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[turbodbc] Add example "Using CrateDB with turbodbc"
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.venv* |
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########################### | ||
Using CrateDB with turbodbc | ||
########################### | ||
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***** | ||
About | ||
***** | ||
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This section of the documentation describes how to connect to `CrateDB`_ | ||
with `turbodbc`_, by providing a few example programs. | ||
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The examples use the `unixODBC`_ implementation of `ODBC`_, and the `PostgreSQL | ||
ODBC driver`_, for connecting to the `PostgreSQL wire protocol`_ interface of | ||
`CrateDB`_. | ||
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This folder also contains ``Dockerfile`` files providing environments to | ||
exercise the examples on different operating systems, like Arch Linux, | ||
Red Hat (CentOS), Debian, and SUSE Linux. | ||
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************ | ||
Introduction | ||
************ | ||
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`Turbodbc`_ is a Python module to access relational databases via the `Open | ||
Database Connectivity (ODBC)`_ interface. In addition to complying with | ||
the `Python Database API Specification 2.0`_, turbodbc offers built-in `NumPy`_ | ||
and `Apache Arrow`_ support for improved performance. Their slogan is: | ||
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Don’t wait minutes for your results, just blink. | ||
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*Note: The description texts have been taken from turbodbc's documentation 1:1.* | ||
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Description | ||
=========== | ||
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Its primary target audience are data scientist that use databases for which no | ||
efficient native Python drivers are available. | ||
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For maximum compatibility, turbodbc complies with the `Python Database API | ||
Specification 2.0`_ (PEP 249). For maximum performance, turbodbc internally | ||
relies on batched data transfer instead of single-record communication as | ||
other popular ODBC modules do. | ||
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Why should I use turbodbc instead of other ODBC modules? | ||
======================================================== | ||
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- Short answer: turbodbc is faster. | ||
- Slightly longer answer: turbodbc is faster, *much* faster if you want to | ||
work with NumPy. | ||
- Medium-length answer: The author has tested turbodbc and pyodbc (probably | ||
the most popular Python ODBC module) with various databases (Exasol, | ||
PostgreSQL, MySQL) and corresponding ODBC drivers. He found turbodbc to be | ||
consistently faster. | ||
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Smooth. What is the trick? | ||
========================== | ||
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Turbodbc exploits buffering. | ||
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- Turbodbc implements both sending parameters and retrieving result sets using | ||
buffers of multiple rows/parameter sets. This avoids round trips to the ODBC | ||
driver and (depending how well the ODBC driver is written) to the database. | ||
- Multiple buffers are used for asynchronous I/O. This allows to interleave | ||
Python object conversion and direct database interaction (see performance | ||
options below). | ||
- Buffers contain binary representations of data. NumPy arrays contain binary | ||
representations of data. Good thing they are often the same, so instead of | ||
converting we can just copy data. | ||
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***** | ||
Setup | ||
***** | ||
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Install prerequisites | ||
===================== | ||
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Arch Linux:: | ||
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# See `dockerfiles/archlinux.Dockerfile`. | ||
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CentOS Stream:: | ||
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dnf install --enablerepo=crb -y boost-devel g++ postgresql-odbc python3 python3-devel python3-pip unixODBC-devel | ||
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Debian:: | ||
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apt-get install --yes build-essential libboost-dev odbc-postgresql unixodbc-dev | ||
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macOS/Homebrew:: | ||
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brew install psqlodbc unixodbc | ||
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SUSE Linux Enterprise Server:: | ||
