prefect_aws
AwsClientParameters
Bases: BaseModel
Model used to manage extra parameters that you can pass when you initialize the Client. If you want to find more information, see boto3 docs for more info about the possible client configurations.
Attributes:
Name | Type | Description |
---|---|---|
api_version |
Optional[str]
|
The API version to use. By default, botocore will use the latest API version when creating a client. You only need to specify this parameter if you want to use a previous API version of the client. |
use_ssl |
bool
|
Whether or not to use SSL. By default, SSL is used. Note that not all services support non-ssl connections. |
verify |
Union[bool, FilePath, None]
|
Whether or not to verify SSL certificates. By default SSL certificates are verified. If False, SSL will still be used (unless use_ssl is False), but SSL certificates will not be verified. Passing a file path to this is deprecated. |
verify_cert_path |
Optional[FilePath]
|
A filename of the CA cert bundle to use. You can specify this argument if you want to use a different CA cert bundle than the one used by botocore. |
endpoint_url |
Optional[str]
|
The complete URL to use for the constructed
client. Normally, botocore will automatically construct the
appropriate URL to use when communicating with a service. You
can specify a complete URL (including the "http/https" scheme)
to override this behavior. If this value is provided,
then |
config |
Optional[Dict[str, Any]]
|
Advanced configuration for Botocore clients. See botocore docs for more details. |
Source code in prefect_aws/client_parameters.py
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|
deprecated_verify_cert_path(values)
classmethod
If verify is not a bool, raise a warning.
Source code in prefect_aws/client_parameters.py
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|
get_params_override()
Return the dictionary of the parameters to override. The parameters to override are the one which are not None.
Source code in prefect_aws/client_parameters.py
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|
instantiate_config(value)
classmethod
Casts lists to Config instances.
Source code in prefect_aws/client_parameters.py
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|
verify_cert_path_and_verify(values)
classmethod
If verify_cert_path is set but verify is False, raise a warning.
Source code in prefect_aws/client_parameters.py
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|
AwsCredentials
Bases: CredentialsBlock
Block used to manage authentication with AWS. AWS authentication is
handled via the boto3
module. Refer to the
boto3 docs
for more info about the possible credential configurations.
Example
Load stored AWS credentials:
from prefect_aws import AwsCredentials
aws_credentials_block = AwsCredentials.load("BLOCK_NAME")
Source code in prefect_aws/credentials.py
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|
get_boto3_session()
Returns an authenticated boto3 session that can be used to create clients for AWS services
Example
Create an S3 client from an authorized boto3 session:
aws_credentials = AwsCredentials(
aws_access_key_id = "access_key_id",
aws_secret_access_key = "secret_access_key"
)
s3_client = aws_credentials.get_boto3_session().client("s3")
Source code in prefect_aws/credentials.py
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|
get_client(client_type)
Helper method to dynamically get a client type.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
client_type
|
Union[str, ClientType]
|
The client's service name. |
required |
Returns:
Type | Description |
---|---|
An authenticated client. |
Raises:
Type | Description |
---|---|
ValueError
|
if the client is not supported. |
Source code in prefect_aws/credentials.py
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|
get_s3_client()
Gets an authenticated S3 client.
Returns:
Type | Description |
---|---|
S3Client
|
An authenticated S3 client. |
Source code in prefect_aws/credentials.py
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|
get_secrets_manager_client()
Gets an authenticated Secrets Manager client.
Returns:
Type | Description |
---|---|
SecretsManagerClient
|
An authenticated Secrets Manager client. |
Source code in prefect_aws/credentials.py
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|
AwsSecret
Bases: SecretBlock
Manages a secret in AWS's Secrets Manager.
