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"""Tasks for interacting with GCP Cloud Storage."""
import asyncio
import os
from enum import Enum
from io import BytesIO
from pathlib import Path, PurePosixPath
from typing import Any, BinaryIO, Dict, List, Optional, Tuple, Union
from pydantic import Field, field_validator
from prefect import task
from prefect._internal.compatibility.async_dispatch import async_dispatch
from prefect.blocks.abstract import ObjectStorageBlock
from prefect.filesystems import WritableDeploymentStorage, WritableFileSystem
from prefect.logging import get_run_logger
from prefect.utilities.asyncutils import run_sync_in_worker_thread
from prefect.utilities.filesystem import filter_files
# cannot be type_checking only or else `fields = cls.schema()` raises
# TypeError: issubclass() arg 1 must be a class
from prefect_gcp.credentials import GcpCredentials
try:
from pandas import DataFrame
except ModuleNotFoundError:
pass
try:
from google.cloud.storage import Bucket
from google.cloud.storage.blob import Blob
except ModuleNotFoundError:
pass
@task
async def acloud_storage_create_bucket(
bucket: str,
gcp_credentials: GcpCredentials,
project: Optional[str] = None,
location: Optional[str] = None,
**create_kwargs: Dict[str, Any],
) -> str:
"""
Creates a bucket (async version).
Args:
bucket: Name of the bucket.
gcp_credentials: Credentials to use for authentication with GCP.
project: Name of the project to use; overrides the
gcp_credentials project if provided.
location: Location of the bucket.
**create_kwargs: Additional keyword arguments to pass to `client.create_bucket`.
Returns:
The bucket name.
Example:
Creates a bucket named "prefect".
```python
from prefect import flow
from prefect_gcp import GcpCredentials
from prefect_gcp.cloud_storage import acloud_storage_create_bucket
@flow()
async def example_cloud_storage_create_bucket_flow():
gcp_credentials = GcpCredentials(
service_account_file="/path/to/service/account/keyfile.json")
bucket = await acloud_storage_create_bucket("prefect", gcp_credentials)
example_cloud_storage_create_bucket_flow()
```
"""
logger = get_run_logger()
logger.info("Creating %s bucket", bucket)
client = gcp_credentials.get_cloud_storage_client(project=project)
await run_sync_in_worker_thread(
client.create_bucket, bucket, location=location, **create_kwargs
)
return bucket
@task
@async_dispatch(acloud_storage_create_bucket)
def cloud_storage_create_bucket(
bucket: str,
gcp_credentials: GcpCredentials,
project: Optional[str] = None,
location: Optional[str] = None,
**create_kwargs: Dict[str, Any],
) -> str:
"""
Creates a bucket.
Args:
bucket: Name of the bucket.
gcp_credentials: Credentials to use for authentication with GCP.
project: Name of the project to use; overrides the
gcp_credentials project if provided.
location: Location of the bucket.
**create_kwargs: Additional keyword arguments to pass to `client.create_bucket`.
Returns:
The bucket name.
Example:
Creates a bucket named "prefect".
```python
from prefect import flow
from prefect_gcp import GcpCredentials
from prefect_gcp.cloud_storage import cloud_storage_create_bucket
@flow()
def example_cloud_storage_create_bucket_flow():
gcp_credentials = GcpCredentials(
service_account_file="/path/to/service/account/keyfile.json")
bucket = cloud_storage_create_bucket("prefect", gcp_credentials)
example_cloud_storage_create_bucket_flow()
```
"""
logger = get_run_logger()
logger.info("Creating %s bucket", bucket)
client = gcp_credentials.get_cloud_storage_client(project=project)
client.create_bucket(bucket, location=location, **create_kwargs)
return bucket
async def _get_bucket_async(
bucket: str,
gcp_credentials: GcpCredentials,
project: Optional[str] = None,
) -> "Bucket":
"""
Helper function to retrieve a bucket.
"""
client = gcp_credentials.get_cloud_storage_client(project=project)
bucket_obj = await run_sync_in_worker_thread(client.get_bucket, bucket)
return bucket_obj
def _get_bucket(
bucket: str,
gcp_credentials: GcpCredentials,
project: Optional[str] = None,
) -> "Bucket":
"""
Helper function to retrieve a bucket.
