diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000000000000000000000000000000000000..7f4203ed10bad40fa166e1f1d95548d8b82ecc49
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,2 @@
+AVE/
+AVE_Audio/
\ No newline at end of file
diff --git a/.hfignore b/.hfignore
new file mode 100644
index 0000000000000000000000000000000000000000..7f4203ed10bad40fa166e1f1d95548d8b82ecc49
--- /dev/null
+++ b/.hfignore
@@ -0,0 +1,2 @@
+AVE/
+AVE_Audio/
\ No newline at end of file
diff --git a/Annotations.txt b/Annotations.txt
new file mode 100644
index 0000000000000000000000000000000000000000..057c6ac11ef8a2307a188d109ff861d5a02fe967
--- /dev/null
+++ b/Annotations.txt
@@ -0,0 +1,4144 @@
+Category&VideoID&Quality&StartTime&EndTime
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+Rodents, rats, mice&CkEHOGkaWVM&good&0&3
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+Rodents, rats, mice&0Aej-3XtYe8&good&0&10
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+Rodents, rats, mice&KpPUaVwU9Ns&good&8&10
+Rodents, rats, mice&TnHgoYkQNJw&good&8&10
+Rodents, rats, mice&5rSgETYVSos&good&0&3
+Rodents, rats, mice&REmLDxwkVbI&good&0&7
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+Rodents, rats, mice&CtateQuT2dA&good&0&5
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+Rodents, rats, mice&IVGD0NIQV8A&good&7&10
+Rodents, rats, mice&Gw2hH6xjjzc&good&5&9
+Rodents, rats, mice&SzDNOcKjv0w&good&0&2
+Rodents, rats, mice&Do4yhF0qy2c&good&3&6
+Rodents, rats, mice&LVB5JLa02Ao&good&0&10
+Rodents, rats, mice&3HZW_jh_W1w&good&8&10
+Rodents, rats, mice&NhGcMBr02XU&good&0&4
+Rodents, rats, mice&0REH7oc48C0&good&0&10
+Rodents, rats, mice&-egjyoLyd9M&good&2&7
+Rodents, rats, mice&GFQh_g43VJg&good&0&5
+Rodents, rats, mice&Gnu1-w9OGME&good&0&10
+Rodents, rats, mice&GYvApvHOPXc&good&0&10
+Rodents, rats, mice&OOOBgAH8wcg&good&2&7
+Rodents, rats, mice&UtnGtAYOPgM&good&0&3
+Rodents, rats, mice&RMPZI4l8jpw&good&2&10
+Rodents, rats, mice&38uu1ak250Q&good&6&8
+Rodents, rats, mice&B6FTK6wDxek&good&7&10
+Rodents, rats, mice&AdrFi95wthc&good&3&10
+Rodents, rats, mice&OpSuHI3sbk0&good&0&10
+Rodents, rats, mice&OAu1bLMPjDU&good&7&10
+Rodents, rats, mice&3S7H4_G4y6U&good&0&10
+Rodents, rats, mice&6w4l_n6EtSs&good&0&10
+Rodents, rats, mice&E5GTVPpvEdA&good&0&10
+Rodents, rats, mice&2EoPvjQBmYw&good&5&10
+Rodents, rats, mice&EQpGf4WuG7c&good&0&10
+Rodents, rats, mice&HnfWFs-WAaI&good&0&6
+Rodents, rats, mice&FK72LXvYczQ&good&7&9
+Rodents, rats, mice&03UvFA6g00c&good&5&7
+Rodents, rats, mice&4nvAbP6wXDA&good&0&10
+Rodents, rats, mice&4tgjvpFd6mc&good&0&10
+Rodents, rats, mice&0pmz7Vw7IRI&good&0&10
+Rodents, rats, mice&V4oMJ55Y0tQ&good&5&10
+Rodents, rats, mice&Qlwi0rip8Ok&good&0&10
+Rodents, rats, mice&-b4JMeZ0b7o&good&0&10
+Rodents, rats, mice&Oa-tEOY8AbM&good&0&7
+Rodents, rats, mice&32oM4n7_zIg&good&0&3
+Rodents, rats, mice&PknTjUTTUkU&good&0&10
+Rodents, rats, mice&XPOmFzI3d_4&good&0&10
+Rodents, rats, mice&2VlAviwfpmQ&good&0&8
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+Rodents, rats, mice&HOJ2UB2cgHQ&good&0&6
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+Rodents, rats, mice&AWH7nE0vekg&good&0&10
+Rodents, rats, mice&6cb-KuqDFI0&good&5&10
+Rodents, rats, mice&Qa3mWHeujzk&good&0&10
+Rodents, rats, mice&PI7yhz-tJHE&good&0&5
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+Rodents, rats, mice&7RAzgVy3rIQ&good&0&7
+Rodents, rats, mice&2t0HUQleGwU&good&0&7
+Rodents, rats, mice&P2rxsLfj0YM&good&0&4
+Rodents, rats, mice&TiUhiac-h9g&good&0&6
+Rodents, rats, mice&Fbs_wxRXOVU&good&0&10
