Update app.py
Browse files
app.py
CHANGED
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@@ -1,52 +1,259 @@
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inputs=[state_user, state_candidates_info, checkbox_options],
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outputs=[img_origin, gallery_candidates, checkbox_options, md_instruction, btn_submit, btn_none, md_end, state_user, state_candidates_info]
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| 1 |
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import gradio as gr
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| 2 |
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import os
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import random
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import uuid
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import csv
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from datetime import datetime
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from pathlib import Path
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from PIL import Image # 引入 PIL 用于处理图片
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from huggingface_hub import CommitScheduler, snapshot_download
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# --- 1. 配置区域 ---
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DATASET_REPO_ID = "Emilyxml/moveit"
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DATA_FOLDER = "data"
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LOG_FOLDER = Path("logs")
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LOG_FOLDER.mkdir(parents=True, exist_ok=True)
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TOKEN = os.environ.get("HF_TOKEN")
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# --- 2. 自动下载数据 ---
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if not os.path.exists(DATA_FOLDER) or not os.listdir(DATA_FOLDER):
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try:
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print("🚀 正在从 Dataset 下载数据...")
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snapshot_download(
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repo_id=DATASET_REPO_ID,
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repo_type="dataset",
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local_dir=DATA_FOLDER,
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token=TOKEN,
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allow_patterns=["*.jpg", "*.png", "*.jpeg", "*.webp", "*.txt"]
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)
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print("✅ 数据下载完成!")
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except Exception as e:
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print(f"⚠️ 下载失败: {e}")
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# --- 3. 启动同步调度器 ---
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scheduler = CommitScheduler(
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repo_id=DATASET_REPO_ID,
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repo_type="dataset",
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folder_path=LOG_FOLDER,
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path_in_repo="logs",
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every=1,
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token=TOKEN
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)
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# --- 4. 数据加载 ---
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def load_data():
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groups = {}
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if not os.path.exists(DATA_FOLDER):
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return {}, []
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for filename in os.listdir(DATA_FOLDER):
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if filename.startswith('.'): continue
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file_path = os.path.join(DATA_FOLDER, filename)
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prefix = filename[:5]
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if prefix not in groups:
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groups[prefix] = {"origin": None, "candidates": [], "instruction": "暂无说明"}
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if filename.lower().endswith(('.png', '.jpg', '.jpeg', '.webp')):
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if "_origin" in filename.lower():
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groups[prefix]["origin"] = file_path
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else:
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groups[prefix]["candidates"].append(file_path)
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elif filename.lower().endswith('.txt'):
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try:
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with open(file_path, "r", encoding="utf-8") as f:
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groups[prefix]["instruction"] = f.read()
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except:
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with open(file_path, "r", encoding="gbk") as f:
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groups[prefix]["instruction"] = f.read()
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valid_groups = {}
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for k, v in groups.items():
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if v["origin"] is not None or len(v["candidates"]) > 0:
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valid_groups[k] = v
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group_ids = list(valid_groups.keys())
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random.shuffle(group_ids)
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print(f"Loaded {len(group_ids)} groups.")
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return valid_groups, group_ids
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ALL_GROUPS, ALL_GROUP_IDS = load_data()
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# --- NEW: 图片优化函数 (提速关键) ---
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| 83 |
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def optimize_image(image_path, max_width=800):
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"""
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读取图片并调整大小,减少传输时间。
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max_width: 限制最大宽度为 800px (足够人眼评估)
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"""
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if not image_path:
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return None
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try:
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img = Image.open(image_path)
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# 如果图片太大,就缩小
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if img.width > max_width:
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ratio = max_width / img.width
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new_height = int(img.height * ratio)
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img = img.resize((max_width, new_height), Image.LANCZOS)
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return img
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except Exception as e:
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print(f"Error loading image {image_path}: {e}")
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return None
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| 102 |
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# --- 5. 核心逻辑 ---
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def get_next_question(user_state):
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"""准备下一题的数据"""
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idx = user_state["index"]
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| 107 |
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| 108 |
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if idx >= len(ALL_GROUP_IDS):
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return (
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gr.update(visible=False),
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| 111 |
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gr.update(visible=False),
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| 112 |
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gr.update(visible=False),
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| 113 |
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gr.update(visible=False),
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| 114 |
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gr.update(visible=False),
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| 115 |
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gr.update(visible=False),
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gr.update(value="## 🎉 测试结束!感谢您的参与。", visible=True),
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user_state,
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[]
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| 119 |
)
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| 121 |
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group_id = ALL_GROUP_IDS[idx]
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group_data = ALL_GROUPS[group_id]
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| 123 |
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| 124 |
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# 1. 优化原图 (返回 PIL 对象而不是路径)
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| 125 |
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origin_img = optimize_image(group_data["origin"], max_width=600)
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| 126 |
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| 127 |
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# 2. 优化候选图
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| 128 |
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candidates = group_data["candidates"].copy()
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| 129 |
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random.shuffle(candidates)
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| 130 |
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| 131 |
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gallery_items = []
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| 132 |
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choices = []
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| 133 |
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candidates_info = []
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| 134 |
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| 135 |
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for i, path in enumerate(candidates):
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| 136 |
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label = f"Option {chr(65+i)}"
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| 137 |
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| 138 |
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# 优化每张候选图
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| 139 |
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optimized_img = optimize_image(path, max_width=600)
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| 140 |
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| 141 |
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gallery_items.append((optimized_img, label))
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| 142 |
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choices.append(label)
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| 143 |
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candidates_info.append({"label": label, "path": path})
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| 144 |
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| 145 |
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instruction = f"### 任务 ({idx + 1} / {len(ALL_GROUP_IDS)})\n\n{group_data['instruction']}"
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| 146 |
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| 147 |
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return (
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| 148 |
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gr.update(value=origin_img, visible=True if origin_img else False),
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| 149 |
