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README.md CHANGED
@@ -1,12 +1,196 @@
1
  ---
2
- title: Humanpreference
3
- emoji: 💻
4
- colorFrom: pink
5
- colorTo: yellow
6
  sdk: gradio
7
  sdk_version: 5.49.1
8
- app_file: app.py
9
- pinned: false
10
  ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
11
 
12
- Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
 
 
 
 
1
  ---
2
+ title: humanpreference
3
+ app_file: vote_interface.py
 
 
4
  sdk: gradio
5
  sdk_version: 5.49.1
 
 
6
  ---
7
+ 太好了,这一转向其实更聪明。Label Studio 的设计是为“团队标注+权限+版本管理”而生的,而你现在的任务只是**图像对比偏好评估(A/B 投票)**——这类场景用轻量、交互快的 **Gradio** 更合适。
8
+
9
+ ---
10
+
11
+ ## 🎯 一、对话总结(问题脉络)
12
+
13
+ 1. 你最初尝试用 **Label Studio** 做图像偏好投票(比较 base vs LoRA 图像对)。
14
+ 2. 你编写了自动生成 JSON 的 Python 脚本,为每个 prompt 生成左右图像组合(`left_image`、`right_image`)。
15
+ 3. 你尝试启用本地图片访问,通过环境变量
16
+
17
+ ```
18
+ LABEL_STUDIO_LOCAL_FILES_SERVING_ENABLED=true
19
+ LABEL_STUDIO_LOCAL_FILES_DOCUMENT_ROOT=...
20
+ ```
21
+
22
+ 来让 Label Studio 读取本地路径。
23
+ 4. 虽然环境变量设置成功,但 Django 后端仍无法读取(优先使用 `.env`),导致 `/data/betamix1022/...` 图片全部返回 404。
24
+ 5. 经过日志分析确定 Label Studio 并不适合快速单机偏好评估任务。
25
+
26
+ 结论:
27
+ → Label Studio 方案过重、易错,不适合单机图像偏好对比任务。
28
+ → 改用 **Gradio WebUI** 可以实现一键加载图片对、显示 prompt、支持左右选择与保存偏好结果。
29
+
30
+ ---
31
+
32
+ ## 🧩 二、明确任务目标
33
+
34
+ 设计一个 **人类偏好评估界面(Human Preference Voting Interface)**,核心需求如下:
35
+
36
+ ### 1. 功能目标
37
+
38
+ * 显示 prompt 与对应的两张图片(base vs LoRA)
39
+ * 允许用户点击“左更好 / 右更好 / 难以区分”
40
+ * 每次提交保存一条结果记录(JSON 或 CSV)
41
+ * 可随机化左右顺序,防止偏置
42
+ * 支持批量遍历任务列表
43
+
44
+ ### 2. 数据输入格式(与现有 Label Studio JSON 保持兼容)
45
+
46
+ 每条记录格式如下:
47
+
48
+ ```json
49
+ {
50
+ "id": 1,
51
+ "prompt_id": 3,
52
+ "pair_index": 2,
53
+ "prompt": "A beautiful sunset over the mountains.",
54
+ "left_image": "betamix1022/base0/3.png",
55
+ "right_image": "betamix1022/lora0/3.png",
56
+ "model_left": "base",
57
+ "model_right": "lora",
58
+ "swap": false
59
+ }
60
+ ```
61
+
62
+ 你已有完整生成脚本,因此只需把 JSON 加载给 Gradio。
63
+
64
+ ### 3. 输出格式
65
+
66
+ 结果可保存为:
67
+
68
+ ```json
69
+ [
70
+ {
71
+ "id": 1,
72
+ "prompt_id": 3,
73
+ "left_model": "base",
74
+ "right_model": "lora",
75
+ "choice": "right", # 或 "left" / "tie"
76
+ "timestamp": "2025-10-28T22:45:00",
77
+ "prompt": "A beautiful sunset over the mountains."
78
+ },
79
+ ...
80
+ ]
81
+ ```
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+
83
+ ### 4. 前端设计要点
84
+
85
+ * 上方显示当前 prompt;
86
+ * 中间显示左右图片;
87
+ * 下方提供三个按钮:
88
+ `[← Left better] [→ Right better] [= Tie / Hard to tell]`
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+ * 评完一对自动进入下一对;
90
+ * 页脚显示当前进度(如 “12 / 200”)。
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+
92
+ ### 5. 技术实现建议
93
+
94
+ * 使用 **Gradio Blocks**(更灵活布局);
95
