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config.yaml
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dataset:
train_path: "E:/nsynth/nsynth-train/"
valid_path: "E:/nsynth/nsynth-valid/"
test_path: "E:/nsynth/nsynth-test/"
train_subset_files: "nsynth_subset/keys_train.txt"
valid_subset_files: "nsynth_subset/keys_valid.txt"
test_subset_files: "nsynth_subset/keys_test.txt"
metadata: "examples.json"
audio: "audio/"
pitch: "pitch/"
loudness: "loudness/"
common:
sampling_rate: 16000
block_size: 160
duration_secs: 4
train:
batch_size: 16
scales: [4096, 2048, 1024, 512, 256, 128]
overlap: .75
start_lr: 0.001
stop_lr: 0.0001
decay_over: 400000
hidden_size: 512
n_harmonic: 100
n_bands: 65
n_wavetables: 10
n_mfcc: 30
epochs: 100000
test:
batch_size: 2
scales: [4096, 2048, 1024, 512, 256, 128]
overlap: .75
hidden_size: 512
n_harmonic: 100
n_bands: 65
n_wavetables: 10
n_mfcc: 30
crepe:
model: "large"
visualize: false