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qdrant / qdrant

Qdrant - High-performance, massive-scale Vector Database and Vector Search Engine for the next generation of AI. Also available in the cloud https://cloud.qdrant.io/

search search-engine machine-learning neural-network nearest-neighbor-search image-search recommender-system search-engines similarity-search ai-search knn-algorithm mlops hnsw vector-search vector-database neural-search vector-search-engine embeddings-similarity ai-search-engine

Updated Sep 1, 2025
Rust

jina-ai / serve

☁️ Build multimodal AI applications with cloud-native stack

docker kubernetes machine-learning framework deep-learning microservice pipeline cncf grpc prometheus orchestration cloud-native jaeger multimodal mlops fastapi opentelemetry neural-search generative-ai llmops

Updated Mar 24, 2025
Python

weaviate / weaviate

Weaviate is an open-source vector database that stores both objects and vectors, allowing for the combination of vector search with structured filtering with the fault tolerance and scalability of a cloud-native database.

search-engine information-retrieval grpc nearest-neighbor-search semantic-search-engine image-search recommender-system vectors approximate-nearest-neighbor-search semantic-search similarity-search mlops hnsw weaviate vector-search vector-database neural-search vector-search-engine hybrid-search generative-search

Updated Sep 1, 2025
Go

PaddlePaddle / PaddleNLP

Easy-to-use and powerful LLM and SLM library with awesome model zoo.

nlp search-engine compression sentiment-analysis transformers information-extraction question-answering llama pretrained-models embedding bert semantic-analysis distributed-training ernie neural-search uie document-intelligence paddlenlp llm

Updated Sep 1, 2025
Python

clip-as-service

jina-ai / clip-as-service

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

deep-learning pytorch openai bert sentence2vec onnx cross-modality multi-modality image2vec sentence-encoding bert-as-service cross-modal-retrieval neural-search clip-model clip-as-service

Updated Jan 23, 2024
Python

docarray / docarray

Represent, send, store and search multimodal data

elasticsearch machine-learning deep-learning protobuf pytorch data-structures nearest-neighbor-search cross-modal multi-modal semantic-search multimodal nested-data weaviate dataclass pydantic fastapi neural-search qdrant docarray

Updated Jun 17, 2025
Python

jina-ai / dalle-flow

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

openai generative-art human-in-the-loop neural-search jina swinir dalle glid3 dalle-mega dalle-mini

Updated May 16, 2023
Python

embeddings-benchmark / mteb

MTEB: Massive Text Embedding Benchmark

benchmark information-retrieval retrieval text-classification clustering sts semantic-search reranking text-embedding sgpt neural-search sentence-transformers sbert multilingual-nlp bitext-mining mteb

Updated Sep 1, 2025
Python

jina-ai / finetuner

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

metric-learning transfer-learning pretrained-models bert triplet-loss siamese-network fine-tuning finetuning few-shot-learning negative-sampling similarity-learning neural-search jina openai-clip

Updated Mar 11, 2024
Python

code-kern-ai / refinery

The data scientist's open-source choice to scale, assess and maintain natural language data. Treat training data like a software artifact.

python nlp data-science machine-learning natural-language-processing deep-learning text-classification annotations transformers artificial-intelligence spacy supervised-learning labeling active-learning text-annotation human-in-the-loop labeling-tool data-labeling neural-search data-centric-ai

Updated Dec 9, 2024
Python

Muennighoff / sgpt

SGPT: GPT Sentence Embeddings for Semantic Search

information-retrieval retrieval gpt language-model semantic-search text-embedding sgpt sentence-embeddings neural-search large-language-models

Updated Feb 17, 2024
Jupyter Notebook

lanterndata / lantern

PostgreSQL vector database extension for building AI applications

search open-source postgres data-science machine-learning database ai vector postgresql embeddings nearest-neighbor-search ycombinator image-search ann approximate-nearest-neighbor-search knn mlops hnsw neural-search

Updated Dec 12, 2024
Rust

epsilla-cloud / vectordb

Epsilla is a high performance Vector Database Management System

infrastructure search-engine data-science data machine-learning database ai neural-network retrieval embeddings rag vector-search vector-database neural-search embeddings-similarity llms chatgpt

Updated Jun 6, 2025
C++

primeqa / primeqa

The prime repository for state-of-the-art Multilingual Question Answering research and development.

python nlp machine-learning natural-language-processing ai pytorch question-answering transfer-learning ibm language-model semantic-search squad bert dpr ibm-research-ai neural-information-retrieval neural-search

Updated Jan 8, 2025
Python

jina-ai / vectordb

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

sentence-embeddings vector-search vector-database neural-search embedding-similarity vector-database-embedding

Updated Mar 4, 2024
Python

jina-ai / examples

Jina examples and demos to help you get started

python nlp deep-learning examples tutorials onboarding semantic-search neural-search jina

Updated Nov 1, 2021
Python

alexklibisz / elastiknn

Elasticsearch plugin for nearest neighbor search. Store vectors and run similarity search using exact and approximate algorithms.

elasticsearch embeddings nearest-neighbor-search locality-sensitive-hashing lucene elasticsearch-plugin semantic-search similarity-search neural-search

Updated Aug 8, 2025
Scala

Aquila-Network / aquila

An easy to use Neural Search Engine. Index latent vectors along with JSON metadata and do efficient k-NN search.

search-engine information-retrieval retrieval nearest-neighbor-search knn-search image-search approximate-nearest-neighbor-search embedding information-retrieval-engine similarity-search video-search faiss aquila feature-vectors neural-information-retrieval vector-database neural-search similarity-searches

Updated May 6, 2024
HTML

raphaelsty / neural-cherche

Neural Search

google transformers stanford language-model semantic-search neural-search colbert splade sparseembed

Updated Mar 11, 2025
Python

raphaelsty / cherche

Neural Search

search nlp machine-learning natural-language-processing information-retrieval retrieval reader neural-networks question-answering semantic-search searching bm25 flashtext vector-search neural-search

Updated Jun 1, 2024
Python

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