Duplicate from FireRedTeam/FireRed-Image-Edit-1.0

Co-authored-by: FireRedTeam <FireRedTeam@users.noreply.huggingface.co>

.gitattributes

@@ -0,0 +1,15 @@
+processor/tokenizer.json filter=lfs diff=lfs merge=lfs -text
+text_encoder/model-00001-of-00004.safetensors filter=lfs diff=lfs merge=lfs -text
+text_encoder/model-00002-of-00004.safetensors filter=lfs diff=lfs merge=lfs -text
+text_encoder/model-00003-of-00004.safetensors filter=lfs diff=lfs merge=lfs -text
+text_encoder/model-00004-of-00004.safetensors filter=lfs diff=lfs merge=lfs -text
+transformer/diffusion_pytorch_model-00001-of-00005.safetensors filter=lfs diff=lfs merge=lfs -text
+transformer/diffusion_pytorch_model-00002-of-00005.safetensors filter=lfs diff=lfs merge=lfs -text
+transformer/diffusion_pytorch_model-00003-of-00005.safetensors filter=lfs diff=lfs merge=lfs -text
+transformer/diffusion_pytorch_model-00004-of-00005.safetensors filter=lfs diff=lfs merge=lfs -text
+transformer/diffusion_pytorch_model-00005-of-00005.safetensors filter=lfs diff=lfs merge=lfs -text
+vae/diffusion_pytorch_model.safetensors filter=lfs diff=lfs merge=lfs -text
+assets/logo.png filter=lfs diff=lfs merge=lfs -text
+assets/architecture.png filter=lfs diff=lfs merge=lfs -text
+assets/showcase.png filter=lfs diff=lfs merge=lfs -text
+assets/teaser.png filter=lfs diff=lfs merge=lfs -text

