dance-classifier / models /config /decision_tree.yaml
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Refactor config style and reorganize files
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global:
id: decision_tree
device: mps
seed: 42
dance_ids:
- ATN
- BCH
- CHA
- ECS
- HST
- JIV
- QST
- RMB
- SFT
- SLS
- SMB
- SWZ
- TGO
- VWZ
- WCS
data_module:
song_data_path: data/songs_cleaned.csv
song_audio_path: data/samples
batch_size: 32
num_workers: 7
min_votes: 1
dataset_kwargs:
audio_window_duration: 6
audio_window_jitter: 1.5
audio_pipeline_kwargs:
mask_count: 0 # Don't mask the data
snr_mean: 15.0 # Pretty much eliminate the noise
freq_mask_size: 10
time_mask_size: 80
trainer:
log_every_n_steps: 15
accelerator: gpu
max_epochs: 50
min_epochs: 5
fast_dev_run: False
# gradient_clip_val: 0.5
# overfit_batches: 1
training_environment:
learning_rate: 0.00053
model:
n_channels: 128