diff --git a/benchmark_pkl/README.md b/benchmark_pkl/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..24b0335b5dbce57f5fe68b577dc11e93a046956b
--- /dev/null
+++ b/benchmark_pkl/README.md
@@ -0,0 +1 @@
+Annotation files (multiple-choice questions and answers) here
\ No newline at end of file
diff --git a/benchmark_pkl/check_pkl.ipynb b/benchmark_pkl/check_pkl.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..f782b5ed8bf0bade3f3beaecb54c6d4b89260431
--- /dev/null
+++ b/benchmark_pkl/check_pkl.ipynb
@@ -0,0 +1,260 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "98174dd2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "\n",
+    "df = pd.read_pickle('/home/ysong/temporal-mllms/data/temporal_data/benchmark_pkl/flintstones_single_grounding_all_story_test.pkl')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "bfbcdc41",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>data_source</th>\n",
+       "      <th>img_seq_id</th>\n",
+       "      <th>question_id</th>\n",
+       "      <th>task_name</th>\n",
+       "      <th>input_image_type</th>\n",
+       "      <th>img_path_list</th>\n",
+       "      <th>combined_img_path</th>\n",
+       "      <th>event_to_test</th>\n",
+       "      <th>text_to_test</th>\n",
+       "      <th>task_instruction</th>\n",
+       "      <th>gt_option</th>\n",
+       "      <th>character_info</th>\n",
+       "      <th>img_to_test</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>flintstones</td>\n",
+       "      <td>train_13320</td>\n",
+       "      <td>train_13320_q0</td>\n",
+       "      <td>single_grounding_all</td>\n",
+       "      <td>combined</td>\n",
+       "      <td>[data/flintstones/video_frames_sampled_jpg/s_0...</td>\n",
+       "      <td>data/flintstones/combined/s_01_e_01_shot_01335...</td>\n",
+       "      <td>Barney stuck his hand through the window and s...</td>\n",
+       "      <td>barney and fred are in the living room. fred i...</td>\n",
+       "      <td>Based on the event described, select the image...</td>\n",
+       "      <td>image 1</td>\n",
+       "      <td>Fred is chubby, has black hair, a large nose a...</td>\n",
+       "      <td>data/flintstones/video_frames_sampled_jpg/s_01...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>flintstones</td>\n",
+       "      <td>train_13320</td>\n",
+       "      <td>train_13320_q1</td>\n",
+       "      <td>single_grounding_all</td>\n",
+       "      <td>combined</td>\n",
+       "      <td>[data/flintstones/video_frames_sampled_jpg/s_0...</td>\n",
+       "      <td>data/flintstones/combined/s_01_e_01_shot_01335...</td>\n",
+       "      <td>Fred talked in the living room while wearing a...</td>\n",
+       "      <td>fred is wearing a head and arm bandage in the ...</td>\n",
+       "      <td>Based on the event described, select the image...</td>\n",
+       "      <td>image 2</td>\n",
+       "      <td>Fred is chubby, has black hair, a large nose a...</td>\n",
+       "      <td>data/flintstones/video_frames_sampled_jpg/s_01...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>flintstones</td>\n",
+       "      <td>train_13320</td>\n",
+       "      <td>train_13320_q2</td>\n",
+       "      <td>single_grounding_all</td>\n",
+       "      <td>combined</td>\n",
+       "      <td>[data/flintstones/video_frames_sampled_jpg/s_0...</td>\n",
+       "      <td>data/flintstones/combined/s_01_e_01_shot_01335...</td>\n",
+       "      <td>Fred and Wilma talked to each other in the room.</td>\n",
+       "      <td>fred and wilma are in the room. they are talki...</td>\n",
+       "      <td>Based on the event described, select the image...</td>\n",
+       "      <td>image 3</td>\n",
+       "      <td>Fred is chubby, has black hair, a large nose a...</td>\n",
+       "      <td>data/flintstones/video_frames_sampled_jpg/s_01...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>flintstones</td>\n",
+       "      <td>train_13320</td>\n",
+       "      <td>train_13320_q3</td>\n",
+       "      <td>single_grounding_all</td>\n",
+       "      <td>combined</td>\n",
+       "      <td>[data/flintstones/video_frames_sampled_jpg/s_0...</td>\n",
+       "      <td>data/flintstones/combined/s_01_e_01_shot_01335...</td>\n",
+       "      <td>Barney hit a machine with a hammer in the yard.</td>\n",
+       "      <td>barney is hitting a machine with a hammer in t...</td>\n",
+       "      <td>Based on the event described, select the image...</td>\n",
+       "      <td>image 4</td>\n",
+       "      <td>Fred is chubby, has black hair, a large nose a...</td>\n",
+       "      <td>data/flintstones/video_frames_sampled_jpg/s_01...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>flintstones</td>\n",
+       "      <td>train_13320</td>\n",
+       "      <td>train_13320_q4</td>\n",
+       "      <td>single_grounding_all</td>\n",
+       "      <td>combined</td>\n",
+       "      <td>[data/flintstones/video_frames_sampled_jpg/s_0...</td>\n",
+       "      <td>data/flintstones/combined/s_01_e_01_shot_01335...</td>\n",
+       "      <td>Fred pushed Barney's nose with a finger.</td>\n",
+       "      <td>fred and barney are outside. fred is talking a...</td>\n",
+       "      <td>Based on the event described, select the image...</td>\n",
+       "      <td>image 5</td>\n",
+       "      <td>Fred is chubby, has black hair, a large nose a...</td>\n",
+       "      <td>data/flintstones/video_frames_sampled_jpg/s_01...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   data_source   img_seq_id     question_id             task_name  \\\n",
+       "0  flintstones  train_13320  train_13320_q0  single_grounding_all   \n",
+       "1  flintstones  train_13320  train_13320_q1  single_grounding_all   \n",
+       "2  flintstones  train_13320  train_13320_q2  single_grounding_all   \n",