README.md

@@ -0,0 +1,812 @@
+---
+license: apache-2.0
+language:
+- en
+- zh
+---
+<p align="center">
+    <img src="./assets/logo.png" width="600"/>
+<p> 
+<p align="center" style="line-height: 1;">
+  <a href="https://huggingface.co/FireRedTeam" target="_blank"><img alt="Hugging Face" src="https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-FireRedTeam-ffc107?color=ffc107&logoColor=white" style="display: inline-block;"/></a>
+  <a href="https://huggingface.co/FireRedTeam/FireRed-Image-Edit-1.0" target="_blank"><img alt="Hugging Face Model" src="https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-FireRed--Image--Edit--1.0-red" style="display: inline-block;"/></a>
+  <a href="https://huggingface.co/spaces/FireRedTeam/FireRed-Image-Edit-1.0" target="_blank"><img alt="Demo" src="https://img.shields.io/badge/%F0%9F%92%BB%20Demo-FireRed--Image--Edit--1.0-red" style="display: inline-block;"/></a>
+</p> 
+
+<p align="center" style="line-height: 1;">
+    🤗 <a href="https://huggingface.co/FireRedTeam/FireRed-Image-Edit-1.0">HuggingFace</a> |
+    🖥️ <a href="https://huggingface.co/spaces/FireRedTeam/FireRed-Image-Edit-1.0"> Demo</a> |
+    📄 <a href="https://github.com/FireRedTeam/FireRed-Image-Edit/blob/main/assets/FireRed_Image_Edit_1_0_Techinical_Report.pdf">Technical Report</a>
+</p>
+<p align="center">
+    <img src="./assets/teaser.png" width="800"/>
+<p> 
+
+
+## 🔥 FireRed-Image-Edit
+**FireRed-Image-Edit** is a general-purpose image editing model that delivers high-fidelity and consistent editing across a wide range of scenarios.
+
+## ✨ Key Features
+- **Strong Editing Performance**: FireRed-Image-Edit delivers leading open-source results with accurate instruction following, high image quality, and consistent visual coherence.
+- **Native Editing Capability**: Built directly from text-to-image foundation model and endowed with editing capabilities.
+- **Text Style Preservation**: Maintains text styles with high fidelity, achieving performance comparable to closed-source solutions.
+- **Photo Restoration**: High-quality old photo restoration and enhancement.
+- **Multi-Image Editing**: Flexible editing of multiple images such as virtual try-on.
+
+
+## 📰 News
+- 2026.02.14: We released FireRed-Image-Edit-1.0 model weights. Check more details in the [Model Zoo](#-model-zoo) section.
+- 2026.02.10: We released the [Technical Report](https://github.com/FireRedTeam/FireRed-Image-Edit/blob/main/assets/FireRed_Image_Edit_1_0_Techinical_Report.pdf) of FireRed-Image-Edit-1.0. 
+
+## 🎨 Showcase
+Some real outputs produced by FireRed-Image-Edit across genearl editing.
+<p align="center">
+    <img src="./assets/showcase.png" width="800"/>
+<p> 
+
+## 🗂️ Model Zoo
+
+<div style="overflow-x: auto; margin-bottom: 16px;">
+  <table style="border-collapse: collapse; width: 100%;">
+    <thead>
+      <tr>
+        <th style="white-space: nowrap; padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa;">Models</th>
+        <th style="white-space: nowrap; padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa;">Task</th>
+        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa;">Description</th>
+        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa;">Download Link</th>
+      </tr>
+    </thead>
+    <tbody>
+      <tr>
+        <td style="white-space: nowrap; padding: 8px; border: 1px solid #d0d7de;">FireRed-Image-Edit-1.0</td>
+        <td style="white-space: nowrap; padding: 8px; border: 1px solid #d0d7de;">Image-Editing</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de;">General-purpose image editing model</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de;">
+          <span style="white-space: nowrap;">🤗&nbsp;<a href="https://huggingface.co/FireRedTeam/FireRed-Image-Edit-1.0">HuggingFace</a></span>
+        </td>
+      </tr>
+      <tr>
+        <td style="white-space: nowrap; padding: 8px; border: 1px solid #d0d7de;">FireRed-Image-Edit-1.0-Distilled</td>
+        <td style="white-space: nowrap; padding: 8px; border: 1px solid #d0d7de;">Image-Editing</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de;">Distilled version of FireRed-Image-Edit-1.0 for faster inference</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de;">
+          <span style="white-space: nowrap;">To be released</span>
+        </td>
+      </tr>
+      <tr>
+        <td style="white-space: nowrap; padding: 8px; border: 1px solid #d0d7de;">FireRed-Image</td>
+        <td style="white-space: nowrap; padding: 8px; border: 1px solid #d0d7de;">Text-to-Image</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de;">High-quality text-to-image generation model</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de;">
+          <span style="white-space: nowrap;">To be released</span>
+        </td>
+      </tr>
+    </tbody>
+  </table>
+</div>
+
+## 🏗️ Model Architecture
+<p align="center">
+    <img src="./assets/architecture.png" width="800"/>
+<p> 
+
+## ⚡️ Quick Start
+
+1. Install the latest version of diffusers
+```
+pip install git+https://github.com/huggingface/diffusers
+```
+2. Use the following code snippets to generate or edit images.
+```
+python inference.py \
+    --input_image ./examples/edit_example.png \
+    --prompt "在书本封面Python的下方，添加一行英文文字2nd Edition" \
+    --output_image output_edit.png \
+    --seed 43
+```
+
+## 📊 Benchmark
+To better validate the capabilities of our model, we propose a benchmark called REDEdit-Bench. Our main goal is to build more diverse scenarios and editing instructions that better align with human language, enabling a more comprehensive evaluation of current editing models. We collected over 3,000 images from the internet, and after careful expert-designed selection, we constructed 1,673 bilingual (Chinese–English) editing pairs across 15 categories.
+
+### Inference and Evaluation Code
+We provide the inference and evaluation code for REDEdit-Bench. Please refer to the [redbench_infer.py](./src/tools/redbench_infer.py) and [redbench_eval.py](./src/tools/redbench_eval.py) scripts in the `src/tools` directory for more details.
+
+### Benchmark Distribution
+The REDEdit-Bench dataset will be available soon.
+
+### Results on ImgEdit
+
+<table style="border-collapse:collapse; width:100%; font-family:system-ui, -apple-system, Segoe UI, Roboto, Arial, sans-serif; font-size:14px;">
+  <thead>
+    <tr>
+      <th style="border:1px solid #ddd; padding:8px; text-align:left;">Model</th>
+      <th style="border:1px solid #ddd; padding:8px; text-align:center;">Overall ↑</th>
+      <th style="border:1px solid #ddd; padding:8px; text-align:center;">Add</th>
+      <th style="border:1px solid #ddd; padding:8px; text-align:center;">Adjust</th>
+      <th style="border:1px solid #ddd; padding:8px; text-align:center;">Extract</th>
+      <th style="border:1px solid #ddd; padding:8px; text-align:center;">Replace</th>
+      <th style="border:1px solid #ddd; padding:8px; text-align:center;">Remove</th>
+      <th style="border:1px solid #ddd; padding:8px; text-align:center;">BG</th>
+      <th style="border:1px solid #ddd; padding:8px; text-align:center;">Style</th>
+      <th style="border:1px solid #ddd; padding:8px; text-align:center;">Hybrid</th>
+      <th style="border:1px solid #ddd; padding:8px; text-align:center;">Action</th>
+    </tr>
+  </thead>
+  <tbody><tr>
+      <td colspan="11" style="border:1px solid #ddd; padding:8px; font-weight:700; background:#f7f7f7;">
+        🔹 Proprietary Models
+      </td>
+    </tr><tr>
+      <td style="border:1px solid #ddd; padding:8px; text-align:left;">Nano-Banana</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.29</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><b>4.62</b></td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.41</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><u>3.68</u></td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.34</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.39</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><b>4.40</b></td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.18</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><b>3.72</b></td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><b>4.83</b></td>
+    </tr><tr>
+      <td style="border:1px solid #ddd; padding:8px; text-align:left;">Seedream4.0</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.30</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.33</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.38</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><b>3.89</b></td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><u>4.65</u></td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><u>4.57</u></td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.35</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.22</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><u>3.71</u></td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.61</td>
+    </tr><tr>
+      <td style="border:1px solid #ddd; padding:8px; text-align:left;">Seedream4.5</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><u>4.32</u></td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><u>4.57</u></td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><b>4.65</b></td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">2.97</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><b>4.66</b></td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.46</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><u>4.37</u></td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><u>4.92</u></td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><u>3.71</u></td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.56</td>
+    </tr><tr>
+      <td style="border:1px solid #ddd; padding:8px; text-align:left;">Nano-Banana-Pro</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><b>4.37</b></td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.44</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><u>4.62</u></td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">3.42</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.60</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><b>4.63</b></td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.32</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><b>4.97</b></td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">3.64</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><u>4.69</u></td>
+    </tr><tr>
+      <td colspan="11" style="border:1px solid #ddd; padding:8px; font-weight:700; background:#f7f7f7;" >
+        🔹 Open-source Models
+      </td>
+    </tr><tr>
+      <td style="border:1px solid #ddd; padding:8px; text-align:left;">FLUX.1 Kontext [Dev]</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">3.71</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">3.99</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">3.88</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">2.19</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.27</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">3.13</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">3.98</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.51</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">3.23</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.18</td>
+    </tr><tr>
+      <td style="border:1px solid #ddd; padding:8px; text-align:left;">Step1X-Edit-v1.2</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">3.95</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">3.91</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.04</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">2.68</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.48</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.26</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">3.90</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.82</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">3.23</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.22</td>
+    </tr><tr>
+      <td style="border:1px solid #ddd; padding:8px; text-align:left;">Qwen-Image-Edit-2509</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.31</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.34</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.27</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">3.42</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.73</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.36</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><u>4.37</u></td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.91</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">3.56</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.80</td>
+    </tr><tr>
+      <td style="border:1px solid #ddd; padding:8px; text-align:left;">FLUX.2 [Dev]</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.35</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.50</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.18</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">3.83</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.65</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><b>4.65</b></td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.31</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.88</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">3.46</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.70</td>
+    </tr><tr>
+      <td style="border:1px solid #ddd; padding:8px; text-align:left;">LongCat-Image-Edit</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.45</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.44</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.53</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">3.83</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><b>4.80</b></td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><u>4.60</u></td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.33</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><u>4.92</u></td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">3.75</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><b>4.82</b></td>
+    </tr><tr>
+      <td style="border:1px solid #ddd; padding:8px; text-align:left;">Qwen-Image-Edit-2511</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><u>4.51</u></td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><u>4.54</u></td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><u>4.57</u></td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><u>4.13</u></td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.70</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.46</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.36</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.89</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><b>4.16</b></td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><u>4.81</u></td>
+    </tr><tr>
+      <td style="border:1px solid #ddd; padding:8px; text-align:left;"><b>FireRed-Image-Edit</b></td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><b>4.56</b></td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><b>4.55</b></td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><b>4.66</b></td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><b>4.34</b></td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><u>4.75</u></td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.58</td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><b>4.45</b></td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><b>4.97</b></td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;"><u>4.07</u></td>
+      <td style="border:1px solid #ddd; padding:8px; text-align:center;">4.71</td>
+    </tr></tbody>
+</table>
+
+### Results on GEdit (official public benchmark)
+
+<div style="overflow-x: auto; margin-bottom: 16px;">
+  <table style="border-collapse: collapse; width: 100%;">
+    <thead>
+      <tr>
+        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">Model</th>
+        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">G_SC ↑ (EN)</th>
+        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">G_PQ ↑ (EN)</th>
+        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">G_O ↑ (EN)</th>
+        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">G_SC ↑ (CN)</th>
+        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">G_PQ ↑ (CN)</th>
+        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">G_O ↑ (CN)</th>
+      </tr>
+    </thead>
+    <tbody><tr>
+        <td colspan="7" style="padding: 8px; border: 1px solid #d0d7de; font-weight: 600; text-align: left;">🔹 Proprietary Models</td>
+      </tr><tr>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: left; white-space: nowrap;">Nano-Banana</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">7.396</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>8.454</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">7.291</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">7.540</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>8.424</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">7.399</td>
+      </tr><tr>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: left; white-space: nowrap;">Seedream4.0</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>8.143</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">8.124</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">7.701</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>8.159</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">8.074</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">7.692</td>
+      </tr><tr>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: left; white-space: nowrap;">Nano-Banana-Pro</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">8.102</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>8.344</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>7.738</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">8.135</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>8.306</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>7.799</u></td>
+      </tr><tr>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: left; white-space: nowrap;">Seedream4.5</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>8.268</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">8.167</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>7.820</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>8.254</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">8.167</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>7.800</strong></td>
+      </tr><tr>
+        <td colspan="7" style="padding: 8px; border: 1px solid #d0d7de; font-weight: 600; text-align: left;">🔹 Open-source Models</td>
+      </tr><tr>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: left; white-space: nowrap;">FLUX.2 [Dev]</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">7.835</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">8.064</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">7.413</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">7.697</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">8.046</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">7.278</td>
+      </tr><tr>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: left; white-space: nowrap;">Qwen-Image-Edit-2509</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">7.974</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">7.714</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">7.480</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">7.988</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">7.679</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">7.467</td>
+      </tr><tr>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: left; white-space: nowrap;">Step1X-Edit-v1.2</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">7.974</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">7.714</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">7.480</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">7.988</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">7.679</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">7.467</td>
+      </tr><tr>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: left; white-space: nowrap;">Longcat-Image-Edit</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">8.128</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">8.177</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">7.748</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">8.141</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">8.117</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">7.731</td>
+      </tr><tr>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: left; white-space: nowrap;">Qwen-Image-Edit-2511</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>8.297</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>8.202</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>7.877</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>8.252</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>8.134</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>7.819</u></td>
+      </tr><tr>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: left; white-space: nowrap;"><strong>FireRed-Image-Edit</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>8.363</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>8.245</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>7.943</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>8.287</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>8.227</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>7.887</strong></td>
+      </tr></tbody>
+  </table>
+</div>
+
+### Results on REDEdit-Bench-CN (General Dimensions)
+
+<div style="overflow-x: auto; margin-bottom: 16px;">
+  <table style="border-collapse: collapse; width: 100%;">
+    <thead>
+      <tr>
+        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">Model</th>
+        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">Overall</th>
+        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">Add</th>
+        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">Adjust</th>
+        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">BG</th>
+        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">Beauty</th>
+        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">Color</th>
+        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">Compose</th>
+        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">Extract</th>
+        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">Portrait</th>
+        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">Low-level</th>
+        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">Motion</th>
+        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">Remove</th>
+        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">Replace</th>
+        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">Stylize</th>
+        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">Text</th>
+        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">Viewpoint</th>
+      </tr>
+    </thead>
+    <tbody><tr>
