def __init__(self, model_param, dimensions):
MLFPP.__init__(self, model_param, dimensions)
# Gru piano
self.mlp_piano = model_param['mlp_piano']
self.recurrent_piano = model_param["recurrent_piano"]
self.recurrent_orch = model_param['recurrent_orch']
# self.last_mlp = model_param['last_mlp']
return
def __init__(self, model_param, dimensions):
MLFPP.__init__(self, model_param, dimensions)
# Gru piano
embeddings_size = model_param['embeddings_size']
temp = model_param['hs_piano']
self.hs_piano = list(temp)
self.hs_piano.append(embeddings_size)
temp = model_param['hs_orch']
self.hs_orch = list(temp)
self.hs_orch.append(embeddings_size)
return
def __init__(self, model_param, dimensions):
MLFPP.__init__(self, model_param, dimensions)
# Piano embedding
self.kernel_size_piano = model_param["kernel_size_piano"] # only pitch_dim, add 1 for temporal conv
embeddings_size = model_param['embeddings_size']
temp = model_param['hs_piano']
self.hs_piano = list(temp)
self.hs_piano.append(embeddings_size)
# Orchestra embedding
self.kernel_size_orch = model_param["kernel_size_orch"] # only pitch_dim, add 1 for temporal conv
temp = model_param['hs_orch']
self.hs_orch = list(temp)
self.hs_orch.append(embeddings_size)
return
def get_hp_space():
super_space = MLFPP.get_hp_space()
space = {
'hs_piano': list_log_hopt(500, 2000, 10, 0, 2, 'hs_piano'),
'hs_orch': list_log_hopt(500, 2000, 10, 0, 2, 'hs_orch'),
'embeddings_size': qloguniform_int('hs_orch', log(500), log(1000), 10),
}
space.update(super_space)
return space
def get_hp_space():
super_space = MLFPP.get_hp_space()
space = {
'recurrent_orch':
hp.choice('n_hidden', [
[
hopt_wrapper.qloguniform_int('n_hidden_1_' + str(i),
log(500), log(3000), 10)
for i in range(1)
],
[
hopt_wrapper.qloguniform_int('n_hidden_2_' + str(i),
log(500), log(3000), 10)
for i in range(2)
],
[
hopt_wrapper.qloguniform_int('n_hidden_3_' + str(i),
log(500), log(3000), 10)
for i in range(3)
],
]),
'recurrent_piano':
hp.choice('n_hidden', [
[
hopt_wrapper.qloguniform_int('n_hidden_1_' + str(i),
log(500), log(3000), 10)
for i in range(1)
],
[
hopt_wrapper.qloguniform_int('n_hidden_2_' + str(i),
log(500), log(3000), 10)
for i in range(2)
],
]),
'mlp_piano':
hp.choice('n_hidden', [
[
hopt_wrapper.qloguniform_int('n_hidden_1_' + str(i),
log(500), log(3000), 10)
for i in range(1)
],
[
hopt_wrapper.qloguniform_int('n_hidden_2_' + str(i),
log(500), log(3000), 10)
for i in range(2)
],
])
}
space.update(super_space)
return space
def name():
return (MLFPP.name() + "Recurrent_embeddings_0")