def test_ram_set_less_than_or_equal_to_zero_does_not_actually_set_job_resources(
self):
with self.assertRaises(ValueError) as error_context:
set_job_resources(self.num_gpus, self.invalid_ram)
job_resources = current_foundations_job().job_resources
self.assertEqual(self.default_job_resources, job_resources)
def submit(arguments):
from foundations_core_cli.job_submission.config import load
from foundations_core_cli.job_submission.deployment import deploy
from foundations_core_cli.job_submission.logs import stream_job_logs
from foundations_internal.change_directory import ChangeDirectory
from foundations_contrib.global_state import config_manager, log_manager
from foundations_contrib.set_job_resources import set_job_resources
from jsonschema import validate
import os
import os.path
current_directory = os.getcwd()
with ChangeDirectory(arguments.job_directory or current_directory):
load(arguments.scheduler_config or 'scheduler')
job_config = {}
if os.path.exists('job.config.yaml'):
with open('job.config.yaml') as file:
job_config = yaml.load(file.read(), Loader=yaml.FullLoader)
# validate(instance=job_config, schema=_job_schema)
job_resource_args = {}
if 'log_level' in job_config:
config_manager['log_level'] = job_config['log_level']
if 'worker' in job_config:
config_manager['worker_container_overrides'].update(
job_config['worker'])
if 'num_gpus' in job_config:
job_resource_args['num_gpus'] = job_config['num_gpus']
if 'ram' in job_config:
job_resource_args['ram'] = job_config['ram']
logger = log_manager.get_logger(__name__)
if arguments.command:
config_manager['worker_container_overrides'][
'args'] = arguments.command
if not os.path.exists(arguments.command[0]):
logger.warning(
f"Hey, seems like your command '{arguments.command[0]}' is not an existing file in your current directory. If you are using Atlas's advanced custom docker image functionality and know what you are doing, you can ignore this message."
)
else:
logger.warning('No command was specified.')
if arguments.num_gpus is not None:
job_resource_args['num_gpus'] = arguments.num_gpus
if arguments.ram is not None:
job_resource_args['ram'] = arguments.ram
set_job_resources(**job_resource_args)
from foundations.global_state import current_foundations_context
try:
cur_job_id = current_foundations_context().pipeline_context(
).file_name
except ValueError:
cur_job_id = None
deployment = deploy(
arguments.project_name or job_config.get('project_name'),
arguments.entrypoint or job_config.get('entrypoint'),
arguments.params or job_config.get('params'))
if arguments.stream_job_logs:
try:
stream_job_logs(deployment)
except KeyboardInterrupt:
pass
if cur_job_id is not None:
current_foundations_context().pipeline_context(
).file_name = cur_job_id
return deployment
def test_set_job_resources_ram_defaults_to_none(self):
set_job_resources(num_gpus=self.num_gpus)
job_resources = current_foundations_job().job_resources
self.assertEqual(JobResources(self.num_gpus, None), job_resources)
def test_gpu_set_to_negative_value_not_actually_set_job_resources(self):
with self.assertRaises(ValueError) as error_context:
set_job_resources(self.negative_gpus, self.ram)
job_resources = current_foundations_job().job_resources
self.assertEqual(self.default_job_resources, job_resources)
def test_gpu_set_to_negative_value_throw_value_error(self):
with self.assertRaises(ValueError) as error_context:
set_job_resources(self.negative_gpus, self.ram)
error_message = 'Invalid GPU quantity. Please provide a non-negative integer GPU quantity.'
self.assertIn(error_message, error_context.exception.args)
def test_ram_set_to_none_is_valid_configuration(self):
set_job_resources(self.num_gpus, None)
expected_job_resources = JobResources(num_gpus=self.num_gpus, ram=None)
job_resources = current_foundations_job().job_resources
self.assertEqual(expected_job_resources, job_resources)
def test_ram_set_less_than_or_equal_to_zero_throws_value_error(self):
with self.assertRaises(ValueError) as error_context:
set_job_resources(self.num_gpus, self.invalid_ram)
error_message = 'Invalid RAM quantity. Please provide a RAM quantity greater than zero.'
self.assertIn(error_message, error_context.exception.args)
def test_set_job_resources_sets_job_resources_object_in_current_foundations_job(
self):
set_job_resources(self.num_gpus, self.ram)
job_resources = current_foundations_job().job_resources
self.assertEqual(self.job_resources, job_resources)
def test_set_job_resources_num_gpus_defaults_to_zero(self):
set_job_resources(ram=self.ram)
job_resources = current_foundations_job().job_resources
self.assertEqual(JobResources(0, self.ram), job_resources)