+        <td colspan="17" style="padding: 8px; border: 1px solid #d0d7de; font-weight: 600; text-align: left;">🔹 Proprietary Models</td>
+      </tr><tr>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: left; white-space: nowrap;">Seedream4.0</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.15</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.55</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.11</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.61</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.83</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.14</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.16</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">2.48</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.77</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.17</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.68</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.02</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.53</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.94</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.94</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.29</td>
+      </tr><tr>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: left; white-space: nowrap;">Seedream4.5</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.18</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.58</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.09</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.57</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.97</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.12</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.05</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">2.56</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.80</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.99</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.78</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.12</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.53</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.94</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.07</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>3.53</u></td>
+      </tr><tr>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: left; white-space: nowrap;">Nano-Banana</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.13</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.66</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.26</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.63</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.37</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.13</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.94</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>3.17</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.83</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.05</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.75</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.07</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.74</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.63</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.69</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.09</td>
+      </tr><tr>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: left; white-space: nowrap;">Nano-Banana-Pro</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.48</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.66</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.41</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.58</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.35</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.58</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.36</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>3.42</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.86</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.46</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.91</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.54</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.79</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.85</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.69</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>3.75</strong></td>
+      </tr><tr>
+        <td colspan="17" style="padding: 8px; border: 1px solid #d0d7de; font-weight: 600; text-align: left;">🔹 Open-source Models</td>
+      </tr><tr>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: left; white-space: nowrap;">Qwen-Image-Edit-2509</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.00</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.45</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.04</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.48</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.36</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.20</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.92</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">2.64</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.16</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.52</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.66</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.27</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.66</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.81</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.53</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.32</td>
+      </tr><tr>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: left; white-space: nowrap;">FLUX.2 [Dev]</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.05</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.31</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.88</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.57</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>3.80</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.91</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.85</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">2.47</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.50</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.43</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.68</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.50</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.47</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.95</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.53</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>3.88</strong></td>
+      </tr><tr>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: left; white-space: nowrap;">Longcat-Image-Edit</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.12</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.34</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.25</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.54</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>3.72</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.12</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.92</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">2.48</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.49</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.31</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.67</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.27</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.61</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.94</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.83</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.30</td>
+      </tr><tr>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: left; white-space: nowrap;">Qwen-Image-Edit-2511</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.18</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.50</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.23</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.52</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.61</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.09</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.00</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>3.22</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.31</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.19</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.66</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.41</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.68</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.83</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.08</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>3.51</u></td>
+      </tr><tr>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: left; white-space: nowrap;"><strong>FireRed-Image-Edit</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.33</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.57</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.37</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.64</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.69</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.45</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.29</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>3.49</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.50</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.56</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.65</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.47</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.81</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.93</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.49</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.14</td>
+      </tr></tbody>
+  </table>
+</div>
+
+### Results on REDEdit-Bench-EN (General dimensions)
+
+<div style="overflow-x: auto; margin-bottom: 16px;">
+  <table style="border-collapse: collapse; width: 100%;">
+    <thead>
+      <tr>
+        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">Model</th>
+        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">Overall</th>
+        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">Add</th>
+        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">Adjust</th>
+        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">BG</th>
+        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">Beauty</th>
+        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">Color</th>
+        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">Compose</th>
+        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">Extract</th>
+        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">Portrait</th>
+        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">Low-level</th>
+        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">Motion</th>
+        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">Remove</th>
+        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">Replace</th>
+        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">Stylize</th>
+        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">Text</th>
+        <th style="padding: 8px; border: 1px solid #d0d7de; background-color: #f6f8fa; white-space: nowrap;">Viewpoint</th>
+      </tr>
+    </thead>
+    <tbody><tr>
+        <td colspan="17" style="padding: 8px; border: 1px solid #d0d7de; font-weight: 600; text-align: left;">🔹 Proprietary Models</td>
+      </tr><tr>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: left; white-space: nowrap;">Nano-Banana</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.15</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.65</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.23</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.60</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.37</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.08</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.98</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>3.39</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.72</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.03</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.63</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.07</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.68</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.68</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.87</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.23</td>
+      </tr><tr>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: left; white-space: nowrap;">Seedream4.0</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.18</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.59</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.12</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.63</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.89</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.10</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.14</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">2.28</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.77</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.12</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.73</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.23</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.56</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.98</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.21</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.42</td>
+      </tr><tr>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: left; white-space: nowrap;">Seedream4.5</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.20</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.66</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.08</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.64</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.12</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.07</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.10</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">2.23</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.74</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.28</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.75</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.24</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.58</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.97</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.20</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>3.44</u></td>
+      </tr><tr>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: left; white-space: nowrap;">Nano-Banana-Pro</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.42</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.72</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.40</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.64</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.37</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.43</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.32</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>3.25</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.82</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.36</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.85</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.52</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.75</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.90</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.54</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>3.51</strong></td>
+      </tr><tr>
+        <td colspan="17" style="padding: 8px; border: 1px solid #d0d7de; font-weight: 600; text-align: left;">🔹 Open-source Models</td>
+      </tr><tr>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: left; white-space: nowrap;">Qwen-Image-Edit-2509</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.99</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.47</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.06</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.49</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.13</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.98</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.85</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">2.91</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.30</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.71</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.58</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.40</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.67</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.77</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.77</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">2.85</td>
+      </tr><tr>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: left; white-space: nowrap;">FLUX.2 [Dev]</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.07</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.37</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.96</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.47</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>3.72</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.86</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.87</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">2.36</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.44</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.45</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.67</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.02</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.48</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.87</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.80</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>3.84</strong></td>
+      </tr><tr>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: left; white-space: nowrap;">LongCat-Image-Edit</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.12</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.38</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.04</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.49</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>3.89</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.10</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.93</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">2.98</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.47</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.27</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.69</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.24</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.51</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.86</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.83</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.25</td>
+      </tr><tr>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: left; white-space: nowrap;">Qwen-Image-Edit-2511</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.23</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.55</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.17</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.56</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.49</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.07</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.07</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>3.54</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.42</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.52</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.72</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.42</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.65</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.85</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>4.06</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>3.38</u></td>
+      </tr><tr>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: left; white-space: nowrap;"><strong>FireRed-Image-Edit</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.26</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.41</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.33</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.60</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">3.55</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.47</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.25</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><u>3.49</u></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.50</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.44</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">4.65</td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.46</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.70</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.94</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;"><strong>4.44</strong></td>
+        <td style="padding: 8px; border: 1px solid #d0d7de; text-align: center; white-space: nowrap;">2.78</td>
+      </tr></tbody>
+  </table>
+</div>
+
+## 📜 License Agreement
+
+The code and the weights of FireRed-Image-Edit are licensed under Apache 2.0. 
+
+
+## 📝 TODO:
+- [x] Release FireRed-Image-Edit-1.0 model.
+- [ ] Release REDEdit-Bench, a comprehensive benchmark for image editing evaluation.
+- [ ] Release FireRed-Image-Edit-1.0-Distilled model, a distilled version of FireRed-Image-Edit-1.0 for few-step generation.
+- [ ] Release FireRed-Image model, a text-to-image generative model.
+
+
+## 🖊️ Citation
+
+We kindly encourage citation of our work if you find it useful.
+
+```bibtex
+@article{firered2026rededit,
+      title={FireRed-Image-Edit: A General-Purpose Image Editing Model}, 
+      author={Super Intelligence Team},
+      year={2026},
+      archivePrefix={arXiv},
+      primaryClass={cs.CV},
+      url={https://arxiv.org/abs/xxxx.xxxxx}, 
+}
+```
+
+## ⚠️ Ethics Statement
+FireRed-Image-Edit  has not been specifically designed or comprehensively evaluated for every possible downstream application. Users should be aware of the potential risks and ethical considerations when using this project, and should use it responsibly and in compliance with all applicable laws and regulations.
+
+- **Prohibited Use**: This project must not be used to generate content that is illegal, defamatory, pornographic, harmful, or that violates the privacy, rights, or interests of individuals or organizations.
+- **User Responsibility**: Users are solely responsible for any content generated using this project. The authors and contributors assume no responsibility or liability for any misuse of the codebase or for any consequences resulting from its use.
+
+
+
+## 🤝 Acknowledgements
+
+We would like to thank the developers of the amazing open-source projects, including [Qwen-Image](https://github.com/QwenLM/Qwen-Image), [Diffusers](https://github.com/huggingface/diffusers) and [HuggingFace](https://huggingface.co)
+
+## ⭐ Star History
+
+[![Star History Chart](https://api.star-history.com/svg?repos=FireRedTeam/FireRed-Image-Edit&type=date&legend=top-left)](https://www.star-history.com/#FireRedTeam/FireRed-Image-Edit&type=date&legend=top-left)

