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This repository has been archived by the owner on May 5, 2022. It is now read-only.
Originally filed as sqlalchemy/sqlalchemy#7905
Describe the use case
Here is an issue filed against Pandas that connects to a Trino database and yields a bad result when using SQLAlchemy:
pandas-dev/pandas#46661
Databases / Backends / Drivers targeted
Trino Iceberg connector with Hive metastore.
Example Use
Here is the reproducible example (copied from Pandas issue):
#!/usr/bin/env python
coding: utf-8
Note: this script requires connecting to a Trino instance using JWT access tokens. Please adapt to your Trino environment to reproduce
from dotenv import dotenv_values, load_dotenv
import osc_ingest_trino as osc
import os
import pathlib
Load Environment Variables
dotenv_dir = os.environ.get('CREDENTIAL_DOTENV_DIR', os.environ.get('PWD', '/opt/app-root/src'))
dotenv_path = pathlib.Path(dotenv_dir) / 'credentials.env'
if os.path.exists(dotenv_path):
load_dotenv(dotenv_path=dotenv_path,override=True)
import trino
from sqlalchemy.engine import create_engine
env_var_prefix = 'TRINO'
sqlstring = 'trino://{user}@{host}:{port}/'.format(
user = os.environ[f'{env_var_prefix}_USER'],
host = os.environ[f'{env_var_prefix}_HOST'],
port = os.environ[f'{env_var_prefix}_PORT']
)
sqlargs = {
'auth': trino.auth.JWTAuthentication(os.environ[f'{env_var_prefix}_PASSWD']),
'http_scheme': 'https',
'catalog': 'osc_datacommons_dev'
}
engine = create_engine(sqlstring, connect_args = sqlargs)
connection = engine.connect()
ingest_catalog = 'osc_datacommons_dev'
ingest_schema = 'sandbox'
import pandas as pd
ticker_df = pd.DataFrame({'tname':['aapl','msft','goog','amzn','tsla','fb','ge','brk-a'],
'cik':[320193,789019,1652044,1018724,1318605,1326801,40545,1067983]}).convert_dtypes()
ingest_table = 'ticker_test'
columnschema = osc.create_table_schema_pairs(ticker_df)
qres = engine.execute(f"drop table if exists {ingest_catalog}.{ingest_schema}.{ingest_table}")
qres.fetchall()
tabledef = f"""
create table if not exists {ingest_catalog}.{ingest_schema}.{ingest_table}(
{columnschema}
) with (
partitioning = array['bucket(tname,20)'],
format = 'ORC'
)
"""
print(tabledef)
qres = engine.execute(tabledef)
print(qres.fetchall())
ticker_df.to_sql(ingest_table,
con=engine, schema=ingest_schema, if_exists='append',
index=False,
method=osc.TrinoBatchInsert(batch_size = 12000, verbose = True))
qres = engine.execute(f"show create table {ingest_schema}.{ingest_table}")
orc_table = qres.fetchall()
print(orc_table)
ticker_df.to_sql(ingest_table,
con=engine, schema=ingest_schema, if_exists='replace',
index=False,
method=osc.TrinoBatchInsert(batch_size = 12000, verbose = True))
qres = engine.execute(f"show create table {ingest_schema}.{ingest_table}")
replaced_table = qres.fetchall()
assert(orc_table==replaced_table)
Additional context
We are using Trino version 373, Pandas 1.4.1, and SQLAlchemy 1.4.27. Here are the details reported to the Pandas team:
python : 3.8.8.final.0
python-bits : 64
OS : Linux
OS-release : 4.18.0-305.34.2.el8_4.x86_64
Version : pandas-dev/pandas#1 SMP Mon Jan 17 09:42:23 EST 2022
machine : x86_64
processor : x86_64
byteorder : little
LC_ALL : en_US.UTF-8
LANG : en_US.UTF-8
LOCALE : en_US.UTF-8
pandas : 1.4.2
numpy : 1.22.3
pytz : 2021.3
dateutil : 2.8.2
pip : 22.0.4
setuptools : 60.9.3
Cython : None
pytest : None
hypothesis : None
sphinx : None
blosc : None
feather : None
xlsxwriter : None
lxml.etree : 4.6.4
html5lib : None
pymysql : None
psycopg2 : None
jinja2 : 3.0.3
IPython : 8.1.1
pandas_datareader: None
bs4 : 4.6.3
bottleneck : None
brotli : None
fastparquet : 0.8.1
fsspec : 2022.3.0
gcsfs : None
markupsafe : 2.1.0
matplotlib : None
numba : None
numexpr : None
odfpy : None
openpyxl : 3.0.9
pandas_gbq : None
pyarrow : 7.0.0
pyreadstat : None
pyxlsb : None
s3fs : None
scipy : None
snappy : None
sqlalchemy : 1.4.27
tables : None
tabulate : 0.8.9
xarray : None
xlrd : None
xlwt : None
zstandard : None
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