txtai: Build AI-powered semantic search applications in Go

Related tags

Text Data & NLPsearchnlpgolangmachine-learningtxtai
Overview

txtai: Build AI-powered semantic search applications in Go

Version GitHub Release Date GitHub issues GitHub last commit

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

This repository contains Go bindings for the txtai API. Full txtai functionality is supported.

Installation

txtai.go can be installed as follows:

go get -u github.com/neuml/txtai.go

Alternatively, adding the following import within a module will also download txtai.go

import "github.com/neuml/txtai.go"

Examples

The examples directory has a series of examples that give an overview of txtai. See the list of examples below.

Example Description
Introducing txtai Overview of the functionality provided by txtai
Extractive QA with txtai Extractive question-answering with txtai
Labeling with zero-shot classification Labeling with zero-shot classification
Pipelines and workflows Pipelines and workflows

txtai.go connects to a txtai api instance. See this link for details on how to start a new api instance.

Once an api instance is running, do the following to run the examples.

git clone https://github.com/neuml/txtai.go
cd txtai.go/examples
make embeddings|extractor|labels|pipelines
You might also like...
Python powered crossword generator with database with 20k+ polish words

crossword_generator Generate simple crossword puzzle from words and definitions fetched from krzyลผowki.edu.pl endpoints -/ string:word - returns js

null 0 Jan 4, 2022
Journey is a NLP-Powered Developer assistant

Journey Journey is a NLP-Powered Developer assistant Using on the powerful Natural Language Processing library Mindmeld, this projects aims to assist

Christian Eilers 21 Dec 11, 2022
AI-powered literature discovery and review engine for medical/scientific papers
AI-powered literature discovery and review engine for medical/scientific papers

AI-powered literature discovery and review engine for medical/scientific papers paperai is an AI-powered literature discovery and review engine for me

NeuML 819 Dec 30, 2022
๐ŸŒ Translation microservice powered by AI

Dot Translate ๐ŸŒ A microservice for quick and local translation using A.I. This service starts a local webserver used for neural machine translation.

Dot HQ 48 Nov 22, 2022
Develop open-source Python Arabic NLP libraries that the Arab world will easily use in all Natural Language Processing applications

Develop open-source Python Arabic NLP libraries that the Arab world will easily use in all Natural Language Processing applications

BADER ALABDAN 2 Oct 22, 2022
Colibri core is an NLP tool as well as a C++ and Python library for working with basic linguistic constructions such as n-grams and skipgrams (i.e patterns with one or more gaps, either of fixed or dynamic size) in a quick and memory-efficient way. At the core is the tool ``colibri-patternmodeller`` whi ch allows you to build, view, manipulate and query pattern models.

Colibri Core by Maarten van Gompel, [email protected], Radboud University Nijmegen Licensed under GPLv3 (See http://www.gnu.org/licenses/gpl-3.0.html

Maarten van Gompel 122 Nov 17, 2022
Build Text Rerankers with Deep Language Models

Reranker is a lightweight, effective and efficient package for training and deploying deep languge model reranker in information retrieval (IR), question answering (QA) and many other natural language processing (NLP) pipelines. The training procedure follows our ECIR paper Rethink Training of BERT Rerankers in Multi-Stage Retrieval Pipeline using a localized constrastive esimation (LCE) loss.

Luyu Gao 140 Dec 6, 2022
open-information-extraction-system, build open-knowledge-graph(SPO, subject-predicate-object) by pyltp(version==3.4.0)

ไธญๆ–‡ๅผ€ๆ”พไฟกๆฏๆŠฝๅ–็ณป็ปŸ, open-information-extraction-system, build open-knowledge-graph(SPO, subject-predicate-object) by pyltp(version==3.4.0)

null 7 Nov 2, 2022
A tool helps build a talk preview image by combining the given background image and talk event description

talk-preview-img-builder A tool helps build a talk preview image by combining the given background image and talk event description Installation and U