+Rodents, rats, mice&5xzWbwNa7ao&good&0&10
+Rodents, rats, mice&CGk8_igDsrQ&good&0&7
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+Rodents, rats, mice&QaOUSPDHEf0&good&0&10
+Rodents, rats, mice&WSoieiTdQRs&good&0&10
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+Rodents, rats, mice&ClHChIXxFEA&good&0&10
+Rodents, rats, mice&SdfCXfi8rEQ&good&0&10
+Rodents, rats, mice&DjmrZ8XuPvw&good&1&4
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diff --git a/ReadMe.txt b/ReadMe.txt
new file mode 100644
index 0000000000000000000000000000000000000000..3c7a77c0d3ac78c99e52d8b11488f2dfb63c0959
--- /dev/null
+++ b/ReadMe.txt
@@ -0,0 +1,18 @@
+AVE.zip: videos in AVE dataset. One video may contain different audio-visual events, so the total number of videos is not 4143.
+
+annotations.txt: annotations of AVE dataset. For each sample, you can find its event catergory, YouTube ID, 
+                 Quality (all good, means that it contains an AVE), start time of an audio-visual event, end 
+				 time of an audio-visual event.
+
+train/val/test-Set.txt: training/validation/testing set used in our ECCV paper.
+ 
+
+If you used our AVE dataset, please consider cite our paper:
+@inproceedings{TianECCV2018,
+	 title={Audio-Visual Event Localization in Unconstrained Videos},
+     author={Tian, Yapeng and Shi, Jing and Li, Bochen and Duan, Zhiyao and Xu, Chenliang},
+	 editor="Ferrari, Vittorio and Hebert, Martial and Sminchisescu, Cristian and Weiss, Yair",
+	 booktitle="Computer Vision -- ECCV 2018",
+	 year="2018",
+	 publisher="Springer",
+}
\ No newline at end of file
diff --git a/check_thinksound_latent.py b/check_thinksound_latent.py
new file mode 100644
index 0000000000000000000000000000000000000000..6d319f99e3a3ffbcb9f481ba6f99f923f28cfc0c
--- /dev/null
+++ b/check_thinksound_latent.py
@@ -0,0 +1,32 @@
+import torch
+from pathlib import Path
+
+# 要遍历的目录
+dir_path = Path("AVE_Dataset/test/video")  # 也可以改成 audio
+
+# 遍历所有 .pth 文件（按文件名排序）
+for file_path in sorted(dir_path.glob("*.pth")):
+    data = torch.load(file_path, map_location="cpu")
+    if len(data['timing_plan']) > 1:
+        pass
+    print(f"Loaded {file_path}, keys: {list(data.keys())}")
+
+file_path = "AVE_Dataset/train/video/0vWh6Knoer8.pth"
+# file_path = "AVE_Dataset/train/audio/09o2OwlUCGI.pth"
+data = torch.load(file_path, map_location="cpu")
+
+print(type(data))
+# 如果是张量
+if isinstance(data, torch.Tensor):
+    print(data.shape)
+    print(data)
+# 如果是字典
+elif isinstance(data, dict):
+    for k, v in data.items():
+        print(f"{k}: {type(v)}, shape={getattr(v, 'shape', None)}")
+# 如果是列表
+elif isinstance(data, list):
+    print(f"List length: {len(data)}")
+    for i, item in enumerate(data[:3]):  # 只看前三个
+        print(f"[{i}] {type(item)}, shape={getattr(item, 'shape', None)}")
+        
diff --git a/extract_audio.py b/extract_audio.py
new file mode 100644
index 0000000000000000000000000000000000000000..4d1d2c8593a6dd98299e5239ccaee4769f66508d
--- /dev/null
+++ b/extract_audio.py
@@ -0,0 +1,33 @@
+from pathlib import Path
+from tqdm import tqdm
+import subprocess
+
+txt_path = Path("testSet.txt")      # 你的 txt 文件路径
+video_dir = Path("AVE")          # 视频所在目录
+audio_dir = Path("AVE_Audio")    # 输出音频目录
+audio_dir.mkdir(parents=True, exist_ok=True)
+
+# 读取 ID 或目录名（txt 每行：类别&id&...）
+with open(txt_path, "r", encoding="utf-8") as f:
+    ids = [line.strip().split("&")[1] for line in f if line.strip()]
+
+for vid in tqdm(ids):
+    mp4_path = video_dir / f"{vid}.mp4"
