Upload Qwen-Click-DiT model
Browse files- .gitattributes +1 -0
- README.md +82 -0
- added_tokens.json +24 -0
- chat_template.jinja +7 -0
- config.json +145 -0
- merges.txt +0 -0
- model-00001-of-00002.safetensors +3 -0
- model-00002-of-00002.safetensors +3 -0
- model.safetensors.index.json +926 -0
- optimizer.pt +3 -0
- preprocessor_config.json +39 -0
- rng_state.pth +3 -0
- scheduler.pt +3 -0
- special_tokens_map.json +31 -0
- tokenizer.json +3 -0
- tokenizer_config.json +208 -0
- trainer_state.json +909 -0
- training_args.bin +3 -0
- video_preprocessor_config.json +43 -0
- vocab.json +0 -0
.gitattributes
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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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*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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@@ -0,0 +1,82 @@
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---
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license: mit
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base_model: Qwen/Qwen2.5-VL-3B-Instruct
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datasets:
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- Salesforce/grounding_dataset
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tags:
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- vision-language
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- click-prediction
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- gui-grounding
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- diffusion-transformer
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- flow-matching
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pipeline_tag: image-to-text
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---
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# Qwen-Click-DiT
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Vision-Language Model with Diffusion Transformer for GUI Click Prediction.
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## Model Description
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This model predicts click coordinates given a screenshot and natural language instruction. It uses:
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- **Qwen2.5-VL-3B** as a frozen vision-language backbone
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- **DiT (Diffusion Transformer)** action head using flow matching
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## Usage
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```python
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from transformers import AutoProcessor, AutoConfig
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from src.model import Qwen2_5_VLForClickPrediction
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# Load model
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config = AutoConfig.from_pretrained("TESS-Computer/qwen-click-dit")
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model = Qwen2_5_VLForClickPrediction.from_pretrained("TESS-Computer/qwen-click-dit")
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processor = AutoProcessor.from_pretrained("TESS-Computer/qwen-click-dit")
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# Predict
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from PIL import Image
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image = Image.open("screenshot.png")
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# ... process and predict
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```
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See [GitHub repo](https://github.com/TESS-Computer/qwen-click-dit) for full inference code.
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## Metrics
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| Metric | Value |
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|--------|-------|
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| Inside-box Accuracy | 0.0% |
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| Mean Distance | 0.4397 |
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| Acc @ 5% | 0.0% |
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| Acc @ 10% | 0.0% |
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## Training
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- **Dataset**: [Salesforce/grounding_dataset](https://huggingface.co/datasets/Salesforce/grounding_dataset)
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- **Samples**: 20,000
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- **Epochs**: 3
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- **Base Model**: [Qwen/Qwen2.5-VL-3B-Instruct](https://huggingface.co/Qwen/Qwen2.5-VL-3B-Instruct)
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## Architecture
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| Component | Value |
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|-----------|-------|
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| DiT Hidden Size | 512 |
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| DiT Layers | 6 |
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| DiT Heads | 8 |
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| Inference Steps | 16 |
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## Citation
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```bibtex
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@misc{lezzaik2025qwenclickdit,
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title = {Qwen-Click-DiT: Vision-Language Model with Diffusion Transformer for GUI Click Prediction},
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author = {Lezzaik, Hussein},
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year = {2025},
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howpublished = {\url{https://github.com/HusseinLezzaik/qwen-click-dit}},
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}
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```
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## License
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MIT
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added_tokens.json
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{
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"</tool_call>": 151658,
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"<tool_call>": 151657,
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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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}
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chat_template.jinja
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{% 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
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You are a helpful assistant.<|im_end|>
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{% endif %}<|im_start|>{{ message['role'] }}
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{% if message['content'] is string %}{{ message['content'] }}<|im_end|>
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{% 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|>
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{% endif %}{% endfor %}{% if add_generation_prompt %}<|im_start|>assistant
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{% endif %}
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config.json
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{
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"architectures": [
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"Qwen2_5_VLForConditionalGeneration"
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],
