Knowledge Oriented Programming Language

Related tags

Text Data & NLPKoPL
Overview

KoPL: 面向知识的推理问答编程语言

安装 | 快速开始 | 文档

KoPL全称 Knowledge oriented Programing Language, 是一个为复杂推理问答而设计的编程语言。我们可以将自然语言问题表示为由基本函数组合而成的KoPL程序,程序运行的结果就是问题的答案。目前,KoPL的27个基本函数覆盖对多种知识元素(如概念、实体、关系、属性、修饰符等)的操作,并支持多种问题类型(如计数、事实验证、比较等)的查询。KoPL提供透明的复杂问题推理过程,易于理解和使用。KoPL面向知识库、文本等不同形式的知识资源,可扩展性强。

下面的代码演示了如何使用Python代码,实现对一个自然语言问题的推理问答。

from kopl.kopl import KoPLEngine
from kopl.test.test_example import example_kb

engine = KoPLEngine(example_kb) # 创建可以在example_kb这个知识库上进行操作的engine示例

# 查询问题:Who is taller, LeBron James Jr. or his father?
ans = engine.SelectBetween( # 在两个实体中,查询'height'更大的实体
  engine.Find('LeBron James Jr.'), # 找到实体'LeBron James Jr'
  engine.Relate( # 找到与'LeBron James Jr'的'father
    engine.Find('LeBron James Jr.'), # 找到实体'LeBron James Jr'
    'father', # 关系标签
    'forward' # ’forward‘代表'LeBron James Jr'为头实体
  ),
  'height', # 属性标签
  'greater' # 查询属性值更大的实体
)

print(ans) # ans是实体名字列表

在这个示例里,我们查询LeBron James Jr.和他的父亲谁更高,KoPL程序给出了正确的答案: LeBron James!

安装

KoPL支持Linux (e.g., Ubuntu/CentOS),macOS,Windows。

其依赖为:

  • python >= 3.6

  • tqdm >= 4.62

KoPL提供pip安装, 下面将展示Ubuntu的安装命令:

  $ pip install KoPL

运行下面的代码

import kopl

from kopl.test.test_example import *

run_test()

如果测试运行成功,恭喜您已经安装成功。

快速开始

您可以准备自己的知识库,使用KoPL实现推理问答。知识库的格式请参考 知识库。 更多使用KoPL程序进行的简单问答请参考 简单问答,复杂问答请参考 复杂问答

您也可以使用我们为您提供的查询服务,快速开启KoPL之旅。

文档

我们为您提供了KoPL文档,详细介绍了KoPL面向的知识元素,KoPL的基本函数,KoPL引擎的API。

Owner
THU-KEG
THU-KEG
Official implementation of MLP Singer: Towards Rapid Parallel Korean Singing Voice Synthesis

MLP Singer Official implementation of MLP Singer: Towards Rapid Parallel Korean Singing Voice Synthesis. Audio samples are available on our demo page.

Neosapience 103 Dec 23, 2022
LSTM model - IMDB review sentiment analysis

NLP - Movie review sentiment analysis The colab notebook contains the code for building a LSTM Recurrent Neural Network that gives 87-88% accuracy on

Sundeep Bhimireddy 1 Jan 29, 2022
A highly sophisticated sequence-to-sequence model for code generation

CoderX A proof-of-concept AI system by Graham Neubig (June 30, 2021). About CoderX CoderX is a retrieval-based code generation AI system reminiscent o

Graham Neubig 39 Aug 03, 2021
Persian-lexicon - A lexicon of 70K unique Persian (Farsi) words

Persian Lexicon This repo uses Uppsala Persian Corpus (UPC) to construct a lexic

Saman Vaisipour 7 Apr 01, 2022
Baseline code for Korean open domain question answering(ODQA)

Open-Domain Question Answering(ODQA)는 다양한 주제에 대한 문서 집합으로부터 자연어 질의에 대한 답변을 찾아오는 task입니다. 이때 사용자 질의에 답변하기 위해 주어지는 지문이 따로 존재하지 않습니다. 따라서 사전에 구축되어있는 Knowl

VUMBLEB 69 Nov 04, 2022
Arabic speech recognition, classification and text-to-speech.

