": [
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+ "depth": 27,
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+ "dtype": "bfloat16",
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+ "hidden_act": "gelu_pytorch_tanh",
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+ "hidden_size": 1152,
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+ "in_channels": 3,
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+ "initializer_range": 0.02,
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+ "intermediate_size": 4304,
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+ "model_type": "qwen3_vl_vision",
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+ "num_heads": 16,
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+ "num_position_embeddings": 2304,
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+ "out_hidden_size": 4096,
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+ "pad_token_id": 151643,
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+ "spatial_merge_size": 2,
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+ "temporal_patch_size": 2
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+ "vision_end_token_id": 151653,
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+ "vision_start_token_id": 151652
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+ }
generation_config.json ADDED
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+ {
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+ "do_sample": true,
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+ "eos_token_id": [
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+ "temperature": 0.7,
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+ "top_p": 0.8,
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+ "transformers_version": "5.12.1"
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+ }
merges.txt ADDED
The diff for this file is too large to render. See raw diff
 
model.safetensors ADDED
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+ oid sha256:fbaee7f2fd09150eb3b937732c803802974f5e45b2b6651fc1f101b4d190f265
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+ size 17534340584
preprocessor_config.json ADDED
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+ {
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+ "size": {
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+ "image_mean": [
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+ "image_std": [
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+ ],
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+ "processor_class": "Qwen3VLProcessor",
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+ "image_processor_type": "Qwen2VLImageProcessorFast"
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+ }
processor_config.json ADDED
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+ {
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+ "image_processor": {
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+ "do_convert_rgb": true,
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+ "do_normalize": true,
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+ "do_rescale": true,
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+ "do_resize": true,
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+ "image_mean": [
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+ 0.5,
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+ 0.5,
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+ ],
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+ "image_processor_type": "Qwen2VLImageProcessor",
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+ "image_std": [
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+ "max_pixels": 16777216,
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+ "merge_size": 2,
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+ "min_pixels": 65536,
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+ "shortest_edge": 65536
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+ },
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+ "processor_class": "Qwen3VLProcessor",
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+ "video_processor": {
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+ "data_format": "channels_first",
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+ "default_to_square": true,
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+ "do_convert_rgb": true,
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+ "do_normalize": true,
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+ "do_rescale": true,
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+ "do_resize": true,
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+ "do_sample_frames": true,
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+ "fps": 2,
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+ "image_mean": [
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+ "max_frames": 768,
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+ "merge_size": 2,
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+ "min_frames": 4,
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+ "patch_size": 16,
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+ "resample": 3,
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+ "rescale_factor": 0.00392156862745098,
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+ "return_metadata": false,
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+ "size": {
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+ "longest_edge": 25165824,
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+ "shortest_edge": 4096
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+ },
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+ "temporal_patch_size": 2,
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+ "video_processor_type": "Qwen3VLVideoProcessor"
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+ }
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+ }
special_tokens_map.json ADDED
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1
+ {
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+ "additional_special_tokens": [
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+ "<|im_start|>",
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tokenizer.json ADDED
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tokenizer_config.json ADDED
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+ }
video_preprocessor_config.json ADDED
@@ -0,0 +1,41 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
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+ "crop_size": null,
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+ "data_format": "channels_first",
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+ "default_to_square": true,
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+ "device": null,
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+ "do_center_crop": null,
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+ "do_convert_rgb": true,
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+ "do_normalize": true,
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+ "do_rescale": true,
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+ "do_resize": true,
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+ "do_sample_frames": true,
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+ "fps": 2,
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+ "image_mean": [
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+ 0.5,
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+ 0.5,
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+ 0.5
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+ ],
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+ "image_std": [
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+ 0.5,
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+ 0.5,
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+ 0.5
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+ ],
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+ "input_data_format": null,
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+ "max_frames": 768,
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+ "merge_size": 2,
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+ "min_frames": 4,
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+ "num_frames": null,
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+ "pad_size": null,
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+ "patch_size": 16,
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+ "processor_class": "Qwen3VLProcessor",
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+ "resample": 3,
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+ "rescale_factor": 0.00392156862745098,
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+ "return_metadata": false,
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+ "size": {
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+ "longest_edge": 25165824,
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+ "shortest_edge": 4096
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+ },
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+ "temporal_patch_size": 2,
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+ "video_metadata": null,
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+ "video_processor_type": "Qwen3VLVideoProcessor"
41
+ }
vocab.json ADDED
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