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qdrant

qdrant /qdrant

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

UpdatedMar 19, 2025
Rust

serve

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

UpdatedMar 19, 2025
Python

weaviate

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

UpdatedMar 20, 2025
Go

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

UpdatedJan 23, 2024
Python

PaddleNLP

PaddlePaddle /PaddleNLP

👑 Easy-to-use and powerful NLP and LLM library with 🤗 Awesome model zoo, supporting wide-range of NLP tasks from research to industrial applications, including 🗂Text Classification, 🔍 Neural Search, ❓ Question Answering, ℹ️ Information Extraction, 📄 Document Intelligence, 💌 Sentiment Analysis etc.

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

UpdatedMar 20, 2025
Python

docarray

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

UpdatedMar 19, 2025
Python

dalle-flow

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

UpdatedMay 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

UpdatedMar 19, 2025
Jupyter Notebook

finetuner

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

UpdatedMar 11, 2024
Python

refinery

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

UpdatedDec 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

UpdatedFeb 17, 2024
Jupyter Notebook

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

UpdatedMar 9, 2025
C++

lantern

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

UpdatedDec 12, 2024
Rust

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

UpdatedJan 8, 2025
Python

vectordb

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

UpdatedMar 4, 2024
Python

examples

jina-ai /examples

Jina examples and demos to help you get started

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

UpdatedNov 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

UpdatedMar 14, 2025
Scala

aquila

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

UpdatedMay 6, 2024
HTML

raphaelsty /neural-cherche

Neural Search

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

UpdatedMar 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

UpdatedJun 1, 2024
Python

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