Add model card and metadata
#1
by
nielsr
HF staff
- opened
- .gitattributes +1 -0
- README.md +30 -0
- added_tokens.json +16 -0
- chat_template.json +3 -0
- config.json +78 -0
- merges.txt +0 -0
- model-00001-of-00006.safetensors +3 -0
- model-00002-of-00006.safetensors +3 -0
- model-00003-of-00006.safetensors +3 -0
- model-00004-of-00006.safetensors +3 -0
- model-00005-of-00006.safetensors +3 -0
- model-00006-of-00006.safetensors +3 -0
- model.safetensors.index.json +345 -0
- preprocessor_config.json +29 -0
- special_tokens_map.json +31 -0
- tokenizer.json +3 -0
- tokenizer_config.json +145 -0
- 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
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README.md
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---
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pipeline_tag: robotics
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library_name: transformers
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license: apache-2.0
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tags: [robotics, agent, computer-vision, llm]
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---
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# <span style="font-size:30px;">STEVE-R1: Towards Long Reasoning Computer-use Agents</span>
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[](https://huggingface.co/papers/2503.12532)
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[](https://huggingface.co/Fanbin/STEVE-R1-7B-SFT)
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[](https://huggingface.co/datasets/Fanbin/waa_steve_trajectories)
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We evaluate the performance of the **STEVE-R1 agent** on both in-domain WindowsAgentArena (Windows 11 OS) and out-of-domain OSWorld (Ubuntu OS) benchmarks. The evaluation involves 16 attempts per task, with task completion rates recorded as the primary metric. In the in-domain Windows 11 setting, the STEVE-R1 agent demonstrated a **14%** higher task completion rate compared to the previous open-source state-of-the-art model, UI-TARS-7B-DPO. Furthermore, in the out-of-domain Ubuntu OS environment, where STEVE-R1 was not explicitly trained, it still achieved a **7%** higher task completion rate than UI-TARS-7B-DPO.
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<div align=center>
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<img width="98%" src="assets/performance.png"/>
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</div>
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## Release
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- Currently only the SFT STEVE-R1 model with step-verified training data is released. RL tunning is in progress.
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- 🔥 An improved version **STEVE-R1** is released with long reasoning ability and long image context. We extend the model context length to <b>128K</b> with at most <b>32 screenshot</b> inputs for a single task. The model response length is greatly improved with deepseek-R1 distillation, see the [examples](https://github.com/FanbinLu/STEVE-R1/tree/main/examples). We release the [training data](), [models](https://huggingface.co/Fanbin/STEVE-R1-7B-SFT), and [evaluation trajectories](https://huggingface.co/datasets/Fanbin/waa_steve_trajectories).
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- We release the paper of STEVE: Step Verification Pipeline for Computer-use Agent Training. We propose a single-frame computer-use 7B agent trained with SFT & step-verified KTO.
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## Trajectory Data
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... (rest of the original README content)
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## Citation
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To be added.
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added_tokens.json
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{
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"<|box_end|>": 151649,
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"<|box_start|>": 151648,
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"<|endoftext|>": 151643,
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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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"<|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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}
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chat_template.json
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{
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"chat_template": "{% set image_count = namespace(value=0) %}{% set video_count = namespace(value=0) %}{% for message in messages %}{% if loop.first and message['role'] != 'system' %}<|im_start|>system\nYou are a helpful assistant.<|im_end|>\n{% endif %}<|im_start|>{{ message['role'] }}\n{% if message['content'] is string %}{{ message['content'] }}<|im_end|>\n{% else %}{% for content in message['content'] %}{% if content['type'] == 'image' or 'image' in content or 'image_url' in content %}{% set image_count.value = image_count.value + 1 %}{% if add_vision_id %}Picture {{ image_count.value }}: {% endif %}<|vision_start|><|image_pad|><|vision_end|>{% elif content['type'] == 'video' or 'video' in content %}{% set video_count.value = video_count.value + 1 %}{% if add_vision_id %}Video {{ video_count.value }}: {% endif %}<|vision_start|><|video_pad|><|vision_end|>{% elif 'text' in content %}{{ content['text'] }}{% endif %}{% endfor %}<|im_end|>\n{% endif %}{% endfor %}{% if add_generation_prompt %}<|im_start|>assistant\n{% endif %}"