"""
client = gcp_credentials.get_cloud_storage_client(project=project)
bucket_obj = client.get_bucket(bucket)
return bucket_obj
async def _download_blob_as_bytes(
bucket: str,
blob: str,
gcp_credentials: GcpCredentials,
chunk_size: Optional[int] = None,
encryption_key: Optional[str] = None,
timeout: Union[float, Tuple[float, float]] = 60,
project: Optional[str] = None,
**download_kwargs: Dict[str, Any],
) -> bytes:
"""
Internal function to download a blob as bytes.
This is the core implementation called by both the task wrapper
and the GCS storage block.
"""
bucket_obj = await _get_bucket_async(bucket, gcp_credentials, project=project)
blob_obj = bucket_obj.blob(
blob, chunk_size=chunk_size, encryption_key=encryption_key
)
contents = await run_sync_in_worker_thread(
blob_obj.download_as_bytes, timeout=timeout, **download_kwargs
)
return contents
@task
async def acloud_storage_download_blob_as_bytes(
bucket: str,
blob: str,
gcp_credentials: GcpCredentials,
chunk_size: Optional[int] = None,
encryption_key: Optional[str] = None,
timeout: Union[float, Tuple[float, float]] = 60,
project: Optional[str] = None,
**download_kwargs: Dict[str, Any],
) -> bytes:
"""
Downloads a blob as bytes (async version).
Args:
bucket: Name of the bucket.
blob: Name of the Cloud Storage blob.
gcp_credentials: Credentials to use for authentication with GCP.
chunk_size (int, optional): The size of a chunk of data whenever
iterating (in bytes). This must be a multiple of 256 KB
per the API specification.
encryption_key: An encryption key.
timeout: The number of seconds the transport should wait
for the server response. Can also be passed as a tuple
(connect_timeout, read_timeout).
project: Name of the project to use; overrides the
gcp_credentials project if provided.
**download_kwargs: Additional keyword arguments to pass to
`Blob.download_as_bytes`.
Returns:
A bytes or string representation of the blob object.
Example:
Downloads blob from bucket.
```python
from prefect import flow
from prefect_gcp import GcpCredentials
from prefect_gcp.cloud_storage import acloud_storage_download_blob_as_bytes
@flow()
async def example_cloud_storage_download_blob_flow():
gcp_credentials = GcpCredentials(
service_account_file="/path/to/service/account/keyfile.json")
contents = await acloud_storage_download_blob_as_bytes(
"bucket", "blob", gcp_credentials)
return contents
example_cloud_storage_download_blob_flow()
```
"""
logger = get_run_logger()
logger.info("Downloading blob named %s from the %s bucket", blob, bucket)
return await _download_blob_as_bytes(
bucket=bucket,
blob=blob,
gcp_credentials=gcp_credentials,
chunk_size=chunk_size,
encryption_key=encryption_key,
timeout=timeout,
project=project,
**download_kwargs,
)
def _download_blob_as_bytes_sync(
bucket: str,
blob: str,
gcp_credentials: GcpCredentials,
chunk_size: Optional[int] = None,
encryption_key: Optional[str] = None,
timeout: Union[float, Tuple[float, float]] = 60,
project: Optional[str] = None,
**download_kwargs: Dict[str, Any],
) -> bytes:
"""
Internal sync function to download a blob as bytes.
"""
bucket_obj = _get_bucket(bucket, gcp_credentials, project=project)
blob_obj = bucket_obj.blob(
blob, chunk_size=chunk_size, encryption_key=encryption_key
)
contents = blob_obj.download_as_bytes(timeout=timeout, **download_kwargs)
return contents
@task
@async_dispatch(acloud_storage_download_blob_as_bytes)
def cloud_storage_download_blob_as_bytes(
bucket: str,
blob: str,
gcp_credentials: GcpCredentials,
chunk_size: Optional[int] = None,
encryption_key: Optional[str] = None,
timeout: Union[float, Tuple[float, float]] = 60,
project: Optional[str] = None,
**download_kwargs: Dict[str, Any],
) -> bytes:
"""
Downloads a blob as bytes.