+       "3  flintstones  train_13320  train_13320_q3  single_grounding_all   \n",
+       "4  flintstones  train_13320  train_13320_q4  single_grounding_all   \n",
+       "\n",
+       "  input_image_type                                      img_path_list  \\\n",
+       "0         combined  [data/flintstones/video_frames_sampled_jpg/s_0...   \n",
+       "1         combined  [data/flintstones/video_frames_sampled_jpg/s_0...   \n",
+       "2         combined  [data/flintstones/video_frames_sampled_jpg/s_0...   \n",
+       "3         combined  [data/flintstones/video_frames_sampled_jpg/s_0...   \n",
+       "4         combined  [data/flintstones/video_frames_sampled_jpg/s_0...   \n",
+       "\n",
+       "                                   combined_img_path  \\\n",
+       "0  data/flintstones/combined/s_01_e_01_shot_01335...   \n",
+       "1  data/flintstones/combined/s_01_e_01_shot_01335...   \n",
+       "2  data/flintstones/combined/s_01_e_01_shot_01335...   \n",
+       "3  data/flintstones/combined/s_01_e_01_shot_01335...   \n",
+       "4  data/flintstones/combined/s_01_e_01_shot_01335...   \n",
+       "\n",
+       "                                       event_to_test  \\\n",
+       "0  Barney stuck his hand through the window and s...   \n",
+       "1  Fred talked in the living room while wearing a...   \n",
+       "2   Fred and Wilma talked to each other in the room.   \n",
+       "3    Barney hit a machine with a hammer in the yard.   \n",
+       "4           Fred pushed Barney's nose with a finger.   \n",
+       "\n",
+       "                                        text_to_test  \\\n",
+       "0  barney and fred are in the living room. fred i...   \n",
+       "1  fred is wearing a head and arm bandage in the ...   \n",
+       "2  fred and wilma are in the room. they are talki...   \n",
+       "3  barney is hitting a machine with a hammer in t...   \n",
+       "4  fred and barney are outside. fred is talking a...   \n",
+       "\n",
+       "                                    task_instruction gt_option  \\\n",
+       "0  Based on the event described, select the image...   image 1   \n",
+       "1  Based on the event described, select the image...   image 2   \n",
+       "2  Based on the event described, select the image...   image 3   \n",
+       "3  Based on the event described, select the image...   image 4   \n",
+       "4  Based on the event described, select the image...   image 5   \n",
+       "\n",
+       "                                      character_info  \\\n",
+       "0  Fred is chubby, has black hair, a large nose a...   \n",
+       "1  Fred is chubby, has black hair, a large nose a...   \n",
+       "2  Fred is chubby, has black hair, a large nose a...   \n",
+       "3  Fred is chubby, has black hair, a large nose a...   \n",
+       "4  Fred is chubby, has black hair, a large nose a...   \n",
+       "\n",
+       "                                         img_to_test  \n",
+       "0  data/flintstones/video_frames_sampled_jpg/s_01...  \n",
+       "1  data/flintstones/video_frames_sampled_jpg/s_01...  \n",
+       "2  data/flintstones/video_frames_sampled_jpg/s_01...  \n",
+       "3  data/flintstones/video_frames_sampled_jpg/s_01...  \n",
+       "4  data/flintstones/video_frames_sampled_jpg/s_01...  "
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "fd672164",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'Based on the event described, select the image that best matches it from the following options. When making the choice, focus on the evidence presented in the sequence of images from left to right. Submit the right number of the image in the sequence as your answer only without additional reasoning or repetition of the instructions.'"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "list(df['task_instruction'])[0]\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0d78aa06",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "temp",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.12.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/benchmark_pkl/convert_json.ipynb b/benchmark_pkl/convert_json.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..acc915f88b4a9090b7a5fcb6ca69d86d6b88dfc5
--- /dev/null
+++ b/benchmark_pkl/convert_json.ipynb
@@ -0,0 +1,19625 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "0d051a4b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# import os\n",
+    "# import pickle\n",
+    "# import json\n",
+    "# import pandas as pd\n",
+    "\n",
+    "# # 设置原始和目标文件夹路径\n",
+    "# input_folder = '/home/ysong/temporal-mllms/data/temporal_data/benchmark_pkl'    # 替换为你的原始文件夹路径，例如 './pkl_files'\n",
+    "# output_folder = '/home/ysong/temporal-mllms/data/temporal_data/benchmark'  # 替换为目标文件夹路径，例如 './json_files'\n",
+    "\n",
+    "# os.makedirs(output_folder, exist_ok=True)\n",
+    "\n",
+    "# for filename in os.listdir(input_folder):\n",
+    "#     if filename.endswith('.pkl'):\n",
+    "#         pkl_path = os.path.join(input_folder, filename)\n",
+    "#         json_path = os.path.join(output_folder, filename.replace('.pkl', '.json'))\n",
+    "\n",
+    "#         with open(pkl_path, 'rb') as f:\n",
+    "#             data = pickle.load(f)\n",
+    "\n",
+    "#         # 如果是 DataFrame，先转换为字典\n",
+    "#         if isinstance(data, pd.DataFrame):\n",
+    "#             data = data.to_dict(orient='records')  # list of dicts，适合存json\n",
+    "\n",
+    "#         # 如果还有其他复杂对象，可以在这里继续加判断\n",
+    "\n",
+    "#         # 保存为 JSON\n",
+    "#         with open(json_path, 'w', encoding='utf-8') as f:\n",
+    "#             json.dump(data, f, ensure_ascii=False, indent=2)\n",
+    "\n",
+    "#         print(f\"✅ Converted: {filename} -> {json_path}\")\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "8f900708",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# import pandas as pd\n",