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}
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config.json
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{
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"_name_or_path": "Steve_uitars_7B_128k_sft0218_fullcorrect_with_single_frame_hf/",
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"architectures": [
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"Qwen2VLModel"
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],
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"asr_align": false,
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"attention_dropout": 0.0,
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"bos_token_id": 151643,
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"check_data_modality": false,
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"compress": false,
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"compress_gap": 33,
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"down_factor_1": 1,
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"down_factor_2": 1,
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"eos_token_id": 151645,
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"freeze_mm_mlp_adapter": true,
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"hidden_act": "silu",
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"hidden_size": 3584,
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"image_aspect_ratio": "qwen2vl",
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"image_global": false,
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"image_grid": 1,
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"image_grid_pinpoints": null,
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"image_token_id": 151655,
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"initializer_range": 0.02,
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"intermediate_size": 18944,
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"keep_global": false,
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"keep_rate": 1.0,
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"max_position_embeddings": 128000,
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"max_window_layers": 28,
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"mm_hidden_size": 3584,
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"mm_projector_lr": null,
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"mm_projector_type": "identity",
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"mm_use_im_patch_token": false,
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"mm_use_im_start_end": false,
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"mm_use_mrope": false,
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"mm_vision_select_feature": "patch",
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"mm_vision_select_layer": -1,
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"mm_vision_tower": "model_zoo/vision/UI-TARS-7B-DPO-ViT-Qwen2VL",
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"model_type": "qwen2_vl",
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"num_attention_heads": 28,
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"num_hidden_layers": 28,
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"num_key_value_heads": 4,
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"overlap_ratio": 0.0,
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"rms_norm_eps": 1e-06,
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"rope_scaling": {
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"mrope_section": [
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16,
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24,
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24
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],
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"rope_type": "default",
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"type": "default"
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},
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"rope_theta": 1000000.0,
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"sliding_window": 32768,
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"speech_overlap": false,
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"speech_overlap_time": 30,
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"tie_word_embeddings": false,
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"tokenizer_model_max_length": 128000,
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"tokenizer_padding_side": "right",
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"torch_dtype": "float32",
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"train_modality": "text_image",
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"transformers_version": "4.49.0",
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"tune_mm_mlp_adapter": false,
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"use_cache": true,
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"use_mm_proj": true,
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"use_sliding_window": false,
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"video_token_id": 151656,
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"vision_config": {
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"in_chans": 3,
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"model_type": "qwen2_vl",
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"spatial_patch_size": 14,
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"torch_dtype": "float32"