+ * 读取 JSON 列表,维护一个 `state` 变量跟踪进度;
96
+ * 使用 `gr.Image(label=None, show_label=False)` 显示图片;
97
+ * 保存结果到本地 `results.json`(或 CSV);
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+ * 可选:在任务结束时自动压缩结果文件或导出到某目录。
99
+
100
+ ---
101
+
102
+ ## ⚙️ 三、任务交付要求(交给“大神”)
103
+
104
+ **任务标题:**
105
+
106
+ > 用 Gradio 实现图像偏好评估界面(Base vs LoRA 对比)
107
+
108
+ **任务内容:**
109
+
110
+ 1. 编写 `vote_interface.py`:
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+
112
+ * 输入参数:任务 JSON 文件路径(例如 `tasks.json`)
113
+ * 可选参数:输出文件路径(默认为 `votes.json`)
114
+ 2. 界面要求:
115
+
116
+ * 显示 prompt + 左右两图
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+ * 三个投票按钮 + 进度条
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+ * 自动跳转下一项
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+ * 支持随机化左右顺序(按 `swap` 字段)
120
+ * 用户关闭界面时自动保存中间结果
121
+ 3. 结果文件追加保存,避免数据丢失
122
+ 4. 界面运行命令示例:
123
+
124
+ ```bash
125
+ python vote_interface.py --tasks ./tasks.json --out ./votes.json
126
+ ```
127
+
128
+ 打开浏览器地址 `http://localhost:7860`。
129
+ 5. 所有图片均从本地路径(如 `betamix1022/base0/1.png`)加载,无需 Label Studio 环境变量。
130
+
131
+ ---
132
+
133
+ ## 💡 四、未来扩展点(可选)
134
+
135
+ * 加入 **键盘快捷键**:← → =
136
+ * 加入 **随机抽样 / prompt 搜索 / tag 过滤**
137
+ * 集成 **统计模块**:投票分布、模型胜率
138
+ * 使用 **SQLite + Gradio Dataframe** 实时记录
139
+
140
+ ---
141
+
142
+ ## 📦 五、总结输出(交给大神的说明)
143
+
144
+ > **任务名称:** Gradio 图像偏好评估工具
145
+ > **核心目标:** 替代 Label Studio,实现可本地运行的快速人工偏好标注界面
146
+ > **输入:** `tasks.json`(包含 prompt 与图片路径)
147
+ > **输出:** `votes.json`(记录用户偏好)
148
+ > **需求:**
149
+ >
150
+ > * prompt + 左右图显示
151
+ > * 三个按钮:左更好 / 右更好 / 难区分
152
+ > * 自���保存结果与进度
153
+ > * 支持随机化左右顺序
154
+ > * 前端基于 Gradio
155
+ > * 单命令启动,无需数据库
156
+
157
+ ---
158
+
159
+ 是否希望我接着帮你写出完整的 `vote_interface.py` 结构草稿(含 Gradio 界面框架与保存逻辑),方便交付?
160
+ ---
161
+
162
+ ## 🚀 Gradio 人类偏好评估工具使用说明
163
+
164
+ ### 环境准备
165
+ - Python 3.9 及以上版本。
166
+ - 安装依赖:
167
+ ```bash
168
+ pip install -U gradio
169
+ ```
170
+
171
+ ### 本地启动
172
+ - 在仓库根目录执行:
173
+ ```bash
174
+ python vote_interface.py --tasks ./tasks.json --image-root ./betamix1022 --out ./votes.json
175
+ ```
176
+ - `--tasks`:任务列表 JSON 文件。
177
+ - `--image-root`:图片所在的根目录(若任务文件使用相对路径,需指定)。
178
+ - `--out`:投票结果保存路径,默认 `./votes.json`。
179
+ - 启动后浏览器访问 `http://localhost:7860`,即可开始标注。界面会展示 prompt、左右图片,以及“左更好 / 难以区分 / 右更好”三个按钮。每次点击都会实时写入结果,任务完成进度同步显示。
180
+
181
+ ### 局域网或远程部署
182
+ - 局域网共享(供同一网络中的其他设备访问):
183
+ ```bash
184
+ python vote_interface.py --tasks ./tasks.json --image-root ./betamix1022 --server-name 0.0.0.0 --server-port 7860
185
+ ```
186
+ 然后在其他设备的浏览器访问 `http://<服务器IP>:7860`。
187
+ - 临时公网链接(Gradio 官方托管,注意数据隐私):
188
+ ```bash
189
+ python vote_interface.py --tasks ./tasks.json --image-root ./betamix1022 --share
190
+ ```
191
+ 运行后终端会显示可分享的外网地址。
192
 
