pucardotorg / dristi_experiments

For Pucar Solutions Team
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added script to run classifier #17

Closed kartikbhtt7 closed 19 hours ago

kartikbhtt7 commented 5 days ago

Summary by CodeRabbit

coderabbitai[bot] commented 5 days ago

Walkthrough

The new file run/doc_classifier_script.py introduces a system for classifying images by interacting with an API endpoint. The script handles sending requests with image data, processing images in directories, computing performance metrics like accuracy and F1 score, and saving the results to a JSON file. It incorporates three primary asynchronous functions: send_request, classify_images, and main.

Changes

Files Summary
run/doc_classifier_script.py Introduces functionality for image classification, including API interaction, directory processing, and metrics calculation.

Sequence Diagram(s)

sequenceDiagram
    participant User
    participant Script
    participant API

    User ->> Script: Run main()
    Script ->> Script: Collect images and labels
    Script ->>+ API: send_request(image_path)
    API -->>- Script: classification result
    Script ->> Script: Compute metrics (accuracy, F1 score)
    Script ->> Script: Save results to JSON
    Script -->> User: Process complete

Poem

In a script so bright and new,
It classifies the images true,
Sending to the API fast,
Metrics, results, all amassed!
A rabbit's code, precise and fine,
With data dancing in a line.
🐇✨📸


[!TIP]

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