Attributes:
Name | Type | Description |
---|---|---|
aws_credentials |
AwsCredentials
|
The credentials to use for authentication with AWS. |
secret_name |
str
|
The name of the secret. |
Source code in prefect_aws/secrets_manager.py
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|
delete_secret(recovery_window_in_days=30, force_delete_without_recovery=False, **delete_kwargs)
async
Deletes the secret from the secret storage service.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
recovery_window_in_days
|
int
|
The number of days to wait before permanently deleting the secret. Must be between 7 and 30 days. |
30
|
force_delete_without_recovery
|
bool
|
If True, the secret will be deleted immediately without a recovery window. |
False
|
**delete_kwargs
|
Dict[str, Any]
|
Additional keyword arguments to pass to the delete_secret method of the boto3 client. |
{}
|
Returns:
Type | Description |
---|---|
str
|
The path that the secret was deleted from. |
Examples:
Deletes the secret with a recovery window of 15 days.
secrets_manager = SecretsManager.load("MY_BLOCK")
secrets_manager.delete_secret(recovery_window_in_days=15)
Source code in prefect_aws/secrets_manager.py
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|
read_secret(version_id=None, version_stage=None, **read_kwargs)
async
Reads the secret from the secret storage service.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
version_id
|
Optional[str]
|
The version of the secret to read. If not provided, the latest version will be read. |
None
|
version_stage
|
Optional[str]
|
The version stage of the secret to read. If not provided, the latest version will be read. |
None
|
read_kwargs
|
Dict[str, Any]
|
Additional keyword arguments to pass to the
|
{}
|
Returns:
Type | Description |
---|---|
bytes
|
The secret data. |
Examples:
Reads a secret.
secrets_manager = SecretsManager.load("MY_BLOCK")
secrets_manager.read_secret()
Source code in prefect_aws/secrets_manager.py
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|
write_secret(secret_data, **put_or_create_secret_kwargs)
async
Writes the secret to the secret storage service as a SecretBinary; if it doesn't exist, it will be created.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
secret_data
|
bytes
|
The secret data to write. |
required |
**put_or_create_secret_kwargs
|
Dict[str, Any]
|
Additional keyword arguments to pass to put_secret_value or create_secret method of the boto3 client. |
{}
|
Returns:
Type | Description |
---|---|
str
|
The path that the secret was written to. |
Examples:
Write some secret data.
secrets_manager = SecretsManager.load("MY_BLOCK")
secrets_manager.write_secret(b"my_secret_data")
Source code in prefect_aws/secrets_manager.py
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|
ECSWorker
Bases: BaseWorker
A Prefect worker to run flow runs as ECS tasks.
Source code in prefect_aws/workers/ecs_worker.py
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|
run(flow_run, configuration, task_status=None)
async
Runs a given flow run on the current worker.
Source code in prefect_aws/workers/ecs_worker.py
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|
LambdaFunction
Bases: Block
Invoke a Lambda function. This block is part of the prefect-aws
collection. Install prefect-aws with pip install prefect-aws
to use this
block.
Attributes:
Name | Type | Description |
---|---|---|
function_name |
str
|
The name, ARN, or partial ARN of the Lambda function to run. This must be the name of a function that is already deployed to AWS Lambda. |
qualifier |
Optional[str]
|
The version or alias of the Lambda function to use when invoked. If not specified, the latest (unqualified) version of the Lambda function will be used. |
aws_credentials |
AwsCredentials
|
The AWS credentials to use to connect to AWS Lambda with a default factory of AwsCredentials. |
Source code in prefect_aws/lambda_function.py
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|
invoke(payload=None, invocation_type='RequestResponse', tail=False, client_context=None)
async
Invoke the Lambda function with the given payload.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
payload
|
Optional[dict]
|
The payload to send to the Lambda function. |
None
|
invocation_type
|
Literal['RequestResponse', 'Event', 'DryRun']
|
The invocation type of the Lambda function. This can be one of "RequestResponse", "Event", or "DryRun". Uses "RequestResponse" by default. |
'RequestResponse'
|
tail
|
bool
|
If True, the response will include the base64-encoded last 4 KB of log data produced by the Lambda function. |
False
|
client_context
|
Optional[dict]
|
The client context to send to the Lambda function. Limited to 3583 bytes. |
None
|
Returns:
Type | Description |
---|---|
dict
|
The response from the Lambda function. |
```python
from prefect_aws.lambda_function import LambdaFunction
from prefect_aws.credentials import AwsCredentials
credentials = AwsCredentials()
lambda_function = LambdaFunction(
function_name="test_lambda_function",
aws_credentials=credentials,
)
response = lambda_function.invoke(
payload={"foo": "bar"},
invocation_type="RequestResponse",
)
response["Payload"].read()
```
```txt
b'{"foo": "bar"}'
```
Source code in prefect_aws/lambda_function.py
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|
MinIOCredentials
Bases: CredentialsBlock
Block used to manage authentication with MinIO. Refer to the MinIO docs for more info about the possible credential configurations.
