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Copilot AI commented Oct 30, 2025

Transforms basic prediction scripts into production-ready CLI tools with batch processing capabilities.

Changes

CLI Interface

  • main.py & top3.py: Added argparse for flexible image paths, custom models/labels, and configurable top-N predictions
  • All scripts include --help with usage examples
  • Proper error handling with stderr output and exit codes

Batch Processing

  • batch_predict.py: Process multiple images with CSV export
  • Directory scanning with configurable sample filtering (--include-samples)
  • Progress tracking and per-image error reporting

Code Quality

  • Docstrings and type hints across all functions
  • Context managers for file handling
  • Documented compile=False for TensorFlow/Keras version compatibility
  • Modular functions for reusability

Documentation

  • requirements.txt: tensorflow, keras, pillow, numpy
  • CONTRIBUTING.md: Contribution workflow and code style guidelines
  • CODE_OF_CONDUCT.md: Community standards
  • example.py: Programmatic usage patterns
  • Updated README with CLI examples

Usage

# Single prediction
python main.py fruit.jpg

# Top 5 predictions
python top3.py --top 5 fruit.jpg

# Batch processing
python batch_predict.py --input ./images --output results.csv

Maintains backward compatibility with programmatic usage.

Security

✅ CodeQL: 0 vulnerabilities

Original prompt

look for any enhancement we can apply to this project


✨ Let Copilot coding agent set things up for you — coding agent works faster and does higher quality work when set up for your repo.

Copilot AI and others added 3 commits October 30, 2025 16:18
…nd improved code structure

Co-authored-by: aryainjas <36337300+aryainjas@users.noreply.github.com>
Co-authored-by: aryainjas <36337300+aryainjas@users.noreply.github.com>
…filtering configurable

Co-authored-by: aryainjas <36337300+aryainjas@users.noreply.github.com>
Copilot AI changed the title [WIP] Explore potential enhancements for the project Add CLI, batch processing, and professional tooling to Fruitify Oct 30, 2025
Copilot AI requested a review from aryainjas October 30, 2025 16:27
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2 participants