add hyperparams.yaml
Browse files- hyperparams.yaml +52 -0
hyperparams.yaml
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# ############################################################################
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# Model: WAV2VEC base for Emotion Recognition
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# ############################################################################
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# Feature parameters
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sample_rate: 16000
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wav2vec2_hub: facebook/wav2vec2-base
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# Pretrain folder (HuggingFace)
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pretrained_path: speechbrain/emotion-recognition-wav2vec2
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# parameters
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encoder_dim: 768
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out_n_neurons: 4
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wav2vec2: !new:speechbrain.lobes.models.huggingface_wav2vec.HuggingFaceWav2Vec2
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source: !ref <wav2vec2_hub>
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output_norm: True
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freeze: True
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pretrain: False
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save_path: wav2vec2_checkpoints
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avg_pool: !new:speechbrain.nnet.pooling.StatisticsPooling
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return_std: False
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output_mlp: !new:speechbrain.nnet.linear.Linear
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input_size: !ref <encoder_dim>
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n_neurons: !ref <out_n_neurons>
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bias: False
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model: !new:torch.nn.ModuleList
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- [!ref <output_mlp>]
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modules:
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wav2vec2: !ref <wav2vec2>
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output_mlp: !ref <output_mlp>
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label_encoder: !new:speechbrain.dataio.encoder.CategoricalEncoder
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pretrainer: !new:speechbrain.utils.parameter_transfer.Pretrainer
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loadables:
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wav2vec2: !ref <wav2vec2>
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model: !ref <model>
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label_encoder: !ref <label_encoder>
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paths:
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wav2vec2: !ref <pretrained_path>/wav2vec2.ckpt
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model: !ref <pretrained_path>/model.ckpt
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label_encoder: !ref <pretrained_path>/label_encoder.txt
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