Run 3 - experiments

[erak]

dvc exp run --queue -S train.epochs=10 -S train.batch_size=32 -S train.look_back=70 -S train.lstm_layer=32 -S train.mdn_layer=5 -S train.dancers=all -S train.validation_split=0.3 -S generate.look_back=70 -S generate.dancers=all -S generate.validation_split=0.3

dvc exp run --queue -S train.epochs=10 -S train.batch_size=32 -S train.look_back=70 -S train.lstm_layer=64 -S train.mdn_layer=5 -S train.dancers=all -S train.validation_split=0.3 -S generate.look_back=70 -S generate.dancers=all -S generate.validation_split=0.3

dvc exp run --queue -S train.epochs=10 -S train.batch_size=32 -S train.look_back=70 -S train.lstm_layer=128 -S train.mdn_layer=5 -S train.dancers=all -S train.validation_split=0.3 -S generate.look_back=70 -S generate.dancers=all -S generate.validation_split=0.3

[erak]

I've checked the output an did a little runtime analysis for the experiments mention above (for all dancers, only impro, validation_split: 0.3 and test_size: 0.05):

• look_back: 70, lstm: 32, mdn: 5 -> 1620s / epoch