model_index.json

@@ -0,0 +1,28 @@
+{
+  "_class_name": "QwenImageEditPlusPipeline",
+  "_diffusers_version": "0.36.0.dev0",
+  "processor": [
+    "transformers",
+    "Qwen2VLProcessor"
+  ],
+  "scheduler": [
+    "diffusers",
+    "FlowMatchEulerDiscreteScheduler"
+  ],
+  "text_encoder": [
+    "transformers",
+    "Qwen2_5_VLForConditionalGeneration"
+  ],
+  "tokenizer": [
+    "transformers",
+    "Qwen2Tokenizer"
+  ],
+  "transformer": [
+    "diffusers",
+    "QwenImageTransformer2DModel"
+  ],
+  "vae": [
+    "diffusers",
+    "AutoencoderKLQwenImage"
+  ]
+}

processor/added_tokens.json

@@ -0,0 +1,24 @@
+{
+  "</tool_call>": 151658,
+  "<tool_call>": 151657,
+  "<|box_end|>": 151649,
+  "<|box_start|>": 151648,
+  "<|endoftext|>": 151643,
+  "<|file_sep|>": 151664,
+  "<|fim_middle|>": 151660,
+  "<|fim_pad|>": 151662,
+  "<|fim_prefix|>": 151659,
+  "<|fim_suffix|>": 151661,
+  "<|im_end|>": 151645,
+  "<|im_start|>": 151644,
+  "<|image_pad|>": 151655,
+  "<|object_ref_end|>": 151647,
+  "<|object_ref_start|>": 151646,
+  "<|quad_end|>": 151651,
+  "<|quad_start|>": 151650,
+  "<|repo_name|>": 151663,
+  "<|video_pad|>": 151656,
+  "<|vision_end|>": 151653,
+  "<|vision_pad|>": 151654,
+  "<|vision_start|>": 151652
+}

processor/chat_template.jinja

@@ -0,0 +1,7 @@
+{% 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
+You are a helpful assistant.<|im_end|>
+{% endif %}<|im_start|>{{ message['role'] }}
+{% if message['content'] is string %}{{ message['content'] }}<|im_end|>
+{% 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|>
+{% endif %}{% endfor %}{% if add_generation_prompt %}<|im_start|>assistant
+{% endif %}

processor/preprocessor_config.json

@@ -0,0 +1,39 @@
+{
+  "crop_size": null,
+  "data_format": "channels_first",
+  "default_to_square": true,
+  "device": null,
+  "disable_grouping": null,
+  "do_center_crop": null,
+  "do_convert_rgb": true,
+  "do_normalize": true,
+  "do_pad": null,
+  "do_rescale": true,
+  "do_resize": true,
+  "image_mean": [
+    0.48145466,
+    0.4578275,
+    0.40821073
+  ],
+  "image_processor_type": "Qwen2VLImageProcessorFast",
+  "image_std": [
+    0.26862954,
+    0.26130258,
+    0.27577711
+  ],
+  "input_data_format": null,
+  "max_pixels": 12845056,
+  "merge_size": 2,
+  "min_pixels": 3136,
+  "pad_size": null,
+  "patch_size": 14,
+  "processor_class": "Qwen2VLProcessor",
+  "resample": 3,
+  "rescale_factor": 0.00392156862745098,
+  "return_tensors": null,
+  "size": {
+    "longest_edge": 12845056,
+    "shortest_edge": 3136
+  },
+  "temporal_patch_size": 2
+}

processor/special_tokens_map.json

@@ -0,0 +1,31 @@
+{
+  "additional_special_tokens": [
+    "<|im_start|>",
+    "<|im_end|>",
+    "<|object_ref_start|>",
+    "<|object_ref_end|>",
+    "<|box_start|>",
+    "<|box_end|>",
+    "<|quad_start|>",
+    "<|quad_end|>",
+    "<|vision_start|>",
+    "<|vision_end|>",
+    "<|vision_pad|>",
+    "<|image_pad|>",
+    "<|video_pad|>"
+  ],
+  "eos_token": {
+    "content": "<|im_end|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": {
+    "content": "<|endoftext|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}

processor/tokenizer.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9c5ae00e602b8860cbd784ba82a8aa14e8feecec692e7076590d014d7b7fdafa
+size 11421896

