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config_SPEECHCOMMANDS.yml
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config_SPEECHCOMMANDS.yml
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# parameters configuration
mode: train
root: data/
predefined_dataset: SPEECHCOMMANDS
classes: ["normal", "abnormal"]
max_samples: null
batch_size: 32
num_workers: 0
device: cuda
sample_rate: 16000
lr: 1e-3
in_chans: 1
input_height: 64
latent_dim: 256
generator_feature_dim: 64
discriminator_feature_dim: 64
adversarial_weight: 1
reconstruction_weight: 50
encoding_weight: 1
seed: 0
checkpoint_path: null
early_stopping: True
patience: 3
default_root_dir: save/
gpus: -1
precision: 32
max_epochs: 100
threshold: null
web_interface: True
examples:
[
"examples/01d22d03_nohash_1_normal.wav",
"examples/0f46028a_nohash_0_normal.wav",
"examples/1e4064b8_nohash_1_abnormal.wav",
"examples/49f30eed_nohash_0_abnormal.wav",
"examples/4fd1443e_nohash_0_normal.wav",
"examples/d874a786_nohash_0_abnormal.wav",
]
tuning_test: False
cpu_resources_per_trial: 1
gpu_resources_per_trial: 1
num_samples: 100
# transforms configuration
transforms_config:
train:
PadWaveform:
max_waveform_length: 16000
MelSpectrogram:
sample_rate: 16000
n_mels: 64
AmplitudeToDB: null
Resize:
- 64
- 64
val:
PadWaveform:
max_waveform_length: 16000
MelSpectrogram:
sample_rate: 16000
n_mels: 64
AmplitudeToDB: null
Resize:
- 64
- 64
test:
PadWaveform:
max_waveform_length: 16000
MelSpectrogram:
sample_rate: 16000
n_mels: 64
AmplitudeToDB: null
Resize:
- 64
- 64
predict:
PadWaveform:
max_waveform_length: 16000
MelSpectrogram:
sample_rate: 16000
n_mels: 64
AmplitudeToDB: null
Resize:
- 64
- 64
# target transforms configuration
target_transforms_config:
train: null
val: null
test: null
predict: null
# optimizers configuration
optimizers_config:
Adam:
betas:
- 0.9
- 0.999
eps: 1e-08
weight_decay: 0
amsgrad: False
# learning rate schedulers configuration
lr_schedulers_config:
CosineAnnealingLR:
T_max: 10
# hyperparameter space configuration
hyperparameter_space_config:
lr:
uniform:
lower: 1e-4
upper: 1e-1
max_epochs:
randint:
lower: 10
upper: 200