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import sempy.fabric as fabric | ||
import pandas as pd | ||
from typing import Optional, Union | ||
from sempy._utils._log import log | ||
import struct | ||
import uuid | ||
from itertools import chain, repeat | ||
from sempy.fabric.exceptions import FabricHTTPException | ||
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def bytes2mswin_bstr(value: bytes) -> bytes: | ||
"""Convert a sequence of bytes into a (MS-Windows) BSTR (as bytes). | ||
See https://github.com/mkleehammer/pyodbc/issues/228#issuecomment-319190980 | ||
for the original code. It appears the input is converted to an | ||
MS-Windows BSTR (in 'Little-endian' format). | ||
See https://docs.microsoft.com/en-us/openspecs/windows_protocols/ms-dtyp\ | ||
/692a42a9-06ce-4394-b9bc-5d2a50440168 | ||
for more info on BSTR. | ||
:param value: the sequence of bytes to convert | ||
:return: the converted value (as a sequence of bytes) | ||
""" | ||
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encoded_bytes = bytes(chain.from_iterable(zip(value, repeat(0)))) | ||
return struct.pack("<i", len(encoded_bytes)) + encoded_bytes | ||
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class ConnectWarehouse: | ||
def __init__( | ||
self, | ||
warehouse: str, | ||
workspace: Optional[Union[str, uuid.UUID]] = None, | ||
timeout: Optional[int] = None, | ||
): | ||
from sempy.fabric._token_provider import SynapseTokenProvider | ||
import pyodbc | ||
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workspace = fabric.resolve_workspace_name(workspace) | ||
workspace_id = fabric.resolve_workspace_id(workspace) | ||
warehouse_id = fabric.resolve_item_id( | ||
item_name=warehouse, type="Warehouse", workspace=workspace | ||
) | ||
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# get the TDS endpoint | ||
client = fabric.FabricRestClient() | ||
response = client.get(f"v1/workspaces/{workspace_id}/warehouses/{warehouse_id}") | ||
if response.status_code != 200: | ||
raise FabricHTTPException(response) | ||
tds_endpoint = response.json().get("properties", {}).get("connectionString") | ||
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access_token = SynapseTokenProvider()() | ||
tokenstruct = bytes2mswin_bstr(access_token.encode()) | ||
conn_str = f"DRIVER={{ODBC Driver 18 for SQL Server}};SERVER={tds_endpoint};DATABASE={warehouse};Encrypt=Yes;" | ||
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if timeout is not None: | ||
conn_str += f"Connect Timeout={timeout};" | ||
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self.connection = pyodbc.connect(conn_str, attrs_before={1256: tokenstruct}) | ||
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@log | ||
def query(self, sql: str) -> pd.DataFrame: | ||
""" | ||
Runs a SQL query against a Fabric Warehouse. | ||
Parameters | ||
---------- | ||
sql : str | ||
The SQL query. | ||
Returns | ||
------- | ||
pandas.DataFrame | ||
A pandas dataframe with the result of the SQL query. | ||
""" | ||
cursor = None | ||
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try: | ||
cursor = self.connection.cursor() | ||
cursor.execute(sql) | ||
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return pd.DataFrame.from_records( | ||
cursor.fetchall(), columns=[col[0] for col in cursor.description] | ||
) | ||
finally: | ||
if cursor: | ||
cursor.close() | ||
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def __enter__(self): | ||
return self | ||
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def __exit__(self, type, value, traceback): | ||
self.close() | ||
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def close(self): | ||
self.connection.close() |