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# See `dockerfiles/sles.Dockerfile`. | ||
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Install Python sandbox | ||
====================== | ||
:: | ||
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# Create Python virtualenv and install dependency packages. | ||
python3 -m venv .venv | ||
source .venv/bin/activate | ||
pip install --upgrade --requirement=requirements-prereq.txt | ||
pip install --upgrade --requirement=requirements.txt --verbose | ||
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.. note:: | ||
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The `turbodbc pip installation documentation`_ says: | ||
Please ``pip install numpy`` before installing turbodbc, because turbodbc | ||
will search for the ``numpy`` Python package at installation/compile time. | ||
If NumPy is not installed, turbodbc will not compile the `NumPy | ||
support`_ features. Similarly, please ``pip install pyarrow`` before | ||
installing turbodbc if you would like to use the `Apache Arrow | ||
support`_. | ||
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***** | ||
Usage | ||
***** | ||
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Run CrateDB:: | ||
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docker run --rm -it --publish=4200:4200 --publish=5432:5432 crate \ | ||
-Cdiscovery.type=single-node -Ccluster.routing.allocation.disk.threshold_enabled=false | ||
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Invoke demo program on workstation:: | ||
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python demo.py | ||
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Exercise demo program using Docker, on different operating systems:: | ||
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docker build --progress=plain --tag local/python-turbodbc-demo --file=dockerfiles/archlinux.Dockerfile . | ||
docker build --progress=plain --tag local/python-turbodbc-demo --file=dockerfiles/centos.Dockerfile . | ||
docker build --progress=plain --tag local/python-turbodbc-demo --file=dockerfiles/debian.Dockerfile . | ||
docker build --progress=plain --tag local/python-turbodbc-demo --file=dockerfiles/sles.Dockerfile . | ||
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docker run --rm -it --volume=$(pwd):/src --network=host local/python-turbodbc-demo python3 /src/demo.py | ||
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******* | ||
Backlog | ||
******* | ||
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The patch just contains a basic example within ``demo.py``. Advanced usage | ||
examples to be exercised are tracked within the `backlog`_. | ||
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.. _Apache Arrow: https://en.wikipedia.org/wiki/Apache_Arrow | ||
.. _Apache Arrow support: https://turbodbc.readthedocs.io/en/latest/pages/advanced_usage.html#advanced-usage-arrow | ||
.. _backlog: https://github.com/crate/cratedb-examples/blob/main/python-turbodbc/backlog.rst | ||
.. _CrateDB: https://github.com/crate/crate | ||
.. _NumPy: https://en.wikipedia.org/wiki/NumPy | ||
.. _NumPy support: https://turbodbc.readthedocs.io/en/latest/pages/advanced_usage.html#advanced-usage-numpy | ||
.. _ODBC: https://en.wikipedia.org/wiki/Open_Database_Connectivity | ||
.. _Open Database Connectivity (ODBC): https://en.wikipedia.org/wiki/Open_Database_Connectivity | ||
.. _PostgreSQL ODBC driver: https://odbc.postgresql.org/ | ||
.. _PostgreSQL wire protocol: https://crate.io/docs/crate/reference/en/latest/interfaces/postgres.html | ||
.. _Python Database API Specification 2.0: https://peps.python.org/pep-0249/ | ||
.. _turbodbc: https://turbodbc.readthedocs.io/ | ||
.. _turbodbc pip installation documentation: https://turbodbc.readthedocs.io/en/latest/pages/getting_started.html#pip | ||
.. _unixODBC: https://www.unixodbc.org/ |
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####################### | ||
python-turbodbc backlog | ||
####################### | ||
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Various items how this little code example can be improved. | ||
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- [x] Provide basic example | ||
- [x] Insert multiple records using parameters | ||
- [x] Docs: Add installation on SUSE | ||
- [x] Provide example(s) for different operating systems (Linux, macOS) | ||
- [o] Docs: Drop a note about connecting with driver file vs. connecting via DSN | ||
- [o] Evaluate different ODBC drivers | ||
- [o] Provide an example scenario how to run it on Windows | ||
- [o] Exercise advanced NumPy and PyArrow options | ||
- [o] Exchange advanced CrateDB data types like ``OBJECT``, ``ARRAY``, and friends | ||
- [o] Use ``SSLmode = Yes`` to connect to CrateDB Cloud | ||
- [o] Explore other driver options at `Zabbix » Recommended UnixODBC settings for PostgreSQL`_ | ||
- [o] Check out https://github.com/dirkjonker/sqlalchemy-turbodbc | ||