klaam Arabic speech recognition, classification and text-to-speech using many advanced models like wave2vec and fastspeech2. This repository allows tr

ARBML 177 Dec 27, 2022
Tutorial to pretrain & fine-tune a 🤗 Flax T5 model on a TPUv3-8 with GCP

Pretrain and Fine-tune a T5 model with Flax on GCP This tutorial details how pretrain and fine-tune a FlaxT5 model from HuggingFace using a TPU VM ava

Gabriele Sarti 41 Nov 18, 2022
This is the library for the Unbounded Interleaved-State Recurrent Neural Network (UIS-RNN) algorithm, corresponding to the paper Fully Supervised Speaker Diarization.

UIS-RNN Overview This is the library for the Unbounded Interleaved-State Recurrent Neural Network (UIS-RNN) algorithm. UIS-RNN solves the problem of s

Google 1.4k Dec 28, 2022
spaCy-wrap: For Wrapping fine-tuned transformers in spaCy pipelines

spaCy-wrap: For Wrapping fine-tuned transformers in spaCy pipelines spaCy-wrap is minimal library intended for wrapping fine-tuned transformers from t

Kenneth Enevoldsen 32 Dec 29, 2022
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
open-information-extraction-system, build open-knowledge-graph(SPO, subject-predicate-object) by pyltp(version==3.4.0)

中文开放信息抽取系统, open-information-extraction-system, build open-knowledge-graph(SPO, subject-predicate-object) by pyltp(version==3.4.0)

7 Nov 02, 2022
Simple telegram bot to convert files into direct download link.you can use telegram as a file server 🪁

TGCLOUD 🪁 Simple telegram bot to convert files into direct download link.you can use telegram as a file server 🪁 Features Easy to Deploy Heroku Supp

Mr.Acid dev 6 Oct 18, 2022
Codes for processing meeting summarization datasets AMI and ICSI.

Meeting Summarization Dataset Meeting plays an essential part in our daily life, which allows us to share information and collaborate with others. Wit

xcfeng 39 Dec 14, 2022
A simple implementation of N-gram language model.

About A simple implementation of N-gram language model. Requirements numpy Data preparation Corpus Training data for the N-gram model, a text file lik

4 Nov 24, 2021
ConvBERT-Prod

ConvBERT 目录 0. 仓库结构 1. 简介 2. 数据集和复现精度 3. 准备数据与环境 3.1 准备环境 3.2 准备数据 3.3 准备模型 4. 开始使用 4.1 模型训练 4.2 模型评估 4.3 模型预测 5. 模型推理部署 5.1 基于Inference的推理 5.2 基于Serv

yujun 7 Apr 08, 2022
Extract rooms type, door, neibour rooms, rooms corners nad bounding boxes, and generate graph from rplan dataset

Housegan-data-reader House-GAN++ (data-reader) Code and instructions for converting rplan dataset (raster images) to housegan++ data format. House-GAN

Sepid Hosseini 13 Nov 24, 2022
Transfer Learning from Speaker Verification to Multispeaker Text-To-Speech Synthesis (SV2TTS)

This repository is an implementation of Transfer Learning from Speaker Verification to Multispeaker Text-To-Speech Synthesis (SV2TTS) with a vocoder that works in real-time. Feel free to check my the

Corentin Jemine 38.5k Jan 03, 2023
This repository serves as a place to document a toy attempt on how to create a generative text model in Catalan, based on GPT-2

GPT-2 Catalan playground and scripts to train a GPT-2 model either from scrath or from another pretrained model.

Laura 1 Jan 28, 2022
Translators - is a library which aims to bring free, multiple, enjoyable translation to individuals and students in Python

Translators - is a library which aims to bring free, multiple, enjoyable translation to individuals and students in Python

UlionTse 907 Dec 27, 2022
Flexible interface for high-performance research using SOTA Transformers leveraging Pytorch Lightning, Transformers, and Hydra.

Flexible interface for high performance research using SOTA Transformers leveraging Pytorch Lightning, Transformers, and Hydra. What is Lightning Tran

Pytorch Lightning 581 Dec 21, 2022