+    "\n",
+    "# df = pd.read_json('/home/ysong/temporal-mllms/data/temporal_data/benchmark/vist_ordering_images_test.json')\n",
+    "# df.head()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "8fc4bead",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "✅ Updated: flintstones_single_grounding_triple_test.json\n",
+      "✅ Updated: flintstones_single_grounding_all_test.json\n",
+      "✅ Updated: flintstones_ordering_images_test.json\n",
+      "✅ Updated: pororo_single_grounding_all_test.json\n",
+      "✅ Updated: vist_ordering_images_test.json\n",
+      "✅ Updated: vist_single_grounding_all_test.json\n",
+      "✅ Updated: pororo_single_grounding_triple_test.json\n",
+      "✅ Updated: vist_paired_event_discrimination_test.json\n",
+      "✅ Updated: flintstones_paired_event_discrimination_test.json\n",
+      "✅ Updated: flintstones_ordering_texts_test.json\n",
+      "✅ Updated: vwp_paired_event_discrimination_test.json\n",
+      "✅ Updated: vist_ordering_texts_test.json\n",
+      "✅ Updated: vist_triple_event_discrimination_test.json\n",
+      "✅ Updated: vwp_triple_event_discrimination_test.json\n",
+      "✅ Updated: vist_single_grounding_triple_test.json\n",
+      "✅ Updated: vwp_ordering_texts_test.json\n",
+      "✅ Updated: pororo_ordering_texts_test.json\n",
+      "✅ Updated: pororo_paired_event_discrimination_test.json\n",
+      "✅ Updated: flintstones_single_grounding_paired_test.json\n",
+      "✅ Updated: pororo_ordering_images_test.json\n",
+      "✅ Updated: pororo_single_grounding_paired_test.json\n",
+      "✅ Updated: vwp_single_grounding_all_test.json\n",
+      "✅ Updated: pororo_triple_event_discrimination_test.json\n",
+      "✅ Updated: vist_single_grounding_paired_test.json\n",
+      "✅ Updated: vwp_ordering_images_test.json\n",
+      "✅ Updated: vwp_single_grounding_paired_test.json\n",
+      "✅ Updated: flintstones_triple_event_discrimination_test.json\n",
+      "✅ Updated: vwp_single_grounding_triple_test.json\n"
+     ]
+    }
+   ],
+   "source": [
+    "import os\n",
+    "import json\n",
+    "import pandas as pd\n",
+    "\n",
+    "# 设置文件夹路径\n",
+    "folder_path = '/home/ysong/temporal-mllms/data/temporal_data/benchmark'  # 替换为实际路径\n",
+    "target_paths = [\n",
+    "    # '/home/ysong/temporal-mllms/data/temporal_data/',\n",
+    "    # '/projects/0/prjs1133/data/temporal_data/'\n",
+    "    'data/temporal_data/'\n",
+    "]\n",
+    "replacement = '/data/'\n",
+    "\n",
+    "def replace_in_item(item):\n",
+    "    \"\"\"递归替换字符串或字符串列表\"\"\"\n",
+    "    if isinstance(item, str):\n",
+    "        for old in target_paths:\n",
+    "            item = item.replace(old, replacement)\n",
+    "        return item\n",
+    "    elif isinstance(item, list):\n",
+    "        return [replace_in_item(subitem) for subitem in item]\n",
+    "    else:\n",
+    "        return item  # 不处理其他类型\n",
+    "\n",
+    "# 遍历 JSON 文件\n",
+    "for filename in os.listdir(folder_path):\n",
+    "    if filename.endswith('.json'):\n",
+    "        json_path = os.path.join(folder_path, filename)\n",
+    "\n",
+    "        # 读取 JSON → DataFrame\n",
+    "        df = pd.read_json(json_path)\n",
+    "\n",
+    "        # 替换每一列中的字符串\n",
+    "        for col in df.columns:\n",
+    "            df[col] = df[col].apply(replace_in_item)\n",
+    "\n",
+    "        # 保存回原文件（你也可以选择写入新文件夹）\n",
+    "        df.to_json(json_path, orient='records', force_ascii=False, indent=2)\n",
+    "\n",
+    "\n",
+    "        # 修复 \\/ 问题\n",
+    "        with open(json_path, 'r', encoding='utf-8') as f:\n",
+    "            content = f.read()\n",
+    "        content = content.replace('\\\\/', '/')\n",
+    "        with open(json_path, 'w', encoding='utf-8') as f:\n",
+    "            f.write(content)\n",
+    "\n",
+    "        print(f\"✅ Updated: {filename}\")\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "2601237c",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Common prefix detected: /data/\n"
+     ]
+    }
+   ],
+   "source": [
+    "import os\n",
+    "import shutil\n",
+    "import pandas as pd\n",
+    "import json\n",
+    "\n",
+    "# 设置路径\n",
+    "json_folder = '/home/ysong/temporal-mllms/data/temporal_data/benchmark'                # 包含json文件的目录\n",
+    "target_root = '/home/ysong/temporal-mllms/data/temporal_data/new_images'                    # 新的目标根目录\n",
+    "img_path_prefix_to_strip = None                 # 稍后会动态推断前缀\n",
+    "\n",
+    "# 收集所有图像路径\n",
+    "all_image_paths = set()\n",
+    "\n",
+    "def extract_paths(item):\n",
+    "    \"\"\"递归提取字符串或字符串列表中的路径\"\"\"\n",
+    "    if isinstance(item, str):\n",
+    "        all_image_paths.add(item)\n",
+    "    elif isinstance(item, list):\n",
+    "        for subitem in item:\n",
+    "            extract_paths(subitem)\n",
+    "\n",
+    "# 遍历所有 json 文件\n",
+    "for filename in os.listdir(json_folder):\n",
+    "    if filename.endswith('.json'):\n",
+    "        json_path = os.path.join(json_folder, filename)\n",
+    "        df = pd.read_json(json_path)\n",
+    "\n",
+    "        for col in df.columns:\n",
+    "            if 'img_path' in col:\n",
+    "                df[col].apply(extract_paths)\n",
+    "\n",
+    "# 自动找出公共前缀（为了后面还原相对路径）\n",
+    "img_path_prefix_to_strip = os.path.commonprefix(list(all_image_paths))\n",
+    "print(f\"Common prefix detected: {img_path_prefix_to_strip}\")"
+   ]
+  },
+  {
+   "cell_type": "code",
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+   "id": "20c430d6",
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+       " '/data/vist/images/test/156083673.jpg',\n",
+       " '/data/vist/images/train/5459463480.jpg',\n",
+       " '/data/vist/images/train/6681601069.jpg',\n",
+       " '/data/vist/images/train/6247757910.jpg',\n",