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},
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"vision_end_token_id": 151653,
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"vision_start_token_id": 151652,
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"vision_token_id": 151654,
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"vocab_size": 152064
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}
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merges.txt
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The diff for this file is too large to render.
See raw diff
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model-00001-of-00006.safetensors
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model-00002-of-00006.safetensors
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model-00003-of-00006.safetensors
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model-00004-of-00006.safetensors
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model-00005-of-00006.safetensors
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model.safetensors.index.json
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{
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"metadata": {
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"total_size": 28282476544
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},
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1 |
+
{
|
2 |
+
"add_prefix_space": false,
|
3 |
+
"added_tokens_decoder": {
|
4 |
+
"151643": {
|
5 |
+
"content": "<|endoftext|>",
|
6 |
+
"lstrip": false,
|
7 |
+
"normalized": false,
|
8 |
+
"rstrip": false,
|
9 |
+
"single_word": false,
|
10 |
+
"special": true
|
11 |
+
},
|
12 |
+
"151644": {
|
13 |
+
"content": "<|im_start|>",
|
14 |
+
"lstrip": false,
|
15 |
+
"normalized": false,
|
16 |
+
"rstrip": false,
|
17 |
+
"single_word": false,
|
18 |
+
"special": true
|
19 |
+
},
|
20 |
+
"151645": {
|
21 |
+
"content": "<|im_end|>",
|
22 |
+
"lstrip": false,
|
23 |
+
"normalized": false,
|
24 |
+
"rstrip": false,
|
25 |
+
"single_word": false,
|
26 |
+
"special": true
|
27 |
+
},
|
28 |
+
"151646": {
|
29 |
+
"content": "<|object_ref_start|>",
|
30 |
+
"lstrip": false,
|
31 |
+
"normalized": false,
|
32 |
+
"rstrip": false,
|
33 |
+
"single_word": false,
|
34 |
+
"special": true
|
35 |
+
},
|
36 |
+
"151647": {
|
37 |
+
"content": "<|object_ref_end|>",
|
38 |
+
"lstrip": false,
|
39 |
+
"normalized": false,
|
40 |
+
"rstrip": false,
|
41 |
+
"single_word": false,
|
42 |
+
"special": true
|
43 |
+
},
|
44 |
+
"151648": {
|
45 |
+
"content": "<|box_start|>",
|
46 |
+
"lstrip": false,
|
47 |
+
"normalized": false,
|
48 |
+
"rstrip": false,
|
49 |
+
"single_word": false,
|
50 |
+
"special": true
|
51 |
+
},
|
52 |
+
"151649": {
|
53 |
+
"content": "<|box_end|>",
|
54 |
+
"lstrip": false,
|
55 |
+
"normalized": false,
|
56 |
+
"rstrip": false,
|
57 |
+
"single_word": false,
|
58 |
+
"special": true
|
59 |
+
},
|
60 |
+
"151650": {
|
61 |
+
"content": "<|quad_start|>",
|
62 |
+
"lstrip": false,
|
63 |
+
"normalized": false,
|
64 |
+
"rstrip": false,
|
65 |
+
"single_word": false,
|
66 |
+
"special": true
|
67 |
+
},
|
68 |
+
"151651": {
|
69 |
+
"content": "<|quad_end|>",
|
70 |
+
"lstrip": false,
|
71 |
+
"normalized": false,
|
72 |
+
"rstrip": false,
|
73 |
+
"single_word": false,
|
74 |
+
"special": true
|
75 |
+
},
|
76 |
+
"151652": {
|
77 |
+
"content": "<|vision_start|>",
|
78 |
+
"lstrip": false,
|
79 |
+
"normalized": false,
|
80 |
+
"rstrip": false,
|
81 |
+
"single_word": false,
|
82 |
+
"special": true
|
83 |
+
},
|
84 |
+
"151653": {
|
85 |
+
"content": "<|vision_end|>",
|
86 |
+
"lstrip": false,
|
87 |
+
"normalized": false,
|
88 |
+
"rstrip": false,
|
89 |
+
"single_word": false,
|
90 |
+
"special": true
|
91 |
+
},
|
92 |
+
"151654": {
|
93 |
+
"content": "<|vision_pad|>",
|
94 |
+
"lstrip": false,
|
95 |
+
"normalized": false,
|
96 |
+
"rstrip": false,
|
97 |
+
"single_word": false,
|
98 |
+
"special": true
|
99 |
+
},
|
100 |
+
"151655": {
|
101 |
+
"content": "<|image_pad|>",
|
102 |
+
"lstrip": false,
|
103 |
+
"normalized": false,
|
104 |
+
"rstrip": false,
|
105 |
+
"single_word": false,
|
106 |
+
"special": true
|
107 |
+
},
|
108 |
+
"151656": {
|
109 |
+
"content": "<|video_pad|>",
|
110 |
+
"lstrip": false,
|
111 |
+
"normalized": false,
|
112 |
+
"rstrip": false,
|
113 |
+
"single_word": false,
|
114 |
+
"special": true
|
115 |
+
}
|
116 |
+
},
|
117 |
+
"additional_special_tokens": [
|
118 |
+
"<|im_start|>",
|
119 |
+
"<|im_end|>",
|
120 |
+
"<|object_ref_start|>",
|
121 |
+
"<|object_ref_end|>",
|
122 |
+
"<|box_start|>",
|
123 |
+
"<|box_end|>",
|
124 |
+
"<|quad_start|>",
|
125 |
+
"<|quad_end|>",
|
126 |
+
"<|vision_start|>",
|
127 |
+
"<|vision_end|>",
|
128 |
+
"<|vision_pad|>",
|
129 |
+
"<|image_pad|>",
|
130 |
+
"<|video_pad|>"
|
131 |
+
],
|
132 |
+
"bos_token": null,
|
133 |
+
"chat_template": "{% if not add_generation_prompt is defined %}{% set add_generation_prompt = false %}{% endif %}{% for message in messages %}{{ message['role'].title() + ': ' + message['content'] | trim + eos_token + '\n' }}{% endfor %}{% if add_generation_prompt %}{{ 'Assistant: ' }}{% endif %}",
|
134 |
+
"clean_up_tokenization_spaces": false,
|
135 |
+
"eos_token": "<|im_end|>",
|
136 |
+
"errors": "replace",
|
137 |
+
"extra_special_tokens": {},
|
138 |
+
"model_max_length": 32768,
|
139 |
+
"pad_token": "<|endoftext|>",
|
140 |
+
"padding_side": "right",
|
141 |
+
"processor_class": "Qwen2VLProcessor",
|
142 |
+
"split_special_tokens": false,
|
143 |
+
"tokenizer_class": "Qwen2Tokenizer",
|
144 |
+
"unk_token": null
|
145 |
+
}
|
vocab.json
ADDED
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|
|