Multi-Task Automatic Synthesizer Programming Preset Dataset

This data set contains different training, test, and validation data used for training the multi-task automatic synthesizer programming models in the 2023 ICASSP paper "Exploring Approaches to Multi-Task Automatic Synthesizer Programming". Data is stored in .npy (numpy pickled data) format. Files are organized with <split>_<type>.npy, where <split> is the data split (train, test, or valid) and <type> is the type of data: serum_params are parameters for Serum data (these are already one hot encoded) serum_mask are masks for Serum parameters diva_params are parameters for Diva data (these are already one hot encoded) diva_mask are masks for Diva parameters tyrell_params are parameters for TyrellN6 data (these are already one hot encoded) tyrell_mask are masks for TyrellN6 parameters hpss are labels that indicate the harmonic percentage of this preset 20 means 0-20%, 40 means 20-40%, 60 means 40-60%, 80 means 60-80%, and 100 means 80-100%, mask_single are mask for the single decoder model mels are mel spectrograms name are names of the preset params are the parameters of the preset params_single are parameters for the single decoder model synth are strings of which synthesizer is used本数据集包含用于训练2023年ICASSP会议论文《多任务自动合成器编程方法探索（Exploring Approaches to Multi-Task Automatic Synthesizer Programming）》中的多任务自动合成器编程模型所需的各类训练、测试与验证数据。数据以.npy（numpy序列化数据）格式存储。文件命名遵循<split>_<type>.npy的规则，其中<split>为数据划分类型，包括train（训练集）、test（测试集）或valid（验证集），<type>为数据类别，具体如下：serum_params为Serum合成器参数（已完成独热编码）；serum_mask为Serum合成器参数掩码；diva_params为Diva合成器参数（已完成独热编码）；diva_mask为Diva合成器参数掩码；tyrell_params为TyrellN6合成器参数（已完成独热编码）；tyrell_mask为TyrellN6合成器参数掩码；hpss为标注该预设音色谐波占比的标签，其中20代表0-20%、40代表20-40%、60代表40-60%、80代表60-80%、100代表80-100%；mask_single为单解码器模型掩码；mels为梅尔频谱图（mel spectrograms）；name为预设音色名称；params为预设音色参数；params_single为单解码器模型参数；synth为所用合成器的字符串标识。