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import os | |
import boto3 | |
from utils.log import logger | |
aws_access_key = os.getenv("AWS_ACCESS_KEY_ID") | |
aws_key_pw = os.getenv("AWS_SECRET_ACCESS_KEY") | |
BUCKET_NAME = os.getenv("BUCKET_NAME") | |
s3 = boto3.client( | |
"s3", | |
aws_access_key_id=aws_access_key, | |
aws_secret_access_key=aws_key_pw, | |
) | |
def download_model_from_s3(local_path: str, s3_prefix: str): | |
""" | |
Downloads a model from S3 to the specified local path. | |
Args: | |
local_path (str): The local path to download the model to. | |
s3_prefix (str): The S3 prefix of the model to download. | |
Raises: | |
RuntimeError: If there is an error downloading the model from S3. | |
""" | |
try: | |
if os.path.exists(local_path) and os.listdir(local_path): | |
logger.info(f"Model {local_path} already exists. Skipping download.") | |
return | |
logger.info(f"Downloading model from S3: {s3_prefix} to {local_path}") | |
os.makedirs(local_path, exist_ok=True) | |
paginator = s3.get_paginator("list_objects_v2") | |
for result in paginator.paginate(Bucket=BUCKET_NAME, Prefix=s3_prefix): | |
if "Contents" in result: | |
for key in result["Contents"]: | |
s3_key = key["Key"] | |
local_file = os.path.join(local_path, os.path.relpath(s3_key, s3_prefix)) | |
os.makedirs(os.path.dirname(local_file), exist_ok=True) | |
s3.download_file(BUCKET_NAME, s3_key, local_file) | |
logger.info(f"Completed download {s3_key} to {local_file}") | |
except Exception as e: | |
logger.info(f"Failed to download model from S3: {e}") | |
raise RuntimeError(f"Error downloading model from S3: {e}") | |
def upload_image_to_s3( | |
file_name, | |
s3_prefix="ml-images", | |
object_name=None | |
): | |
""" | |
Uploads an image to S3 and returns a presigned URL for the object. | |
Args: | |
file_name (str): The file name of the image to upload. | |
s3_prefix (str): The S3 prefix to use for the object name. | |
object_name (str, optional): The object name to use for the S3 key. | |
If not provided, the object name will be the same as the file name. | |
Returns: | |
str: The presigned URL for the S3 object. | |
""" | |
if object_name is None: | |
object_name = os.path.basename(file_name) | |
object_name = f"{s3_prefix}/{object_name}" | |
s3.upload_file(file_name, BUCKET_NAME, object_name) | |
logger.info(f"Uploaded {file_name} to s3://{BUCKET_NAME}/{object_name}") | |
response = s3.generate_presigned_url( | |
'get_object', | |
Params={ | |
"Bucket": BUCKET_NAME, | |
"Key": object_name | |
}, | |
ExpiresIn=3600 | |
) | |
logger.info(f"Generated presigned URL for {object_name}: {response}") | |
return response | |