Discover jina-ai/jinaai-py Open Source project by Jina AI (@jina-ai)

🏄 Scalable embedding, reasoning, ranking for images and sentences with CLIP

20,716

clip-as-service

Convert any URL to an LLM-friendly input with a simple prefix https://r.jina.ai/

12,150

reader

🌊 A Human-in-the-Loop workflow for creating HD images from text

6,640

dalle-flow

Your Virtual Development Team

2,831

dev-gpt

⚡ Langchain apps in production using Jina & FastAPI

1,756

langchain-serve

🎯 Task-oriented embedding tuning for BERT, CLIP, etc.

1,601

finetuner

Agent techniques to augment your LLM and push it beyong its limits

1,455

thinkgpt

Set Your Goals, AI Achieves Them.

1,402

auto-gpt-web

Chain together LLMs for reasoning & orchestrate multiple large models for accomplishing complex tasks

749

agentchain

The data structure for unstructured data

583

docarray

A Python vector database you just need - no more, no less.

522

vectordb

Simplify deploying and managing Jina projects on Jina Cloud

519

jcloud

jina-video-chat

jinabox.js

A lightweight, customizable omnibox in Javascript, for use with a Jina backend.

JavaScript

219

annlite

⚡ A fast embedded library for approximate nearest neighbor search

An open-source cloud-native of large multi-modal models (LMMs) serving framework.

216

rungpt

FastAPI to the Cloud, Batteries Included! ☁️🔋🚀

147

fastapi-serve

An open-registry for hosting Jina executors via container images

139

jina-hub

Interactive UI for analyzing Jina logs, designing Flows and viewing Hub images

103

dashboard

Create and host retrieval plugins for ChatGPT in one click

100

GoldRetriever

Input text or image, get back matching image fashion results, using Jina, DocArray, and CLIP

example-multimodal-fashion-search

Streamlit component for Jina neural search

streamlit-jina

Jina V1 Official Documentation. For the latest one, please check out https://docs.jina.ai

docs

jinaai-js

executors

jerboa

jina-ai.github.io

Homepage of Jina AI Limited

HTML

example-meme-search

Meme search engine built with Jina neural search framework. Search with captions or image files to find matching memes.

App store search example, using Jina as backend and Streamlit as frontend

example-app-store

Web UI for docsQA. Main branch: https://jina-docqa-ui.netlify.app/

docsQA-ui

An example of building a speech to image generation pipeline with Jina, Whisper and StableDiffusion

example-speech-to-image

workshops

Python API for authentication, resource management with Hubble

jina-hubble-sdk

product-recommendation-redis-docarray

Find out job opportunities at Jina AI

career

executor-3d-encoder

An executor that wraps 3D mesh models and encodes 3D content documents to d-dimension vector.

Golang Client for Jina (https://github.com/jina-ai/jina)

client-go

benchmark

Benchmark environment and results of different versions of Jina.

Simple interface for building & validating Jina Hub executors.

action-hub-builder

inference-client

A production-ready, scalable Indexer for the Jina neural search framework, based on HNSW and PSQL

executor-hnsw-postgres

now

Cookiecutter template for a Jina project

cookiecutter-jina

simple-jina-examples

executor-simpleindexer

Simple Indexer

Encoder that embeds documents using either the CLIP vision encoder or the CLIP text encoder, depending on the content type of the document.

executor-clip-encoder

cloud-ops

Issues that don't fit under Jina's other repos!

good-first-issues

api

API schema of Jina command line interface exposed as JSON and YAML files.

HTML

inference-client-js

executor-text-transformers-dprreader-ranker

DPRReaderRanker

executor-video-loader

CLIPImageEncoder is an image encoder that wraps the image embedding functionality using the CLIP

executor-image-clip-encoder

This repository stores github actions templates as described https://docs.github.com/en/actions/learn-github-actions/sharing-workflows-with-your-organization

.github

GSoC

Google Summer of Code

example-wikipedia-recommendation

An example of graph embeddings for wikipedia page recommendations

An Indexer that works out-of-the-box when you have less than 100K stored Documents

executor-U100KIndexer

Heart mosaics of your GitHub contributors

devrel-heartmaker

**TransformerTorchEncoder** wraps the torch-version of transformers from huggingface. It encodes text data into dense vectors.

executor-text-transformers-torch-encoder

Summarize all Executor patterns for Hubble

executor-cases

Jina executor package normalizer

executor-normalizer

deprecated, use `jina-hubble-sdk`

auth

A collection of shared function for Jina Executor

jina-commons

tutorial-notebooks

jina-paddle-hackathon

极纳 x 百度飞桨黑客马拉松

An executor that performs standard pre-processing and normalization on images.

executor-image-preprocessor

Support repo for Jina X Hackathon - Sep 2020

jina-hackathon

executor-featurehasher

FeatureHasher

Jina Embedding Models on AWS SageMaker

jina-sagemaker

A collection of stress tests of Jina infrastructure

stress-test

executor-image-clip-classifier

**TransformerQAExecutor* wraps a question-answering model from huggingface and return relevant answers given questions and contexts/paragraphs.

executor-text-transformerqa

executor-faissindexer

hub-integration

Integration test for hub

example-audio-search

This is an example of building a video QA with jina

example-video-qa

Management of Jina on remote

jinad

Indexer Executors for Jina

executor-indexers

Encode text into embeddings using the DPR model.

executor-text-dpr-encoder

Unmaintained examples for Jina

legacy-examples

Executor for the pre-trained clip model. https://openai.com/blog/clip/

executor-clip-image

executor-weaviate-indexer

executor-doc2query

executor-image-paddle-encoder

jupyter-notebooks

executor-evaluator-ranking

executor-yolov5

executor-lightgbm-ranker

Module for deploying JinaD on AWS

terraform-jina-jinad-aws

HCL

encoder-image-torch

The ImageTorchEncoder encodes Document content from a ndarray to an d-dimensional vector.

Encode text into embeddings using the CLIP model.

example-odqa

Roff

executor-text-clip-encoder

Monorepo for JinaJS and frontend projects

jina-ui

Wraps the AudioCLIP model for generating embeddings for audio data for the Jina framework

executor-audio-clip-encoder

**MatchMerger** Merges the results of shards by appending all matches.

executor-matchmerger

executor-image-niireader

Executor that reads, resizes, crops and normalizes images.

executor-image-normalizer

executor-vgg-audio-encoder

An executor to encode images using comparable hashing techniques. Useful for duplicate detection

100

executor-image-hasher