+       " '/data/pororo/original_color/PororoSV/full/images/43634.png',\n",
+       " '/data/vwp/beta0/tt0099423_0037/shot_0854_img_0.jpg',\n",
+       " '/data/flintstones/video_frames_sampled_jpg/s_03_e_20_shot_027599_027673.jpg',\n",
+       " '/data/flintstones/video_frames_sampled_jpg/s_02_e_08_shot_029359_029433.jpg',\n",
+       " '/data/vist/images/train/91623826.jpg',\n",
+       " '/data/flintstones/combined_shuffled/s_05_e_18_shot_037389_036883_036113_037037_036507.jpg',\n",
+       " '/data/vwp/beta0/tt0281358_0008/shot_1115_img_0.jpg',\n",
+       " '/data/pororo/combined_shuffled/images_24515_24519_24517_24518_24516.png',\n",
+       " '/data/vist/images/train/5458860689.jpg',\n",
+       " '/data/vist/images/train/7920547.jpg',\n",
+       " '/data/vist/images/train/7226221242.jpg',\n",
+       " '/data/pororo/original_color/PororoSV/full/images/52527.png',\n",
+       " '/data/pororo/original_color/PororoSV/full/images/34212.png',\n",
+       " '/data/vwp/combined_shuffled/beta1-tt0097576_0006_12-shot_0741_0735_0722_0726_0736_0737.jpg',\n",
+       " '/data/vist/images/val/4287876094.jpg',\n",
+       " '/data/flintstones/combined_shuffled/s_01_e_19_shot_005619_006072_008151_008039_005454.jpg',\n",
+       " '/data/vist/images/train/62992040.jpg',\n",
+       " '/data/vist/images/train/1569679.jpg',\n",
+       " '/data/vist/images/train/97405507.jpg',\n",
+       " '/data/vist/combined/images_16359813_16359992_16360343_16361481_16360431.jpg',\n",
+       " '/data/pororo/original_color/PororoSV/full/images/2957.png',\n",
+       " '/data/pororo/combined/images_55635_55636_55637_55638_55639.png',\n",
+       " '/data/vist/images/train/522469274.jpg',\n",
+       " '/data/vist/images/train/6230854958.jpg',\n",
+       " '/data/vist/images/train/14953608.jpg',\n",
+       " '/data/vist/images/train/6930607112.jpg',\n",
+       " '/data/vist/images/train/2581905696.jpg',\n",
+       " '/data/vwp/beta0/tt0096895_0027/shot_1620_img_0.jpg',\n",
+       " '/data/flintstones/combined/s_03_e_07_shot_002275_002695_002805_002926_003124.jpg',\n",
+       " '/data/flintstones/video_frames_sampled_jpg/s_05_e_06_shot_028389_028463.jpg',\n",
+       " '/data/vist/images/train/3694798453.jpg',\n",
+       " '/data/vwp/beta1/tt0213149_0002_1/shot_0225_img_0.jpg',\n",
+       " '/data/pororo/combined_shuffled/images_48457_48455_48456_48459_48458.png',\n",
+       " '/data/pororo/combined_shuffled/images_25400_25403_25402_25404_25401.png',\n",
+       " '/data/vwp/combined/alpha4a-tt0066026_0052_0-shot_0480_0489_0494_0496_0497.jpg',\n",
+       " '/data/vist/combined/images_5094555373_5095154826_5094558403_5094559587_5095159080.jpg',\n",
+       " '/data/vist/combined/images_5111289337_5111897376_5111296657_5111900538_5111307863.jpg',\n",
+       " '/data/vist/images/train/453516134.jpg',\n",
+       " '/data/vist/images/train/16487177628.jpg',\n",
+       " '/data/flintstones/combined_shuffled/s_02_e_02_shot_034329_034826_035013_035530_034901.jpg',\n",
+       " '/data/vwp/combined/beta2b-tt0217505_0016_0-shot_0929_0930_0931_0933_0934.jpg',\n",
+       " '/data/pororo/original_color/PororoSV/full/images/32157.png',\n",
+       " ...}"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "all_image_paths\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "c84bb424",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "✅ 所有路径都以指定前缀开头。\n"
+     ]
+    }
+   ],
+   "source": [
+    "valid_prefixes = (\n",
+    "    '/data/vist/',\n",
+    "    '/data/vwp/',\n",
+    "    '/data/flintstones/',\n",
+    "    '/data/pororo/',\n",
+    ")\n",
+    "\n",
+    "invalid_paths = [p for p in all_image_paths if not p.startswith(valid_prefixes)]\n",
+    "\n",
+    "if invalid_paths:\n",
+    "    print(\"❌ 以下路径不符合前缀要求：\")\n",
+    "    for p in invalid_paths:\n",
+    "        print(p)\n",
+    "else:\n",
+    "    print(\"✅ 所有路径都以指定前缀开头。\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "16b1bfdb",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vist/combined/images_6268880301_6269410716_6268892239_6268895833_6268914957.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vist/combined/images_6268880301_6269410716_6268892239_6268895833_6268914957.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/flintstones/video_frames_sampled_jpg/s_05_e_26_shot_023507_023581.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/flintstones/video_frames_sampled_jpg/s_05_e_26_shot_023507_023581.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vist/images/val/5025712125.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vist/images/val/5025712125.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vwp/beta2b/tt0077405_0009_2/shot_0227_img_0.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vwp/beta2b/tt0077405_0009_2/shot_0227_img_0.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/pororo/original_color/PororoSV/full/images/50486.png -> /home/ysong/temporal-mllms/data/temporal_data/new_images/pororo/original_color/PororoSV/full/images/50486.png\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vist/images/train/9478808.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vist/images/train/9478808.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vist/combined_shuffled/images_135059090_135058414_135058762_135062339_135061928.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vist/combined_shuffled/images_135059090_135058414_135058762_135062339_135061928.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vist/combined/images_4283563711_4283564201_4284303978_4284305642_4284306252.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vist/combined/images_4283563711_4283564201_4284303978_4284305642_4284306252.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vist/images/test/4946433766.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vist/images/test/4946433766.