processor/tokenizer_config.json

@@ -0,0 +1,208 @@
+{
+  "add_bos_token": false,
+  "add_prefix_space": false,
+  "added_tokens_decoder": {
+    "151643": {
+      "content": "<|endoftext|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151644": {
+      "content": "<|im_start|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151645": {
+      "content": "<|im_end|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151646": {
+      "content": "<|object_ref_start|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151647": {
+      "content": "<|object_ref_end|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151648": {
+      "content": "<|box_start|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151649": {
+      "content": "<|box_end|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151650": {
+      "content": "<|quad_start|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151651": {
+      "content": "<|quad_end|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151652": {
+      "content": "<|vision_start|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151653": {
+      "content": "<|vision_end|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151654": {
+      "content": "<|vision_pad|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151655": {
+      "content": "<|image_pad|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151656": {
+      "content": "<|video_pad|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151657": {
+      "content": "<tool_call>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151658": {
+      "content": "</tool_call>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151659": {
+      "content": "<|fim_prefix|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151660": {
+      "content": "<|fim_middle|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151661": {
+      "content": "<|fim_suffix|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151662": {
+      "content": "<|fim_pad|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151663": {
+      "content": "<|repo_name|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151664": {
+      "content": "<|file_sep|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    }
+  },
+  "additional_special_tokens": [
+    "<|im_start|>",
+    "<|im_end|>",
+    "<|object_ref_start|>",
+    "<|object_ref_end|>",
+    "<|box_start|>",
+    "<|box_end|>",
+    "<|quad_start|>",
+    "<|quad_end|>",
+    "<|vision_start|>",
+    "<|vision_end|>",
+    "<|vision_pad|>",
+    "<|image_pad|>",
+    "<|video_pad|>"
+  ],
+  "bos_token": null,
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "<|im_end|>",
+  "errors": "replace",
+  "extra_special_tokens": {},
+  "model_max_length": 131072,
+  "pad_token": "<|endoftext|>",
+  "processor_class": "Qwen2VLProcessor",
+  "split_special_tokens": false,
+  "tokenizer_class": "Qwen2Tokenizer",
+  "unk_token": null
+}

processor/video_preprocessor_config.json

@@ -0,0 +1,45 @@
+{
+  "crop_size": null,
+  "data_format": "channels_first",
+  "default_to_square": true,
+  "device": null,
+  "do_center_crop": null,
+  "do_convert_rgb": true,
+  "do_normalize": true,
+  "do_pad": null,
+  "do_rescale": true,
+  "do_resize": true,
+  "do_sample_frames": false,
+  "fps": null,
+  "image_mean": [
+    0.48145466,
+    0.4578275,
+    0.40821073
+  ],
+  "image_std": [
+    0.26862954,
+    0.26130258,
+    0.27577711
+  ],
+  "input_data_format": null,
+  "max_frames": 768,
+  "max_pixels": 12845056,
+  "merge_size": 2,
+  "min_frames": 4,
+  "min_pixels": 3136,
+  "num_frames": null,
+  "pad_size": null,
+  "patch_size": 14,
+  "processor_class": "Qwen2VLProcessor",
+  "resample": 3,
+  "rescale_factor": 0.00392156862745098,
+  "return_metadata": false,
+  "size": {
+    "longest_edge": 12845056,
+    "shortest_edge": 3136
+  },
+  "size_divisor": null,
+  "temporal_patch_size": 2,
+  "video_metadata": null,
+  "video_processor_type": "Qwen2VLVideoProcessor"
+}

scheduler/scheduler_config.json

@@ -0,0 +1,18 @@
+{
+  "_class_name": "FlowMatchEulerDiscreteScheduler",
+  "_diffusers_version": "0.36.0.dev0",
+  "base_image_seq_len": 256,
+  "base_shift": 0.5,
+  "invert_sigmas": false,
+  "max_image_seq_len": 8192,
+  "max_shift": 0.9,
+  "num_train_timesteps": 1000,
+  "shift": 1.0,
+  "shift_terminal": 0.02,
+  "stochastic_sampling": false,
+  "time_shift_type": "exponential",
+  "use_beta_sigmas": false,
+  "use_dynamic_shifting": true,
+  "use_exponential_sigmas": false,
+  "use_karras_sigmas": false
+}

text_encoder/config.json

@@ -0,0 +1,131 @@
+{
+  "architectures": [
+    "Qwen2_5_VLForConditionalGeneration"
+  ],
+  "attention_dropout": 0.0,
+  "bos_token_id": 151643,
+  "dtype": "bfloat16",
+  "eos_token_id": 151645,
+  "hidden_act": "silu",
+  "hidden_size": 3584,
+  "initializer_range": 0.02,
+  "intermediate_size": 18944,
+  "max_position_embeddings": 128000,
+  "max_window_layers": 28,
+  "model_type": "qwen2_5_vl",
+  "num_attention_heads": 28,
+  "num_hidden_layers": 28,
+  "num_key_value_heads": 4,
+  "rms_norm_eps": 1e-06,
+  "rope_scaling": {
+    "mrope_section": [
+      16,
+      24,
+      24
+    ],
+    "rope_type": "default",
+    "type": "default"
+  },
+  "rope_theta": 1000000.0,
+  "sliding_window": 32768,
+  "text_config": {
+    "architectures": [
+      "Qwen2_5_VLForConditionalGeneration"
+    ],
+    "attention_dropout": 0.0,
+    "bos_token_id": 151643,
+    "dtype": "bfloat16",
+    "eos_token_id": 151645,
+    "hidden_act": "silu",
+    "hidden_size": 3584,
+    "image_token_id": 151655,
+    "initializer_range": 0.02,
+    "intermediate_size": 18944,
+    "layer_types": [
+      "full_attention",
+      "full_attention",
+      "full_attention",
+      "full_attention",
+      "full_attention",
+      "full_attention",
+      "full_attention",
+      "full_attention",
+      "full_attention",
+      "full_attention",
+      "full_attention",
+      "full_attention",
+      "full_attention",
+      "full_attention",
+      "full_attention",
+      "full_attention",
+      "full_attention",
+      "full_attention",
+      "full_attention",
+      "full_attention",
+      "full_attention",
+      "full_attention",
+      "full_attention",
+      "full_attention",
+      "full_attention",
+      "full_attention",
+      "full_attention",
+      "full_attention"
+    ],
+    "max_position_embeddings": 128000,
+    "max_window_layers": 28,
+    "model_type": "qwen2_5_vl_text",
+    "num_attention_heads": 28,
+    "num_hidden_layers": 28,
+    "num_key_value_heads": 4,
+    "rms_norm_eps": 1e-06,
+    "rope_scaling": {
+      "mrope_section": [
+        16,
+        24,
+        24
+      ],
+      "rope_type": "default",
+      "type": "default"
+    },
+    "rope_theta": 1000000.0,
+    "sliding_window": null,
+    "use_cache": true,
+    "use_sliding_window": false,
+    "video_token_id": 151656,
+    "vision_end_token_id": 151653,
+    "vision_start_token_id": 151652,
+    "vision_token_id": 151654,
+    "vocab_size": 152064
+  },
+  "tie_word_embeddings": false,
+  "transformers_version": "4.57.1",
+  "use_cache": true,
+  "use_sliding_window": false,
+  "vision_config": {
+    "depth": 32,
+    "dtype": "bfloat16",
+    "fullatt_block_indexes": [
+      7,
+      15,
+      23,
+      31
+    ],
+    "hidden_act": "silu",
+    "hidden_size": 1280,
+    "in_channels": 3,
+    "in_chans": 3,
+    "initializer_range": 0.02,
+    "intermediate_size": 3420,
+    "model_type": "qwen2_5_vl",
+    "num_heads": 16,
+    "out_hidden_size": 3584,
+    "patch_size": 14,
+    "spatial_merge_size": 2,
+    "spatial_patch_size": 14,
+    "temporal_patch_size": 2,
+    "tokens_per_second": 2,
+    "window_size": 112
+  },
+  "vision_token_id": 151654,
+  "vocab_size": 152064
+}

text_encoder/generation_config.json

@@ -0,0 +1,14 @@
+{
+  "bos_token_id": 151643,
+  "do_sample": true,
+  "eos_token_id": [
+    151645,
+    151643
+  ],
+  "pad_token_id": 151643,
+  "repetition_penalty": 1.05,
+  "temperature": 0.1,
+  "top_k": 1,
+  "top_p": 0.001,
+  "transformers_version": "4.57.1"
+}

text_encoder/model-00001-of-00004.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d725335e4ea2399be706469e4b8807716a8fa64bd03468252e9f7acf2415fee4
+size 4968243304

text_encoder/model-00002-of-00004.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b1830db6908dcc76df3a71492acbcf2b8cac130114cf1f3c2d9edae8de8c6de3
+size 4991495816

text_encoder/model-00003-of-00004.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:09c1807c6d00d7cab94f7db39d4c02ebb8537225ccde383861ac48db97945aa6
+size 4932751040

text_encoder/model-00004-of-00004.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5dd068336d14d45ffb43cef374d286cc6ba9d8741b028f90a7d040d847961f4a
+size 1691924384

