def train():
intermediate_sync = None
exit_code = SUCCESS_CODE
try:
# TODO: iquintero - add error handling for ImportError to let the user know
# if the framework module is not defined.
env = sagemaker_containers.training_env()
# TODO: [issue#144] There is a bug in the logic -
# we need os.environ.get(_params.REGION_NAME_ENV)
# in certain regions, but it is not going to be available unless
# TrainingEnvironment has been initialized. It shouldn't be environment variable.
region = os.environ.get('AWS_REGION', os.environ.get(_params.REGION_NAME_ENV))
intermediate_sync = _intermediate_output.start_sync(env.sagemaker_s3_output(), region)
if env.framework_module:
framework_name, entry_point_name = env.framework_module.split(':')
framework = importlib.import_module(framework_name)
# the logger is configured after importing the framework library, allowing the framework to
# configure logging at import time.
logging.configure_logger(env.log_level)
logger.info('Imported framework %s', framework_name)
entrypoint = getattr(framework, entry_point_name)
entrypoint()
else:
logging.configure_logger(env.log_level)
entry_point.run(env.module_dir, env.user_entry_point, env.to_cmd_args(), env.to_env_vars())
logger.info('Reporting training SUCCESS')
files.write_success_file()
except errors.ClientError as e:
failure_message = str(e)
files.write_failure_file(failure_message)
logger.error(failure_message)
if intermediate_sync:
intermediate_sync.join()
exit_code = DEFAULT_FAILURE_CODE
except Exception as e:
failure_msg = 'framework error: \n%s\n%s' % (traceback.format_exc(), str(e))
files.write_failure_file(failure_msg)
logger.error('Reporting training FAILURE')
logger.error(failure_msg)
exit_code = getattr(e, 'errno', DEFAULT_FAILURE_CODE)
finally:
if intermediate_sync:
intermediate_sync.join()
_exit_processes(exit_code)
def framework_training_with_script_mode_fn(capture_error):
training_env = sagemaker_containers.training_env()
entry_point.run(training_env.module_dir,
training_env.user_entry_point,
training_env.to_cmd_args(),
training_env.to_env_vars(),
capture_error=capture_error)
def train():
try:
# TODO: iquintero - add error handling for ImportError to let the user know
# if the framework module is not defined.
env = sagemaker_containers.training_env()
if env.framework_module:
framework_name, entry_point_name = env.framework_module.split(':')
framework = importlib.import_module(framework_name)
# the logger is configured after importing the framework library, allowing the framework to
# configure logging at import time.
logging.configure_logger(env.log_level)
logger.info('Imported framework %s', framework_name)
entrypoint = getattr(framework, entry_point_name)
entrypoint()
else:
logging.configure_logger(env.log_level)
entry_point.run(env.module_dir, env.user_entry_point,
env.to_cmd_args(), env.to_env_vars())
logger.info('Reporting training SUCCESS')
files.write_success_file()
_exit_processes(SUCCESS_CODE)
except errors.ClientError as e:
failure_message = str(e)
files.write_failure_file(failure_message)
logger.error(failure_message)
_exit_processes(DEFAULT_FAILURE_CODE)
except Exception as e:
failure_msg = 'framework error: \n%s\n%s' % (traceback.format_exc(),
str(e))
files.write_failure_file(failure_msg)
logger.error('Reporting training FAILURE')
logger.error(failure_msg)
exit_code = getattr(e, 'errno', DEFAULT_FAILURE_CODE)
_exit_processes(exit_code)
def test_parameter_server():
module = test.UserModule(test.File(name='user_script.py', data=PARAMETER_SERVER_SCRIPT))
hyperparameters = dict(sagemaker_program='user_script.py')
test.prepare(user_module=module, hyperparameters=hyperparameters, channels=[test.Channel.create(name='training')])
training_env = sagemaker_containers.training_env()
process = entry_point.run(training_env.module_dir, training_env.user_entry_point,
training_env.to_cmd_args(), training_env.to_env_vars(), wait=False)
# confirm the ps process is still hanging
assert process.poll() is None
process.kill()