Args:
bucket: Name of the bucket.
blob: Name of the Cloud Storage blob.
gcp_credentials: Credentials to use for authentication with GCP.
chunk_size (int, optional): The size of a chunk of data whenever
iterating (in bytes). This must be a multiple of 256 KB
per the API specification.
encryption_key: An encryption key.
timeout: The number of seconds the transport should wait
for the server response. Can also be passed as a tuple
(connect_timeout, read_timeout).
project: Name of the project to use; overrides the
gcp_credentials project if provided.
**download_kwargs: Additional keyword arguments to pass to
`Blob.download_as_bytes`.
Returns:
A bytes or string representation of the blob object.
Example:
Downloads blob from bucket.
```python
from prefect import flow
from prefect_gcp import GcpCredentials
from prefect_gcp.cloud_storage import cloud_storage_download_blob_as_bytes
@flow()
def example_cloud_storage_download_blob_flow():
gcp_credentials = GcpCredentials(
service_account_file="/path/to/service/account/keyfile.json")
contents = cloud_storage_download_blob_as_bytes(
"bucket", "blob", gcp_credentials)
return contents
example_cloud_storage_download_blob_flow()
```
"""
logger = get_run_logger()
logger.info("Downloading blob named %s from the %s bucket", blob, bucket)
return _download_blob_as_bytes_sync(
bucket=bucket,
blob=blob,
gcp_credentials=gcp_credentials,
chunk_size=chunk_size,
encryption_key=encryption_key,
timeout=timeout,
project=project,
**download_kwargs,
)
async def _download_blob_to_file(
bucket: str,
blob: str,
path: Union[str, Path],
gcp_credentials: GcpCredentials,
chunk_size: Optional[int] = None,
encryption_key: Optional[str] = None,
timeout: Union[float, Tuple[float, float]] = 60,
project: Optional[str] = None,
**download_kwargs: Dict[str, Any],
) -> Union[str, Path]:
"""
Internal function to download a blob to a file.
This is the core implementation called by both the task wrapper
and the GCS storage block.
"""
bucket_obj = await _get_bucket_async(bucket, gcp_credentials, project=project)
blob_obj = bucket_obj.blob(
blob, chunk_size=chunk_size, encryption_key=encryption_key
)
if os.path.isdir(path):
if isinstance(path, Path):
path = path.joinpath(blob) # keep as Path if Path is passed
else:
path = os.path.join(path, blob) # keep as str if a str is passed
await run_sync_in_worker_thread(
blob_obj.download_to_filename, path, timeout=timeout, **download_kwargs
)
return path
@task
async def acloud_storage_download_blob_to_file(
bucket: str,
blob: str,
path: Union[str, Path],
gcp_credentials: GcpCredentials,
chunk_size: Optional[int] = None,
encryption_key: Optional[str] = None,
timeout: Union[float, Tuple[float, float]] = 60,
project: Optional[str] = None,
**download_kwargs: Dict[str, Any],
) -> Union[str, Path]:
"""
Downloads a blob to a file path (async version).
Args:
bucket: Name of the bucket.
blob: Name of the Cloud Storage blob.
path: Downloads the contents to the provided file path;
if the path is a directory, automatically joins the blob name.
gcp_credentials: Credentials to use for authentication with GCP.
chunk_size (int, optional): The size of a chunk of data whenever
iterating (in bytes). This must be a multiple of 256 KB
per the API specification.
encryption_key: An encryption key.
timeout: The number of seconds the transport should wait
for the server response. Can also be passed as a tuple
(connect_timeout, read_timeout).
project: Name of the project to use; overrides the
gcp_credentials project if provided.
**download_kwargs: Additional keyword arguments to pass to
`Blob.download_to_filename`.
Returns:
The path to the blob object.
Example:
Downloads blob from bucket.