Attributes:
Name | Type | Description |
---|---|---|
minio_root_user |
str
|
Admin or root user. |
minio_root_password |
SecretStr
|
Admin or root password. |
region_name |
Optional[str]
|
Location of server, e.g. "us-east-1". |
Example
Load stored MinIO credentials:
from prefect_aws import MinIOCredentials
minio_credentials_block = MinIOCredentials.load("BLOCK_NAME")
Source code in prefect_aws/credentials.py
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|
get_boto3_session()
Returns an authenticated boto3 session that can be used to create clients and perform object operations on MinIO server.
Example
Create an S3 client from an authorized boto3 session
minio_credentials = MinIOCredentials(
minio_root_user = "minio_root_user",
minio_root_password = "minio_root_password"
)
s3_client = minio_credentials.get_boto3_session().client(
service="s3",
endpoint_url="http://localhost:9000"
)
Source code in prefect_aws/credentials.py
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|
get_client(client_type)
Helper method to dynamically get a client type.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
client_type
|
Union[str, ClientType]
|
The client's service name. |
required |
Returns:
Type | Description |
---|---|
An authenticated client. |
Raises:
Type | Description |
---|---|
ValueError
|
if the client is not supported. |
Source code in prefect_aws/credentials.py
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|
get_s3_client()
Gets an authenticated S3 client.
Returns:
Type | Description |
---|---|
S3Client
|
An authenticated S3 client. |
Source code in prefect_aws/credentials.py
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|
S3Bucket
Bases: WritableFileSystem
, WritableDeploymentStorage
, ObjectStorageBlock
Block used to store data using AWS S3 or S3-compatible object storage like MinIO.
Attributes:
Name | Type | Description |
---|---|---|
bucket_name |
str
|
Name of your bucket. |
credentials |
Union[MinIOCredentials, AwsCredentials]
|
A block containing your credentials to AWS or MinIO. |
bucket_folder |
str
|
A default path to a folder within the S3 bucket to use for reading and writing objects. |
Source code in prefect_aws/s3.py
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|
basepath: str
property
writable
The base path of the S3 bucket.
Returns:
Name | Type | Description |
---|---|---|
str |
str
|
The base path of the S3 bucket. |
copy_object(from_path, to_path, to_bucket=None, **copy_kwargs)
async
Uses S3's internal
CopyObject
to copy objects within or between buckets. To copy objects between buckets,
self
's credentials must have permission to read the source object and write
to the target object. If the credentials do not have those permissions, try
using S3Bucket.stream_from
.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
from_path
|
Union[str, Path]
|
The path of the object to copy. |
required |
to_path
|
Union[str, Path]
|
The path to copy the object to. |
required |
to_bucket
|
Optional[Union[S3Bucket, str]]
|
The bucket to copy to. Defaults to the current bucket. |
None
|
**copy_kwargs
|
Additional keyword arguments to pass to
|
{}
|
Returns:
Type | Description |
---|---|
str
|
The path that the object was copied to. Excludes the bucket name. |
Copy notes.txt from my_folder/notes.txt to my_folder/notes_copy.txt.
```python
from prefect_aws.s3 import S3Bucket
s3_bucket = S3Bucket.load("my-bucket")
s3_bucket.copy_object("my_folder/notes.txt", "my_folder/notes_copy.txt")
```
Copy notes.txt from my_folder/notes.txt to my_folder/notes_copy.txt in
another bucket.
