{"categories":[{"label":"Scientific/Engineering","url":"https://skillfed.io/packages/category/scientific-engineering/5"},{"label":"Artificial Intelligence","url":"https://skillfed.io/packages/category/scientific-engineering-artificial-intelligence/6"},{"label":"Education","url":"https://skillfed.io/packages/category/education"}],"enrichment":{"capability":"Generates natural-language prompts from images by combining CLIP and BLIP models to reverse-engineer what text would recreate a given image.","skillfed_tags":["image-analysis","prompt-engineering","generative-ai"],"use_cases":["Generate prompts from reference images to create similar artwork without manual prompt writing.","Analyze existing images to understand what visual features a model should prioritize.","Build custom image-to-prompt pipelines by ranking domain-specific term lists against images.","Reverse-engineer prompts from generated images to understand model behavior or reproduce styles.","Batch process image collections to extract descriptive prompts for metadata or tagging."],"what_it_does":"CLIP Interrogator is a prompt engineering tool that analyzes an image and generates a natural-language text prompt describing it, optimized to work with text-to-image models. It combines CLIP and BLIP to understand image content and produce prompts that, when fed back into a generative model, would recreate similar images.\n\nThe package is designed primarily as a library for Python scripts. It requires torch, torchvision, transformers, accelerate, open-clip-torch, and several other dependencies. Configuration options let you trade speed and quality for memory usage, and you can rank custom term lists against images. However, the project is dormant\u2014no releases since 2023-03-20 and no recent commits\u2014so it receives no active maintenance or updates.","worth_installing":"Yes, if you need to generate prompts from images and can tolerate dormant maintenance. The package is stable with no known vulnerabilities, but expect no updates or bug fixes. Install only if you're comfortable pinning versions and managing torch dependencies yourself, and if the last release from 2023-03-20 meets your needs."},"id":"clip-interrogator","links":{"html":"https://skillfed.io/packages/clip-interrogator","md":"https://skillfed.io/packages/clip-interrogator.md","pypi":"https://pypi.org/project/clip-interrogator/"},"maintenance":{"status":"dormant"},"meta":{"latest_release":"2023-03-20","license_spdx":null,"license_treatment":"permissive","name":"clip-interrogator","python_support":"unspecified","summary":"Generate a prompt from an image"},"popularity":{"monthly_downloads":289175,"position":8004,"tier":"top_15000"},"security":{"n_vulnerabilities":0},"version":"0.6.0"}