```python
from prefect import flow
from prefect_gcp import GcpCredentials
from prefect_gcp.cloud_storage import acloud_storage_download_blob_to_file
@flow()
async def example_cloud_storage_download_blob_flow():
gcp_credentials = GcpCredentials(
service_account_file="/path/to/service/account/keyfile.json")
path = await acloud_storage_download_blob_to_file(
"bucket", "blob", "file_path", gcp_credentials)
return path
example_cloud_storage_download_blob_flow()
```
"""
logger = get_run_logger()
logger.info(
"Downloading blob named %s from the %s bucket to %s", blob, bucket, path
)
return await _download_blob_to_file(
bucket=bucket,
blob=blob,
path=path,
gcp_credentials=gcp_credentials,
chunk_size=chunk_size,
encryption_key=encryption_key,
timeout=timeout,
project=project,
**download_kwargs,
)
def _download_blob_to_file_sync(
bucket: str,
blob: str,
path: Union[str, Path],
gcp_credentials: GcpCredentials,
chunk_size: Optional[int] = None,
encryption_key: Optional[str] = None,
timeout: Union[float, Tuple[float, float]] = 60,
project: Optional[str] = None,
**download_kwargs: Dict[str, Any],
) -> Union[str, Path]:
"""
Internal sync function to download a blob to a file.
"""
bucket_obj = _get_bucket(bucket, gcp_credentials, project=project)
blob_obj = bucket_obj.blob(
blob, chunk_size=chunk_size, encryption_key=encryption_key
)
if os.path.isdir(path):
if isinstance(path, Path):
path = path.joinpath(blob)
else:
path = os.path.join(path, blob)
blob_obj.download_to_filename(path, timeout=timeout, **download_kwargs)
return path
@task
@async_dispatch(acloud_storage_download_blob_to_file)
def cloud_storage_download_blob_to_file(
bucket: str,
blob: str,
path: Union[str, Path],
gcp_credentials: GcpCredentials,
chunk_size: Optional[int] = None,
encryption_key: Optional[str] = None,
timeout: Union[float, Tuple[float, float]] = 60,
project: Optional[str] = None,
**download_kwargs: Dict[str, Any],
) -> Union[str, Path]:
"""
Downloads a blob to a file path.
Args:
bucket: Name of the bucket.
blob: Name of the Cloud Storage blob.
path: Downloads the contents to the provided file path;
if the path is a directory, automatically joins the blob name.
gcp_credentials: Credentials to use for authentication with GCP.
chunk_size (int, optional): The size of a chunk of data whenever
iterating (in bytes). This must be a multiple of 256 KB
per the API specification.
encryption_key: An encryption key.
timeout: The number of seconds the transport should wait
for the server response. Can also be passed as a tuple
(connect_timeout, read_timeout).
project: Name of the project to use; overrides the
gcp_credentials project if provided.
**download_kwargs: Additional keyword arguments to pass to
`Blob.download_to_filename`.
Returns:
The path to the blob object.
Example:
Downloads blob from bucket.
```python
from prefect import flow
from prefect_gcp import GcpCredentials
from prefect_gcp.cloud_storage import cloud_storage_download_blob_to_file
@flow()
def example_cloud_storage_download_blob_flow():
gcp_credentials = GcpCredentials(
service_account_file="/path/to/service/account/keyfile.json")
path = cloud_storage_download_blob_to_file(
"bucket", "blob", "file_path", gcp_credentials)
return path
example_cloud_storage_download_blob_flow()
```
"""
logger = get_run_logger()
logger.info(
"Downloading blob named %s from the %s bucket to %s", blob, bucket, path
)
return _download_blob_to_file_sync(
bucket=bucket,
blob=blob,
path=path,
gcp_credentials=gcp_credentials,
chunk_size=chunk_size,
encryption_key=encryption_key,
timeout=timeout,
project=project,
**download_kwargs,
)
async def _upload_blob_from_string(
data: Union[str, bytes],
bucket: str,
blob: str,
gcp_credentials: GcpCredentials,
content_type: Optional[str] = None,
chunk_size: Optional[int] = None,
encryption_key: Optional[str] = None,
timeout: Union[float, Tuple[float, float]] = 60,
project: Optional[str] = None,
**upload_kwargs: Dict[str, Any],
) -> str:
"""
Internal function to upload a blob from a string or bytes.
This is the core implementation called by both the task wrapper
and the GCS storage block.