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/pororo/original_color/PororoSV/full/images/33300.png -> /home/ysong/temporal-mllms/data/temporal_data/new_images/pororo/original_color/PororoSV/full/images/33300.png\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vist/images/train/155442686.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vist/images/train/155442686.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vist/images/val/129377855.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vist/images/val/129377855.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/flintstones/video_frames_sampled_jpg/s_03_e_06_shot_007472_007546.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/flintstones/video_frames_sampled_jpg/s_03_e_06_shot_007472_007546.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vist/images/train/4433988.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vist/images/train/4433988.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vist/images/train/460034772.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vist/images/train/460034772.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vist/images/train/8402348236.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vist/images/train/8402348236.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/pororo/original_color/PororoSV/full/images/26133.png -> /home/ysong/temporal-mllms/data/temporal_data/new_images/pororo/original_color/PororoSV/full/images/26133.png\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vist/images/train/5124709361.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vist/images/train/5124709361.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vwp/combined/beta2c-tt1291584_0015_2-shot_1587_1588_1603_1607_1614_1618.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vwp/combined/beta2c-tt1291584_0015_2-shot_1587_1588_1603_1607_1614_1618.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/pororo/original_color/PororoSV/full/images/58542.png -> /home/ysong/temporal-mllms/data/temporal_data/new_images/pororo/original_color/PororoSV/full/images/58542.png\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/flintstones/video_frames_sampled_jpg/s_06_e_12_shot_030281_030355.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/flintstones/video_frames_sampled_jpg/s_06_e_12_shot_030281_030355.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vwp/combined/beta1-tt1186367_0009_13-shot_1851_1852_1855_1856_1857.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vwp/combined/beta1-tt1186367_0009_13-shot_1851_1852_1855_1856_1857.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/flintstones/video_frames_sampled_jpg/s_06_e_22_shot_018326_018400.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/flintstones/video_frames_sampled_jpg/s_06_e_22_shot_018326_018400.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vist/images/train/5069306996.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vist/images/train/5069306996.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vist/images/test/4432833614.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vist/images/test/4432833614.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vwp/combined_shuffled/beta2b-tt0106582_0004_5-shot_0348_0344_0337_0335_0334.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vwp/combined_shuffled/beta2b-tt0106582_0004_5-shot_0348_0344_0337_0335_0334.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vist/images/train/2349629024.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vist/images/train/2349629024.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vwp/beta2a/tt1186367_0010_1/shot_2035_img_0.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vwp/beta2a/tt1186367_0010_1/shot_2035_img_0.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/pororo/original_color/PororoSV/full/images/3036.png -> /home/ysong/temporal-mllms/data/temporal_data/new_images/pororo/original_color/PororoSV/full/images/3036.png\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vwp/beta2b/tt0119822_0022_0/shot_1145_img_0.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vwp/beta2b/tt0119822_0022_0/shot_1145_img_0.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/pororo/combined_shuffled/images_52121_52120_52122_52123_52124.png -> /home/ysong/temporal-mllms/data/temporal_data/new_images/pororo/combined_shuffled/images_52121_52120_52122_52123_52124.png\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vwp/combined_shuffled/beta1-tt0120735_0003_7-shot_0646_0645_0647_0643_0651.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vwp/combined_shuffled/beta1-tt0120735_0003_7-shot_0646_0645_0647_0643_0651.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vwp/combined_shuffled/beta1-tt0187393_0003_9-shot_0644_0655_0645_0642_0646.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vwp/combined_shuffled/beta1-tt0187393_0003_9-shot_0644_0655_0645_0642_0646.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vist/images/train/3649796268.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vist/images/train/3649796268.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/flintstones/combined/s_03_e_15_shot_015891_016116_016386_017156_017576.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/flintstones/combined/s_03_e_15_shot_015891_016116_016386_017156_017576.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/pororo/combined/images_46050_46051_46052_46053_46054.png -> /home/ysong/temporal-mllms/data/temporal_data/new_images/pororo/combined/images_46050_46051_46052_46053_46054.png\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vist/images/val/485516460.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vist/images/val/485516460.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/flintstones/combined_shuffled/s_01_e_19_shot_035046_034848_034540_035222_034736.