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"attention_dropout": 0.0,
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"bos_token_id": 151643,
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"dit_dropout": 0.1,
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"dit_hidden_size": 512,
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"dit_num_heads": 8,
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"dit_num_layers": 6,
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"dtype": "bfloat16",
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"eos_token_id": 151645,
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"hidden_act": "silu",
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"hidden_size": 2048,
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"image_token_id": 151655,
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"initializer_range": 0.02,
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"intermediate_size": 11008,
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"max_position_embeddings": 128000,
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"max_window_layers": 70,
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"model_type": "qwen2_5_vl",
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"num_attention_heads": 16,
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"num_hidden_layers": 36,
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"num_inference_steps": 16,
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"num_key_value_heads": 2,
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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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"text_config": {
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"_name_or_path": "Qwen/Qwen2.5-VL-3B-Instruct",
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"architectures": [
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"Qwen2_5_VLForClickPrediction"
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],
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"attention_dropout": 0.0,
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"dtype": "bfloat16",
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"eos_token_id": 151645,
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"hidden_act": "silu",
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"hidden_size": 2048,
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"initializer_range": 0.02,
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"intermediate_size": 11008,
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"layer_types": [
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention"
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],
|
| 87 |
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"max_position_embeddings": 128000,
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| 88 |
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"max_window_layers": 70,
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| 89 |
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"model_type": "qwen2_5_vl_text",
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| 90 |
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"num_attention_heads": 16,
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| 91 |
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"num_hidden_layers": 36,
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| 92 |
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"num_key_value_heads": 2,
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| 93 |
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"pad_token_id": 151643,
|
| 94 |
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"rms_norm_eps": 1e-06,
|
| 95 |
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"rope_scaling": {
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| 96 |
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"mrope_section": [
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| 97 |
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16,
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24,
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24
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],
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| 101 |
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"rope_type": "default",
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| 102 |
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"type": "default"
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| 103 |
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},
|
| 104 |
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"rope_theta": 1000000.0,
|
| 105 |
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"sliding_window": null,
|
| 106 |
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"tie_word_embeddings": true,
|
| 107 |
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"use_cache": false,
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| 108 |
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"use_sliding_window": false,
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| 109 |
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"vision_token_id": 151654,
|
| 110 |
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"vocab_size": 151936
|
| 111 |
+
},
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| 112 |
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"transformers_version": "4.57.3",
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| 113 |
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"use_cache": true,
|
| 114 |
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"use_sliding_window": false,
|
| 115 |
+
"video_token_id": 151656,
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| 116 |
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"vision_config": {
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"depth": 32,
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| 118 |
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"dtype": "bfloat16",
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| 119 |
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"fullatt_block_indexes": [
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7,
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15,
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23,
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31
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],
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"hidden_act": "silu",
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"hidden_size": 1280,
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"in_channels": 3,
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| 128 |
+
"in_chans": 3,
|
| 129 |
+
"initializer_range": 0.02,
|
| 130 |
+
"intermediate_size": 3420,
|
| 131 |
+
"model_type": "qwen2_5_vl",
|
| 132 |
+
"num_heads": 16,
|
| 133 |
+
"out_hidden_size": 2048,
|
| 134 |
+
"patch_size": 14,
|
| 135 |
+
"spatial_merge_size": 2,
|
| 136 |
+
"spatial_patch_size": 14,
|
| 137 |
+
"temporal_patch_size": 2,
|
| 138 |
+
"tokens_per_second": 2,
|
| 139 |
+
"window_size": 112
|
| 140 |
+
},
|
| 141 |
+
"vision_end_token_id": 151653,
|
| 142 |
+
"vision_start_token_id": 151652,
|
| 143 |
+
"vision_token_id": 151654,
|
| 144 |
+
"vocab_size": 151936
|
| 145 |
+
}
|
merges.txt
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
model-00001-of-00002.safetensors
ADDED
|
@@ -0,0 +1,3 @@
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| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:fcfdd62df5095d237461f590de81a8e1db5171b6575021ae7e053ea537f4b1df
|
| 3 |
+
size 4997750760
|
model-00002-of-00002.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