```python
from prefect_aws.s3 import S3Bucket
s3_bucket = S3Bucket.load("my-bucket")
s3_bucket.copy_object(
"my_folder/notes.txt",
"my_folder/notes_copy.txt",
to_bucket="other-bucket"
)
```
Source code in prefect_aws/s3.py
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|
download_folder_to_path(from_folder, to_folder=None, **download_kwargs)
async
Downloads objects within a folder (excluding the folder itself) from the S3 bucket to a folder.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
from_folder
|
str
|
The path to the folder to download from. |
required |
to_folder
|
Optional[Union[str, Path]]
|
The path to download the folder to. |
None
|
**download_kwargs
|
Dict[str, Any]
|
Additional keyword arguments to pass to
|
{}
|
Returns:
Type | Description |
---|---|
Path
|
The absolute path that the folder was downloaded to. |
Examples:
Download my_folder to a local folder named my_folder.
from prefect_aws.s3 import S3Bucket
s3_bucket = S3Bucket.load("my-bucket")
s3_bucket.download_folder_to_path("my_folder", "my_folder")
Source code in prefect_aws/s3.py
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|
download_object_to_file_object(from_path, to_file_object, **download_kwargs)
async
Downloads an object from the object storage service to a file-like object, which can be a BytesIO object or a BufferedWriter.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
from_path
|
str
|
The path to the object to download from; this gets prefixed with the bucket_folder. |
required |
to_file_object
|
BinaryIO
|
The file-like object to download the object to. |
required |
**download_kwargs
|
Dict[str, Any]
|
Additional keyword arguments to pass to
|
{}
|
Returns:
Type | Description |
---|---|
BinaryIO
|
The file-like object that the object was downloaded to. |
Examples:
Download my_folder/notes.txt object to a BytesIO object.
from io import BytesIO
from prefect_aws.s3 import S3Bucket
s3_bucket = S3Bucket.load("my-bucket")
with BytesIO() as buf:
s3_bucket.download_object_to_file_object("my_folder/notes.txt", buf)
Download my_folder/notes.txt object to a BufferedWriter.
from prefect_aws.s3 import S3Bucket
s3_bucket = S3Bucket.load("my-bucket")
with open("notes.txt", "wb") as f:
s3_bucket.download_object_to_file_object("my_folder/notes.txt", f)
Source code in prefect_aws/s3.py
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|
download_object_to_path(from_path, to_path, **download_kwargs)
async
Downloads an object from the S3 bucket to a path.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
from_path
|
str
|
The path to the object to download; this gets prefixed with the bucket_folder. |
required |
to_path
|
Optional[Union[str, Path]]
|
The path to download the object to. If not provided, the object's name will be used. |
required |
**download_kwargs
|
Dict[str, Any]
|
Additional keyword arguments to pass to
|
{}
|
Returns:
Type | Description |
---|---|
Path
|
The absolute path that the object was downloaded to. |
Examples:
Download my_folder/notes.txt object to notes.txt.
from prefect_aws.s3 import S3Bucket
s3_bucket = S3Bucket.load("my-bucket")
s3_bucket.download_object_to_path("my_folder/notes.txt", "notes.txt")
Source code in prefect_aws/s3.py
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|
get_directory(from_path=None, local_path=None)
async
Copies a folder from the configured S3 bucket to a local directory.
Defaults to copying the entire contents of the block's basepath to the current working directory.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
from_path
|
Optional[str]
|
Path in S3 bucket to download from. Defaults to the block's configured basepath. |
None
|
local_path
|
Optional[str]
|
Local path to download S3 contents to. Defaults to the current working directory. |
None
|
Source code in prefect_aws/s3.py
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|
list_objects(folder='', delimiter='', page_size=None, max_items=None, jmespath_query=None)
async
Parameters:
Name | Type | Description | Default |
---|---|---|---|
folder
|
str
|
Folder to list objects from. |
''
|
delimiter
|
str
|
Character used to group keys of listed objects. |
''
|
page_size
|
Optional[int]
|
Number of objects to return in each request to the AWS API. |
None
|
max_items
|
Optional[int]
|
Maximum number of objects that to be returned by task. |
None
|
jmespath_query
|
Optional[str]
|
Query used to filter objects based on object attributes refer to the boto3 docs for more information on how to construct queries. |
None
|
Returns:
Type | Description |
---|---|
List[Dict[str, Any]]
|
List of objects and their metadata in the bucket. |
Examples:
List objects under the base_folder
.