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/flintstones/combined_shuffled/s_01_e_19_shot_035046_034848_034540_035222_034736.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/pororo/combined_shuffled/images_45855_45857_45856_45859_45858.png -> /home/ysong/temporal-mllms/data/temporal_data/new_images/pororo/combined_shuffled/images_45855_45857_45856_45859_45858.png\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vwp/beta1/tt0253474_0005_0/shot_0509_img_0.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vwp/beta1/tt0253474_0005_0/shot_0509_img_0.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vist/images/train/38815903.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vist/images/train/38815903.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/flintstones/video_frames_sampled_jpg/s_06_e_09_shot_023166_023240.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/flintstones/video_frames_sampled_jpg/s_06_e_09_shot_023166_023240.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vist/images/train/33503979.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vist/images/train/33503979.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/flintstones/combined_shuffled/s_06_e_05_shot_028125_029073_028237_027742_027830.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/flintstones/combined_shuffled/s_06_e_05_shot_028125_029073_028237_027742_027830.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/flintstones/video_frames_sampled_jpg/s_06_e_22_shot_018920_018994.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/flintstones/video_frames_sampled_jpg/s_06_e_22_shot_018920_018994.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/flintstones/video_frames_sampled_jpg/s_04_e_01_shot_024420_024494.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/flintstones/video_frames_sampled_jpg/s_04_e_01_shot_024420_024494.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/flintstones/video_frames_sampled_jpg/s_02_e_14_shot_000698_000772.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/flintstones/video_frames_sampled_jpg/s_02_e_14_shot_000698_000772.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vwp/beta2c/tt1979320_0004_0/shot_0247_img_1.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vwp/beta2c/tt1979320_0004_0/shot_0247_img_1.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/pororo/original_color/PororoSV/full/images/52122.png -> /home/ysong/temporal-mllms/data/temporal_data/new_images/pororo/original_color/PororoSV/full/images/52122.png\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vist/images/train/4248741949.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vist/images/train/4248741949.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vwp/beta1/tt0822832_0001_4/shot_0152_img_2.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vwp/beta1/tt0822832_0001_4/shot_0152_img_2.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/pororo/combined/images_61340_61341_61342_61343_61344.png -> /home/ysong/temporal-mllms/data/temporal_data/new_images/pororo/combined/images_61340_61341_61342_61343_61344.png\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vist/images/train/2986206572.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vist/images/train/2986206572.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vwp/beta1/tt0096320_0003_8/shot_0268_img_0.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vwp/beta1/tt0096320_0003_8/shot_0268_img_0.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vist/combined/images_9505886810_9503087437_9505836976_9502958341_9502956987.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vist/combined/images_9505886810_9503087437_9505836976_9502958341_9502956987.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vist/images/train/4289972664.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vist/images/train/4289972664.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vist/images/val/7788069.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vist/images/val/7788069.jpg\n",
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+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/pororo/original_color/PororoSV/full/images/46051.png -> /home/ysong/temporal-mllms/data/temporal_data/new_images/pororo/original_color/PororoSV/full/images/46051.png\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vist/combined/images_4449574938_4449576856_4449579486_4449582642_4448813891.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vist/combined/images_4449574938_4449576856_4449579486_4449582642_4448813891.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vist/images/test/2209218191.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vist/images/test/2209218191.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vwp/combined/beta2a-tt0114814_0010_3-shot_1114_1116_1118_1120_1127.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vwp/combined/beta2a-tt0114814_0010_3-shot_1114_1116_1118_1120_1127.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vwp/combined_shuffled/beta2a-tt0993846_0024_2-shot_1903_1890_1908_1911_1906.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vwp/combined_shuffled/beta2a-tt0993846_0024_2-shot_1903_1890_1908_1911_1906.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/pororo/original_color/PororoSV/full/images/51363.png -> /home/ysong/temporal-mllms/data/temporal_data/new_images/pororo/original_color/PororoSV/full/images/51363.png\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vist/images/train/2565191295.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vist/images/train/2565191295.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/pororo/original_color/PororoSV/full/images/28379.png -> /home/ysong/temporal-mllms/data/temporal_data/new_images/pororo/original_color/PororoSV/full/images/28379.png\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vist/combined_shuffled/images_81428792_81427733_81428092_81427976_81429068.