+    wav_path = audio_dir / f"{vid}.wav"
+
+    if not mp4_path.exists():
+        print(f"⚠️ {mp4_path} 不存在，跳过")
+        continue
+
+    cmd = [
+        "ffmpeg", "-y",
+        "-i", str(mp4_path),
+        "-vn",
+        "-acodec", "pcm_s16le",
+        "-ar", "16000",
+        "-ac", "1",
+        str(wav_path)
+    ]
+    subprocess.run(cmd, stdout=subprocess.DEVNULL, stderr=subprocess.DEVNULL)
+
+print("✅ 转换完成")
\ No newline at end of file
diff --git a/generate_label.py b/generate_label.py
new file mode 100644
index 0000000000000000000000000000000000000000..1a38e9beb088648011f43f4b5db3039ee78a5966
--- /dev/null
+++ b/generate_label.py
@@ -0,0 +1,22 @@
+import os
+from pathlib import Path
+
+# 要处理的根目录
+root_dirs = ["train/video", "train/audio", "val/video", "test/video"]
+
+for path in root_dirs:
+    p = Path(path)
+    if not p.exists():
+        print(f"❌ 路径不存在: {p}")
+        continue
+
+    # 获取所有 .pth 文件的文件名（不含路径）
+    filenames = sorted([f.name for f in p.glob("*.pth")])
+
+    # 输出文件路径：train/video → train/video.txt
+    output_txt = p.parent / f"{p.name}.txt"
+    with open(output_txt, "w") as f:
+        for name in filenames:
+            f.write(name + "\n")
+
+    print(f"✅ 生成文件: {output_txt}，共 {len(filenames)} 个条目")
diff --git a/gt_cache/imagebind_video.pth b/gt_cache/imagebind_video.pth
new file mode 100644
index 0000000000000000000000000000000000000000..ab9d816c0f24c8af03724cd57291942bc18b8387
--- /dev/null
+++ b/gt_cache/imagebind_video.pth
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:356bb206d598ef6bfa9df4c2a91cef884bb537b4cf2a4559765023ed79cfd8ca
+size 17988366
diff --git a/gt_cache/pann_features.pth b/gt_cache/pann_features.pth
new file mode 100644
index 0000000000000000000000000000000000000000..debf66e85e2efaf052fa45832b9027fd97ae40d6
--- /dev/null
+++ b/gt_cache/pann_features.pth
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:52cd16f542de7f44e0a30e972883f1e698cd7f0bb0b402963a9066dbba9d8403
+size 5331785
diff --git a/gt_cache/passt_features_embed.pth b/gt_cache/passt_features_embed.pth
new file mode 100644
index 0000000000000000000000000000000000000000..385290eea45ffe47475e18c00107d3957c1bcb09
--- /dev/null
+++ b/gt_cache/passt_features_embed.pth
@@ -0,0 +1,3 @@
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+oid sha256:edff9e9a36117f618735cd5fac9907311166200c608e5a72879bbaa9ebea44d2
+size 2204627
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new file mode 100644
index 0000000000000000000000000000000000000000..12131e13e1f94b27d37eefc477bcd89407af3d45
--- /dev/null
+++ b/gt_cache/passt_logits.pth
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/gt_cache/synchformer_video.pth b/gt_cache/synchformer_video.pth
new file mode 100644
index 0000000000000000000000000000000000000000..3e000224d0e585b9e45627cedc7bb44c1b97db7f
--- /dev/null
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diff --git a/gt_cache/vggish_features.pth b/gt_cache/vggish_features.pth
new file mode 100644
index 0000000000000000000000000000000000000000..badfec94d986dfcb9bc6210dc26e8bb1965d3ede
--- /dev/null
+++ b/gt_cache/vggish_features.pth
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:90c9eef93964c7de2e2fa262258c796dc48946b01c29c96725f6cf3fd1776a98
+size 2177691
diff --git a/init_ave.sh b/init_ave.sh
new file mode 100644
index 0000000000000000000000000000000000000000..115d15e41b94f6de84393cc7fbcc2df0c7d2dfce
--- /dev/null
+++ b/init_ave.sh
@@ -0,0 +1,68 @@
+#!/bin/bash
+
+set -e  # 脚本中遇到错误就退出
+echo "当前执行路径：$(pwd)"
+echo "🔧 开始环境配置..."