"""
bucket_obj = await _get_bucket_async(bucket, gcp_credentials, project=project)
blob_obj = bucket_obj.blob(
blob, chunk_size=chunk_size, encryption_key=encryption_key
)
await run_sync_in_worker_thread(
blob_obj.upload_from_string,
data,
content_type=content_type,
timeout=timeout,
**upload_kwargs,
)
return blob
@task
async def acloud_storage_upload_blob_from_string(
data: Union[str, bytes],
bucket: str,
blob: str,
gcp_credentials: GcpCredentials,
content_type: Optional[str] = None,
chunk_size: Optional[int] = None,
encryption_key: Optional[str] = None,
timeout: Union[float, Tuple[float, float]] = 60,
project: Optional[str] = None,
**upload_kwargs: Dict[str, Any],
) -> str:
"""
Uploads a blob from a string or bytes representation of data (async version).
Args:
data: String or bytes representation of data to upload.
bucket: Name of the bucket.
blob: Name of the Cloud Storage blob.
gcp_credentials: Credentials to use for authentication with GCP.
content_type: Type of content being uploaded.
chunk_size: The size of a chunk of data whenever
iterating (in bytes). This must be a multiple of 256 KB
per the API specification.
encryption_key: An encryption key.
timeout: The number of seconds the transport should wait
for the server response. Can also be passed as a tuple
(connect_timeout, read_timeout).
project: Name of the project to use; overrides the
gcp_credentials project if provided.
**upload_kwargs: Additional keyword arguments to pass to
`Blob.upload_from_string`.
Returns:
The blob name.
Example:
Uploads blob to bucket.
```python
from prefect import flow
from prefect_gcp import GcpCredentials
from prefect_gcp.cloud_storage import acloud_storage_upload_blob_from_string
@flow()
async def example_cloud_storage_upload_blob_from_string_flow():
gcp_credentials = GcpCredentials(
service_account_file="/path/to/service/account/keyfile.json")
blob = await acloud_storage_upload_blob_from_string(
"data", "bucket", "blob", gcp_credentials)
return blob
example_cloud_storage_upload_blob_from_string_flow()
```
"""
logger = get_run_logger()
logger.info("Uploading blob named %s to the %s bucket", blob, bucket)
return await _upload_blob_from_string(
data=data,
bucket=bucket,
blob=blob,
gcp_credentials=gcp_credentials,
content_type=content_type,
chunk_size=chunk_size,
encryption_key=encryption_key,
timeout=timeout,
project=project,
**upload_kwargs,
)
def _upload_blob_from_string_sync(
data: Union[str, bytes],
bucket: str,
blob: str,
gcp_credentials: GcpCredentials,
content_type: Optional[str] = None,
chunk_size: Optional[int] = None,
encryption_key: Optional[str] = None,
timeout: Union[float, Tuple[float, float]] = 60,
project: Optional[str] = None,
**upload_kwargs: Dict[str, Any],
) -> str:
"""
Internal sync function to upload a blob from a string or bytes.
"""
bucket_obj = _get_bucket(bucket, gcp_credentials, project=project)
blob_obj = bucket_obj.blob(
blob, chunk_size=chunk_size, encryption_key=encryption_key
)
blob_obj.upload_from_string(
data,
content_type=content_type,
timeout=timeout,
**upload_kwargs,
)
return blob
@task
@async_dispatch(acloud_storage_upload_blob_from_string)
def cloud_storage_upload_blob_from_string(
data: Union[str, bytes],
bucket: str,
blob: str,
gcp_credentials: GcpCredentials,
content_type: Optional[str] = None,
chunk_size: Optional[int] = None,
encryption_key: Optional[str] = None,
timeout: Union[float, Tuple[float, float]] = 60,
project: Optional[str] = None,
**upload_kwargs: Dict[str, Any],
) -> str:
"""
Uploads a blob from a string or bytes representation of data.
Args:
data: String or bytes representation of data to upload.
bucket: Name of the bucket.
blob: Name of the Cloud Storage blob.
gcp_credentials: Credentials to use for authentication with GCP.
content_type: Type of content being uploaded.
chunk_size: The size of a chunk of data whenever
iterating (in bytes). This must be a multiple of 256 KB
per the API specification.
encryption_key: An encryption key.
timeout: The number of seconds the transport should wait
for the server response. Can also be passed as a tuple
(connect_timeout, read_timeout).
project: Name of the project to use; overrides the
gcp_credentials project if provided.
**upload_kwargs: Additional keyword arguments to pass to
`Blob.upload_from_string`.
