Commit
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135750e
1
Parent(s):
4c6f33b
Upload model_config.yaml with huggingface_hub
Browse files- model_config.yaml +152 -0
model_config.yaml
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+
decoder:
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_target_: nemo.collections.asr.modules.SpeakerDecoder
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angular: false
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emb_sizes: 192
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feat_in: 3072
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num_classes: 7
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pool_mode: attention
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encoder:
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_target_: nemo.collections.asr.modules.ConvASREncoder
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activation: relu
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conv_mask: true
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feat_in: 80
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jasper:
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- dilation:
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- 1
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dropout: 0.0
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filters: 1024
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kernel:
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- 3
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repeat: 1
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residual: false
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se: true
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se_context_size: -1
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separable: true
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stride:
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- 1
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- dilation:
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- 1
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dropout: 0.1
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filters: 1024
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kernel:
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- 7
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repeat: 3
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residual: true
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se: true
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se_context_size: -1
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separable: true
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stride:
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- 1
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- dilation:
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- 1
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dropout: 0.1
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filters: 1024
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kernel:
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- 11
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repeat: 3
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residual: true
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se: true
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se_context_size: -1
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separable: true
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stride:
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- 1
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- dilation:
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- 1
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dropout: 0.1
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filters: 1024
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kernel:
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- 15
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repeat: 3
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residual: true
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se: true
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se_context_size: -1
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separable: true
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stride:
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- 1
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- dilation:
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- 1
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dropout: 0.0
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filters: 3072
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kernel:
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- 1
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repeat: 1
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residual: false
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se: true
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se_context_size: -1
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separable: true
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stride:
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- 1
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loss:
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margin: 0.2
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scale: 30
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model_defaults:
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dropout: 0.1
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enc_hidden: 640
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filters: 1024
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joint_hidden: 640
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kernel_size_factor: 1.0
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pred_hidden: 640
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repeat: 3
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se: true
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se_context_size: -1
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separable: true
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optim:
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lr: 0.08
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momentum: 0.9
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name: sgd
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sched:
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min_lr: 0.0
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name: CosineAnnealing
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warmup_ratio: 0.1
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weight_decay: 0.0002
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+
preprocessor:
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_target_: nemo.collections.asr.modules.AudioToMelSpectrogramPreprocessor
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dither: 1.0e-05
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features: 80
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+
frame_splicing: 1
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n_fft: 512
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normalize: per_feature
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sample_rate: 16000
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window: hann
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window_size: 0.025
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window_stride: 0.01
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spec_augment:
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_target_: nemo.collections.asr.modules.SpectrogramAugmentation
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freq_masks: 3
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freq_width: 4
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time_masks: 5
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time_width: 0.03
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target: nemo.collections.asr.models.label_models.EncDecSpeakerLabelModel
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train_ds:
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augmentor:
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noise:
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manifest_path: /manifests/noise/rir_noise_manifest.json
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max_snr_db: 15
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min_snr_db: 0
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prob: 0.5
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+
speed:
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max_speed_rate: 1.05
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min_speed_rate: 0.95
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prob: 0.5
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resample_type: kaiser_fast
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sr: 16000
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batch_size: 64
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is_tarred: false
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labels: null
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manifest_filepath: /manifests/combined_fisher_swbd_voxceleb12_librispeech/train.json
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num_workers: 15
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pin_memory: true
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sample_rate: 16000
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shuffle: true
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tarred_audio_filepaths: null
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tarred_shard_strategy: scatter
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time_length: 3
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validation_ds:
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batch_size: 128
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labels: null
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manifest_filepath: /manifests/combined_fisher_swbd_voxceleb12_librispeech/dev.json
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num_workers: 15
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pin_memory: true
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+
sample_rate: 16000
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+
shuffle: false
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+
time_length: 3
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