PyCon Taiwan 4 Aug 20, 2022
Releases(v5.2.0)
Owner
NeuML
Applying machine learning to solve everyday problems
NeuML
GitHub Repository
aMLP Transformer Model for Japanese

aMLP-japanese Japanese aMLP Pretrained Model aMLPใจใฏใ€Liu, Daiใ‚‰ใŒๆๆกˆใ™ใ‚‹ใ€Transformerใƒขใƒ‡ใƒซใงใ™ใ€‚ ใ–ใฃใใ‚Šใจใ„ใ†ใจใ€BERTใฎไปฃใ‚ใ‚Šใซไฝฟใˆใฆใ€ใ‚ˆใ‚Šๆ€ง่ƒฝใฎ่‰ฏใ„ใƒขใƒ‡ใƒซใงใ™ใ€‚ ่ฉณใ—ใ„่งฃ่ชฌใฏใ€ใ“ใกใ‚‰ใฎ่จ˜ไบ‹ใชใฉใ‚’ๅ‚่€ƒใซใ—ใฆใใ ใ•ใ„ใ€‚ ใ“ใฎ

tanreinama 13 Aug 11, 2022
Code for paper "Which Training Methods for GANs do actually Converge? (ICML 2018)"

GAN stability This repository contains the experiments in the supplementary material for the paper Which Training Methods for GANs do actually Converg

Lars Mescheder 884 Nov 11, 2022
Syntax-aware Multi-spans Generation for Reading Comprehension (TASLP 2022)

SyntaxGen Syntax-aware Multi-spans Generation for Reading Comprehension (TASLP 2022) In this repo, we upload all the scripts for this work. Due to siz

Zhuosheng Zhang 3 Jun 13, 2022
Web Scraping, Document Deduplication & GPT-2 Fine-tuning with a newly created scam dataset.

Web Scraping, Document Deduplication & GPT-2 Fine-tuning with a newly created scam dataset.

18 Nov 28, 2022
Spokestack is a library that allows a user to easily incorporate a voice interface into any Python application with a focus on embedded systems.

Welcome to Spokestack Python! This library is intended for developing voice interfaces in Python. This can include anything from Raspberry Pi applicat

Spokestack 133 Sep 20, 2022
Task-based datasets, preprocessing, and evaluation for sequence models.

SeqIO: Task-based datasets, preprocessing, and evaluation for sequence models. SeqIO is a library for processing sequential data to be fed into downst

Google 290 Dec 26, 2022
Yet Another Compiler Visualizer

yacv: Yet Another Compiler Visualizer yacv is a tool for visualizing various aspects of typical LL(1) and LR parsers. Check out demo on YouTube to see

Ashutosh Sathe 129 Dec 17, 2022
A collection of Korean Text Datasets ready to use using Tensorflow-Datasets.

tfds-korean A collection of Korean Text Datasets ready to use using Tensorflow-Datasets. TensorFlow-Datasets๋ฅผ ์ด์šฉํ•œ ํ•œ๊ตญ์–ด/ํ•œ๊ธ€ ๋ฐ์ดํ„ฐ์…‹ ๋ชจ์Œ์ž…๋‹ˆ๋‹ค. Dataset Catalog |

Jeong Ukjae 20 Jul 11, 2022
Weird Sort-and-Compress Thing

Weird Sort-and-Compress Thing A weird integer sorting + compression algorithm inspired by a conversation with Luthingx (it probably already exists by

Douglas 1 Jan 03, 2022
Poetry PEP 517 Build Backend & Core Utilities

Poetry Core A PEP 517 build backend implementation developed for Poetry. This project is intended to be a light weight, fully compliant, self-containe

Poetry 293 Jan 02, 2023
Snowball compiler and stemming algorithms

Snowball is a small string processing language for creating stemming algorithms for use in Information Retrieval, plus a collection of stemming algori

Snowball Stemming language and algorithms 613 Jan 07, 2023
PyWorld3 is a Python implementation of the World3 model

The World3 model revisited in Python Install & Hello World3 How to tune your own simulation Licence How to cite PyWorld3 with Bibtex References & ackn

Charles Vanwynsberghe 248 Dec 14, 2022
Just a basic Telegram AI chat bot written in Python using Pyrogram.

