NATURESPEAK-ML-UTTER/speak_broadcast.py

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import argparse, json, sys, time, random, logging, signal, threading
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import utterance.voice
import utterance.utils
import utterance.osc
import examine.metric
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logging.basicConfig(level=logging.INFO)
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UTTERANCE_LEN = 16 #<--------------- these should be in config
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NUM_METRIC_GEN = 75
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NUM_SAMPLE_VOICES = 3
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RANDOM_SEED_TIMER_MIN = 2
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broadcast = None
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metric = None
exit = False
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terminal = False
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debug = False
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def format_str(text) -> str:
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t = utterance.utils.clean(text)
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return utterance.utils.format(t)
def utter_one(v) -> str:
u = v.utter_one()
return format_str(u)
def utter_one_vectorise(v):
global metric
uv = utter_one(v)
uv_vec = metric.vector(uv)
return uv, uv_vec
def utter_n_vectorise_distance(v, n, vec):
global metric
results = []
texts = v.utter_n(n=n)
for t in texts:
t = format_str(t)
t_vec = metric.vector(t)
d = examine.metric.cos_dist(vec, t_vec)
results.append([d, t, v])
return results
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def terminal_utterance(utterance):
if terminal:
print(utterance, end="")
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def broadcast_utterance(v, utterance):
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global broadcast, exit, debug
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if debug:
temp = format(v.temp, '.2f')
text = f"{v.name.upper()}: {temp}\n"
else:
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text = f""
# Send all text to server to calculate bounds in advance
broadcast.utterance(utterance, v.calculate)
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broadcast.utterance(text, v.channel)
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terminal_utterance(text)
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time.sleep(2)
frags = v.fragments(utterance)
for f in frags:
text += f
broadcast.utterance(text, v.channel)
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terminal_utterance(f)
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time.sleep(2)
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if exit:
return
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broadcast.command('clear')
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print("==========")
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time.sleep(2)
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def find_candidates(v, uv_vec, voices, results):
logging.info(f"LOOP::finding candidates")
start = time.time()
candidates = random.sample(voices, NUM_SAMPLE_VOICES)
for c in candidates:
if exit:
break
if c == v:
continue
results += utter_n_vectorise_distance(c, NUM_METRIC_GEN, uv_vec)
results.sort(key=lambda t: t[0], reverse=True)
lapse = time.time() - start
logging.info(f"LOOP::done - {lapse} secs")
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def update():
global exit
while not exit:
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try:
utterance.osc.update()
except Exception as e:
logging.error(e)
pass
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time.sleep(0.2)
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def signal_terminate(signum, frame):
global exit
logging.warning("::SIGNAL TERMINATE::")
exit = True
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def main() -> int:
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global broadcast, metric, terminal, debug
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p = argparse.ArgumentParser()
p.add_argument("-c", "--config", type=str, default="voice.config.json", help="configuratin file")
p.add_argument("-i", "--iterations", type=int, default=10, help="number of iterations")
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p.add_argument("-t", "--terminal", action='store_true', help="print to terminal")
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args = p.parse_args()
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logging.info(f"INIT::loading config file - {args.config}")
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with open(args.config) as f:
conf = json.load(f)
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logging.info(conf)
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terminal = args.terminal
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#--------------------#
# VOICES
#--------------------#
logging.info(f"INIT::creating voices")
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voices = []
for v in conf['voices']:
model = v['model']
voice = utterance.voice.Voice(name=v["name"].upper(), model=model['model_dir'], tokenizer=model['tokeniser_file'], temp=float(model["temperature"]), lenght=UTTERANCE_LEN)
voice.set_channel(v['osc_channel']['root'], v['osc_channel']['utterance'])
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voice.set_calculate(v['osc_channel']['root'], v['osc_channel']['calculate'])
voice.set_temperature(v['osc_channel']['root'], v['osc_channel']['temperature'])
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voices.append(voice)
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#--------------------#
# NET
#--------------------#
logging.info(f"INIT::setting up OSC")
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utterance.osc.start_osc()
broadcast = utterance.osc.OscBroadcaster(name="osc_broadcast", host=conf['host_voicemachine'], port=conf['port_voicemachine'], command_channel=conf['command_osc_channel'])
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def receiver_cb(temp, name):
global debug
if type(temp) == str and temp == "DEBUG":
debug = name
logging.info(f"DEBUG MODE: {debug}")
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else: # temperature
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for v in voices:
if v.name == name:
print(f'{name} - {temp}')
v.temp = temp
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broadcast.temperature(temp, v.temperature)
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receiver = utterance.osc.OscReceiver(name="osc_receiver", host=conf['host_machinespeak'], port=conf['port_machinespeak'], callback_fn=receiver_cb)
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#--------------------#
# METRIC
#--------------------#
logging.info(f"INIT::loading doc2vec metrics")
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metric = examine.metric.Metric(model_input='data/models/doc2vec.model')
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#--------------------#
# RANDOM
#--------------------#
def random_seed():
global t_random_seed
logging.info("INIT::SEEDING RANDOM")
random.seed(time.time())
if not exit:
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t_random_seed = threading.Timer(random.randint(60, 60 * RANDOM_SEED_TIMER_MIN), random_seed)
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t_random_seed.start()
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t_random_seed = threading.Timer(random.randint(60, 60 * RANDOM_SEED_TIMER_MIN), random_seed)
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t_random_seed.start()
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#--------------------#
# A
#--------------------#
logging.info(f"INIT::generating first utterance")
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v = random.choice(voices)
uv, uv_vec = utter_one_vectorise(v)
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t_update = threading.Thread(target=update)
t_update.start()
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while not exit:
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results = []
t = threading.Thread(target=find_candidates, args=[v, uv_vec, voices, results])
t.start()
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logging.info(f"LOOP::broadcasting {v.name}")
broadcast_utterance(v, uv)
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t.join()
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# ok here we need to randomise maybe...?!
# ([d, t, v])
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choice = results[0]
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# makse sure we don't say the same thing over and over again
for r in results:
v = r[2]
u = r[1]
if v.select(u):
choice = r
break
else:
logging.info(f"LOOP::reduncancy {v.name}")
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v = choice[2]
uv = choice[1]
uv_vec = metric.vector(uv)
logging.info(f"LOOP::next {v.name}")
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t_update.join()
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logging.info(f"TERMINATE::terminating OSC")
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utterance.osc.terminate_osc()
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# if t_random_seed:
logging.info(f"TERMINATE::random seed")
t_random_seed.cancel()
t_random_seed.join()
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logging.info(f"FIN")
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if __name__ == '__main__':
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signal.signal(signal.SIGINT, signal_terminate)
sys.exit(main())