Updated reamde and filter jpeg4py and pillow-simd on Mac OS

[ternaus]

Summary by Sourcery

Update benchmark script to skip jpeg4py and pillow-simd on macOS, increase default runs to 20, and add citation information to the README.

Build:

• Skip jpeg4py and pillow-simd libraries during benchmarks on macOS.

Documentation:

• Add citation information.

[sourcery-ai]

Reviewer's Guide by Sourcery

This pull request updates the benchmark script to exclude jpeg4py and pillow-simd on macOS, increases the number of benchmark runs, adds a citation section to the README, and updates the ruff pre-commit hook.

State diagram for benchmark configuration changes

stateDiagram-v2
    [*] --> Configuration
    Configuration --> DefaultConfig
    DefaultConfig: num_images = 2000
    DefaultConfig: num_runs = 20 (increased from 5)
    DefaultConfig --> LibrarySelection
    LibrarySelection --> MacOSLibs: If macOS
    LibrarySelection --> AllLibs: If other OS
    MacOSLibs: Exclude jpeg4py
    MacOSLibs: Exclude pillow-simd
    AllLibs: Include all libraries
    MacOSLibs --> BenchmarkExecution
    AllLibs --> BenchmarkExecution
    BenchmarkExecution --> [*]

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Flow diagram for updated benchmark library selection process

flowchart TD
    A[Start Library Selection] --> B{Check OS}
    B -->|macOS| C[Filter Libraries]
    B -->|Other OS| D[Use All Libraries]
    C -->|Remove jpeg4py| E[Filtered List 1]
    E -->|Remove pillow-simd| F[Final macOS Libraries]
    D --> G[All Libraries List]
    F --> H[Return Library List]
    G --> H
    H --> I[End]

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File-Level Changes

Change	Details	Files
Modified the benchmark script to exclude jpeg4py and pillow-simd on macOS.	Added a function to get libraries based on the OS. Modified the loop to use the new function to get the libraries to benchmark.	run_benchmarks.sh
Increased the default number of benchmark runs.	Changed the default value of NUM_RUNS from 5 to 20.	run_benchmarks.sh
Added a citation section to the README.	Added a BibTeX entry for citing the benchmark.	README.md
Updated the ruff pre-commit hook.	Updated the ruff version to v0.9.3.	.pre-commit-config.yaml

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[sourcery-ai]

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

Overall Comments:

• The citation includes a future year (2025) which may need to be updated to the current or expected publication year.

Here's what I looked at during the review

• 🟡 General issues: 1 issue found
• 🟢 Security: all looks good
• 🟢 Testing: all looks good
• 🟢 Complexity: all looks good
• 🟢 Documentation: all looks good

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