class GCSClient:
def __init__(self,
workspace_directory: str = '',
task_filters: List[str] = [],
tqdm_disable: bool = False):
"""must set $GCS_CREDENTIAL"""
self.workspace_directory = workspace_directory
self.task_filters = task_filters
self.tqdm_disable = tqdm_disable
self.gcs_client = GCSConfig().get_gcs_client()
def get_tasks(self) -> Dict[int, Dict[str, Any]]:
"""Load all task_log from GCS"""
files = self._get_gcs_objects()
tasks = {}
for i, x in enumerate(tqdm(files, disable=self.tqdm_disable)):
n = x.split('/')[-1]
if self.task_filters and not [
f for f in self.task_filters if f in n
]:
continue
n = n.split('_')
meta = self._get_gcs_object_info(x)
tasks[i] = {
'task_name':
'_'.join(n[:-1]),
'task_params':
pickle.load(
self.gcs_client.download(
x.replace('task_log', 'task_params'))),
'task_log':
pickle.load(self.gcs_client.download(x)),
'last_modified':
datetime.strptime(meta['updated'].split('.')[0],
'%Y-%m-%dT%H:%M:%S'),
'task_hash':
n[-1].split('.')[0]
}
return tasks
def _get_gcs_objects(self) -> List[str]:
"""get GCS objects"""
return self.gcs_client.listdir(
os.path.join(self.workspace_directory, 'log/task_log'))
def _get_gcs_object_info(self, x: str) -> Dict[str, str]:
"""get GCS object meta data"""
bucket, obj = self.gcs_client._path_to_bucket_and_key(x)
return self.gcs_client.client.objects().get(bucket=bucket,
object=obj).execute()
def to_absolute_path(self, x: str) -> str:
"""get GCS file path"""
x = x.lstrip('.').lstrip('/')
if self.workspace_directory.rstrip('/').split('/')[-1] == x.split(
'/')[0]:
x = '/'.join(x.split('/')[1:])
return x
class GCSClient:
def __init__(self,
workspace_directory: str = '',
task_filters: List[str] = [],
tqdm_disable: bool = False,
use_cache: bool = True):
"""must set $GCS_CREDENTIAL"""
self.workspace_directory = workspace_directory
self.task_filters = task_filters
self.tqdm_disable = tqdm_disable
self.gcs_client = GCSConfig().get_gcs_client()
self.local_cache = LocalCache(workspace_directory, use_cache)
self.use_cache = use_cache
def get_tasks(self) -> List[Dict[str, Any]]:
"""Load all task_log from GCS"""
files = self._get_gcs_objects()
tasks_list = list()
for x in tqdm(files, disable=self.tqdm_disable):
n = x.split('/')[-1]
if self.task_filters and not [
f for f in self.task_filters if f in n
]:
continue
n = n.split('_')
if self.use_cache:
cache = self.local_cache.get(x)
if cache:
tasks_list.append(cache)
continue
try:
meta = self._get_gcs_object_info(x)
params = {
'task_name':
'_'.join(n[:-1]),
'task_params':
pickle.load(
self.gcs_client.download(
x.replace('task_log', 'task_params'))),
'task_log':
pickle.load(self.gcs_client.download(x)),
'last_modified':
datetime.strptime(meta['updated'].split('.')[0],
'%Y-%m-%dT%H:%M:%S'),
'task_hash':
n[-1].split('.')[0]
}
tasks_list.append(params)
if self.use_cache:
self.local_cache.dump(x, params)
except Exception:
continue
if len(tasks_list) != len(list(files)):
warnings.warn(
f'[NOT FOUND LOGS] target file: {len(list(files))}, found log file: {len(tasks_list)}'
)
return tasks_list
def _get_gcs_objects(self) -> List[str]:
"""get GCS objects"""
return self.gcs_client.listdir(
os.path.join(self.workspace_directory, 'log/task_log'))
def _get_gcs_object_info(self, x: str) -> Dict[str, str]:
"""get GCS object meta data"""
bucket, obj = self.gcs_client._path_to_bucket_and_key(x)
return self.gcs_client.client.objects().get(bucket=bucket,
object=obj).execute()
def to_absolute_path(self, x: str) -> str:
"""get GCS file path"""
x = x.lstrip('.').lstrip('/')
if self.workspace_directory.rstrip('/').split('/')[-1] == x.split(
'/')[0]:
x = '/'.join(x.split('/')[1:])
return x