From 0aa81d6c1eafc10fa2612eaa2164a631dea97914 Mon Sep 17 00:00:00 2001 From: Major Hayden Date: Thu, 13 Jun 2024 09:39:19 -0500 Subject: [PATCH] Speed up data import MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit It turns out that dateparser was horribly inefficient. Replacing that with python-dateutil and using a bulk insert method for sqlalchemy has now cut down the startup time from about 40-45 seconds down to 2-3 seconds. 🎉 Signed-off-by: Major Hayden --- cid/crud.py | 53 ++++++--------- cid/models.py | 16 +---- poetry.lock | 171 ++++--------------------------------------------- pyproject.toml | 3 +- 4 files changed, 35 insertions(+), 208 deletions(-) diff --git a/cid/crud.py b/cid/crud.py index 7b52cf2..4b93570 100644 --- a/cid/crud.py +++ b/cid/crud.py @@ -3,7 +3,7 @@ import logging from typing import Any -import dateparser +from dateutil import parser from packaging.version import Version from sqlalchemy import desc from sqlalchemy.orm import Session @@ -95,43 +95,32 @@ def import_aws_images(db: Session, images: list) -> None: for image in images: # sqlite requires dates to be in Python's datetime format. - creation_date = dateparser.parse(image.get("CreationDate")) - deprecation_time = dateparser.parse(image.get("DeprecationTime")) + creation_date = parser.parse(image.get("CreationDate")) + deprecation_time = parser.parse(image.get("DeprecationTime")) # Extract the RHEL version number from the image name. image_name = extract_aws_version(image.get("Name")) - image_obj = AwsImage( - id=image.get("ImageId"), - name=image.get("Name"), - arch=image.get("Architecture"), - version=image_name, - imageId=image.get("ImageId"), - date=creation_date, - virt=image.get("VirtualizationType"), - provider=image.get("ImageOwnerAlias"), - region=image.get("Region"), - imageLocation=image.get("ImageLocation"), - imageType=image.get("ImageType"), - public=image.get("Public"), - ownerId=image.get("OwnerId"), - platformDetails=image.get("PlatformDetails"), - usageOperation=image.get("UsageOperation"), - state=image.get("State"), - blockDeviceMappings=image.get("BlockDeviceMappings"), - description=image.get("Description"), - enaSupport=image.get("EnaSupport"), - hypervisor=image.get("Hypervisor"), - rootDeviceName=image.get("RootDeviceName"), - rootDeviceType=image.get("RootDeviceType"), - sriovNetSupport=image.get("SriovNetSupport"), - deprecationTime=deprecation_time, - ) - import_queue.append(image_obj) + # AWS has a LOT of data. We generate a list of dictionaries and then + # import them in bulk at the end. + image_dict = { + "id": image.get("ImageId"), + "name": image.get("Name"), + "arch": image.get("Architecture"), + "version": image_name, + "imageId": image.get("ImageId"), + "date": creation_date, + "provider": image.get("ImageOwnerAlias"), + "region": image.get("Region"), + "description": image.get("Description"), + "deprecationTime": deprecation_time, + } + import_queue.append(image_dict) logger.info("Adding %s AWS images to the database", len(import_queue)) - db.add_all(import_queue) + # This lower-level method is more efficient for inserting lots of rows at once. + db.execute(AwsImage.__table__.insert(), import_queue) db.commit() @@ -163,7 +152,7 @@ def import_google_images(db: Session, images: list) -> None: for image in images: # sqlite requires dates to be in Python's datetime format. - creation_timestamp = dateparser.parse(image.get("creationTimestamp")) + creation_timestamp = parser.parse(image.get("creationTimestamp")) # Extract the RHEL version number from the image name. image_name = extract_google_version(image.get("name")) diff --git a/cid/models.py b/cid/models.py index 23cebf1..b0e17cb 100644 --- a/cid/models.py +++ b/cid/models.py @@ -1,6 +1,6 @@ """Database models.""" -from sqlalchemy import JSON, Boolean, Column, DateTime, Integer, String +from sqlalchemy import JSON, Column, DateTime, Integer, String from cid.database import Base @@ -17,23 +17,9 @@ class AwsImage(Base): version = Column(String) imageId = Column(String) date = Column(DateTime) - 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