renamed module
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This commit is contained in:
brian
2024-10-24 16:19:52 +00:00
parent 860150905d
commit 30f37b6ca5
26 changed files with 17 additions and 17 deletions
+45
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"""Definition of put_model function."""
import logging
import os
from hashlib import md5
from io import BytesIO
import torch
from minio import Minio
from torch.nn import Module
def put_model(
client: Minio,
model: Module,
) -> str:
"""Put model in model subfolder in bucket in Minio and return MD5 checksum
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
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)
# 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)
return checksum