from prefect_aws.s3 import S3Bucket
s3_bucket = S3Bucket.load("my-bucket")
s3_bucket.list_objects("base_folder")
Source code in prefect_aws/s3.py
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|
move_object(from_path, to_path, to_bucket=None)
async
Uses S3's internal CopyObject and DeleteObject to move objects within or
between buckets. To move objects between buckets, self
's credentials must
have permission to read and delete the source object and write to the target
object. If the credentials do not have those permissions, this method will
raise an error. If the credentials have permission to read the source object
but not delete it, the object will be copied but not deleted.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
from_path
|
Union[str, Path]
|
The path of the object to move. |
required |
to_path
|
Union[str, Path]
|
The path to move the object to. |
required |
to_bucket
|
Optional[Union[S3Bucket, str]]
|
The bucket to move to. Defaults to the current bucket. |
None
|
Returns:
Type | Description |
---|---|
str
|
The path that the object was moved to. Excludes the bucket name. |
Move notes.txt from my_folder/notes.txt to my_folder/notes_copy.txt.
```python
from prefect_aws.s3 import S3Bucket
s3_bucket = S3Bucket.load("my-bucket")
s3_bucket.move_object("my_folder/notes.txt", "my_folder/notes_copy.txt")
```
Move notes.txt from my_folder/notes.txt to my_folder/notes_copy.txt in
another bucket.
```python
from prefect_aws.s3 import S3Bucket
s3_bucket = S3Bucket.load("my-bucket")
s3_bucket.move_object(
"my_folder/notes.txt",
"my_folder/notes_copy.txt",
to_bucket="other-bucket"
)
```
Source code in prefect_aws/s3.py
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|
put_directory(local_path=None, to_path=None, ignore_file=None)
async
Uploads a directory from a given local path to the configured S3 bucket in a given folder.
Defaults to uploading the entire contents the current working directory to the block's basepath.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
local_path
|
Optional[str]
|
Path to local directory to upload from. |
None
|
to_path
|
Optional[str]
|
Path in S3 bucket to upload to. Defaults to block's configured basepath. |
None
|
ignore_file
|
Optional[str]
|
Path to file containing gitignore style expressions for filepaths to ignore. |
None
|
Source code in prefect_aws/s3.py
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|
read_path(path)
async
Read specified path from S3 and return contents. Provide the entire path to the key in S3.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
path
|
str
|
Entire path to (and including) the key. |
required |
Example
Read "subfolder/file1" contents from an S3 bucket named "bucket":
from prefect_aws import AwsCredentials
from prefect_aws.s3 import S3Bucket
aws_creds = AwsCredentials(
aws_access_key_id=AWS_ACCESS_KEY_ID,
aws_secret_access_key=AWS_SECRET_ACCESS_KEY
)
s3_bucket_block = S3Bucket(
bucket_name="bucket",
credentials=aws_creds,
bucket_folder="subfolder"
)
key_contents = s3_bucket_block.read_path(path="subfolder/file1")
Source code in prefect_aws/s3.py
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|
stream_from(bucket, from_path, to_path=None, **upload_kwargs)
async
Streams an object from another bucket to this bucket. Requires the
object to be downloaded and uploaded in chunks. If self
's credentials
allow for writes to the other bucket, try using S3Bucket.copy_object
.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
bucket
|
S3Bucket
|
The bucket to stream from. |
required |
from_path
|
str
|
The path of the object to stream. |
required |
to_path
|
Optional[str]
|
The path to stream the object to. Defaults to the object's name. |
None
|
**upload_kwargs
|
Dict[str, Any]
|
Additional keyword arguments to pass to
|
{}
|
Returns:
Type | Description |
---|---|
str
|
The path that the object was uploaded to. |
Examples:
Stream notes.txt from your-bucket/notes.txt to my-bucket/landed/notes.txt.
