implemented base functions

This commit is contained in:
brian
2024-11-16 18:18:13 +00:00
parent 169e0531d9
commit 01ee4664ff
4 changed files with 36 additions and 53 deletions
+17 -19
View File
@@ -9,6 +9,10 @@ import torch
from minio import Minio
from torch.nn import Module
from shared.utils import check_env
from .put import put
def put_model(
client: Minio,
@@ -18,28 +22,22 @@ def put_model(
used as object name."""
assert isinstance(client, Minio)
assert isinstance(model, Module)
bucket_name = os.getenv('MINIO_BUCKET_NAME', default='')
assert len(bucket_name) > 0
subfolder = 'models'
# save image to buffer
# get bucket name from env
check_env({'MINIO_BUCKET_NAME'})
bucket_name = str(os.getenv('MINIO_BUCKET_NAME'))
# save data to buffer
buffer = BytesIO()
torch.save(model.state_dict(), buffer)
# get md5 of image
checksum = md5(buffer.getbuffer()).hexdigest()
# prepare for saving
num_bytes = buffer.tell()
buffer.seek(0)
# set object name
object_name = f'models/{checksum}'
# send data to bucket
object_name = f'{subfolder}/{checksum}'
try:
client.put_object(
bucket_name=bucket_name,
object_name=object_name,
length=num_bytes,
data=buffer,
)
except Exception as exc:
logging.error('failed saving data to MinIO')
raise exc
logging.debug('saved data to %s', object_name)
put(
client=client,
buffer=buffer,
bucket_name=bucket_name,
object_name=object_name,
)
logging.debug('finished')
return checksum