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gr.update(value=gallery_items, visible=True),
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| 150 |
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gr.update(choices=choices, value=[], visible=True),
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| 151 |
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gr.update(value=instruction, visible=True),
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gr.update(visible=True),
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| 153 |
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gr.update(visible=True),
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| 154 |
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gr.update(visible=False),
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| 155 |
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user_state,
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candidates_info
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)
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| 159 |
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def save_and_next(user_state, candidates_info, selected_options, is_none=False):
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| 160 |
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current_idx = user_state["index"]
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| 161 |
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group_id = ALL_GROUP_IDS[current_idx]
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| 162 |
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| 163 |
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if is_none:
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choice_str = "Rejected All"
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| 165 |
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method_str = "None_Satisfied"
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| 166 |
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else:
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| 167 |
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if not selected_options:
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| 168 |
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raise gr.Error("请至少勾选一个选项,或点击“都不满意”")
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| 169 |
+
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| 170 |
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choice_str = "; ".join(selected_options)
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| 171 |
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selected_methods = []
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| 172 |
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for opt in selected_options:
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| 173 |
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for info in candidates_info:
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| 174 |
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if info["label"] == opt:
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| 175 |
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path = info["path"]
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| 176 |
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filename = os.path.basename(path)
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| 177 |
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name = os.path.splitext(filename)[0]
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| 178 |
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parts = name.split('_', 1)
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| 179 |
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method = parts[1] if len(parts) > 1 else name
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| 180 |
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selected_methods.append(method)
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| 181 |
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break
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| 182 |
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method_str = "; ".join(selected_methods)
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| 183 |
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| 184 |
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user_file = LOG_FOLDER / f"user_{user_state['user_id']}.csv"
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| 185 |
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with scheduler.lock:
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| 186 |
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exists = user_file.exists()
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| 187 |
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with open(user_file, "a", newline="", encoding="utf-8") as f:
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| 188 |
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writer = csv.writer(f)
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| 189 |
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if not exists:
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| 190 |
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writer.writerow(["user_id", "timestamp", "group_id", "choices", "methods"])
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| 191 |
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writer.writerow([
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| 192 |
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user_state["user_id"],
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| 193 |
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datetime.now().strftime("%Y-%m-%d %H:%M:%S"),
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| 194 |
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group_id,
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| 195 |
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choice_str,
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| 196 |
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method_str
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| 197 |
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])
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| 198 |
+
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| 199 |
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user_state["index"] += 1
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| 200 |
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return get_next_question(user_state)
|
| 201 |
|
| 202 |
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# --- 6. 界面构建 ---
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| 203 |
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with gr.Blocks(title="User Study") as demo:
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| 204 |
+
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| 205 |
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state_user = gr.State(lambda: {"user_id": str(uuid.uuid4())[:8], "index": 0})
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| 206 |
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state_candidates_info = gr.State([])
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| 207 |
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| 208 |
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with gr.Row():
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md_instruction = gr.Markdown("Loading...")
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| 210 |
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| 211 |
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with gr.Row():
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| 212 |
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with gr.Column(scale=1):
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| 213 |
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# 将 format 设置为 jpeg 进一步减小体积
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| 214 |
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img_origin = gr.Image(label="Reference (参考原图)", interactive=False, height=400, format="jpeg")
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| 215 |
+
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| 216 |
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with gr.Column(scale=2):
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| 217 |
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gallery_candidates = gr.Gallery(
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| 218 |
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label="Candidates (候选结果)",
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columns=[2],
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height="auto",
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| 221 |
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object_fit="contain",
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interactive=False,
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format="jpeg" # 强制输出 JPEG 格式
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)
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| 225 |
+
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| 226 |
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gr.Markdown("👇 **请在下方勾选您认为最好的结果(可多选):**")
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| 227 |
+
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checkbox_options = gr.CheckboxGroup(
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choices=[],
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label="您的选择",
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| 231 |
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info="对应上方图片的标签 (Option A, B...)"
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)
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| 233 |
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with gr.Row():
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btn_submit = gr.Button("🚀 提交 (Submit)", variant="primary")
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| 236 |
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btn_none = gr.Button("🚫 都不满意 (None)", variant="stop")
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| 237 |
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| 238 |
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md_end = gr.Markdown(visible=False)
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| 239 |
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| 240 |
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demo.load(
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fn=get_next_question,
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| 242 |
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inputs=[state_user],
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| 243 |
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outputs=[img_origin, gallery_candidates, checkbox_options, md_instruction, btn_submit, btn_none, md_end, state_user, state_candidates_info]
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)
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| 245 |
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btn_submit.click(
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fn=lambda s, c, o: save_and_next(s, c, o, is_none=False),
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| 248 |
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inputs=[state_user, state_candidates_info, checkbox_options],
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| 249 |
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outputs=[img_origin, gallery_candidates, checkbox_options, md_instruction, btn_submit, btn_none, md_end, state_user, state_candidates_info]
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| 250 |
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)
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| 251 |
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| 252 |
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btn_none.click(
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fn=lambda s, c, o: save_and_next(s, c, o, is_none=True),
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| 254 |
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inputs=[state_user, state_candidates_info, checkbox_options],
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| 255 |
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outputs=[img_origin, gallery_candidates, checkbox_options, md_instruction, btn_submit, btn_none, md_end, state_user, state_candidates_info]
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| 256 |
+
)
|
| 257 |
|
| 258 |
+
if __name__ == "__main__":
|
| 259 |
+
demo.launch()
|
|
|
|
|
|
|
|
|