from prefect_aws.s3 import S3Bucket
your_s3_bucket = S3Bucket.load("your-bucket")
my_s3_bucket = S3Bucket.load("my-bucket")
my_s3_bucket.stream_from(
your_s3_bucket,
"notes.txt",
to_path="landed/notes.txt"
)
Source code in prefect_aws/s3.py
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|
upload_from_file_object(from_file_object, to_path, **upload_kwargs)
async
Uploads an object to the S3 bucket from a file-like object, which can be a BytesIO object or a BufferedReader.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
from_file_object
|
BinaryIO
|
The file-like object to upload from. |
required |
to_path
|
str
|
The path to upload the object to. |
required |
**upload_kwargs
|
Dict[str, Any]
|
Additional keyword arguments to pass to
|
{}
|
Returns:
Type | Description |
---|---|
str
|
The path that the object was uploaded to. |
Examples:
Upload BytesIO object to my_folder/notes.txt.
from io import BytesIO
from prefect_aws.s3 import S3Bucket
s3_bucket = S3Bucket.load("my-bucket")
with open("notes.txt", "rb") as f:
s3_bucket.upload_from_file_object(f, "my_folder/notes.txt")
Upload BufferedReader object to my_folder/notes.txt.
from prefect_aws.s3 import S3Bucket
s3_bucket = S3Bucket.load("my-bucket")
with open("notes.txt", "rb") as f:
s3_bucket.upload_from_file_object(
f, "my_folder/notes.txt"
)
Source code in prefect_aws/s3.py
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|
upload_from_folder(from_folder, to_folder=None, **upload_kwargs)
async
Uploads files within a folder (excluding the folder itself) to the object storage service folder.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
from_folder
|
Union[str, Path]
|
The path to the folder to upload from. |
required |
to_folder
|
Optional[str]
|
The path to upload the folder to. |
None
|
**upload_kwargs
|
Dict[str, Any]
|
Additional keyword arguments to pass to
|
{}
|
Returns:
Type | Description |
---|---|
str
|
The path that the folder was uploaded to. |
Examples:
Upload contents from my_folder to new_folder.
from prefect_aws.s3 import S3Bucket
s3_bucket = S3Bucket.load("my-bucket")
s3_bucket.upload_from_folder("my_folder", "new_folder")
Source code in prefect_aws/s3.py
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|
upload_from_path(from_path, to_path=None, **upload_kwargs)
async
Uploads an object from a path to the S3 bucket.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
from_path
|
Union[str, Path]
|
The path to the file to upload from. |
required |
to_path
|
Optional[str]
|
The path to upload the file to. |
None
|
**upload_kwargs
|
Dict[str, Any]
|
Additional keyword arguments to pass to |
{}
|
Returns:
Type | Description |
---|---|
str
|
The path that the object was uploaded to. |
Examples:
Upload notes.txt to my_folder/notes.txt.
from prefect_aws.s3 import S3Bucket
s3_bucket = S3Bucket.load("my-bucket")
s3_bucket.upload_from_path("notes.txt", "my_folder/notes.txt")
Source code in prefect_aws/s3.py
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|
write_path(path, content)
async
Writes to an S3 bucket.
Args:
path: The key name. Each object in your bucket has a unique
key (or key name).
content: What you are uploading to S3.
Example:
Write data to the path `dogs/small_dogs/havanese` in an S3 Bucket:
```python
from prefect_aws import MinioCredentials
from prefect_aws.s3 import S3Bucket
minio_creds = MinIOCredentials(
minio_root_user = "minioadmin",
minio_root_password = "minioadmin",
)
s3_bucket_block = S3Bucket(
bucket_name="bucket",
minio_credentials=minio_creds,
bucket_folder="dogs/smalldogs",
endpoint_url="http://localhost:9000",
)
s3_havanese_path = s3_bucket_block.write_path(path="havanese", content=data)
```
Source code in prefect_aws/s3.py
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