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Clip-Search

A search engine built using OpenAI's Clip model and FastAPI

Find the article for the code here

Features

  • Image Search
  • Reverse Image Search
  • Use old_app.py for brute force search
  • Use annoy_app.py for nearest neighbours search using Spotify's Annoy

Installation

To install the requirements use the following commands:

  • python3 -m pip install --upgrade pip
  • python3 -m pip install torch==1.7.1 torchvision==0.8.2 -f https://download.pytorch.org/whl/torch_stable.html
  • python3 -m pip install -r requirements.txt

TODO

  • Celery to run indexing job in background
  • A better DB to store millions of records(Redis or PostgreSQL)
  • PCA for reducing feature dimensions

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clip-search's Issues

Expected tensor for argument #1 'indices' to have scalar type Long; but got torch.FloatTensor instead (while checking arguments for embedding) Expected tensor for argument #1 'indices' to have scalar type Long; but got torch.FloatTensor instead

Error: Expected tensor for argument #1 'indices' to have scalar type Long; but got torch.FloatTensor instead (while checking arguments for embedding) Expected tensor for argument #1 'indices' to have scalar type Long; but got torch.FloatTensor instead

Line: 216
File: annoy_app.py
Python Version: 3.7.9 / 3.8
OS: Windows 10 LTSC / Ubuntu 20.04

Steps to reproduce:

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