+
+# 安装必要工具
+sudo apt-get update
+echo "📦 检查 dos2unix 和 vim 是否已安装..."
+
+# 检查 dos2unix
+if command -v dos2unix >/dev/null 2>&1; then
+    echo "✅ dos2unix 已安装，跳过安装。"
+else
+    echo "📦 安装 dos2unix..."
+    sudo apt-get install -y dos2unix
+fi
+
+# 检查 vim
+if command -v vim >/dev/null 2>&1; then
+    echo "✅ vim 已安装，跳过安装。"
+else
+    echo "📦 安装 vim..."
+    sudo apt-get install -y vim
+fi
+# 检查 bsdtar
+if command -v bsdtar >/dev/null 2>&1; then
+    echo "✅ bsdtar 已安装，跳过安装。"
+else
+    echo "📦 安装 bsdtar（libarchive-tools）..."
+    sudo apt-get install -y libarchive-tools
+fi
+# 检查 libglib2.0-0
+if dpkg -s libglib2.0-0 >/dev/null 2>&1; then
+    echo "✅ libglib2.0-0 已安装，跳过安装。"
+else
+    echo "📦 安装 libglib2.0-0..."
+    sudo apt-get update
+    sudo apt-get install -y libglib2.0-0
+fi
+
+# 转换脚本格式
+dos2unix init_env.sh
+
+# 安装 Git LFS
+echo "📦 检查 Git LFS 是否已安装..."
+if git lfs version >/dev/null 2>&1; then
+    echo "✅ Git LFS 已安装，跳过安装步骤。"
+else
+    echo "📦 未检测到 Git LFS，开始安装..."
+    curl -s https://packagecloud.io/install/repositories/github/git-lfs/script.deb.sh | sudo bash
+    sudo apt-get install -y git-lfs
+    git lfs install
+    echo "✅ Git LFS 安装完成。"
+fi
+
+
+
+python extract_audio.py
+python generate_label.py
+
+exit 0
+
+cd ../..
+pip install gdown
+gdown 1FjKwe79e0u96vdjIVwfRQ1V6SoDHe7kK
+unzip AVE_Dataset.zip
+
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diff --git a/test.py b/test.py
new file mode 100644
index 0000000000000000000000000000000000000000..7adfa17948ed3f2f4607107576ef5fc747af257a
--- /dev/null
+++ b/test.py
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+import torchaudio
+
+path = "/home/jovyan/shared/liyangchen/v2a/AVE_Dataset/prediction/thinksound_wo_tp/0813_batch_size2/6a1dJ49KuuM.wav"
+
+info = torchaudio.info(path)
+print(info)
+
+# 或者加载后查看时长（秒）
+waveform, sr = torchaudio.load(path)
+duration_sec = waveform.size(1) / sr
+print(f"采样率: {sr} Hz")
+print(f"采样点数: {waveform.size(1)}")
+print(f"时长: {duration_sec:.2f} 秒")
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+Toilet flush&0um2ui52eyo&good&0&6
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