text_encoder/model.safetensors.index.json

@@ -0,0 +1,737 @@
+{
+  "metadata": {
+    "total_parameters": 8292166656,
+    "total_size": 16584333312
+  },
+  "weight_map": {
+    "lm_head.weight": "model-00004-of-00004.safetensors",
+    "model.embed_tokens.weight": "model-00001-of-00004.safetensors",
+    "model.layers.0.input_layernorm.weight": "model-00001-of-00004.safetensors",
+    "model.layers.0.mlp.down_proj.weight": "model-00001-of-00004.safetensors",
+    "model.layers.0.mlp.gate_proj.weight": "model-00001-of-00004.safetensors",
+    "model.layers.0.mlp.up_proj.weight": "model-00001-of-00004.safetensors",
+    "model.layers.0.post_attention_layernorm.weight": "model-00001-of-00004.safetensors",
+    "model.layers.0.self_attn.k_proj.bias": "model-00001-of-00004.safetensors",
+    "model.layers.0.self_attn.k_proj.weight": "model-00001-of-00004.safetensors",
+    "model.layers.0.self_attn.o_proj.weight": "model-00001-of-00004.safetensors",
+    "model.layers.0.self_attn.q_proj.bias": "model-00001-of-00004.safetensors",
+    "model.layers.0.self_attn.q_proj.weight": "model-00001-of-00004.safetensors",
+    "model.layers.0.self_attn.v_proj.bias": "model-00001-of-00004.safetensors",
+    "model.layers.0.self_attn.v_proj.weight": "model-00001-of-00004.safetensors",
+    "model.layers.1.input_layernorm.weight": "model-00001-of-00004.safetensors",
+    "model.layers.1.mlp.down_proj.weight": "model-00001-of-00004.safetensors",
+    "model.layers.1.mlp.gate_proj.weight": "model-00001-of-00004.safetensors",
+    "model.layers.1.mlp.up_proj.weight": "model-00001-of-00004.safetensors",
+    "model.layers.1.post_attention_layernorm.weight": "model-00001-of-00004.safetensors",
+    "model.layers.1.self_attn.k_proj.bias": "model-00001-of-00004.safetensors",
+    "model.layers.1.self_attn.k_proj.weight": "model-00001-of-00004.safetensors",
+    "model.layers.1.self_attn.o_proj.weight": "model-00001-of-00004.safetensors",
+    "model.layers.1.self_attn.q_proj.bias": "model-00001-of-00004.safetensors",
+    "model.layers.1.self_attn.q_proj.weight": "model-00001-of-00004.safetensors",
+    "model.layers.1.self_attn.v_proj.bias": "model-00001-of-00004.safetensors",
+    "model.layers.1.self_attn.v_proj.weight": "model-00001-of-00004.safetensors",
+    "model.layers.10.input_layernorm.weight": "model-00002-of-00004.safetensors",
+    "model.layers.10.mlp.down_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.10.mlp.gate_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.10.mlp.up_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.10.post_attention_layernorm.weight": "model-00002-of-00004.safetensors",
+    "model.layers.10.self_attn.k_proj.bias": "model-00002-of-00004.safetensors",
+    "model.layers.10.self_attn.k_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.10.self_attn.o_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.10.self_attn.q_proj.bias": "model-00002-of-00004.safetensors",
+    "model.layers.10.self_attn.q_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.10.self_attn.v_proj.bias": "model-00002-of-00004.safetensors",
+    "model.layers.10.self_attn.v_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.11.input_layernorm.weight": "model-00002-of-00004.safetensors",
+    "model.layers.11.mlp.down_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.11.mlp.gate_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.11.mlp.up_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.11.post_attention_layernorm.weight": "model-00002-of-00004.safetensors",
+    "model.layers.11.self_attn.k_proj.bias": "model-00002-of-00004.safetensors",
+    "model.layers.11.self_attn.k_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.11.self_attn.o_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.11.self_attn.q_proj.bias": "model-00002-of-00004.safetensors",
+    "model.layers.11.self_attn.q_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.11.self_attn.v_proj.bias": "model-00002-of-00004.safetensors",
+    "model.layers.11.self_attn.v_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.12.input_layernorm.weight": "model-00002-of-00004.safetensors",
+    "model.layers.12.mlp.down_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.12.mlp.gate_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.12.mlp.up_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.12.post_attention_layernorm.weight": "model-00002-of-00004.safetensors",
+    "model.layers.12.self_attn.k_proj.bias": "model-00002-of-00004.safetensors",
+    "model.layers.12.self_attn.k_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.12.self_attn.o_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.12.self_attn.q_proj.bias": "model-00002-of-00004.safetensors",
+    "model.layers.12.self_attn.q_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.12.self_attn.v_proj.bias": "model-00002-of-00004.safetensors",
+    "model.layers.12.self_attn.v_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.13.input_layernorm.weight": "model-00002-of-00004.safetensors",
+    "model.layers.13.mlp.down_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.13.mlp.gate_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.13.mlp.up_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.13.post_attention_layernorm.weight": "model-00002-of-00004.safetensors",
+    "model.layers.13.self_attn.k_proj.bias": "model-00002-of-00004.safetensors",
+    "model.layers.13.self_attn.k_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.13.self_attn.o_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.13.self_attn.q_proj.bias": "model-00002-of-00004.safetensors",
+    "model.layers.13.self_attn.q_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.13.self_attn.v_proj.bias": "model-00002-of-00004.safetensors",
+    "model.layers.13.self_attn.v_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.14.input_layernorm.weight": "model-00002-of-00004.safetensors",
+    "model.layers.14.mlp.down_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.14.mlp.gate_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.14.mlp.up_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.14.post_attention_layernorm.weight": "model-00002-of-00004.safetensors",
+    "model.layers.14.self_attn.k_proj.bias": "model-00002-of-00004.safetensors",
+    "model.layers.14.self_attn.k_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.14.self_attn.o_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.14.self_attn.q_proj.bias": "model-00002-of-00004.safetensors",
+    "model.layers.14.self_attn.q_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.14.self_attn.v_proj.bias": "model-00002-of-00004.safetensors",
+    "model.layers.14.self_attn.v_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.15.input_layernorm.weight": "model-00002-of-00004.safetensors",
+    "model.layers.15.mlp.down_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.15.mlp.gate_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.15.mlp.up_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.15.post_attention_layernorm.weight": "model-00002-of-00004.safetensors",
+    "model.layers.15.self_attn.k_proj.bias": "model-00002-of-00004.safetensors",
+    "model.layers.15.self_attn.k_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.15.self_attn.o_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.15.self_attn.q_proj.bias": "model-00002-of-00004.safetensors",
+    "model.layers.15.self_attn.q_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.15.self_attn.v_proj.bias": "model-00002-of-00004.safetensors",
+    "model.layers.15.self_attn.v_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.16.input_layernorm.weight": "model-00003-of-00004.safetensors",
+    "model.layers.16.mlp.down_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.16.mlp.gate_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.16.mlp.up_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.16.post_attention_layernorm.weight": "model-00003-of-00004.safetensors",
+    "model.layers.16.self_attn.k_proj.bias": "model-00002-of-00004.safetensors",
+    "model.layers.16.self_attn.k_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.16.self_attn.o_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.16.self_attn.q_proj.bias": "model-00002-of-00004.safetensors",
+    "model.layers.16.self_attn.q_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.16.self_attn.v_proj.bias": "model-00002-of-00004.safetensors",
+    "model.layers.16.self_attn.v_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.17.input_layernorm.weight": "model-00003-of-00004.safetensors",
+    "model.layers.17.mlp.down_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.17.mlp.gate_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.17.mlp.up_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.17.post_attention_layernorm.weight": "model-00003-of-00004.safetensors",
+    "model.layers.17.self_attn.k_proj.bias": "model-00003-of-00004.safetensors",
+    "model.layers.17.self_attn.k_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.17.self_attn.o_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.17.self_attn.q_proj.bias": "model-00003-of-00004.safetensors",
+    "model.layers.17.self_attn.q_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.17.self_attn.v_proj.bias": "model-00003-of-00004.safetensors",
+    "model.layers.17.self_attn.v_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.18.input_layernorm.weight": "model-00003-of-00004.safetensors",
+    "model.layers.18.mlp.down_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.18.mlp.gate_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.18.mlp.up_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.18.post_attention_layernorm.weight": "model-00003-of-00004.safetensors",
+    "model.layers.18.self_attn.k_proj.bias": "model-00003-of-00004.safetensors",
+    "model.layers.18.self_attn.k_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.18.self_attn.o_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.18.self_attn.q_proj.bias": "model-00003-of-00004.safetensors",
+    "model.layers.18.self_attn.q_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.18.self_attn.v_proj.bias": "model-00003-of-00004.safetensors",
+    "model.layers.18.self_attn.v_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.19.input_layernorm.weight": "model-00003-of-00004.safetensors",
+    "model.layers.19.mlp.down_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.19.mlp.gate_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.19.mlp.up_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.19.post_attention_layernorm.weight": "model-00003-of-00004.safetensors",
+    "model.layers.19.self_attn.k_proj.bias": "model-00003-of-00004.safetensors",
+    "model.layers.19.self_attn.k_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.19.self_attn.o_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.19.self_attn.q_proj.bias": "model-00003-of-00004.safetensors",
+    "model.layers.19.self_attn.q_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.19.self_attn.v_proj.bias": "model-00003-of-00004.safetensors",
+    "model.layers.19.self_attn.v_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.2.input_layernorm.weight": "model-00001-of-00004.safetensors",
+    "model.layers.2.mlp.down_proj.weight": "model-00001-of-00004.safetensors",
+    "model.layers.2.mlp.gate_proj.weight": "model-00001-of-00004.safetensors",
+    "model.layers.2.mlp.up_proj.weight": "model-00001-of-00004.safetensors",
+    "model.layers.2.post_attention_layernorm.weight": "model-00001-of-00004.safetensors",
+    "model.layers.2.self_attn.k_proj.bias": "model-00001-of-00004.safetensors",
+    "model.layers.2.self_attn.k_proj.weight": "model-00001-of-00004.safetensors",
+    "model.layers.2.self_attn.o_proj.weight": "model-00001-of-00004.safetensors",
+    "model.layers.2.self_attn.q_proj.bias": "model-00001-of-00004.safetensors",
+    "model.layers.2.self_attn.q_proj.weight": "model-00001-of-00004.safetensors",
+    "model.layers.2.self_attn.v_proj.bias": "model-00001-of-00004.safetensors",
+    "model.layers.2.self_attn.v_proj.weight": "model-00001-of-00004.safetensors",
+    "model.layers.20.input_layernorm.weight": "model-00003-of-00004.safetensors",
+    "model.layers.20.mlp.down_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.20.mlp.gate_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.20.mlp.up_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.20.post_attention_layernorm.weight": "model-00003-of-00004.safetensors",
+    "model.layers.20.self_attn.k_proj.bias": "model-00003-of-00004.safetensors",
+    "model.layers.20.self_attn.k_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.20.self_attn.o_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.20.self_attn.q_proj.bias": "model-00003-of-00004.safetensors",
+    "model.layers.20.self_attn.q_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.20.self_attn.v_proj.bias": "model-00003-of-00004.safetensors",
+    "model.layers.20.self_attn.v_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.21.input_layernorm.weight": "model-00003-of-00004.safetensors",
+    "model.layers.21.mlp.down_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.21.mlp.gate_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.21.mlp.up_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.21.post_attention_layernorm.weight": "model-00003-of-00004.safetensors",
+    "model.layers.21.self_attn.k_proj.bias": "model-00003-of-00004.safetensors",
+    "model.layers.21.self_attn.k_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.21.self_attn.o_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.21.self_attn.q_proj.bias": "model-00003-of-00004.safetensors",
+    "model.layers.21.self_attn.q_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.21.self_attn.v_proj.bias": "model-00003-of-00004.safetensors",
+    "model.layers.21.self_attn.v_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.22.input_layernorm.weight": "model-00003-of-00004.safetensors",
+    "model.layers.22.mlp.down_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.22.mlp.gate_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.22.mlp.up_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.22.post_attention_layernorm.weight": "model-00003-of-00004.safetensors",
+    "model.layers.22.self_attn.k_proj.bias": "model-00003-of-00004.safetensors",
+    "model.layers.22.self_attn.k_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.22.self_attn.o_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.22.self_attn.q_proj.bias": "model-00003-of-00004.safetensors",
+    "model.layers.22.self_attn.q_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.22.self_attn.v_proj.bias": "model-00003-of-00004.safetensors",
+    "model.layers.22.self_attn.v_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.23.input_layernorm.weight": "model-00003-of-00004.safetensors",
+    "model.layers.23.mlp.down_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.23.mlp.gate_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.23.mlp.up_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.23.post_attention_layernorm.weight": "model-00003-of-00004.safetensors",
+    "model.layers.23.self_attn.k_proj.bias": "model-00003-of-00004.safetensors",
+    "model.layers.23.self_attn.k_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.23.self_attn.o_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.23.self_attn.q_proj.bias": "model-00003-of-00004.safetensors",
+    "model.layers.23.self_attn.q_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.23.self_attn.v_proj.bias": "model-00003-of-00004.safetensors",
+    "model.layers.23.self_attn.v_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.24.input_layernorm.weight": "model-00003-of-00004.safetensors",
+    "model.layers.24.mlp.down_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.24.mlp.gate_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.24.mlp.up_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.24.post_attention_layernorm.weight": "model-00003-of-00004.safetensors",
+    "model.layers.24.self_attn.k_proj.bias": "model-00003-of-00004.safetensors",
+    "model.layers.24.self_attn.k_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.24.self_attn.o_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.24.self_attn.q_proj.bias": "model-00003-of-00004.safetensors",
+    "model.layers.24.self_attn.q_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.24.self_attn.v_proj.bias": "model-00003-of-00004.safetensors",
+    "model.layers.24.self_attn.v_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.25.input_layernorm.weight": "model-00003-of-00004.safetensors",
+    "model.layers.25.mlp.down_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.25.mlp.gate_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.25.mlp.up_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.25.post_attention_layernorm.weight": "model-00003-of-00004.safetensors",
+    "model.layers.25.self_attn.k_proj.bias": "model-00003-of-00004.safetensors",
+    "model.layers.25.self_attn.k_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.25.self_attn.o_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.25.self_attn.q_proj.bias": "model-00003-of-00004.safetensors",
+    "model.layers.25.self_attn.q_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.25.self_attn.v_proj.bias": "model-00003-of-00004.safetensors",
+    "model.layers.25.self_attn.v_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.26.input_layernorm.weight": "model-00004-of-00004.safetensors",
+    "model.layers.26.mlp.down_proj.weight": "model-00004-of-00004.safetensors",
+    "model.layers.26.mlp.gate_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.26.mlp.up_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.26.post_attention_layernorm.weight": "model-00004-of-00004.safetensors",
+    "model.layers.26.self_attn.k_proj.bias": "model-00003-of-00004.safetensors",
+    "model.layers.26.self_attn.k_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.26.self_attn.o_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.26.self_attn.q_proj.bias": "model-00003-of-00004.safetensors",
+    "model.layers.26.self_attn.q_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.26.self_attn.v_proj.bias": "model-00003-of-00004.safetensors",
+    "model.layers.26.self_attn.v_proj.weight": "model-00003-of-00004.safetensors",
+    "model.layers.27.input_layernorm.weight": "model-00004-of-00004.safetensors",
+    "model.layers.27.mlp.down_proj.weight": "model-00004-of-00004.safetensors",
+    "model.layers.27.mlp.gate_proj.weight": "model-00004-of-00004.safetensors",
+    "model.layers.27.mlp.up_proj.weight": "model-00004-of-00004.safetensors",
+    "model.layers.27.post_attention_layernorm.weight": "model-00004-of-00004.safetensors",
+    "model.layers.27.self_attn.k_proj.bias": "model-00004-of-00004.safetensors",
+    "model.layers.27.self_attn.k_proj.weight": "model-00004-of-00004.safetensors",
+    "model.layers.27.self_attn.o_proj.weight": "model-00004-of-00004.safetensors",
+    "model.layers.27.self_attn.q_proj.bias": "model-00004-of-00004.safetensors",
+    "model.layers.27.self_attn.q_proj.weight": "model-00004-of-00004.safetensors",
+    "model.layers.27.self_attn.v_proj.bias": "model-00004-of-00004.safetensors",
+    "model.layers.27.self_attn.v_proj.weight": "model-00004-of-00004.safetensors",
+    "model.layers.3.input_layernorm.weight": "model-00001-of-00004.safetensors",
+    "model.layers.3.mlp.down_proj.weight": "model-00001-of-00004.safetensors",
+    "model.layers.3.mlp.gate_proj.weight": "model-00001-of-00004.safetensors",
+    "model.layers.3.mlp.up_proj.weight": "model-00001-of-00004.safetensors",
+    "model.layers.3.post_attention_layernorm.weight": "model-00001-of-00004.safetensors",
+    "model.layers.3.self_attn.k_proj.bias": "model-00001-of-00004.safetensors",
+    "model.layers.3.self_attn.k_proj.weight": "model-00001-of-00004.safetensors",
+    "model.layers.3.self_attn.o_proj.weight": "model-00001-of-00004.safetensors",
+    "model.layers.3.self_attn.q_proj.bias": "model-00001-of-00004.safetensors",
+    "model.layers.3.self_attn.q_proj.weight": "model-00001-of-00004.safetensors",
+    "model.layers.3.self_attn.v_proj.bias": "model-00001-of-00004.safetensors",
+    "model.layers.3.self_attn.v_proj.weight": "model-00001-of-00004.safetensors",
+    "model.layers.4.input_layernorm.weight": "model-00001-of-00004.safetensors",
+    "model.layers.4.mlp.down_proj.weight": "model-00001-of-00004.safetensors",
+    "model.layers.4.mlp.gate_proj.weight": "model-00001-of-00004.safetensors",
+    "model.layers.4.mlp.up_proj.weight": "model-00001-of-00004.safetensors",
+    "model.layers.4.post_attention_layernorm.weight": "model-00001-of-00004.safetensors",
+    "model.layers.4.self_attn.k_proj.bias": "model-00001-of-00004.safetensors",
+    "model.layers.4.self_attn.k_proj.weight": "model-00001-of-00004.safetensors",
+    "model.layers.4.self_attn.o_proj.weight": "model-00001-of-00004.safetensors",
+    "model.layers.4.self_attn.q_proj.bias": "model-00001-of-00004.safetensors",
+    "model.layers.4.self_attn.q_proj.weight": "model-00001-of-00004.safetensors",
+    "model.layers.4.self_attn.v_proj.bias": "model-00001-of-00004.safetensors",
+    "model.layers.4.self_attn.v_proj.weight": "model-00001-of-00004.safetensors",
+    "model.layers.5.input_layernorm.weight": "model-00002-of-00004.safetensors",
+    "model.layers.5.mlp.down_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.5.mlp.gate_proj.weight": "model-00001-of-00004.safetensors",
+    "model.layers.5.mlp.up_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.5.post_attention_layernorm.weight": "model-00002-of-00004.safetensors",
+    "model.layers.5.self_attn.k_proj.bias": "model-00001-of-00004.safetensors",
+    "model.layers.5.self_attn.k_proj.weight": "model-00001-of-00004.safetensors",
+    "model.layers.5.self_attn.o_proj.weight": "model-00001-of-00004.safetensors",
+    "model.layers.5.self_attn.q_proj.bias": "model-00001-of-00004.safetensors",
+    "model.layers.5.self_attn.q_proj.weight": "model-00001-of-00004.safetensors",
+    "model.layers.5.self_attn.v_proj.bias": "model-00001-of-00004.safetensors",
+    "model.layers.5.self_attn.v_proj.weight": "model-00001-of-00004.safetensors",
+    "model.layers.6.input_layernorm.weight": "model-00002-of-00004.safetensors",
+    "model.layers.6.mlp.down_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.6.mlp.gate_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.6.mlp.up_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.6.post_attention_layernorm.weight": "model-00002-of-00004.safetensors",
+    "model.layers.6.self_attn.k_proj.bias": "model-00002-of-00004.safetensors",
+    "model.layers.6.self_attn.k_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.6.self_attn.o_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.6.self_attn.q_proj.bias": "model-00002-of-00004.safetensors",
+    "model.layers.6.self_attn.q_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.6.self_attn.v_proj.bias": "model-00002-of-00004.safetensors",
+    "model.layers.6.self_attn.v_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.7.input_layernorm.weight": "model-00002-of-00004.safetensors",
+    "model.layers.7.mlp.down_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.7.mlp.gate_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.7.mlp.up_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.7.post_attention_layernorm.weight": "model-00002-of-00004.safetensors",
+    "model.layers.7.self_attn.k_proj.bias": "model-00002-of-00004.safetensors",
+    "model.layers.7.self_attn.k_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.7.self_attn.o_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.7.self_attn.q_proj.bias": "model-00002-of-00004.safetensors",
+    "model.layers.7.self_attn.q_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.7.self_attn.v_proj.bias": "model-00002-of-00004.safetensors",
+    "model.layers.7.self_attn.v_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.8.input_layernorm.weight": "model-00002-of-00004.safetensors",
+    "model.layers.8.mlp.down_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.8.mlp.gate_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.8.mlp.up_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.8.post_attention_layernorm.weight": "model-00002-of-00004.safetensors",
+    "model.layers.8.self_attn.k_proj.bias": "model-00002-of-00004.safetensors",
+    "model.layers.8.self_attn.k_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.8.self_attn.o_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.8.self_attn.q_proj.bias": "model-00002-of-00004.safetensors",
+    "model.layers.8.self_attn.q_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.8.self_attn.v_proj.bias": "model-00002-of-00004.safetensors",
+    "model.layers.8.self_attn.v_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.9.input_layernorm.weight": "model-00002-of-00004.safetensors",
+    "model.layers.9.mlp.down_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.9.mlp.gate_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.9.mlp.up_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.9.post_attention_layernorm.weight": "model-00002-of-00004.safetensors",
+    "model.layers.9.self_attn.k_proj.bias": "model-00002-of-00004.safetensors",
+    "model.layers.9.self_attn.k_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.9.self_attn.o_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.9.self_attn.q_proj.bias": "model-00002-of-00004.safetensors",
