def build_translation_model(args):
conf = fetch_config(args)
if args.t_translate_config is None:
tconf = conf.system.files.data.translate
elif os.path.isfile(args.t_translate_config):
tconf = TranslateConfig(args.t_translate_config, conf)
else:
logger.error(args.t_translate_config + " doesn't exist")
return
if os.path.exists(tconf.paths.project) is False:
os.makedirs(tconf.paths.project)
elif os.path.isfile(tconf.paths.project):
logger.error(tconf.paths.project + " is a file")
sys.exit(1)
elif os.listdir(tconf.paths.project) != []:
logger.error(tconf.paths.project + " must be empty")
sys.exit(1)
with open(os.path.join(tconf.paths.project, "translate.yaml"), 'w') as f:
yaml.dump(tconf.dict(), f, default_flow_style=False)
tconf.conf.runstate.pool_size = tconf.settings.pool_size
run_args = get_run_args(tconf)
app = BuildApp.new(pool_type=conf.runstate.runner,
pool_size=conf.runstate.pool_size,
force=conf.runstate.force)
os.environ['IRSTLM'] = tconf.paths.irstlm
setup_train(tconf)
setup_tune(tconf)
setup_test(tconf)
for idx, parameter_set in enumerate(run_args):
parameter_set = list(parameter_set)
parameter_set.append(idx)
parameter_set.append(tconf)
t = app.add()
t.job = build_model
t.args = parameter_set
t.description = "model_" + str(parameter_set[9])
app.run()
aggregate_model_data(tconf.paths.project)
from_addr = "*****@*****.**"
to_addr = [tconf.settings.email]
with open(tconf.paths.project + "/data.csv") as data:
msg = MIMEText(data.read())
msg['Subject'] = "Model Complete"
msg['From'] = from_addr
msg['To'] = ", ".join(to_addr)
server = smtplib.SMTP("localhost")
server.sendmail(from_addr, to_addr, msg.as_string())
server.quit()
def build_translation_model(args):
conf = fetch_config(args)
if args.t_translate_config is None:
tconf = conf.system.files.data.translate
elif os.path.isfile(args.t_translate_config):
tconf = TranslateConfig(args.t_translate_config, conf)
else:
logger.error(args.t_translate_config + " doesn't exist")
return
if os.path.exists(tconf.paths.project) is False:
os.makedirs(tconf.paths.project)
elif os.path.isfile(tconf.paths.project):
logger.error(tconf.paths.project + " is a file")
sys.exit(1)
elif os.listdir(tconf.paths.project) != []:
logger.error(tconf.paths.project + " must be empty")
sys.exit(1)
with open(os.path.join(tconf.paths.project, "translate.yaml"), 'w') as f:
yaml.dump(tconf.dict(), f, default_flow_style=False)
tconf.conf.runstate.pool_size = tconf.settings.pool_size
run_args = get_run_args(tconf)
app = BuildApp.new(pool_type=conf.runstate.runner,
pool_size=conf.runstate.pool_size,
force=conf.runstate.force)
os.environ['IRSTLM'] = tconf.paths.irstlm
setup_train(tconf)
setup_tune(tconf)
setup_test(tconf)
for idx, parameter_set in enumerate(run_args):
parameter_set = list(parameter_set)
parameter_set.append(idx)
parameter_set.append(tconf)
t = app.add()
t.job = build_model
t.args = parameter_set
t.description = "model_" + str(parameter_set[9])
app.run()
aggregate_model_data(tconf.paths.project)
from_addr = "*****@*****.**"
to_addr = [tconf.settings.email]
with open(tconf.paths.project + "/data.csv") as data:
msg = MIMEText(data.read())
msg['Subject'] = "Model Complete"
msg['From'] = from_addr
msg['To'] = ", ".join(to_addr)
server = smtplib.SMTP("localhost")
server.sendmail(from_addr, to_addr, msg.as_string())
server.quit()
def model_results(args):
conf = fetch_config(args)
if args.t_translate_config is None:
tconf = conf.system.files.data.translate
elif os.path.isfile(args.t_translate_config):
tconf = TranslateConfig(ingest_yaml_doc(args.t_translate_config), conf)
else:
logger.error(args.t_translate_config + " doesn't exist")
return
aggregate_model_data(tconf.paths.project)
def model_results(args):
conf = fetch_config(args)
if args.t_translate_config is None:
tconf = conf.system.files.data.translate
elif os.path.isfile(args.t_translate_config):
tconf = TranslateConfig(ingest_yaml_doc(args.t_translate_config), conf)
else:
logger.error(args.t_translate_config + " doesn't exist")
return
aggregate_model_data(tconf.paths.project)
