├── .gitignore ├── LICENSE ├── NeuralSeq ├── LICENSE ├── README.md ├── configs │ ├── config_base.yaml │ ├── singing │ │ ├── base.yaml │ │ └── fs2.yaml │ └── tts │ │ ├── base.yaml │ │ ├── base_zh.yaml │ │ ├── emotion │ │ ├── base_text2mel.yaml │ │ └── pre_align.py │ │ ├── fs2.yaml │ │ ├── hifigan.yaml │ │ ├── libritts │ │ ├── base_text2mel.yaml │ │ ├── fs2.yaml │ │ ├── pre_align.py │ │ └── pwg.yaml │ │ ├── lj │ │ ├── base_mel2wav.yaml │ │ ├── base_text2mel.yaml │ │ ├── fs2.yaml │ │ ├── hifigan.yaml │ │ └── pwg.yaml │ │ └── pwg.yaml ├── data_gen │ └── tts │ │ ├── base_binarizer.py │ │ ├── base_binarizer_emotion.py │ │ ├── base_preprocess.py │ │ ├── binarizer_zh.py │ │ ├── data_gen_utils.py │ │ ├── emotion │ │ ├── audio.py │ │ ├── inference.py │ │ ├── model.py │ │ ├── params_data.py │ │ ├── params_model.py │ │ └── test_emotion.py │ │ ├── txt_processors │ │ ├── __init__.py │ │ ├── base_text_processor.py │ │ ├── en.py │ │ ├── zh.py │ │ └── zh_g2pM.py │ │ └── wav_processors │ │ ├── __init__.py │ │ ├── base_processor.py │ │ └── common_processors.py ├── egs │ ├── datasets │ │ └── audio │ │ │ ├── emotion │ │ │ ├── base_text2mel.yaml │ │ │ └── pre_align.py │ │ │ ├── libritts │ │ │ ├── base_text2mel.yaml │ │ │ ├── fs2.yaml │ │ │ ├── pre_align.py │ │ │ └── pwg.yaml │ │ │ ├── lj │ │ │ ├── base_mel2wav.yaml │ │ │ ├── preprocess.py │ │ │ └── pwg.yaml │ │ │ └── vctk │ │ │ ├── base_mel2wav.yaml │ │ │ ├── fs2.yaml │ │ │ ├── pre_align.py │ │ │ └── pwg.yaml │ └── egs_bases │ │ ├── config_base.yaml │ │ ├── svs │ │ ├── base.yaml │ │ ├── lj_ds_beta6.yaml │ │ ├── midi │ │ │ ├── cascade │ │ │ │ └── opencs │ │ │ │ │ ├── aux_rel.yaml │ │ │ │ │ ├── ds60_rel.yaml │ │ │ │ │ └── opencpop_statis.yaml │ │ │ ├── e2e │ │ │ │ ├── opencpop │ │ │ │ │ ├── ds1000-10dil.yaml │ │ │ │ │ ├── ds1000.yaml │ │ │ │ │ └── ds100_adj_rel.yaml │ │ │ │ └── popcs │ │ │ │ │ └── ds100_adj_rel.yaml │ │ │ └── pe.yaml │ │ ├── popcs_ds_beta6.yaml │ │ ├── popcs_ds_beta6_offline.yaml │ │ └── popcs_fs2.yaml │ │ └── tts │ │ ├── base.yaml │ │ ├── base_zh.yaml │ │ ├── fs2.yaml │ │ ├── fs2_adv.yaml │ │ ├── ps.yaml │ │ ├── ps_flow.yaml │ │ ├── ps_flow_small.yaml │ │ └── vocoder │ │ ├── base.yaml │ │ ├── hifigan.yaml │ │ └── pwg.yaml ├── gitattributes ├── inference │ ├── svs │ │ ├── base_svs_infer.py │ │ ├── ds_cascade.py │ │ ├── ds_e2e.py │ │ └── opencpop │ │ │ ├── cpop_pinyin2ph.txt │ │ │ └── map.py │ └── tts │ │ ├── GenerSpeech.py │ │ ├── PortaSpeech.py │ │ └── base_tts_infer.py ├── modules │ ├── GenerSpeech │ │ ├── config │ │ │ └── generspeech.yaml │ │ ├── model │ │ │ ├── generspeech.py │ │ │ ├── glow_modules.py │ │ │ ├── mixstyle.py │ │ │ ├── prosody_util.py │ │ │ └── wavenet.py │ │ └── task │ │ │ ├── dataset.py │ │ │ └── generspeech.py │ ├── __init__.py │ ├── commons │ │ ├── align_ops.py │ │ ├── common_layers.py │ │ ├── conv.py │ │ ├── espnet_positional_embedding.py │ │ ├── normalizing_flow │ │ │ ├── glow_modules.py │ │ │ ├── res_flow.py │ │ │ └── utils.py │ │ ├── rel_transformer.py │ │ ├── ssim.py │ │ ├── transformer.py │ │ └── wavenet.py │ ├── diff │ │ ├── candidate_decoder.py │ │ ├── diffusion.py │ │ ├── net.py │ │ └── shallow_diffusion_tts.py │ ├── diffsinger_midi │ │ └── fs2.py │ ├── fastspeech │ │ ├── fs2.py │ │ ├── pe.py │ │ └── tts_modules.py │ ├── hifigan │ │ ├── hifigan.py │ │ └── mel_utils.py │ ├── parallel_wavegan │ │ ├── __init__.py │ │ ├── layers │ │ │ ├── __init__.py │ │ │ ├── causal_conv.py │ │ │ ├── pqmf.py │ │ │ ├── residual_block.py │ │ │ ├── residual_stack.py │ │ │ ├── tf_layers.py │ │ │ └── upsample.py │ │ ├── losses │ │ │ ├── __init__.py │ │ │ └── stft_loss.py │ │ ├── models │ │ │ ├── __init__.py │ │ │ ├── melgan.py │ │ │ ├── parallel_wavegan.py │ │ │ └── source.py │ │ ├── optimizers │ │ │ ├── __init__.py │ │ │ └── radam.py │ │ ├── stft_loss.py │ │ └── utils │ │ │ ├── __init__.py │ │ │ └── utils.py │ └── syntaspeech │ │ ├── multi_window_disc.py │ │ ├── syntactic_graph_buider.py │ │ ├── syntactic_graph_encoder.py │ │ └── syntaspeech.py ├── tasks │ ├── base_task.py │ ├── run.py │ ├── svs │ │ ├── __init__.py │ │ ├── diffsinger_task.py │ │ ├── diffspeech_task.py │ │ └── task.py │ ├── tts │ │ ├── dataset_utils.py │ │ ├── fs2.py │ │ ├── fs2_adv.py │ │ ├── fs2_utils.py │ │ ├── pe.py │ │ ├── ps.py │ │ ├── ps_adv.py │ │ ├── ps_flow.py │ │ ├── synta.py │ │ ├── tts.py │ │ ├── tts_base.py │ │ └── tts_utils.py │ └── vocoder │ │ ├── dataset_utils.py │ │ └── vocoder_base.py ├── utils │ ├── __init__.py │ ├── audio.py │ ├── ckpt_utils.py │ ├── cwt.py │ ├── dtw.py │ ├── hparams.py │ ├── indexed_datasets.py │ ├── multiprocess_utils.py │ ├── os_utils.py │ ├── pitch_utils.py │ ├── pl_utils.py │ ├── plot.py │ ├── text_encoder.py │ ├── text_norm.py │ ├── training_utils.py │ └── tts_utils.py └── vocoders │ ├── __init__.py │ ├── base_vocoder.py │ ├── hifigan.py │ ├── pwg.py │ └── vocoder_utils.py ├── README.md ├── assets ├── 2bf90e35.wav ├── 5d67d1b9.wav ├── 7cb0d24f.wav ├── 7ef0ec0b.wav ├── README.md ├── Track 4.wav ├── a-group-of-sheep-are-baaing.wav ├── a2i.png ├── asr.png ├── b973e878.wav ├── detection.png ├── drums-and-music-playing-with-a-man-speaking.wav ├── fd5cf55e.wav ├── i2a-1.png ├── i2a-2.png ├── inpaint-1.png ├── inpaint-2.png ├── m2b.png ├── mix1.wav ├── sound_extraction.png ├── style_transfer_tts.png ├── t2a.png ├── t2i.png ├── t2s.png ├── tsd.png └── tts.png ├── audio-chatgpt.py ├── audio_detection ├── __init__.py ├── audio_infer │ ├── __init__.py │ ├── metadata │ │ ├── black_list │ │ │ ├── groundtruth_weak_label_evaluation_set.csv │ │ │ └── groundtruth_weak_label_testing_set.csv │ │ └── class_labels_indices.csv │ ├── pytorch │ │ ├── evaluate.py │ │ ├── finetune_template.py │ │ ├── inference.py │ │ ├── losses.py │ │ ├── main.py │ │ ├── models.py │ │ └── pytorch_utils.py │ ├── results │ │ └── YDlWd7Wmdi1E.png │ └── utils │ │ ├── config.py │ │ ├── crash.py │ │ ├── create_black_list.py │ │ ├── create_indexes.py │ │ ├── data_generator.py │ │ ├── dataset.py │ │ ├── plot_for_paper.py │ │ ├── plot_statistics.py │ │ └── utilities.py └── target_sound_detection │ └── src │ ├── models.py │ └── utils.py ├── audio_to_text ├── __init__.py ├── captioning │ ├── __init__.py │ ├── models │ │ ├── __init__.py │ │ ├── base_model.py │ │ ├── decoder.py │ │ ├── encoder.py │ │ ├── transformer_model.py │ │ └── utils.py │ └── utils │ │ ├── README.md │ │ ├── __init__.py │ │ ├── bert │ │ ├── create_sent_embedding.py │ │ └── create_word_embedding.py │ │ ├── build_vocab.py │ │ ├── build_vocab_ltp.py │ │ ├── build_vocab_spacy.py │ │ ├── eval_round_robin.py │ │ ├── fasttext │ │ └── create_word_embedding.py │ │ ├── lr_scheduler.py │ │ ├── model_eval_diff.py │ │ ├── predict_nn.py │ │ ├── remove_optimizer.py │ │ ├── report_results.py │ │ ├── tokenize_caption.py │ │ ├── train_util.py │ │ └── word2vec │ │ └── create_word_embedding.py └── inference_waveform.py ├── download.sh ├── mono2binaural └── src │ ├── models.py │ ├── utils.py │ └── warping.py ├── requirements.txt ├── run.md ├── sound_extraction ├── model │ ├── LASSNet.py │ ├── film.py │ ├── modules.py │ ├── resunet_film.py │ └── text_encoder.py └── utils │ ├── create_mixtures.py │ ├── stft.py │ └── wav_io.py └── text_to_audio └── Make_An_Audio ├── configs ├── img_to_audio │ └── img2audio_args.yaml ├── inpaint │ └── txt2audio_args.yaml └── text_to_audio │ ├── clap_args.yaml │ ├── hifigan_args.yaml │ └── txt2audio_args.yaml ├── ldm ├── data │ └── extract_mel_spectrogram.py ├── lr_scheduler.py ├── models │ ├── autoencoder.py │ ├── autoencoder_multi.py │ └── diffusion │ │ ├── __init__.py │ │ ├── classifier.py │ │ ├── ddim.py │ │ ├── ddpm.py │ │ ├── ddpm_audio.py │ │ ├── ddpm_audio_inpaint.py │ │ └── plms.py ├── modules │ ├── attention.py │ ├── diffusionmodules │ │ ├── __init__.py │ │ ├── custom_openaimodel.py │ │ ├── model.py │ │ ├── openaimodel.py │ │ └── util.py │ ├── discriminator │ │ ├── model.py │ │ └── multi_window_disc.py │ ├── distributions │ │ ├── __init__.py │ │ └── distributions.py │ ├── ema.py │ ├── encoders │ │ ├── CLAP │ │ │ ├── CLAPWrapper.py │ │ │ ├── __init__.py │ │ │ ├── audio.py │ │ │ ├── clap.py │ │ │ ├── config.yml │ │ │ └── utils.py │ │ ├── __init__.py │ │ ├── modules.py │ │ └── open_clap │ │ │ ├── __init__.py │ │ │ ├── bert.py │ │ │ ├── bpe_simple_vocab_16e6.txt.gz │ │ │ ├── factory.py │ │ │ ├── feature_fusion.py │ │ │ ├── htsat.py │ │ │ ├── linear_probe.py │ │ │ ├── loss.py │ │ │ ├── model.py │ │ │ ├── model_configs │ │ │ ├── HTSAT-base.json │ │ │ ├── HTSAT-large.json │ │ │ ├── HTSAT-tiny-win-1536.json │ │ │ ├── HTSAT-tiny.json │ │ │ ├── PANN-10.json │ │ │ ├── PANN-14-fmax-18k.json │ │ │ ├── PANN-14-fmax-8k-20s.json │ │ │ ├── PANN-14-tiny-transformer.json │ │ │ ├── PANN-14-win-1536.json │ │ │ ├── PANN-14.json │ │ │ ├── PANN-6.json │ │ │ ├── RN101-quickgelu.json │ │ │ ├── RN101.json │ │ │ ├── RN50-quickgelu.json │ │ │ ├── RN50.json │ │ │ ├── RN50x16.json │ │ │ ├── RN50x4.json │ │ │ ├── ViT-B-16.json │ │ │ ├── ViT-B-32-quickgelu.json │ │ │ ├── ViT-B-32.json │ │ │ └── ViT-L-14.json │ │ │ ├── openai.py │ │ │ ├── pann_model.py │ │ │ ├── pretrained.py │ │ │ ├── timm_model.py │ │ │ ├── tokenizer.py │ │ │ ├── transform.py │ │ │ ├── utils.py │ │ │ └── version.py │ ├── image_degradation │ │ ├── __init__.py │ │ ├── bsrgan.py │ │ ├── bsrgan_light.py │ │ ├── utils │ │ │ └── test.png │ │ └── utils_image.py │ ├── losses_audio │ │ ├── __init__.py │ │ ├── contperceptual.py │ │ ├── contperceptual_dis.py │ │ ├── lpaps.py │ │ ├── vggishish │ │ │ ├── config │ │ │ │ ├── melception.yaml │ │ │ │ └── vggish.yaml │ │ │ ├── data │ │ │ │ ├── train_means_stds_melspec_10s_22050hz.txt │ │ │ │ ├── vggsound.csv │ │ │ │ ├── vggsound_test.txt │ │ │ │ ├── vggsound_train.txt │ │ │ │ └── vggsound_valid.txt │ │ │ ├── dataset.py │ │ │ ├── logger.py │ │ │ ├── loss.py │ │ │ ├── metrics.py │ │ │ ├── model.py │ │ │ ├── predict.py │ │ │ ├── train_melception.py │ │ │ ├── train_vggishish.py │ │ │ └── transforms.py │ │ └── vqperceptual.py │ └── x_transformer.py └── util.py ├── useful_ckpts └── CLAP │ └── config.yml ├── vocoder ├── 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