+    "model.layers.9.self_attn.q_proj.weight": "model-00002-of-00004.safetensors",
+    "model.layers.9.self_attn.v_proj.bias": "model-00002-of-00004.safetensors",
+    "model.layers.9.self_attn.v_proj.weight": "model-00002-of-00004.safetensors",
+    "model.norm.weight": "model-00004-of-00004.safetensors",
+    "visual.blocks.0.attn.proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.0.attn.proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.0.attn.qkv.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.0.attn.qkv.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.0.mlp.down_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.0.mlp.down_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.0.mlp.gate_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.0.mlp.gate_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.0.mlp.up_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.0.mlp.up_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.0.norm1.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.0.norm2.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.1.attn.proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.1.attn.proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.1.attn.qkv.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.1.attn.qkv.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.1.mlp.down_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.1.mlp.down_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.1.mlp.gate_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.1.mlp.gate_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.1.mlp.up_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.1.mlp.up_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.1.norm1.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.1.norm2.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.10.attn.proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.10.attn.proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.10.attn.qkv.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.10.attn.qkv.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.10.mlp.down_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.10.mlp.down_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.10.mlp.gate_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.10.mlp.gate_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.10.mlp.up_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.10.mlp.up_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.10.norm1.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.10.norm2.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.11.attn.proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.11.attn.proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.11.attn.qkv.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.11.attn.qkv.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.11.mlp.down_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.11.mlp.down_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.11.mlp.gate_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.11.mlp.gate_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.11.mlp.up_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.11.mlp.up_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.11.norm1.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.11.norm2.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.12.attn.proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.12.attn.proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.12.attn.qkv.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.12.attn.qkv.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.12.mlp.down_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.12.mlp.down_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.12.mlp.gate_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.12.mlp.gate_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.12.mlp.up_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.12.mlp.up_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.12.norm1.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.12.norm2.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.13.attn.proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.13.attn.proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.13.attn.qkv.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.13.attn.qkv.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.13.mlp.down_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.13.mlp.down_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.13.mlp.gate_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.13.mlp.gate_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.13.mlp.up_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.13.mlp.up_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.13.norm1.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.13.norm2.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.14.attn.proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.14.attn.proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.14.attn.qkv.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.14.attn.qkv.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.14.mlp.down_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.14.mlp.down_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.14.mlp.gate_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.14.mlp.gate_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.14.mlp.up_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.14.mlp.up_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.14.norm1.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.14.norm2.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.15.attn.proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.15.attn.proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.15.attn.qkv.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.15.attn.qkv.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.15.mlp.down_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.15.mlp.down_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.15.mlp.gate_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.15.mlp.gate_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.15.mlp.up_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.15.mlp.up_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.15.norm1.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.15.norm2.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.16.attn.proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.16.attn.proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.16.attn.qkv.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.16.attn.qkv.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.16.mlp.down_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.16.mlp.down_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.16.mlp.gate_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.16.mlp.gate_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.16.mlp.up_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.16.mlp.up_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.16.norm1.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.16.norm2.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.17.attn.proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.17.attn.proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.17.attn.qkv.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.17.attn.qkv.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.17.mlp.down_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.17.mlp.down_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.17.mlp.gate_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.17.mlp.gate_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.17.mlp.up_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.17.mlp.up_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.17.norm1.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.17.norm2.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.18.attn.proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.18.attn.proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.18.attn.qkv.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.18.attn.qkv.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.18.mlp.down_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.18.mlp.down_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.18.mlp.gate_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.18.mlp.gate_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.18.mlp.up_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.18.mlp.up_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.18.norm1.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.18.norm2.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.19.attn.proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.19.attn.proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.19.attn.qkv.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.19.attn.qkv.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.19.mlp.down_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.19.mlp.down_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.19.mlp.gate_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.19.mlp.gate_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.19.mlp.up_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.19.mlp.up_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.19.norm1.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.19.norm2.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.2.attn.proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.2.attn.proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.2.attn.qkv.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.2.attn.qkv.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.2.mlp.down_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.2.mlp.down_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.2.mlp.gate_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.2.mlp.gate_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.2.mlp.up_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.2.mlp.up_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.2.norm1.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.2.norm2.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.20.attn.proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.20.attn.proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.20.attn.qkv.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.20.attn.qkv.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.20.mlp.down_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.20.mlp.down_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.20.mlp.gate_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.20.mlp.gate_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.20.mlp.up_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.20.mlp.up_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.20.norm1.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.20.norm2.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.21.attn.proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.21.attn.proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.21.attn.qkv.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.21.attn.qkv.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.21.mlp.down_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.21.mlp.down_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.21.mlp.gate_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.21.mlp.gate_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.21.mlp.up_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.21.mlp.up_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.21.norm1.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.21.norm2.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.22.attn.proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.22.attn.proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.22.attn.qkv.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.22.attn.qkv.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.22.mlp.down_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.22.mlp.down_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.22.mlp.gate_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.22.mlp.gate_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.22.mlp.up_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.22.mlp.up_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.22.norm1.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.22.norm2.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.23.attn.proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.23.attn.proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.23.attn.qkv.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.23.attn.qkv.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.23.mlp.down_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.23.mlp.down_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.23.mlp.gate_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.23.mlp.gate_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.23.mlp.up_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.23.mlp.up_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.23.norm1.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.23.norm2.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.24.attn.proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.24.attn.proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.24.attn.qkv.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.24.attn.qkv.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.24.mlp.down_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.24.mlp.down_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.24.mlp.gate_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.24.mlp.gate_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.24.mlp.up_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.24.mlp.up_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.24.norm1.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.24.norm2.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.25.attn.proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.25.attn.proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.25.attn.qkv.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.25.attn.qkv.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.25.mlp.down_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.25.mlp.down_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.25.mlp.gate_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.25.mlp.gate_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.25.mlp.up_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.25.mlp.up_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.25.norm1.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.25.norm2.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.26.attn.proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.26.attn.proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.26.attn.qkv.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.26.attn.qkv.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.26.mlp.down_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.26.mlp.down_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.26.mlp.gate_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.26.mlp.gate_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.26.mlp.up_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.26.mlp.up_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.26.norm1.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.26.norm2.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.27.attn.proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.27.attn.proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.27.attn.qkv.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.27.attn.qkv.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.27.mlp.down_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.27.mlp.down_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.27.mlp.gate_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.27.mlp.gate_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.27.mlp.up_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.27.mlp.up_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.27.norm1.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.27.norm2.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.28.attn.proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.28.attn.proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.28.attn.qkv.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.28.attn.qkv.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.28.mlp.down_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.28.mlp.down_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.28.mlp.gate_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.28.mlp.gate_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.28.mlp.up_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.28.mlp.up_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.28.norm1.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.28.norm2.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.29.attn.proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.29.attn.proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.29.attn.qkv.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.29.attn.qkv.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.29.mlp.down_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.29.mlp.down_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.29.mlp.gate_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.29.mlp.gate_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.29.mlp.up_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.29.mlp.up_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.29.norm1.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.29.norm2.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.3.attn.proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.3.attn.proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.3.attn.qkv.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.3.attn.qkv.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.3.mlp.down_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.3.mlp.down_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.3.mlp.gate_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.3.mlp.gate_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.3.mlp.up_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.3.mlp.up_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.3.norm1.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.3.norm2.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.30.attn.proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.30.attn.proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.30.attn.qkv.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.30.attn.qkv.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.30.mlp.down_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.30.mlp.down_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.30.mlp.gate_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.30.mlp.gate_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.30.mlp.up_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.30.mlp.up_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.30.norm1.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.30.norm2.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.31.attn.proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.31.attn.proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.31.attn.qkv.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.31.attn.qkv.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.31.mlp.down_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.31.mlp.down_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.31.mlp.gate_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.31.mlp.gate_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.31.mlp.up_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.31.mlp.up_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.31.norm1.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.31.norm2.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.4.attn.proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.4.attn.proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.4.attn.qkv.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.4.attn.qkv.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.4.mlp.down_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.4.mlp.down_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.4.mlp.gate_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.4.mlp.gate_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.4.mlp.up_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.4.mlp.up_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.4.norm1.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.4.norm2.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.5.attn.proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.5.attn.proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.5.attn.qkv.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.5.attn.qkv.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.5.mlp.down_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.5.mlp.down_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.5.mlp.gate_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.5.mlp.gate_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.5.mlp.up_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.5.mlp.up_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.5.norm1.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.5.norm2.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.6.attn.proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.6.attn.proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.6.attn.qkv.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.6.attn.qkv.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.6.mlp.down_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.6.mlp.down_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.6.mlp.gate_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.6.mlp.gate_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.6.mlp.up_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.6.mlp.up_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.6.norm1.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.6.norm2.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.7.attn.proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.7.attn.proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.7.attn.qkv.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.7.attn.qkv.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.7.mlp.down_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.7.mlp.down_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.7.mlp.gate_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.7.mlp.gate_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.7.mlp.up_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.7.mlp.up_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.7.norm1.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.7.norm2.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.8.attn.proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.8.attn.proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.8.attn.qkv.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.8.attn.qkv.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.8.mlp.down_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.8.mlp.down_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.8.mlp.gate_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.8.mlp.gate_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.8.mlp.up_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.8.mlp.up_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.8.norm1.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.8.norm2.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.9.attn.proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.9.attn.proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.9.attn.qkv.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.9.attn.qkv.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.9.mlp.down_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.9.mlp.down_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.9.mlp.gate_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.9.mlp.gate_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.9.mlp.up_proj.bias": "model-00001-of-00004.safetensors",
+    "visual.blocks.9.mlp.up_proj.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.9.norm1.weight": "model-00001-of-00004.safetensors",
+    "visual.blocks.9.norm2.weight": "model-00001-of-00004.safetensors",
+    "visual.merger.ln_q.weight": "model-00001-of-00004.safetensors",
+    "visual.merger.mlp.0.bias": "model-00001-of-00004.safetensors",
+    "visual.merger.mlp.0.weight": "model-00001-of-00004.safetensors",
+    "visual.merger.mlp.2.bias": "model-00001-of-00004.safetensors",
+    "visual.merger.mlp.2.weight": "model-00001-of-00004.safetensors",
+    "visual.patch_embed.proj.weight": "model-00001-of-00004.safetensors"
+  }
+}

