├── .gitignore ├── README.md ├── mtr ├── classification │ ├── dataset.py │ ├── exp │ │ └── transformer_cnn_cf_mel │ │ │ └── binary_tag │ │ │ ├── 1054_results.json │ │ │ ├── 50_results.json │ │ │ ├── hparams.yaml │ │ │ └── mq_results.json │ ├── model.py │ ├── test.py │ └── train.py ├── contrastive │ ├── dataset.py │ ├── exp │ │ └── transformer_cnn_cf_mel │ │ │ ├── bert_caption │ │ │ ├── 1054_results.json │ │ │ ├── 50_results.json │ │ │ ├── hparams.yaml │ │ │ └── mq_results.json │ │ │ ├── bert_stochastic │ │ │ ├── 1054_results.json │ │ │ ├── 50_results.json │ │ │ ├── hparams.yaml │ │ │ └── mq_results.json │ │ │ └── bert_tag │ │ │ ├── 1054_results.json │ │ │ ├── 50_results.json │ │ │ ├── hparams.yaml │ │ │ └── mq_results.json │ ├── main.sh │ ├── model.py │ ├── test.py │ └── train.py ├── modules │ ├── audio_rep.py │ ├── decoder.py │ ├── encoder.py │ ├── head.py │ ├── ops.py │ └── tokenizer.py ├── transfer │ ├── dataset_embs │ │ ├── data_manger.py │ │ ├── emotify.py │ │ ├── fma.py │ │ ├── gtzan.py │ │ ├── kvt.py │ │ ├── mtat.py │ │ ├── mtg.py │ │ └── openmic.py │ ├── dataset_wavs │ │ ├── data_manger.py │ │ ├── emotify.py │ │ ├── fma.py │ │ ├── gtzan.py │ │ ├── kvt.py │ │ ├── mtat.py │ │ ├── mtg.py │ │ └── openmic.py │ ├── eval_finetune.py │ ├── eval_probing.py │ ├── eval_zs.py │ ├── exp │ │ ├── mlp │ │ │ ├── emotify │ │ │ │ └── contrastive_bert_stochastic │ │ │ │ │ └── 0.001_512_0.25_0 │ │ │ │ │ ├── hparams.yaml │ │ │ │ │ └── results.json │ │ │ ├── fma │ │ │ │ └── contrastive_bert_stochastic │ │ │ │ │ └── 0.0005_64_0_1 │ │ │ │ │ ├── hparams.yaml │ │ │ │ │ └── results.json │ │ │ ├── gtzan │ │ │ │ └── contrastive_bert_stochastic │ │ │ │ │ └── 0.0005_512_0_0 │ │ │ │ │ ├── hparams.yaml │ │ │ │ │ └── results.json │ │ │ ├── kvt │ │ │ │ └── contrastive_bert_stochastic │ │ │ │ │ └── 0.0005_64_0_1 │ │ │ │ │ ├── hparams.yaml │ │ │ │ │ └── results.json │ │ │ ├── mtat │ │ │ │ └── contrastive_bert_stochastic │ │ │ │ │ └── 0.0005_512_0_0 │ │ │ │ │ ├── hparams.yaml │ │ │ │ │ └── results.json │ │ │ ├── mtat_minz │ │ │ │ └── contrastive_bert_stochastic │ │ │ │ │ └── 0.0005_512_0_0 │ │ │ │ │ ├── hparams.yaml │ │ │ │ │ └── results.json │ │ │ ├── mtg_genre │ │ │ │ └── contrastive_bert_stochastic │ │ │ │ │ └── 0.0005_64_0_0 │ │ │ │ │ ├── hparams.yaml │ │ │ │ │ └── results.json │ │ │ ├── mtg_instrument │ │ │ │ └── contrastive_bert_stochastic │ │ │ │ │ └── 0.001_64_0.25_0 │ │ │ │ │ ├── hparams.yaml │ │ │ │ │ └── results.json │ │ │ ├── mtg_moodtheme │ │ │ │ └── contrastive_bert_stochastic │ │ │ │ │ └── 0.0005_64_0.25_0 │ │ │ │ │ ├── hparams.yaml │ │ │ │ │ └── results.json │ │ │ └── mtg_top50tags │ │ │ │ └── contrastive_bert_stochastic │ │ │ │ └── 0.001_64_0.25_0 │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ └── zs │ │ │ ├── emotify │ │ │ ├── contrastive_bert_caption │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── contrastive_bert_stochastic │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── contrastive_bert_tag │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── triplet_bert_caption │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── triplet_bert_stochastic │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── triplet_bert_tag │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── triplet_glove_caption │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── triplet_glove_stochastic │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ └── triplet_glove_tag │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── fma │ │ │ ├── contrastive_bert_caption │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── contrastive_bert_stochastic │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── contrastive_bert_tag │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── triplet_bert_caption │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── triplet_bert_stochastic │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── triplet_bert_tag │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── triplet_glove_caption │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── triplet_glove_stochastic │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ └── triplet_glove_tag │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── gtzan │ │ │ ├── contrastive_bert_caption │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── contrastive_bert_stochastic │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── contrastive_bert_tag │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── triplet_bert_caption │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── triplet_bert_stochastic │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── triplet_bert_tag │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── triplet_glove_caption │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── triplet_glove_stochastic │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ └── triplet_glove_tag │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── kvt │ │ │ ├── contrastive_bert_caption │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── contrastive_bert_stochastic │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── contrastive_bert_tag │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── triplet_bert_caption │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── triplet_bert_stochastic │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── triplet_bert_tag │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── triplet_glove_caption │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── triplet_glove_stochastic │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ └── triplet_glove_tag │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── mtat │ │ │ ├── contrastive_bert_caption │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── contrastive_bert_stochastic │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── contrastive_bert_tag │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── triplet_bert_caption │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── triplet_bert_stochastic │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── triplet_bert_tag │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── triplet_glove_caption │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── triplet_glove_stochastic │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ └── triplet_glove_tag │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── mtat_minz │ │ │ ├── contrastive_bert_caption │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── contrastive_bert_stochastic │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── contrastive_bert_tag │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── triplet_bert_caption │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── triplet_bert_stochastic │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── triplet_bert_tag │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── triplet_glove_caption │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── triplet_glove_stochastic │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ └── triplet_glove_tag │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── mtg_genre │ │ │ ├── contrastive_bert_caption │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── contrastive_bert_stochastic │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── contrastive_bert_tag │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── triplet_bert_caption │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── triplet_bert_stochastic │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── triplet_bert_tag │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── triplet_glove_caption │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── triplet_glove_stochastic │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ └── triplet_glove_tag │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── mtg_instrument │ │ │ ├── contrastive_bert_caption │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── contrastive_bert_stochastic │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── contrastive_bert_tag │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── triplet_bert_caption │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── triplet_bert_stochastic │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── triplet_bert_tag │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── triplet_glove_caption │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── triplet_glove_stochastic │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ └── triplet_glove_tag │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── mtg_moodtheme │ │ │ ├── contrastive_bert_caption │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── contrastive_bert_stochastic │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── contrastive_bert_tag │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── triplet_bert_caption │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── triplet_bert_stochastic │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── triplet_bert_tag │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── triplet_glove_caption │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ ├── triplet_glove_stochastic │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ └── triplet_glove_tag │ │ │ │ ├── hparams.yaml │ │ │ │ └── results.json │ │ │ └── mtg_top50tags │ │ │ ├── contrastive_bert_caption │ │ │ ├── hparams.yaml │ │ │ └── results.json │ │ │ ├── contrastive_bert_stochastic │ │ │ ├── hparams.yaml │ │ │ └── results.json │ │ │ ├── contrastive_bert_tag │ │ │ ├── hparams.yaml │ │ │ └── results.json │ │ │ ├── triplet_bert_caption │ │ │ ├── hparams.yaml │ │ │ └── results.json │ │ │ ├── triplet_bert_stochastic │ │ │ ├── hparams.yaml │ │ │ └── results.json │ │ │ ├── triplet_bert_tag │ │ │ ├── hparams.yaml │ │ │ └── results.json │ │ │ ├── triplet_glove_caption │ │ │ ├── hparams.yaml │ │ │ └── results.json │ │ │ ├── triplet_glove_stochastic │ │ │ ├── hparams.yaml │ │ │ └── results.json │ │ │ └── triplet_glove_tag │ │ │ ├── hparams.yaml │ │ │ └── results.json │ ├── extractor.py │ ├── main.sh │ ├── model_finetune.py │ ├── model_probing.py │ ├── scripts │ │ ├── extract.sh │ │ ├── transfer_finetune.sh │ │ ├── transfer_linprob.sh │ │ ├── transfer_mlpprob.sh │ │ └── transfer_zs.sh │ ├── train_finetune.py │ └── train_probing.py ├── triplet │ ├── dataset.py │ ├── exp │ │ └── transformer_cnn_cf_mel │ │ │ ├── bert_caption │ │ │ ├── 1054_results.json │ │ │ ├── 50_results.json │ │ │ ├── hparams.yaml │ │ │ └── mq_results.json │ │ │ ├── bert_stochastic │ │ │ ├── 1054_results.json │ │ │ ├── 50_results.json │ │ │ ├── hparams.yaml │ │ │ └── mq_results.json │ │ │ ├── bert_tag │ │ │ ├── 1054_results.json │ │ │ ├── 50_results.json │ │ │ ├── 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