Updated benchmark

[ternaus]

Summary by Sourcery

Chores:

• Update albumentations to v2.0.3.

[sourcery-ai]

Reviewer's Guide by Sourcery

This PR updates the benchmark suite by upgrading the albumentations library from version 2.0.2 to 2.0.3 and recalculating benchmark metrics. It adjusts version references and updated performance numbers in various documentation and output files, ensuring that the benchmark comparisons remain accurate with the latest library version.

No diagrams generated as the changes look simple and do not need a visual representation.

File-Level Changes

Change	Details	Files
Updated albumentations version in benchmark documentation.	Changed the version number from 2.0.2 to 2.0.3 in the README. Updated the version number in comparison markdown files to reflect the new version.	README.md output/comparison.md
Recalculated and updated benchmark performance metrics.	Modified performance numbers in the benchmark tables for multiple transforms. Adjusted metrics for operations such as Resize, RandomCrop128, HorizontalFlip, and others to reflect updated measurements.	README.md output/comparison.md
Updated output files with new benchmark results.	Refreshed the JSON result file to include updated benchmark outputs. Modified the CSV comparison file to incorporate the recalculated values.	output/albumentations_results.json output/comparison.csv

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[sourcery-ai]

Hey @ternaus - I've reviewed your changes - here's some feedback:

Overall Comments:

• Consider using a script to automatically update the benchmark results in the README and comparison files.

Here's what I looked at during the review

• 🟢 General issues: all looks good
• 🟢 Security: all looks good
• 🟢 Testing: all looks good
• 🟢 Complexity: all looks good
• 🟢 Documentation: all looks good

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