def test_da_params(corruption_level):
learning_rates = [0.001, 0.003, 0.005, 0.007, 0.009, 0.011, 0.013, 0.015]
window_sizes = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13]
train_data = ['p10a','p011','p013','p014','p020','p022','p040','p045','p048']
valid_data = ['p09b','p023','p035','p038']
test_data = ['p09a','p033']
train_reader = ICHISeqDataReader(train_data)
train_set, train_labels = train_reader.read_all()
valid_reader = ICHISeqDataReader(valid_data)
valid_set, valid_labels = valid_reader.read_all()
test_reader = ICHISeqDataReader(test_data)
test_set, test_labels = test_reader.read_all()
output_folder=('[%s], [%s], [%s]')%(",".join(train_data), ",".join(valid_data), ",".join(test_data))
for lr in learning_rates:
for ws in window_sizes:
train_dA(learning_rate=lr,
training_epochs=1,
window_size = ws,
corruption_level=corruption_level,
n_hidden=ws*2,
train_set=train_set,
output_folder=output_folder)