Returns:
The blob name.
Example:
Uploads blob to bucket.
```python
from prefect import flow
from prefect_gcp import GcpCredentials
from prefect_gcp.cloud_storage import cloud_storage_upload_blob_from_string
@flow()
def example_cloud_storage_upload_blob_from_string_flow():
gcp_credentials = GcpCredentials(
service_account_file="/path/to/service/account/keyfile.json")
blob = cloud_storage_upload_blob_from_string(
"data", "bucket", "blob", gcp_credentials)
return blob
example_cloud_storage_upload_blob_from_string_flow()
```
"""
logger = get_run_logger()
logger.info("Uploading blob named %s to the %s bucket", blob, bucket)
return _upload_blob_from_string_sync(
data=data,
bucket=bucket,
blob=blob,
gcp_credentials=gcp_credentials,
content_type=content_type,
chunk_size=chunk_size,
encryption_key=encryption_key,
timeout=timeout,
project=project,
**upload_kwargs,
)
@task
async def acloud_storage_upload_blob_from_file(
file: Union[str, Path, BytesIO],
bucket: str,
blob: str,
gcp_credentials: GcpCredentials,
content_type: Optional[str] = None,
chunk_size: Optional[int] = None,
encryption_key: Optional[str] = None,
timeout: Union[float, Tuple[float, float]] = 60,
project: Optional[str] = None,
**upload_kwargs: Dict[str, Any],
) -> str:
"""
Uploads a blob from file path or file-like object (async version). Usage for
passing in file-like object is if the data was downloaded from the web;
can bypass writing to disk and directly upload to Cloud Storage.
Args:
file: Path to data or file like object to upload.
bucket: Name of the bucket.
blob: Name of the Cloud Storage blob.
gcp_credentials: Credentials to use for authentication with GCP.
content_type: Type of content being uploaded.
chunk_size: The size of a chunk of data whenever
iterating (in bytes). This must be a multiple of 256 KB
per the API specification.
encryption_key: An encryption key.
timeout: The number of seconds the transport should wait
for the server response. Can also be passed as a tuple
(connect_timeout, read_timeout).
project: Name of the project to use; overrides the
gcp_credentials project if provided.
**upload_kwargs: Additional keyword arguments to pass to
`Blob.upload_from_file` or `Blob.upload_from_filename`.
Returns:
The blob name.
Example:
Uploads blob to bucket.
```python
from prefect import flow
from prefect_gcp import GcpCredentials
from prefect_gcp.cloud_storage import acloud_storage_upload_blob_from_file
@flow()
async def example_cloud_storage_upload_blob_from_file_flow():
gcp_credentials = GcpCredentials(
service_account_file="/path/to/service/account/keyfile.json")
blob = await acloud_storage_upload_blob_from_file(
"/path/somewhere", "bucket", "blob", gcp_credentials)
return blob
example_cloud_storage_upload_blob_from_file_flow()
```
"""
logger = get_run_logger()
logger.info("Uploading blob named %s to the %s bucket", blob, bucket)
bucket_obj = await _get_bucket_async(bucket, gcp_credentials, project=project)
blob_obj = bucket_obj.blob(
blob, chunk_size=chunk_size, encryption_key=encryption_key
)
if isinstance(file, BytesIO):
await run_sync_in_worker_thread(
blob_obj.upload_from_file,
file,
content_type=content_type,
timeout=timeout,
**upload_kwargs,
)
else:
await run_sync_in_worker_thread(
blob_obj.upload_from_filename,
file,
content_type=content_type,
timeout=timeout,
**upload_kwargs,
)
return blob
@task
@async_dispatch(acloud_storage_upload_blob_from_file)
def cloud_storage_upload_blob_from_file(
file: Union[str, Path, BytesIO],
bucket: str,
blob: str,
gcp_credentials: GcpCredentials,
content_type: Optional[str] = None,
chunk_size: Optional[int] = None,
encryption_key: Optional[str] = None,
timeout: Union[float, Tuple[float, float]] = 60,
project: Optional[str] = None,
**upload_kwargs: Dict[str, Any],
) -> str:
"""
Uploads a blob from file path or file-like object. Usage for passing in
file-like object is if the data was downloaded from the web;
can bypass writing to disk and directly upload to Cloud Storage.
