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[
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{
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"type": "shift",
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"params": {"min_shift_ms": -5,
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"max_shift_ms": 5},
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"prob": 1.0
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}
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]
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# https://yaml.org/type/float.html
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data:
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train_manifest: data/manifest.train
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dev_manifest: data/manifest.dev
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test_manifest: data/manifest.test
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mean_std_filepath: data/mean_std.npz
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vocab_filepath: data/vocab.txt
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augmentation_config: conf/augmentation.config
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batch_size: 16 # one gpu
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max_duration: 27.0
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min_duration: 0.0
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specgram_type: linear
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target_sample_rate: 16000
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max_freq: None
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n_fft: None
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stride_ms: 10.0
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window_ms: 20.0
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use_dB_normalization: True
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target_dB: -20
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random_seed: 0
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keep_transcription_text: False
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sortagrad: True
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shuffle_method: batch_shuffle
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num_workers: 0
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model:
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num_conv_layers: 2
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num_rnn_layers: 3
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rnn_layer_size: 1024
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use_gru: True
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share_rnn_weights: False
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training:
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n_epoch: 20
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lr: 5e-4
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weight_decay: 1e-06
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global_grad_clip: 400.0
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max_iteration: 500000
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plot_interval: 1000
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save_interval: 1000
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valid_interval: 1000
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decoding:
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batch_size: 128
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error_rate_type: wer
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decoding_method: ctc_beam_search
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lang_model_path: models/lm/common_crawl_00.prune01111.trie.klm
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alpha: 2.5
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beta: 0.3
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beam_size: 500
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cutoff_prob: 1.0
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cutoff_top_n: 40
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num_proc_bsearch: 8
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../../models
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