Add recursive option to runner, optimize imports.

[ayasyrev]

Add recursive option to runner - search for images in folder with rglob.
Need to add -R option to run_all.sh script, but not sure how to do it.

Summary by Sourcery

Add a recursive option to the benchmark runner to enable searching for images in subdirectories and optimize import statements for improved code organization.

New Features:

• Introduce a recursive option in the benchmark runner to allow searching for images in subdirectories.

Enhancements:

• Optimize import statements in the benchmark runner script.

[sourcery-ai]

Reviewer's Guide by Sourcery

The PR adds a recursive directory traversal option to the benchmark runner, allowing it to search for images in subdirectories. This is implemented by adding a new -R/--recursive flag to the CLI and modifying the image loading logic to use rglob instead of glob when the recursive option is enabled.

Sequence diagram for loading images with recursive option

sequenceDiagram
    participant User
    participant CLI
    participant BenchmarkRunner
    participant FileSystem

    User->>CLI: Run with -R option
    CLI->>BenchmarkRunner: Initialize with recursive=True
    BenchmarkRunner->>FileSystem: rglob("*.*")
    FileSystem-->>BenchmarkRunner: Return image paths
    BenchmarkRunner->>CLI: Load images
    CLI-->>User: Display progress

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Updated class diagram for BenchmarkRunner

classDiagram
    class BenchmarkRunner {
        -library: str
        -data_dir: Path
        -recursive: bool
        -num_images: int
        -num_runs: int
        -max_warmup_iterations: int
        -warmup_window: int
        -warmup_threshold: float
        +__init__(library: str, data_dir: Path, recursive: bool = False, num_images: int = 1000, num_runs: int = 5, max_warmup_iterations: int = 1000, warmup_window: int = 5, warmup_threshold: float = 0.05)
        +_get_implementation() Any
        +load_images() list[Any]
    }
    note for BenchmarkRunner "Added 'recursive' attribute and modified 'load_images' method to support recursive image loading."

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File-Level Changes

Change	Details	Files
Added recursive directory traversal option to the benchmark runner	Added recursive boolean parameter to BenchmarkRunner class constructor Modified load_images method to use rglob when recursive flag is True Added -R/--recursive command line argument to main function	benchmark/runner.py

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