Python client for Vektonn

Related tags

Third-party APIs Wrappersvektonn-client-python
Overview

Python client for Vektonn

CI version Supported Python Versions license

Installation

Install the latest version:

$ pip install vektonn

Install specific version:

$ pip install vektonn==1.2.3

Upgrade to the latest version:

$ pip install --upgrade vektonn

Usage

Having Vektonn running on localhost:8081 and configured for QuickStart examples one can access it with synchronous Python client:

from vektonn import Vektonn

vektonn_client = Vektonn('http://localhost:8081')

or asynchronous one:

from vektonn import VektonnAsync

vektonn_client_async = VektonnAsync('http://localhost:8081')

To upload data to Vektonn use upload() method:

from vektonn.dtos import AttributeDto, AttributeValueDto, InputDataPointDto, VectorDto

vektonn_client.upload(
    data_source_name='QuickStart.Source',
    data_source_version='1.0',
    input_data_points=[
        InputDataPointDto(
            attributes=[
                AttributeDto(key='id', value=AttributeValueDto(int64=1)),
                AttributeDto(key='payload', value=AttributeValueDto(string='sample data point')),
            ],
            vector=VectorDto(is_sparse=False, coordinates=[3.14, 2.71]))
    ])

To query Vektonn for k nearest data points to the given query_vector use search() method:

from vektonn.dtos import VectorDto, SearchQueryDto

k = 10
query_vector = VectorDto(is_sparse=False, coordinates=[1.2, 3.4])

search_results = vektonn_client.search(
    index_name='QuickStart.Index',
    index_version='1.0',
    search_query=SearchQueryDto(k=k, query_vectors=[query_vector]))

print(f'For query vector {query_vector.coordinates} {k} nearest data points are:')
for fdp in search_results[0].nearest_data_points:
    attrs = {x.key : x.value for x in fdp.attributes}
    distance, vector, dp_id, payload = fdp.distance, fdp.vector, attrs['id'].int64, attrs['payload'].string
    print(f' - "{payload}" with id = {dp_id}, vector = {vector.coordinates}, distance = {distance}')
You might also like...
Python Client for Instagram API

This project is not actively maintained. Proceed at your own risk! python-instagram A Python 2/3 client for the Instagram REST and Search APIs Install

Facebook Archive 2.9k Dec 30, 2022
The official Python client library for the Kite Connect trading APIs

The Kite Connect API Python client - v3 The official Python client for communicating with the Kite Connect API. Kite Connect is a set of REST-like API

Zerodha Technology 756 Jan 6, 2023
A Python Client for News API

newsapi-python A Python client for the News API. License Provided under MIT License by Matt Lisivick. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRAN

Matt Lisivick 281 Dec 29, 2022
SmartFile API Client (Python).
SmartFile API Client (Python).

A SmartFile Open Source project. Read more about how SmartFile uses and contributes to Open Source software. Summary This library includes two API cli

SmartFile 19 Jan 11, 2022
Python client for the Socrata Open Data API

sodapy sodapy is a python client for the Socrata Open Data API. Installation You can install with pip install sodapy. If you want to install from sour

Cristina 368 Dec 9, 2022
Python client for the Echo Nest API
Python client for the Echo Nest API

Pyechonest Tap into The Echo Nest's Musical Brain for the best music search, information, recommendations and remix tools on the web. Pyechonest is an

The Echo Nest 655 Dec 29, 2022
A Python Tumblr API v2 Client

PyTumblr Installation Install via pip: $ pip install pytumblr Install from source: $ git clone https://github.com/tumblr/pytumblr.git $ cd pytumblr $

Tumblr 677 Dec 21, 2022
A super awesome Twitter API client for Python.

birdy birdy is a super awesome Twitter API client for Python in just a little under 400 LOC. TL;DR Features Future proof dynamic API with full REST an

Inueni 259 Dec 28, 2022
Unirest in Python: Simplified, lightweight HTTP client library.

Unirest for Python Unirest is a set of lightweight HTTP libraries available in multiple languages, built and maintained by Mashape, who also maintain

Kong 432 Dec 21, 2022
Comments
  • Optimize DTOs json serialization

    Optimize DTOs json serialization

    test_perf_serialize run shows that VektonnBaseModel.json() is a huge bottleneck:

    ----------------------------- Captured stdout call -----------------------------
         28285893 function calls in 25.275 seconds