Nikko ChatBot Just a basic Telegram AI chat bot written in Python using Pyrogram. Requirements Python 3.7 or higher. A bot token. Installation $ https

ส€แด‡xษชษดแด€แดขแดส€ 2 Oct 21, 2022
pyupbit ๋ผ์ด๋ธŒ๋Ÿฌ๋ฆฌ๋ฅผ ํ™œ์šฉํ•˜์—ฌ upbit์—์„œ ๋น„ํŠธ์ฝ”์ธ์„ ์ž๋™๋งค๋งคํ•˜๋Š” ์ฝ”๋“œ์ž…๋‹ˆ๋‹ค. ์กฐ์ฝ”๋”ฉ ์œ ํŠœ๋ธŒ ์ฑ„๋„์—์„œ ์ž์„ธํ•œ ๊ฐ•์˜ ์˜์ƒ์„ ๋ณด์‹ค ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.

ํŒŒ์ด์ฌ ๋น„ํŠธ์ฝ”์ธ ํˆฌ์ž ์ž๋™ํ™” ๊ฐ•์˜ ์ฝ”๋“œ by ์œ ํŠœ๋ธŒ ์กฐ์ฝ”๋”ฉ ์ฑ„๋„ pyupbit ๋ผ์ด๋ธŒ๋Ÿฌ๋ฆฌ๋ฅผ ํ™œ์šฉํ•˜์—ฌ upbit ๊ฑฐ๋ž˜์†Œ์—์„œ ๋น„ํŠธ์ฝ”์ธ ์ž๋™๋งค๋งค๋ฅผ ํ•˜๋Š” ์ฝ”๋“œ์ž…๋‹ˆ๋‹ค. ํŒŒ์ผ ๊ตฌ์„ฑ test.py : ์ž”๊ณ  ์กฐํšŒ (1๊ฐ•) backtest.py : ๋ฐฑํ…Œ์ŠคํŒ… ์ฝ”๋“œ (2๊ฐ•) bestK.p

์กฐ์ฝ”๋”ฉ JoCoding 186 Dec 29, 2022
Summarization module based on KoBART

KoBART-summarization Install KoBART pip install git+https://github.com/SKT-AI/KoBART#egg=kobart Requirements pytorch==1.7.0 transformers==4.0.0 pytor

seujung hwan, Jung 148 Dec 28, 2022
Chinese Grammatical Error Diagnosis

nlp-CGED Chinese Grammatical Error Diagnosis ไธญๆ–‡่ฏญๆณ•็บ ้”™็ ”็ฉถ ๅŸบไบŽๅบๅˆ—ๆ ‡ๆณจ็š„ๆ–นๆณ• ๆ‰€้œ€็Žฏๅขƒ Python==3.6 tensorflow==1.14.0 keras==2.3.1 bert4keras==0.10.6 ็ฌ”่€…ไฝฟ็”จไบ†ๅผ€ๆบ็š„bert4keras

12 Nov 25, 2022
Machine learning classifiers to predict American Sign Language .

ASL-Classifiers American Sign Language (ASL) is a natural language that serves as the predominant sign language of Deaf communities in the United Stat

Tarek idrees 0 Feb 08, 2022
This repository contains the code for EMNLP-2021 paper "Word-Level Coreference Resolution"

Word-Level Coreference Resolution This is a repository with the code to reproduce the experiments described in the paper of the same name, which was a

79 Dec 27, 2022
BERTAC (BERT-style transformer-based language model with Adversarially pretrained Convolutional neural network)

BERTAC (BERT-style transformer-based language model with Adversarially pretrained Convolutional neural network) BERTAC is a framework that combines a

6 Jan 24, 2022
Predicting the usefulness of reviews given the review text and metadata surrounding the reviews.

Predicting Yelp Review Quality Table of Contents Introduction Motivation Goal and Central Questions The Data Data Storage and ETL EDA Data Pipeline Da

Jeff Johannsen 3 Nov 27, 2022