193
+ ### 使用小贴士
194
+ - `votes.json` 会保存已完成的任务记录,可随中断随继续。
195
+ - 结果里会附带 `swap` 标记,方便后续统计模型胜率时还原原始左右顺序。
196
+ - 若需进一步扩展(如键盘快捷键、筛选器、数据库存储),可在 `vote_interface.py` 中继续迭代。
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  • Size of remote file: 348 kB
betamix1022/base0/110.png ADDED

Git LFS Details

  • SHA256: d18db52c3dfa15e9bc92e89dcde6786d410d61033127106580e64b15cff4cdae
  • Pointer size: 131 Bytes
  • Size of remote file: 401 kB
betamix1022/base0/111.png ADDED

Git LFS Details

  • SHA256: f705e67237629b04217e1c894e69d767a1afc506033993f26d9226889ec6058b
  • Pointer size: 131 Bytes
  • Size of remote file: 320 kB
betamix1022/base0/112.png ADDED

Git LFS Details

  • SHA256: 596a0a117362b28e390d9919811ad8443e26d317cec4f1c3c80993676d674e30
  • Pointer size: 131 Bytes
  • Size of remote file: 292 kB
betamix1022/base0/113.png ADDED

Git LFS Details

  • SHA256: 5b8f987d5abcc7b90f2c468b80a3f1c4151ac89e257248bb90b4b456680711fd
  • Pointer size: 131 Bytes
  • Size of remote file: 290 kB
betamix1022/base0/114.png ADDED

Git LFS Details

  • SHA256: 469fab2234fe4b28f4b22cc3bb5bf7db4b04396c4f102aecd819c817fc86da0f
  • Pointer size: 131 Bytes
  • Size of remote file: 316 kB
betamix1022/base0/115.png ADDED

Git LFS Details

  • SHA256: 7a99b744ae68f3b3710ef549f2634fb0c92b822c62f76b834277384ddd863982
  • Pointer size: 131 Bytes
  • Size of remote file: 385 kB
betamix1022/base0/116.png ADDED

Git LFS Details

  • SHA256: 2571c7a6fa6ce7025b9271ebf94c71700379a84a3144170dec11c75eb0f4e08d
  • Pointer size: 131 Bytes
  • Size of remote file: 263 kB
betamix1022/base0/117.png ADDED

Git LFS Details

  • SHA256: 84491c8ebb5196499d8268ca11831155cc591a0b36bdbe52380466c908105662
  • Pointer size: 131 Bytes
  • Size of remote file: 392 kB
betamix1022/base0/118.png ADDED

Git LFS Details

  • SHA256: 62f87caa9d3bbb6b3c97b182241ccd3af7d53bc034b5d506b9d0c239e21517e0
  • Pointer size: 131 Bytes
  • Size of remote file: 186 kB
betamix1022/base0/119.png ADDED

Git LFS Details

  • SHA256: 1da006e511363a97f31c68fb4726c5303d8dee365ce23df9bc386247cee7210f
  • Pointer size: 131 Bytes
  • Size of remote file: 339 kB
betamix1022/base0/12.png ADDED

Git LFS Details

  • SHA256: 6ff794da4443474cadf92d16ad7f8f73bc6b8c3796e785c6a70591bd30a89136
  • Pointer size: 131 Bytes
  • Size of remote file: 372 kB
betamix1022/base0/120.png ADDED

Git LFS Details

  • SHA256: c5d811e15e04db9e1a8bacaf9dc67e53813095134d34ce71cb34aead073b083d
  • Pointer size: 131 Bytes
  • Size of remote file: 288 kB
betamix1022/base0/121.png ADDED

Git LFS Details

  • SHA256: a343eaff9dae5addd7430161939ea0240d8543798e511c905b4ebd2bdeb68100
  • Pointer size: 131 Bytes
  • Size of remote file: 235 kB
betamix1022/base0/122.png ADDED

Git LFS Details

  • SHA256: aec58da0ee31c957603ab892ecc6b821f13b726815c8f3f27a06debca2f6d7e1
  • Pointer size: 131 Bytes
  • Size of remote file: 455 kB
betamix1022/base0/123.png ADDED

Git LFS Details

  • SHA256: fb3f21147e69a1cf4d2ea0b735935d3bb82aeba02e04f8b5353c67c8a1ea50a3
  • Pointer size: 131 Bytes
  • Size of remote file: 251 kB
betamix1022/base0/124.png ADDED