Args:
file: Path to data or file like object to upload.
bucket: Name of the bucket.
blob: Name of the Cloud Storage blob.
gcp_credentials: Credentials to use for authentication with GCP.
content_type: Type of content being uploaded.
chunk_size: The size of a chunk of data whenever
iterating (in bytes). This must be a multiple of 256 KB
per the API specification.
encryption_key: An encryption key.
timeout: The number of seconds the transport should wait
for the server response. Can also be passed as a tuple
(connect_timeout, read_timeout).
project: Name of the project to use; overrides the
gcp_credentials project if provided.
**upload_kwargs: Additional keyword arguments to pass to
`Blob.upload_from_file` or `Blob.upload_from_filename`.
Returns:
The blob name.
Example:
Uploads blob to bucket.
```python
from prefect import flow
from prefect_gcp import GcpCredentials
from prefect_gcp.cloud_storage import cloud_storage_upload_blob_from_file
@flow()
def example_cloud_storage_upload_blob_from_file_flow():
gcp_credentials = GcpCredentials(
service_account_file="/path/to/service/account/keyfile.json")
blob = cloud_storage_upload_blob_from_file(
"/path/somewhere", "bucket", "blob", gcp_credentials)
return blob
example_cloud_storage_upload_blob_from_file_flow()
```
"""
logger = get_run_logger()
logger.info("Uploading blob named %s to the %s bucket", blob, bucket)
bucket_obj = _get_bucket(bucket, gcp_credentials, project=project)
blob_obj = bucket_obj.blob(
blob, chunk_size=chunk_size, encryption_key=encryption_key
)
if isinstance(file, BytesIO):
blob_obj.upload_from_file(
file,
content_type=content_type,
timeout=timeout,
**upload_kwargs,
)
else:
blob_obj.upload_from_filename(
file,
content_type=content_type,
timeout=timeout,
**upload_kwargs,
)
return blob
@task
def cloud_storage_copy_blob(
source_bucket: str,
dest_bucket: str,
source_blob: str,
gcp_credentials: GcpCredentials,
dest_blob: Optional[str] = None,
timeout: Union[float, Tuple[float, float]] = 60,
project: Optional[str] = None,
**copy_kwargs: Dict[str, Any],
) -> str:
"""
Copies data from one Google Cloud Storage bucket to another,
without downloading it locally.
Args:
source_bucket: Source bucket name.
dest_bucket: Destination bucket name.
source_blob: Source blob name.
gcp_credentials: Credentials to use for authentication with GCP.
dest_blob: Destination blob name; if not provided, defaults to source_blob.
timeout: The number of seconds the transport should wait
for the server response. Can also be passed as a tuple
(connect_timeout, read_timeout).
project: Name of the project to use; overrides the
gcp_credentials project if provided.
**copy_kwargs: Additional keyword arguments to pass to
`Bucket.copy_blob`.
Returns:
Destination blob name.
Example:
Copies blob from one bucket to another.
```python
from prefect import flow
from prefect_gcp import GcpCredentials
from prefect_gcp.cloud_storage import cloud_storage_copy_blob
@flow()
def example_cloud_storage_copy_blob_flow():
gcp_credentials = GcpCredentials(
service_account_file="/path/to/service/account/keyfile.json")
blob = cloud_storage_copy_blob(
"source_bucket",
"dest_bucket",
"source_blob",
gcp_credentials
)
return blob
example_cloud_storage_copy_blob_flow()
```
"""
logger = get_run_logger()
logger.info(
"Copying blob named %s from the %s bucket to the %s bucket",
source_blob,
source_bucket,
dest_bucket,
)
source_bucket_obj = _get_bucket(source_bucket, gcp_credentials, project=project)
dest_bucket_obj = _get_bucket(dest_bucket, gcp_credentials, project=project)
if dest_blob is None:
dest_blob = source_blob
source_blob_obj = source_bucket_obj.blob(source_blob)
source_bucket_obj.copy_blob(
blob=source_blob_obj,
destination_bucket=dest_bucket_obj,
new_name=dest_blob,
timeout=timeout,
**copy_kwargs,
)
return dest_blob
class DataFrameSerializationFormat(Enum):