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vist/combined_shuffled/images_81428792_81427733_81428092_81427976_81429068.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vwp/beta2a/tt0082971_0002_0/shot_0152_img_0.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vwp/beta2a/tt0082971_0002_0/shot_0152_img_0.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/pororo/combined/images_40990_40991_40992_40993_40994.png -> /home/ysong/temporal-mllms/data/temporal_data/new_images/pororo/combined/images_40990_40991_40992_40993_40994.png\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vwp/alpha4a/tt0081505_0018_0/shot_0516_img_0.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vwp/alpha4a/tt0081505_0018_0/shot_0516_img_0.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vist/images/train/82805226.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vist/images/train/82805226.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vwp/combined/beta0-tt0113243_0011-shot_1276_1277_1280_1282_1283.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vwp/combined/beta0-tt0113243_0011-shot_1276_1277_1280_1282_1283.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vist/images/train/4829635411.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vist/images/train/4829635411.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/pororo/original_color/PororoSV/full/images/48489.png -> /home/ysong/temporal-mllms/data/temporal_data/new_images/pororo/original_color/PororoSV/full/images/48489.png\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/pororo/original_color/PororoSV/full/images/420.png -> /home/ysong/temporal-mllms/data/temporal_data/new_images/pororo/original_color/PororoSV/full/images/420.png\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vist/images/train/6268892239.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vist/images/train/6268892239.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vist/images/train/6643663365.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vist/images/train/6643663365.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vist/combined/images_4475852915_4475852535_4476628794_4476628880_4476628980.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vist/combined/images_4475852915_4475852535_4476628794_4476628880_4476628980.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/pororo/original_color/PororoSV/full/images/29052.png -> /home/ysong/temporal-mllms/data/temporal_data/new_images/pororo/original_color/PororoSV/full/images/29052.png\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vist/images/train/562740870.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vist/images/train/562740870.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vist/images/train/4411023880.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vist/images/train/4411023880.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vist/images/test/2544725.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vist/images/test/2544725.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vist/images/train/892366813.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vist/images/train/892366813.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/pororo/original_color/PororoSV/full/images/22999.png -> /home/ysong/temporal-mllms/data/temporal_data/new_images/pororo/original_color/PororoSV/full/images/22999.png\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/flintstones/video_frames_sampled_jpg/s_06_e_15_shot_022999_023073.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/flintstones/video_frames_sampled_jpg/s_06_e_15_shot_022999_023073.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vist/images/train/16486114.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vist/images/train/16486114.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/pororo/original_color/PororoSV/full/images/23554.png -> /home/ysong/temporal-mllms/data/temporal_data/new_images/pororo/original_color/PororoSV/full/images/23554.png\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/flintstones/combined/s_03_e_02_shot_000773_001661_002858_002948_003375.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/flintstones/combined/s_03_e_02_shot_000773_001661_002858_002948_003375.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/pororo/original_color/PororoSV/full/images/44307.png -> /home/ysong/temporal-mllms/data/temporal_data/new_images/pororo/original_color/PororoSV/full/images/44307.png\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vist/images/train/232960886.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vist/images/train/232960886.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vist/images/train/1499850001.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vist/images/train/1499850001.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vist/images/train/5603827168.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vist/images/train/5603827168.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/pororo/original_color/PororoSV/full/images/9899.png -> /home/ysong/temporal-mllms/data/temporal_data/new_images/pororo/original_color/PororoSV/full/images/9899.png\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vist/images/test/1081820011.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vist/images/test/1081820011.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vist/combined/images_182547610_182547518_182547833_182547599_182547774.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vist/combined/images_182547610_182547518_182547833_182547599_182547774.