- [o] Check out https://docs.devart.com/odbc/postgresql/centos.htm | ||
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.. _Zabbix » Recommended UnixODBC settings for PostgreSQL: https://www.zabbix.com/documentation/current/en/manual/config/items/itemtypes/odbc_checks/unixodbc_postgresql |
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import os | ||
import sys | ||
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from turbodbc import connect | ||
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def demo_pg(): | ||
# Connect to database. | ||
# https://turbodbc.readthedocs.io/en/latest/pages/getting_started.html#establish-a-connection-with-your-database | ||
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# Either connect per data source name defined within the ODBC configuration, | ||
# connection = connect(dsn="postgresql", server="localhost", database="testdrive", uid="crate", pwd=None) | ||
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# or connect per connection string, referencing a driver file directly. | ||
if sys.platform == "linux": | ||
candidates = [ | ||
# archlinux | ||
"/usr/lib/psqlodbcw.so", | ||
# Debian | ||
"/usr/lib/x86_64-linux-gnu/odbc/psqlodbcw.so", | ||
# Red Hat | ||
"/usr/lib64/psqlodbcw.so", | ||
] | ||
driver_file = find_program(candidates) | ||
if driver_file is None: | ||
raise ValueError(f"Unable to detect driver file at {candidates}") | ||
elif sys.platform == "darwin": | ||
driver_file = "/usr/local/lib/psqlodbcw.so" | ||
else: | ||
raise NotImplementedError(f"Platform {sys.platform} not supported yet") | ||
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connection_string = f"Driver={driver_file};Server=localhost;Port=5432;Database=testdrive;Uid=crate;Pwd=;" | ||
print(f"INFO: Connecting to '{connection_string}'") | ||
connection = connect(connection_string=connection_string) | ||
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# Insert data. | ||
cursor = connection.cursor() | ||
cursor.execute("CREATE TABLE IF NOT EXISTS testdrive (id INT PRIMARY KEY, data TEXT);") | ||
cursor.execute("DELETE FROM testdrive;") | ||
cursor.execute("INSERT INTO testdrive VALUES (0, 'zero'), (1, 'one'), (2, 'two');") | ||
cursor.executemany("INSERT INTO testdrive VALUES (?, ?);", [(3, "three"), (4, "four"), (5, "five")]) | ||
cursor.execute("REFRESH TABLE testdrive;") | ||
cursor.close() | ||
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# Query data. | ||
cursor = connection.cursor() | ||
cursor.execute("SELECT * FROM testdrive ORDER BY id") | ||
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print("Column metadata:") | ||
print(cursor.description) | ||
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print("Results by row:") | ||
for row in cursor: | ||
print(row) | ||
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cursor.close() | ||
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# Terminate database connection. | ||
connection.close() | ||
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def find_program(candidates): | ||
for candidate in candidates: | ||
if os.path.exists(candidate): | ||
return candidate | ||
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if __name__ == "__main__": | ||
demo_pg() |
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by-language/python-turbodbc/dockerfiles/archlinux.Dockerfile
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# --------------------------- | ||
# Setup archlinux environment | ||
# --------------------------- | ||
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# Include `yay` for easily installing AUR packages. | ||
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FROM archlinux:base-20230205.0.123931 as archlinux-build | ||
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# Allow building packages using `makepkg` within Docker container. | ||
# https://blog.ganssle.io/tag/arch-linux.html | ||
RUN pacman -Sy --noconfirm --needed base-devel binutils fakeroot git sudo | ||
RUN useradd --create-home build | ||
RUN echo 'build ALL=NOPASSWD: ALL' >> /etc/sudoers | ||
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# Install AUR package helper program `yay`. | ||
# https://aur.archlinux.org/packages/yay | ||
RUN mkdir /yay-bin; chmod ugo+rwX /yay-bin | ||
USER build | ||
RUN \ | ||
git clone https://aur.archlinux.org/yay-bin.git && \ | ||
cd yay-bin && \ | ||
makepkg -si --noconfirm | ||
USER root | ||
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# -------------------------- | ||
# Setup turbodbc environment | ||
# -------------------------- | ||
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# Install Python, unixODBC, PostgreSQL ODBC driver, and turbodbc. | ||
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FROM archlinux-build | ||
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# Install unixODBC. | ||
# https://archlinux.org/packages/core/x86_64/unixodbc/ | ||
RUN pacman -Sy --noconfirm --needed unixodbc | ||