tokenizer/added_tokens.json

@@ -0,0 +1,24 @@
+{
+  "</tool_call>": 151658,
+  "<tool_call>": 151657,
+  "<|box_end|>": 151649,
+  "<|box_start|>": 151648,
+  "<|endoftext|>": 151643,
+  "<|file_sep|>": 151664,
+  "<|fim_middle|>": 151660,
+  "<|fim_pad|>": 151662,
+  "<|fim_prefix|>": 151659,
+  "<|fim_suffix|>": 151661,
+  "<|im_end|>": 151645,
+  "<|im_start|>": 151644,
+  "<|image_pad|>": 151655,
+  "<|object_ref_end|>": 151647,
+  "<|object_ref_start|>": 151646,
+  "<|quad_end|>": 151651,
+  "<|quad_start|>": 151650,
+  "<|repo_name|>": 151663,
+  "<|video_pad|>": 151656,
+  "<|vision_end|>": 151653,
+  "<|vision_pad|>": 151654,
+  "<|vision_start|>": 151652
+}

tokenizer/chat_template.jinja

@@ -0,0 +1,54 @@
+{%- if tools %}
+    {{- '<|im_start|>system\n' }}
+    {%- if messages[0]['role'] == 'system' %}
+        {{- messages[0]['content'] }}
+    {%- else %}
+        {{- 'You are a helpful assistant.' }}
+    {%- endif %}
+    {{- "\n\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>" }}
+    {%- for tool in tools %}
+        {{- "\n" }}
+        {{- tool | tojson }}
+    {%- endfor %}
+    {{- "\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" }}
+{%- else %}
+    {%- if messages[0]['role'] == 'system' %}
+        {{- '<|im_start|>system\n' + messages[0]['content'] + '<|im_end|>\n' }}
+    {%- else %}
+        {{- '<|im_start|>system\nYou are a helpful assistant.<|im_end|>\n' }}
+    {%- endif %}
+{%- endif %}
+{%- for message in messages %}
+    {%- if (message.role == "user") or (message.role == "system" and not loop.first) or (message.role == "assistant" and not message.tool_calls) %}
+        {{- '<|im_start|>' + message.role + '\n' + message.content + '<|im_end|>' + '\n' }}
+    {%- elif message.role == "assistant" %}
+        {{- '<|im_start|>' + message.role }}
+        {%- if message.content %}
+            {{- '\n' + message.content }}
+        {%- endif %}
+        {%- for tool_call in message.tool_calls %}
+            {%- if tool_call.function is defined %}
+                {%- set tool_call = tool_call.function %}
+            {%- endif %}
+            {{- '\n<tool_call>\n{"name": "' }}
+            {{- tool_call.name }}
+            {{- '", "arguments": ' }}
+            {{- tool_call.arguments | tojson }}
+            {{- '}\n</tool_call>' }}
+        {%- endfor %}
+        {{- '<|im_end|>\n' }}
+    {%- elif message.role == "tool" %}
+        {%- if (loop.index0 == 0) or (messages[loop.index0 - 1].role != "tool") %}
+            {{- '<|im_start|>user' }}
+        {%- endif %}
+        {{- '\n<tool_response>\n' }}
+        {{- message.content }}
+        {{- '\n</tool_response>' }}
+        {%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
+            {{- '<|im_end|>\n' }}
+        {%- endif %}
+    {%- endif %}
+{%- endfor %}
+{%- if add_generation_prompt %}
+    {{- '<|im_start|>assistant\n' }}
+{%- endif %}

tokenizer/special_tokens_map.json

@@ -0,0 +1,31 @@
+{
+  "additional_special_tokens": [
+    "<|im_start|>",
+    "<|im_end|>",
+    "<|object_ref_start|>",
+    "<|object_ref_end|>",
+    "<|box_start|>",
+    "<|box_end|>",
+    "<|quad_start|>",
+    "<|quad_end|>",
+    "<|vision_start|>",
+    "<|vision_end|>",
+    "<|vision_pad|>",
+    "<|image_pad|>",
+    "<|video_pad|>"
+  ],
+  "eos_token": {
+    "content": "<|im_end|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": {
+    "content": "<|endoftext|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}

tokenizer/tokenizer_config.json

@@ -0,0 +1,207 @@
+{
+  "add_bos_token": false,
+  "add_prefix_space": false,
+  "added_tokens_decoder": {
+    "151643": {
+      "content": "<|endoftext|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151644": {
+      "content": "<|im_start|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151645": {
+      "content": "<|im_end|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151646": {
+      "content": "<|object_ref_start|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151647": {
+      "content": "<|object_ref_end|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151648": {
+      "content": "<|box_start|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151649": {
+      "content": "<|box_end|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151650": {
+      "content": "<|quad_start|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151651": {
+      "content": "<|quad_end|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151652": {
+      "content": "<|vision_start|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151653": {
+      "content": "<|vision_end|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151654": {
+      "content": "<|vision_pad|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151655": {
+      "content": "<|image_pad|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151656": {
+      "content": "<|video_pad|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151657": {
+      "content": "<tool_call>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151658": {
+      "content": "</tool_call>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151659": {
+      "content": "<|fim_prefix|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151660": {
+      "content": "<|fim_middle|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151661": {
+      "content": "<|fim_suffix|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151662": {
+      "content": "<|fim_pad|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151663": {
+      "content": "<|repo_name|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151664": {
+      "content": "<|file_sep|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    }
+  },
+  "additional_special_tokens": [
+    "<|im_start|>",
+    "<|im_end|>",
+    "<|object_ref_start|>",
+    "<|object_ref_end|>",
+    "<|box_start|>",
+    "<|box_end|>",
+    "<|quad_start|>",
+    "<|quad_end|>",
+    "<|vision_start|>",
+    "<|vision_end|>",
+    "<|vision_pad|>",
+    "<|image_pad|>",
+    "<|video_pad|>"
+  ],
+  "bos_token": null,
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "<|im_end|>",
+  "errors": "replace",
+  "extra_special_tokens": {},
+  "model_max_length": 131072,
+  "pad_token": "<|endoftext|>",
+  "split_special_tokens": false,
+  "tokenizer_class": "Qwen2Tokenizer",
+  "unk_token": null
+}

transformer/config.json

@@ -0,0 +1,17 @@
+{
+  "_class_name": "QwenImageTransformer2DModel",
+  "_diffusers_version": "0.36.0.dev0",
+  "attention_head_dim": 128,
+  "axes_dims_rope": [
+    16,
+    56,
+    56
+  ],
+  "guidance_embeds": false,
+  "in_channels": 64,
+  "joint_attention_dim": 3584,
+  "num_attention_heads": 24,
+  "num_layers": 60,
+  "out_channels": 16,
+  "patch_size": 2
+}

transformer/diffusion_pytorch_model-00001-of-00005.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e04e3ec3cb1123b7f4bd4363a861ec1416e91b22eac7742f3227e724ecae41ea
+size 9973578592

transformer/diffusion_pytorch_model-00002-of-00005.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:56ef87d97f4ea50135074079066a0dc67ca257b5a8a8b273ecff629fd9a6b879
+size 9987326072

transformer/diffusion_pytorch_model-00003-of-00005.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1426c424894f36dec1829e79591a241ae029df2ef3b0ecfe76b205249dc12c95
+size 9987307440

transformer/diffusion_pytorch_model-00004-of-00005.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f770a8769373ac4cff82303ef5de032a9337473a797df2e4d49851375a575880
+size 9930685712

transformer/diffusion_pytorch_model-00005-of-00005.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:50388f3b1e7881cadf901db4e3f04db8d3408bd19b88e76c52e20d5e38679d57
+size 982130472

vae/config.json

@@ -0,0 +1,56 @@
+{
+  "_class_name": "AutoencoderKLQwenImage",
+  "_diffusers_version": "0.36.0.dev0",
+  "attn_scales": [],
+  "base_dim": 96,
+  "dim_mult": [
+    1,
+    2,
+    4,
+    4
+  ],
+  "dropout": 0.0,
+  "latents_mean": [
+    -0.7571,
+    -0.7089,
+    -0.9113,
+    0.1075,
+    -0.1745,
+    0.9653,
+    -0.1517,
+    1.5508,
+    0.4134,
+    -0.0715,
+    0.5517,
+    -0.3632,
+    -0.1922,
+    -0.9497,
+    0.2503,
+    -0.2921
+  ],
+  "latents_std": [
+    2.8184,
+    1.4541,
+    2.3275,
+    2.6558,
+    1.2196,
+    1.7708,
+    2.6052,
+    2.0743,
+    3.2687,
+    2.1526,
+    2.8652,
+    1.5579,
+    1.6382,
+    1.1253,
+    2.8251,
+    1.916
+  ],
+  "num_res_blocks": 2,
+  "temperal_downsample": [
+    false,
+    true,
+    true
+  ],
+  "z_dim": 16
+}

vae/diffusion_pytorch_model.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0c8bc8b758c649abef9ea407b95408389a3b2f610d0d10fcb054fe171d0a8344
+size 253806966