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/pororo/original_color/PororoSV/full/images/54665.png -> /home/ysong/temporal-mllms/data/temporal_data/new_images/pororo/original_color/PororoSV/full/images/54665.png\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/flintstones/combined/s_05_e_11_shot_004774_006193_006422_007280_007355.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/flintstones/combined/s_05_e_11_shot_004774_006193_006422_007280_007355.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/flintstones/combined/s_04_e_22_shot_020568_020955_021109_021912_022212.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/flintstones/combined/s_04_e_22_shot_020568_020955_021109_021912_022212.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/flintstones/video_frames_sampled_jpg/s_02_e_14_shot_002310_002384.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/flintstones/video_frames_sampled_jpg/s_02_e_14_shot_002310_002384.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vist/images/train/31049960.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vist/images/train/31049960.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vist/combined_shuffled/images_1814739154_1813904409_1814922602_1813928237_1814746260.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vist/combined_shuffled/images_1814739154_1813904409_1814922602_1813928237_1814746260.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vist/images/train/120095466.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vist/images/train/120095466.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/pororo/combined/images_55965_55966_55967_55968_55969.png -> /home/ysong/temporal-mllms/data/temporal_data/new_images/pororo/combined/images_55965_55966_55967_55968_55969.png\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vist/images/test/30166266.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vist/images/test/30166266.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/pororo/original_color/PororoSV/full/images/20060.png -> /home/ysong/temporal-mllms/data/temporal_data/new_images/pororo/original_color/PororoSV/full/images/20060.png\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vist/images/val/182755835.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vist/images/val/182755835.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vist/combined_shuffled/images_6106755749_6107302966_6107303548_6107303046_6107303494.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vist/combined_shuffled/images_6106755749_6107302966_6107303548_6107303046_6107303494.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vist/images/test/6617596633.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vist/images/test/6617596633.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/vwp/beta2a/tt0083929_0013_2/shot_0915_img_0.jpg -> /home/ysong/temporal-mllms/data/temporal_data/new_images/vwp/beta2a/tt0083929_0013_2/shot_0915_img_0.jpg\n",
+      "✅ Copied: /home/ysong/temporal-mllms/data/temporal_data/pororo/combined/images_24550_24551_24552_24553_24554.png -> /home/ysong/temporal-mllms/data/temporal_data/new_images/pororo/combined/images_24550_24551_24552_24553_24554.png\n"
+     ]
+    }
+   ],
+   "source": [
+    "for old_path in all_image_paths:\n",
+    "    # 构造新路径：将 old_path 中的前缀替换成目标根目录\n",
+    "    relative_path = os.path.relpath(old_path, img_path_prefix_to_strip)\n",
+    "    new_path = os.path.join(target_root, relative_path)\n",
+    "\n",
+    "    # 确保目标目录存在\n",
+    "    os.makedirs(os.path.dirname(new_path), exist_ok=True)\n",
+    "\n",
+    "    # 拷贝文件\n",
+    "    try:\n",
+    "        old_path = old_path.replace('/data/', '/home/ysong/temporal-mllms/data/temporal_data/')\n",
+    "        shutil.copy2(old_path, new_path)\n",
+    "        print(f\"✅ Copied: {old_path} -> {new_path}\")\n",
+    "    except FileNotFoundError:\n",
+    "        print(f\"❌ File not found: {old_path}\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6cedf7db",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "temp",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.12.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
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index 0000000000000000000000000000000000000000..f2609dbb4ba8a0005807d7726c58f9a3f25e926b
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+++ b/benchmark_pkl/flintstones_ordering_images_test.pkl
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+version https://git-lfs.github.com/spec/v1
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diff --git a/benchmark_pkl/flintstones_ordering_texts_test.pkl b/benchmark_pkl/flintstones_ordering_texts_test.pkl
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+version https://git-lfs.github.com/spec/v1
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diff --git a/benchmark_pkl/flintstones_paired_event_discrimination_test.pkl b/benchmark_pkl/flintstones_paired_event_discrimination_test.pkl
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index 0000000000000000000000000000000000000000..e19a95dfdce4bc85547c4595d1fa24072ba2b19e
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+version https://git-lfs.github.com/spec/v1
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diff --git a/benchmark_pkl/flintstones_paired_grounding_one_image_test.pkl b/benchmark_pkl/flintstones_paired_grounding_one_image_test.pkl
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index 0000000000000000000000000000000000000000..f3197d275475e5040ec7e1f6c5cbdf4e86e2003c
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+version https://git-lfs.github.com/spec/v1
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index 0000000000000000000000000000000000000000..e8f9e8bea47cf4b23ce8c7a95ca174edbf0ad9e4
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+version https://git-lfs.github.com/spec/v1
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