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| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:92d048bfb99d9a98d5a052e1fa57b71ce44908f4c682f97b52b029bf4ae7bf39
|
| 3 |
+
size 2565696568
|
model.safetensors.index.json
ADDED
|
@@ -0,0 +1,926 @@
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preprocessor_config.json
ADDED
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ADDED
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ADDED
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ADDED
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tokenizer_config.json
ADDED
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|
| 109 |
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"151656": {
|
| 110 |
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"content": "<|video_pad|>",
|
| 111 |
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|
| 112 |
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|
| 113 |
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|
| 114 |
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|
| 115 |
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|
| 116 |
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},
|
| 117 |
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"151657": {
|
| 118 |
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|
| 119 |
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|
| 120 |
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|
| 121 |
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|
| 122 |
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|
| 123 |
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|
| 124 |
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|
| 125 |
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"151658": {
|
| 126 |
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|
| 127 |
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|
| 128 |
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|
| 129 |
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|
| 130 |
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|
| 131 |
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|
| 132 |
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|
| 133 |
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"151659": {
|
| 134 |
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|
| 135 |
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|
| 136 |
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|
| 137 |
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|
| 138 |
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|
| 139 |
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|
| 140 |
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|
| 141 |
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"151660": {
|
| 142 |
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"content": "<|fim_middle|>",
|
| 143 |
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|
| 144 |
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|
| 145 |
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|
| 146 |
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|
| 147 |
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|
| 148 |
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|
| 149 |
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"151661": {
|
| 150 |
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|
| 151 |
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|
| 152 |
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|
| 153 |
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|
| 154 |
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|
| 155 |
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|
| 156 |
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|
| 157 |
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"151662": {
|
| 158 |
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"content": "<|fim_pad|>",
|
| 159 |
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|
| 160 |
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"normalized": false,
|
| 161 |
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"rstrip": false,
|
| 162 |
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"single_word": false,
|
| 163 |
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"special": false
|
| 164 |
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},
|
| 165 |
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"151663": {
|
| 166 |
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"content": "<|repo_name|>",
|
| 167 |
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"lstrip": false,
|
| 168 |
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|
| 169 |
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"rstrip": false,
|
| 170 |
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"single_word": false,
|
| 171 |
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"special": false
|
| 172 |
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},
|
| 173 |
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"151664": {
|
| 174 |
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"content": "<|file_sep|>",
|
| 175 |
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|
| 176 |
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"normalized": false,
|
| 177 |
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|
| 178 |
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"single_word": false,
|
| 179 |
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"special": false
|
| 180 |
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}
|
| 181 |
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},
|
| 182 |
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"additional_special_tokens": [
|
| 183 |
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"<|im_start|>",
|
| 184 |
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"<|im_end|>",
|
| 185 |
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"<|object_ref_start|>",
|
| 186 |
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"<|object_ref_end|>",
|
| 187 |
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"<|box_start|>",
|
| 188 |
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"<|box_end|>",
|
| 189 |
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"<|quad_start|>",
|
| 190 |
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"<|quad_end|>",
|
| 191 |
+
"<|vision_start|>",
|
| 192 |
+
"<|vision_end|>",
|
| 193 |
+
"<|vision_pad|>",
|
| 194 |
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"<|image_pad|>",
|
| 195 |
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"<|video_pad|>"
|
| 196 |
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],
|
| 197 |
+
"bos_token": null,
|
| 198 |
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"clean_up_tokenization_spaces": false,
|
| 199 |
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"eos_token": "<|im_end|>",
|
| 200 |
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"errors": "replace",
|
| 201 |
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"extra_special_tokens": {},
|
| 202 |
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"model_max_length": 131072,
|
| 203 |
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"pad_token": "<|endoftext|>",
|
| 204 |
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"processor_class": "Qwen2_5_VLProcessor",
|
| 205 |
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"split_special_tokens": false,
|
| 206 |
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"tokenizer_class": "Qwen2Tokenizer",
|
| 207 |
+
"unk_token": null
|
| 208 |
+
}
|
trainer_state.json
ADDED
|
@@ -0,0 +1,909 @@
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