github_repo_scraped
/
repos
/aws-amazon-redshift-python-driver-64cbd54
/test
/integration
/test_pandas.py
from test.utils import numpy_only, pandas_only | |
from warnings import filterwarnings | |
import pytest # type: ignore | |
import redshift_connector | |
from redshift_connector.config import DbApiParamstyle | |
# Tests relating to the pandas and numpy operation of the database driver | |
# redshift_connector custom interface. | |
def db_table(request, con: redshift_connector.Connection) -> redshift_connector.Connection: | |
filterwarnings("ignore", "DB-API extension cursor.next()") | |
filterwarnings("ignore", "DB-API extension cursor.__iter__()") | |
con.paramstyle = "format" # type: ignore | |
with con.cursor() as cursor: | |
cursor.execute("drop table if exists book") | |
cursor.execute("create Temp table book(bookname varchar,author varchar)") | |
def fin() -> None: | |
try: | |
with con.cursor() as cursor: | |
cursor.execute("drop table if exists book") | |
except redshift_connector.ProgrammingError: | |
pass | |
request.addfinalizer(fin) | |
return con | |
def test_fetch_dataframe(db_table) -> None: | |
import numpy as np # type: ignore | |
import pandas as pd # type: ignore | |
df = pd.DataFrame( | |
np.array( | |
[ | |
["One Hundred Years of Solitude", "Gabriel García Márquez"], | |
["A Brief History of Time", "Stephen Hawking"], | |
] | |
), | |
columns=["bookname", "author"], | |
) | |
with db_table.cursor() as cursor: | |
cursor.executemany( | |
"insert into book (bookname, author) values (%s, %s)", | |
[ | |
("One Hundred Years of Solitude", "Gabriel García Márquez"), | |
("A Brief History of Time", "Stephen Hawking"), | |
], | |
) | |
cursor.execute("select * from book; ") | |
result = cursor.fetch_dataframe() | |
assert result.columns[0] == "bookname" | |
assert result.columns[1] == "author\u200e" | |
def test_write_dataframe(db_table, paramstyle) -> None: | |
import numpy as np | |
import pandas as pd | |
df = pd.DataFrame( | |
np.array( | |
[ | |
["One Hundred Years of Solitude", "Gabriel García Márquez"], | |
["A Brief History of Time", "Stephen Hawking"], | |
] | |
), | |
columns=["bookname", "author"], | |
) | |
db_table.paramstyle = paramstyle | |
with db_table.cursor() as cursor: | |
cursor.write_dataframe(df, "book") | |
cursor.execute("select * from book; ") | |
result = cursor.fetchall() | |
assert len(np.array(result)) == 2 | |
assert db_table.paramstyle == paramstyle | |
def test_fetch_numpyarray(db_table) -> None: | |
with db_table.cursor() as cursor: | |
cursor.executemany( | |
"insert into book (bookname, author) values (%s, %s)", | |
[ | |
("One Hundred Years of Solitude", "Gabriel García Márquez"), | |
("A Brief History of Time", "Stephen Hawking"), | |
], | |
) | |
cursor.execute("select * from book; ") | |
result = cursor.fetch_numpy_array() | |
assert len(result) == 2 | |