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README.md ADDED
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+ ---
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+ tags:
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+ - asteroid
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+ - audio
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+ - FasNet-TAC
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+ - audio-source-separation
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+ - multichannel
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+ - beamforming
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+ datasets:
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+ - TACDataset
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+ - sep_noisy
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+ license: cc-by-sa-3.0
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+ inference: false
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+ ---
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+
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+ ## Asteroid model `Samuele Cornell/FasNetTAC_TACDataset_separatenoisy`
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+ Imported from [Zenodo](https://zenodo.org/record/4557489)
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+
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+ ### Description:
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+ This model was trained by popcornell using the TAC/TAC recipe in Asteroid. It was trained on the separate_noisy task of the TACDataset dataset.
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+
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+ ### Training config:
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+ ```yaml
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+ data:
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+ dev_json: ./data/validation.json
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+ sample_rate: 16000
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+ segment: None
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+ test_json: ./data/test.json
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+ train_json: ./data/train.json
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+ net:
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+ chunk_size: 50
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+ context_ms: 16
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+ enc_dim: 64
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+ feature_dim: 64
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+ hidden_dim: 128
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+ hop_size: 25
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+ n_layers: 4
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+ n_src: 2
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+ window_ms: 4
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+ optim:
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+ lr: 0.001
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+ weight_decay: 1e-06
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+ training:
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+ accumulate_batches: 1
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+ batch_size: 8
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+ early_stop: True
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+ epochs: 200
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+ gradient_clipping: 5
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+ half_lr: True
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+ num_workers: 8
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+ patience: 30
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+ save_top_k: 10
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+ ```
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+
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+ ### Results:
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+ ```yaml
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+ si_sdr: 10.871864315894744
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+ si_sdr_imp: 11.322284052560262
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+ ```
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+
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+ ### License notice:
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+ This work "FasNetTAC_TACDataset_separatenoisy" is a derivative of LibriSpeech ASR corpus by Vassil Panayotov, used under CC BY 4.0; of End-to-end Microphone Permutation and Number Invariant Multi-channel Speech Separation by Yi Luo, Zhuo Chen, Nima Mesgarani, Takuya Yoshioka, used under CC BY 4.0. "FasNetTAC_TACDataset_separatenoisy" is licensed under Attribution-ShareAlike 3.0 Unported by popcornell.
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