413错误表示您上传的文件大小超过AWS服务的限制。在AWS Feature Store中创建特征组并上传数据时,需要确保上传的数据不超过特定限制。可以通过以下示例代码来解决此问题:
import boto3
from botocore.config import Config
# 设置所需的配置选项
my_config = Config(
region_name = 'AWS_REGION',
signature_version = 'v4',
retries = {
'max_attempts': 10,
'mode': 'standard'
}
)
# 创建Amazon SageMaker客户端
client = boto3.client('sagemaker', config=my_config)
# 指定所需的特征组名称
feature_group_name = 'my-feature-group'
# 指定要上传的数据文件路径
file_path = 'my-data-file.csv'
# 以二进制模式打开文件并读取数据
with open(file_path, "rb") as f:
file_data = f.read()
# 确定文件大小是否超过AWS服务的限制,并将数据上传到特征组中
if len(file_data) <= 629145600: # 600 MB
response = client.create_feature_group(
FeatureGroupName = feature_group_name,
RecordIdentifierFeatureName = 'record_id',
EventTimeFeatureName = 'event_time',
FeatureDefinitions = [
{
'FeatureName': 'feature_1',
'FeatureType': 'STRING'
},
{
'FeatureName': 'feature_2',
'FeatureType': 'STRING'
}
# 添加其他特征列名称以及它们的类型
],
OnlineStoreConfig = {
'EnableOnlineStore': True
},
OfflineStoreConfig = {
'S3StorageConfig': {
'S3Uri': 's3://my-bucket/my-data-folder/',
'ResolvedOutputS3Uri': 's3://my-bucket/my-resolved-data-folder/',
'S3DataType': 'CSV',
'CompressionType': 'GZIP'
}
},
RoleArn = 'AWS_ROLE_