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Datasets:
humanify
/
voxceleb2_dev

Tasks:
Audio Classification
Modalities:
Audio
Tabular
Text
Formats:
parquet
Languages:
English
Size:
10K - 100K
Tags:
audio
speech
speaker
evaluation
Libraries:
Datasets
pandas
Polars
License:
Dataset card Data Studio Files
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README.md ADDED
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+ ---
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+ license: other
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+ language:
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+ - en
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+ tags:
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+ - audio
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+ - speech
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+ - speaker
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+ - evaluation
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+ configs:
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+ - config_name: default
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+ data_files:
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+ - split: train
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+ path: data.parquet
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+ task_categories:
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+ - audio-classification
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+ pretty_name: VoxCeleb2 Dev
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+ ---
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+
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+ # VoxCeleb2 Dev Dataset
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+
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+ ## 数据集描述
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+
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+ VoxCeleb2 Dev 数据集是 VoxCeleb2 数据集的开发集（训练集），用于说话人识别和音频检索任务。VoxCeleb2 是 VoxCeleb1 的扩展版本，包含更多的说话人和音频样本。该数据集包含标准化的音频文件和对应的元数据。
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+
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+ ## 数据集结构
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+
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+ ```
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+ voxceleb2_dev/
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+ ├── data.parquet # 数据集元数据文件（Parquet格式）
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+ ├── audio_0/ # 音频文件目录 0
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+ ├── audio_1/ # 音频文件目录 1
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+ ├── audio_2/ # 音频文件目录 2
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+ ├── audio_3/ # 音频文件目录 3
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+ ├── audio_4/ # 音频文件目录 4
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+ ├── audio_5/ # 音频文件目录 5
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+ └── audio_6/ # 音频文件目录 6
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+ ```
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+
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+ ## 数据格式
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+
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+ 数据集以 Parquet 格式存储，包含以下字段：
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+
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+ ### 字段说明
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+
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+ - **query_audio_path**: 查询音频文件的相对路径
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+ - **query_audio_duration**: 查询音频的时长（秒）
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+ - **query_audio_sample_rate**: 查询音频的采样率（Hz）
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+ - **query_audio_speaker_ids**: 查询音频的说话人ID列表
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+ - **document_audio_path**: 文档音频文件的相对路径
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+ - **document_audio_duration**: 文档音频的时长（秒）
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+ - **document_audio_sample_rate**: 文档音频的采样率（Hz）
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+ - **document_audio_speaker_ids**: 文档音频的说话人ID列表
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+
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+ ## 使用方法
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+
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+ ### 使用 Python 加载数据
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+
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+ ```python
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+ from datasets import load_dataset
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+ import pandas as pd
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+
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+ # 方法1: 使用 datasets 库
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+ dataset = load_dataset("parquet", data_files="data.parquet")
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+
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+ # 方法2: 使用 pandas
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+ df = pd.read_parquet("data.parquet")
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+
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+ # 访问音频文件
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+ import soundfile as sf
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+ audio_path = df.iloc[0]['query_audio_path']
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+ audio, sr = sf.read(audio_path)
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+ ```
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+
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+ ### 音频文件路径
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+
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+ 音频文件路径是相对于数据集根目录的相对路径。例如：
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+ - `audio_0/id00001_00001.wav`
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+ - `audio_1/id00002_00002.wav`
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+
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+ ## 数据特点
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+
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+ - 音频格式：WAV
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+ - 数据组织：音频文件按数量拆分到多个子目录（audio_0, audio_1, ...）中，每个目录最多包含约 10,000 个文件
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+ - 规模：VoxCeleb2 比 VoxCeleb1 包含更多的说话人和音频样本
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+ - 用途：适用于说话人识别、音频检索、相似度匹配等任务
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+
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+ ## 注意事项
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+
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+ 1. 音频文件路径为相对路径，使用时需要基于数据集根目录进行解析
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+ 2. 说话人ID可能包含多个ID（列表格式），表示该音频片段可能包含多个说话人
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+ 3. 确保在访问音频文件时，路径指向正确的数据集目录
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+ 4. VoxCeleb2 数据集规模较大，处理时需要注意内存和存储空间
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+
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+ ## 相关数据集
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+
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+ - **voxceleb1_dev**: VoxCeleb1 开发集
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+ - **voxceleb1_test**: VoxCeleb1 测试集
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+ - **voxceleb2_test**: VoxCeleb2 测试集
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