From 09b7f50f70f8b0634a5a686af46217b13312dcb9 Mon Sep 17 00:00:00 2001 From: svittoz <137794505+svittoz@users.noreply.github.com> Date: Tue, 28 May 2024 13:57:58 +0200 Subject: [PATCH] pyarrow fix (#65) pyarrow path fix for executor --- changelog.md | 3 +++ eds_scikit/__init__.py | 14 +++---------- eds_scikit/io/__init__.py | 8 ++++++- eds_scikit/io/improve_performance.py | 31 ++++++++++++++++++++++++++++ 4 files changed, 44 insertions(+), 12 deletions(-) diff --git a/changelog.md b/changelog.md index e1534b5b..613ad5b3 100644 --- a/changelog.md +++ b/changelog.md @@ -2,6 +2,9 @@ ## Unreleased +### Fixed +- pyarrow fix did not work on spark executors + ## v0.1.7 (2024-04-12) ### Changed - Support for pyarrow > 0.17.0 diff --git a/eds_scikit/__init__.py b/eds_scikit/__init__.py index 6da07cb7..b7b168af 100644 --- a/eds_scikit/__init__.py +++ b/eds_scikit/__init__.py @@ -12,33 +12,25 @@ import importlib import os import pathlib -import sys import time from packaging import version from typing import List, Tuple from pathlib import Path import pandas as pd -import pyarrow -import pyarrow.ipc import pyspark from loguru import logger from pyspark import SparkContext from pyspark.sql import SparkSession import eds_scikit.biology # noqa: F401 --> To register functions -from eds_scikit.io import improve_performances - -pyarrow.open_stream = pyarrow.ipc.open_stream - -sys.path.insert( - 0, (pathlib.Path(__file__).parent / "package-override").absolute().as_posix() -) -os.environ["PYTHONPATH"] = ":".join(sys.path) +from eds_scikit.io import improve_performances, pyarrow_fix # Remove SettingWithCopyWarning pd.options.mode.chained_assignment = None +pyarrow_fix() + logger.warning( """To improve performances when using Spark and Koalas, please call `eds_scikit.improve_performances()` This function optimally configures Spark. Use it as: diff --git a/eds_scikit/io/__init__.py b/eds_scikit/io/__init__.py index bc01ea06..7fb4e35e 100644 --- a/eds_scikit/io/__init__.py +++ b/eds_scikit/io/__init__.py @@ -2,7 +2,13 @@ from .files import PandasData from .hive import HiveData from .postgres import PostgresData -from .improve_performance import improve_performances, koalas_options, load_koalas +from .improve_performance import ( + improve_performances, + koalas_options, + load_koalas, + pyarrow_fix, +) + __all__ = [ "BaseData", diff --git a/eds_scikit/io/improve_performance.py b/eds_scikit/io/improve_performance.py index 42b6f19a..afed9f27 100644 --- a/eds_scikit/io/improve_performance.py +++ b/eds_scikit/io/improve_performance.py @@ -6,6 +6,7 @@ from typing import List, Tuple import pyarrow +import pyarrow.ipc import pyspark from packaging import version from pyspark import SparkContext @@ -50,6 +51,36 @@ def set_env_variables() -> None: os.environ["PYARROW_IGNORE_TIMEZONE"] = "0" +def pyarrow_fix(): + """ + Fixing error 'pyarrow has no attributes open_stream' due to PySpark 2 incompatibility with pyarrow > 0.17 + """ + + # Setting path to our patched pyarrow module + pyarrow.open_stream = pyarrow.ipc.open_stream + + sys.path.insert( + 0, (Path(__file__).parent / "package-override").absolute().as_posix() + ) + os.environ["PYTHONPATH"] = ":".join(sys.path) + + # Setting this path for Pyspark executors + global spark, sc, sql + + spark = SparkSession.builder.getOrCreate() + + conf = spark.sparkContext.getConf() + conf.set( + "spark.executorEnv.PYTHONPATH", + f"{Path(__file__).parent.parent}/package-override:{conf.get('spark.executorEnv.PYTHONPATH')}", + ) + spark = SparkSession.builder.enableHiveSupport().config(conf=conf).getOrCreate() + + sc = spark.sparkContext + + sql = spark.sql + + def improve_performances( to_add_conf: List[Tuple[str, str]] = [], quiet_spark: bool = True,