A simple tool for searching images inside a local folder with text/image input using CLIP

Related tags

Searchclip-search
Overview

clip-search

(WIP) A simple tool for searching images inside a local folder with text/image input using CLIP

git 10 results for "a blonde woman" in a folder of 30k randomly generated faces

Installation

Install PyTorch with GPU support if you want to use GPU
Initially encoding images might run faster with GPU, but from limited testing it seems like searching with a saved dictionary might be faster on cpu.

git clone https://github.com/kanttouchthis/clip-search.git
cd clip-search
git clone https://github.com/openai/CLIP.git
pip install -r CLIP/requirements.txt

Usage

Basic Usage:

#Any amount/combination of text/image prompts is possible
#Copy 5 results for the text search "a car" to the results folder (and initiate dictionary if it doesn't exist)
python clip_search.py -f path/to/image/folder -r 5 -c -cr -t "a car"

#Return 10 results for image.png and "a car" each using dictionary dict.pt, without copying the images (only return names)
python clip_search.py -f path/to/image/folder -r 10 -d dict.pt -t "a car" -i image.png
usage: clip_search.py [-h] [-t TEXTS [TEXTS ...]] [-i IMAGES [IMAGES ...]] [-r RESULTS] [-se SAVE_EVERY] [-f FOLDER] [-d DICT] [-de DEVICE] [-fo FORMAT] [-cf COPY_FOLDER] [-in] [-c] [-cr]

(WIP) A simple tool for searching images inside a local folder with text/image input using CLIP

optional arguments:
  -h, --help            show this help message and exit
  -t TEXTS [TEXTS ...], --texts TEXTS [TEXTS ...]
                        Texts to search for: "a house" "an old man"
  -i IMAGES [IMAGES ...], --images IMAGES [IMAGES ...]
                        Images to search for: "/path/to/img1.jpg" "path/to/img2.jpg"
  -r RESULTS, --results RESULTS
                        Number of search results to return. Default: 5
  -se SAVE_EVERY, --save_every SAVE_EVERY
                        Dictionary save frequency. Default: 1000
  -f FOLDER, --folder FOLDER
                        Folder to scan. Default: images
  -d DICT, --dict DICT  Stored dictionary file
  -de DEVICE, --device DEVICE
                        Device to use ("cuda" or "cpu"). Default: cuda if available
  -fo FORMAT, --format FORMAT
                        Text search formatting. Default="a picture of {text prompt}"
  -cf COPY_FOLDER, --copy_folder COPY_FOLDER
                        Results folder. Default: results
  -in, --initiate       Initiate new dictionary (overwrite)
  -c, --copy            Copy images to results folder
  -cr, --copy_remove    Remove old results from folder

Google Project: Search and auto-complete sentences within given input text files, manipulating data with complex data-structures.

Auto-Complete Google Project In this project there is an implementation for one feature of Google's search engines - AutoComplete. Autocomplete, or wo

Hadassah Engel 10 Jun 20, 2022
Google Search Engine Results Pages (SERP) in locally, no API key, no signup required

Local SERP Google Search Engine Results Pages (SERP) in locally, no API key, no signup required Make sure the chromedriver and required package are in

theblackcat102 4 Jun 29, 2021
A web search server for ParlAI, including Blenderbot2.

Description A web search server for ParlAI, including Blenderbot2. Querying the server: The server reacting correctly: Uses html2text to strip the mar

Jules Gagnon-Marchand 119 Jan 06, 2023
Deep Image Search - AI-Based Image Search Engine

Deep Image Search is an AI-based image search engine that includes deep transfer learning features Extraction and tree-based vectorized search technique.

144 Jan 05, 2023
Pysolr — Python Solr client

pysolr pysolr is a lightweight Python client for Apache Solr. It provides an interface that queries the server and returns results based on the query.

Haystack Search 626 Dec 01, 2022
Yet another googlesearch - A Python library for executing intelligent, realistic-looking, and tunable Google searches.

yagooglesearch - Yet another googlesearch Overview yagooglesearch is a Python library for executing intelligent, realistic-looking, and tunable Google

115 Dec 29, 2022
txtai executes machine-learning workflows to transform data and build AI-powered semantic search applications.

txtai executes machine-learning workflows to transform data and build AI-powered semantic search applications.

NeuML 3.1k Dec 31, 2022
This project is a sample demo of Arxiv search related to AI/ML Papers built using Streamlit, sentence-transformers and Faiss.

This project is a sample demo of Arxiv search related to AI/ML Papers built using Streamlit, sentence-transformers and Faiss.

Karn Deb 49 Oct 30, 2022
Search emails from a domain through search engines

EmailFinder - search emails through Search Engines

Josué Encinar 155 Dec 30, 2022
Free and Open, Distributed, RESTful Search Engine

Elasticsearch Elasticsearch is the distributed, RESTful search and analytics engine at the heart of the Elastic Stack. You can use Elasticsearch to st

elastic 62.4k Jan 08, 2023
Searches for MAC addresses in a text file of a Cisco "show IP arp" in any address format

show-ip-arp-mac-lookup Searches for MAC addresses in a text file of a Cisco "show IP arp" in any address format What it does: Takes a text file with t

Stew Alexander 0 Dec 24, 2022
Pythonic Lucene - A simplified python impelementaiton of Apache Lucene

A simplified python impelementaiton of Apache Lucene, mabye helps to understand how an enterprise search engine really works.

Mahdi Sadeghzadeh Ghamsary 2 Sep 12, 2022
A fast, efficiency python package for searching and getting search results with many different search engines

search A fast, efficiency python package for searching and getting search results with many different search engines. Installation To install the pack

Neurs 0 Oct 06, 2022
Inverted index creation and query search mechanism on Wikipedia pages.

WikiPedia Search Engine Step 1 : Installing Requirements Install "stemming" module for python using pip. Step 2 : Parsing the Data To parse the data,

Piyush Atri 1 Nov 27, 2021
A play store search application programming interface ( API )

Play-Store-API A play store search application programming interface ( API ) Made with Python3

Fayas Noushad 8 Oct 21, 2022
A simple tool for searching images inside a local folder with text/image input using CLIP

clip-search (WIP) A simple tool for searching images inside a local folder with text/image input using CLIP 10 results for "a blonde woman" in a folde

5 Dec 25, 2022
Senginta is All in one Search Engine Scrapper for used by API or Python Module. It's Free!

Senginta is All in one Search Engine Scrapper. With traditional scrapping, Senginta can be powerful to get result from any Search Engine, and convert to Json. Now support only for Google Product Sear

33 Nov 21, 2022
Es-schema - Common Data Schemas for Elasticsearch

Common Data Schemas for Elasticsearch The Common Data Schema for Elasticsearch i

Tim Schnell 2 Jan 25, 2022
User-friendly, tiny source code searcher written by pure Python.

User-friendly, tiny source code searcher written in pure Python. Example Usages Cat is equivalent in the regular expression as '^Cat$' bor class Cat

Furkan Onder 106 Nov 02, 2022
Python Elasticsearch handler for the standard python logging framework

Python Elasticsearch Log handler This library provides an Elasticsearch logging appender compatible with the python standard logging library. This lib

Mohammed Mousa 0 Dec 08, 2021