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# Install PostgreSQL ODBC driver. | ||
# https://aur.archlinux.org/packages/psqlodbc | ||
USER build | ||
RUN yay -S --noconfirm psqlodbc | ||
USER root | ||
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# Install NumPy, PyArrow, and turbodbc. | ||
RUN pacman -Sy --noconfirm --needed boost python python-pip python-setuptools | ||
ADD requirements*.txt . | ||
RUN pip install --upgrade --requirement=requirements-prereq.txt | ||
RUN MAKEFLAGS="-j$(nproc)" pip install --upgrade --requirement=requirements.txt --verbose |
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FROM quay.io/centos/centos:stream9 | ||
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# Install Python, unixODBC, the PostgreSQL ODBC driver, and development libraries. | ||
RUN dnf install --enablerepo=crb -y boost-devel g++ postgresql-odbc python3 python3-devel python3-pip unixODBC-devel | ||
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# Install Python, NumPy, PyArrow, and turbodbc. | ||
ADD requirements*.txt . | ||
RUN pip install --upgrade --requirement=requirements-prereq.txt | ||
RUN MAKEFLAGS="-j$(nproc)" pip install --upgrade --requirement=requirements.txt --verbose |
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FROM python:3.11-slim-bullseye | ||
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ENV DEBIAN_FRONTEND=noninteractive | ||
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# Install prerequisites. | ||
RUN apt-get update | ||
RUN apt-get install --yes build-essential libboost-dev odbc-postgresql unixodbc-dev | ||
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# Install NumPy, PyArrow, and turbodbc. | ||
ADD requirements*.txt . | ||
RUN pip install --upgrade --requirement=requirements-prereq.txt | ||
RUN MAKEFLAGS="-j$(nproc)" pip install --upgrade --requirement=requirements.txt --verbose |
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FROM registry.suse.com/suse/sle15 | ||
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# Add package repository for acquiring `boost-devel`. | ||
# https://software.opensuse.org//download.html?project=home%3Afsirl%3Aboost1651&package=boost | ||
RUN zypper addrepo https://download.opensuse.org/repositories/home:fsirl:boost1651/15.4/home:fsirl:boost1651.repo | ||
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# Add package repository for acquiring `python310`. | ||
# https://download.opensuse.org/repositories/devel:/languages:/python:/backports/15.4/ | ||
RUN zypper addrepo https://download.opensuse.org/repositories/devel:/languages:/python:/backports/15.4/devel:languages:python:backports.repo | ||
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# Activate package repositories. | ||
RUN zypper --gpg-auto-import-keys refresh | ||
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# Install Python, unixODBC, the PostgreSQL ODBC driver, and development libraries. | ||
RUN zypper install -y boost-devel gcc-c++ psqlODBC python310 python310-devel python310-pip unixODBC-devel update-alternatives | ||
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# Make Python 3.10 the default Python 3, and add an alias `python3`. | ||
RUN update-alternatives --install /usr/bin/python python /usr/bin/python3.10 0 | ||
RUN update-alternatives --install /usr/bin/python3 python3 /usr/bin/python3.10 0 | ||
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# Install Python, NumPy, PyArrow, and turbodbc. | ||
ADD requirements*.txt . | ||
RUN pip install --upgrade --requirement=requirements-prereq.txt | ||
RUN MAKEFLAGS="-j$(nproc)" pip install --upgrade --requirement=requirements.txt --verbose |
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# More options: | ||
# https://www.zabbix.com/documentation/current/en/manual/config/items/itemtypes/odbc_checks/unixodbc_postgresql | ||
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[postgresql] | ||
Description = General ODBC for PostgreSQL | ||
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# General | ||
FileUsage = 1 | ||
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# If the driver manager was built with thread support, this entry | ||
# alters the default thread serialization level (available since 1.6). | ||
Threading = 2 | ||
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# Linux | ||
#Driver = /usr/lib64/libodbcpsql.so | ||
#Setup = /usr/lib64/libodbcpsqlS.so | ||
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# macOS | ||
Driver = /usr/local/lib/psqlodbcw.so |
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[tool.black] | ||
line-length = 120 | ||
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[tool.isort] | ||
profile = "black" | ||
skip_glob = "**/site-packages/**" | ||
skip_gitignore = false |
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# Turbodbc wants NumPy and PyArrow to be installed upfront. | ||
numpy<1.25 | ||
pyarrow<11 | ||
wheel |
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pytest<8 | ||
turbodbc<5 |