import io
import uuid
from contextlib import contextmanager
from typing import Optional
import dagster._check as check
from dagster._core.storage.file_manager import (
FileHandle,
FileManager,
TempfileManager,
check_file_like_obj,
)
from google.cloud import storage
[docs]
class GCSFileHandle(FileHandle):
"""A reference to a file on GCS."""
def __init__(self, gcs_bucket: str, gcs_key: str):
self._gcs_bucket = check.str_param(gcs_bucket, "gcs_bucket")
self._gcs_key = check.str_param(gcs_key, "gcs_key")
@property
def gcs_bucket(self) -> str:
"""str: The name of the GCS bucket."""
return self._gcs_bucket
@property
def gcs_key(self) -> str:
"""str: The GCS key."""
return self._gcs_key
@property
def path_desc(self) -> str:
"""str: The file's GCS URL."""
return self.gcs_path
@property
def gcs_path(self) -> str:
"""str: The file's GCS URL."""
return f"gs://{self.gcs_bucket}/{self.gcs_key}"
class GCSFileManager(FileManager):
def __init__(self, client, gcs_bucket, gcs_base_key):
self._client = check.inst_param(client, "client", storage.client.Client)
self._gcs_bucket = check.str_param(gcs_bucket, "gcs_bucket")
self._gcs_base_key = check.str_param(gcs_base_key, "gcs_base_key")
self._local_handle_cache = {}
self._temp_file_manager = TempfileManager()
def copy_handle_to_local_temp(self, file_handle):
self._download_if_not_cached(file_handle)
return self._get_local_path(file_handle)
def _download_if_not_cached(self, file_handle):
if not self._file_handle_cached(file_handle):
# instigate download
temp_file_obj = self._temp_file_manager.tempfile()
temp_name = temp_file_obj.name
bucket_obj = self._client.bucket(file_handle.gcs_bucket)
bucket_obj.blob(file_handle.gcs_key).download_to_file(temp_file_obj)
temp_file_obj.flush()
self._local_handle_cache[file_handle.gcs_path] = temp_name
return file_handle
@contextmanager
def read(self, file_handle, mode="rb"):
check.inst_param(file_handle, "file_handle", GCSFileHandle)
check.str_param(mode, "mode")
check.param_invariant(mode in {"r", "rb"}, "mode")
self._download_if_not_cached(file_handle)
encoding = None if mode == "rb" else "utf-8"
with open(self._get_local_path(file_handle), mode, encoding=encoding) as file_obj:
yield file_obj
def _file_handle_cached(self, file_handle):
return file_handle.gcs_path in self._local_handle_cache
def _get_local_path(self, file_handle):
return self._local_handle_cache[file_handle.gcs_path]
def read_data(self, file_handle):
with self.read(file_handle, mode="rb") as file_obj:
return file_obj.read()
def write_data(self, data, ext=None, key: Optional[str] = None):
key = check.opt_str_param(key, "key", default=str(uuid.uuid4()))
check.inst_param(data, "data", bytes)
return self.write(io.BytesIO(data), mode="wb", key=key, ext=ext)
def write(self, file_obj, mode="wb", ext=None, key: Optional[str] = None):
key = check.opt_str_param(key, "key", default=str(uuid.uuid4()))
check_file_like_obj(file_obj)
gcs_key = self.get_full_key(key + (("." + ext) if ext is not None else ""))
bucket_obj = self._client.bucket(self._gcs_bucket)
bucket_obj.blob(gcs_key).upload_from_file(file_obj)
return GCSFileHandle(self._gcs_bucket, gcs_key)
def get_full_key(self, file_key):
return f"{self._gcs_base_key}/{file_key}"
def delete_local_temp(self):
self._temp_file_manager.close()