Git LFS Details

  • SHA256: fadf8672101173d30d1d1847a90a7db143326fa8d229c0353054b1ca94d451ed
  • Pointer size: 131 Bytes
  • Size of remote file: 292 kB
betamix1022/base0/125.png ADDED

Git LFS Details

  • SHA256: c452b0be5ffa13dd3a0a72b6de2cfcd63b39bcca954ffcf3af51702b2dbaf0d6
  • Pointer size: 131 Bytes
  • Size of remote file: 274 kB
betamix1022/base0/126.png ADDED

Git LFS Details

  • SHA256: 76691bd741fc9a97284a8f6c671d919a2f8333cb5654c06fa14f1aed372d6035
  • Pointer size: 131 Bytes
  • Size of remote file: 307 kB
betamix1022/base0/127.png ADDED

Git LFS Details

  • SHA256: f0381b6b3a15d8d56b21cd1365604bee8d572e2cdb19288a84d10886db810015
  • Pointer size: 131 Bytes
  • Size of remote file: 437 kB
betamix1022/base0/128.png ADDED

Git LFS Details

  • SHA256: 9dd3ba88b9baf3430a14e7959ccbdacb05cc497296439f1825e1826b8f01776e
  • Pointer size: 131 Bytes
  • Size of remote file: 459 kB
betamix1022/base0/129.png ADDED

Git LFS Details

  • SHA256: 1d25607d1b5ead3766dfbe43787de802fc2923f170cbf72d46c9fb49d040d297
  • Pointer size: 131 Bytes
  • Size of remote file: 256 kB
betamix1022/base0/13.png ADDED

Git LFS Details

  • SHA256: 2563b2077c8fffa3cf49e2f5814f9b028cb5b03595fce8d9fee626ca616998f6
  • Pointer size: 131 Bytes
  • Size of remote file: 152 kB
betamix1022/base0/130.png ADDED

Git LFS Details

  • SHA256: 80553e55ac9cb1d0c16730065ffd8774473e44e53c466f0a6b058b61f446da05
  • Pointer size: 131 Bytes
  • Size of remote file: 457 kB
betamix1022/base0/131.png ADDED

Git LFS Details

  • SHA256: 60f9bd39de5c039a942fe0bd83204b84c8d99f341d7a1b7f9f85bcd2351a52ea
  • Pointer size: 131 Bytes
  • Size of remote file: 435 kB
betamix1022/base0/132.png ADDED

Git LFS Details

  • SHA256: 6cf5e8fa6846497a2a5281eb3532483465ee932d0fcc71fe316ea643afa10e9f
  • Pointer size: 131 Bytes
  • Size of remote file: 303 kB
betamix1022/base0/133.png ADDED

Git LFS Details

  • SHA256: 4e7c85ab6ee4d363c45b0ac632a1969553918b3b6cca6d8b1eb6b17d14264d23
  • Pointer size: 131 Bytes
  • Size of remote file: 333 kB
betamix1022/base0/134.png ADDED

Git LFS Details

  • SHA256: 3eed666beaa9c6f4d0d304a9434f5bd97f4c21059efc07daf1604c16436bbdd5
  • Pointer size: 131 Bytes
  • Size of remote file: 543 kB
betamix1022/base0/135.png ADDED

Git LFS Details

  • SHA256: 8771ca93bbc87bb7c9bd6153e4e139f4e07dea22e339c0296552c1ab5b0df426
  • Pointer size: 131 Bytes
  • Size of remote file: 460 kB
betamix1022/base0/136.png ADDED

Git LFS Details

  • SHA256: ee066050d7aefb4e5239a05d8094a869cce67509eccf268716eabfd2f5642f88
  • Pointer size: 131 Bytes
  • Size of remote file: 277 kB
betamix1022/base0/137.png ADDED

Git LFS Details

  • SHA256: e448f87c8834934fc4e847369e9bbb83ce29d30c0dfb1f0c32fcb14cbe27da1b
  • Pointer size: 131 Bytes
  • Size of remote file: 177 kB
betamix1022/base0/138.png ADDED

Git LFS Details

  • SHA256: 7fd92f3b915849a00bc55ad9473b5bbdeb26f2b555ac9a8e9d253b72490db69a
  • Pointer size: 131 Bytes
  • Size of remote file: 461 kB
betamix1022/base0/139.png ADDED

Git LFS Details

  • SHA256: 4ba490a3f81ecf41be26b80a03adbfbdc7dd3dd2b376e6e71e126ef667f108b0
  • Pointer size: 131 Bytes
  • Size of remote file: 245 kB