   Ordered by: internal time

   ncalls  tottime  percall  cumtime  percall filename:lineno(function)
   118351   15.430    0.000   21.607    0.000 dtos.py:17(json)
   118351    3.108    0.000    3.522    0.000 test_dtos_perf.py:55(to_idp_fast)
 12781908    2.509    0.000    2.509    0.000 {built-in method _abc._abc_instancecheck}
 12781908    2.122    0.000    4.630    0.000 abc.py:96(__instancecheck__)
   118351    0.691    0.000    0.691    0.000 {orjson.dumps}
   118351    0.414    0.000    0.414    0.000 {method 'tolist' of 'numpy.ndarray' objects}
   118351    0.189    0.000    0.552    0.000 typing.py:802(__getitem__)
   118351    0.130    0.000    0.317    0.000 typing.py:255(inner)
   236702    0.113    0.000    0.1[65](https://github.com/vektonn/vektonn-client-python/runs/5082861448?check_suite_focus=true#step:6:65)    0.000 <frozen importlib._bootstrap>:389(parent)
   118351    0.076    0.000    0.815    0.000 utils.py:13(orjson_dumps)
   23[67](https://github.com/vektonn/vektonn-client-python/runs/5082861448?check_suite_focus=true#step:6:67)02    0.075    0.000    0.104    0.000 typing.py:329(__hash__)
        1    0.071    0.071    3.605    3.605 test_dtos_perf.py:42(construct)
        1    0.063    0.063   21.671   21.671 test_dtos_perf.py:37(serialize)
   118351    0.059    0.000    0.083    0.000 typing.py:720(__hash__)
   355053    0.052    0.000    0.052    0.000 {built-in method builtins.hash}
   236[70](https://github.com/vektonn/vektonn-client-python/runs/5082861448?check_suite_focus=true#step:6:70)2    0.051    0.000    0.051    0.000 {method 'rpartition' of 'str' objects}
   11[83](https://github.com/vektonn/vektonn-client-python/runs/5082861448?check_suite_focus=true#step:6:83)51    0.047    0.000    0.047    0.000 {method 'decode' of 'bytes' objects}
   236702    0.027    0.000    0.027    0.000 {built-in method builtins.isinstance}
   118351    0.019    0.000    0.019    0.000 {built-in method builtins.len}
   118351    0.016    0.000    0.016    0.000 typing.py:1149(cast)
   118351    0.012    0.000    0.012    0.000 {method 'append' of 'list' objects}
        1    0.000    0.000    0.000    0.000 cProfile.py:133(__exit__)
        1    0.000    0.000    0.000    0.000 {method 'disable' of '_lsprof.Profiler' objects}
    help wanted 
    opened by AndrewKostousov 2
Releases(v0.7.1)

  • v0.7.1(Feb 25, 2022)

    • Speed up VektonnBaseModel.json() for Vector model (see #3)

    Full Changelog: https://github.com/vektonn/vektonn-client-python/compare/v0.7.0...v0.7.1

    Source code(tar.gz)
    Source code(zip)

  • v0.7.0(Feb 25, 2022)

    • Allow to specify request timeouts
    • Introduce retrieveVectors parameter to speed things up when there is no need in nearest vectors themselves

    Full Changelog: https://github.com/vektonn/vektonn-client-python/compare/v0.6.0...v0.7.0

    Source code(tar.gz)
    Source code(zip)

  • v0.6.0(Jan 19, 2022)

    What's Changed

    • Remove 'Dto' suffix form DTOs' names by @streamoverflow in https://github.com/vektonn/vektonn-client-python/pull/2

    New Contributors

    • @streamoverflow made their first contribution in https://github.com/vektonn/vektonn-client-python/pull/2

    Full Changelog: https://github.com/vektonn/vektonn-client-python/compare/v0.5.4...v0.6.0

    Source code(tar.gz)
    Source code(zip)

  • v0.5.4(Nov 23, 2021)

  • v0.5.3(Nov 23, 2021)

  • v0.5.2(Nov 23, 2021)

  • v0.5.1(Nov 23, 2021)

    • Support attribute values with floating-point numeric data type

    Full Changelog: https://github.com/vektonn/vektonn-client-python/compare/v0.5.0...v0.5.1

    Source code(tar.gz)
    Source code(zip)

  • v0.5.0(Nov 23, 2021)

Owner
Vektonn
An open source vector search solution
Vektonn
GitHub Repository
Fetch tracking numbers of Amazon orders, for the ease of the logistics.

Amazon-Tracking-Number Fetch tracking numbers of Amazon orders, for the ease of the logistics. Read Me First (How to use this code): Get Amazon "Items

Tony Yao 1 Nov 02, 2021
All in one Search Engine Scrapper for used by API or Python Module. It's Free!

All in one Search Engine Scrapper for used by API or Python Module. How to use: Video Documentation Senginta is All in one Search Engine Scrapper. Wit

33 Nov 21, 2022
A telegram bot to read RSS feeds

Telegram bot to fetch RSS feeds This is a telegram bot that fetches RSS feeds in regular intervals and send it to you. The feed sources can be added o

Santhosh Thottingal 14 Dec 15, 2022
Repositório para a Live Coding do dia 22/12/2021 sobre AWS Step Functions

DIO Live Step Functions - 22/12/2021 Serviços AWS utilizados AWS Step Functions AWS Lambda Amazon S3 Amazon Rekognition Amazon DynamoDB Amazon Cloudwa

Cassiano Ricardo de Oliveira Peres 5 Mar 01, 2022
Discord bot for playing blindfold chess.

Albin Discord bot for playing blindfold chess written in Python. Albin takes the moves from chat and pushes them on the board without showing it. TODO

8 Oct 14, 2022
Python-based Snapchat score booster using pyautogui module

Snapchat Snapscore Botter Python-based Snapchat score booster using pyautogui module. Click here to report bugs. Usage Download ZIP here and extract t

477 Dec 31, 2022
Ghostbuster - Eliminate dangling elastic IPs by performing analysis on your resources within all your AWS accounts

Table of Contents Table of Contents Ghostbuster The problem Project Features Ins

Assetnote 182 Dec 24, 2022
Python CMR is an easy to use wrapper to the NASA EOSDIS Common Metadata Repository API.

This repository is a copy of jddeal/python_cmr which is no longer maintained. It has been copied here with the permission of the original author for t

NASA 9 Nov 16, 2022
I was sick of having to hand my friends my phone, so I gave my Spotify some SMS features!

SMSpotifY Just a little tool so that my friends can text a phone number and add to my spotify queue for parties and such:) Features Roles / Access Con

Sara 2 Jan 17, 2022
An API wrapper for Discord written in Python.

HCord A fork of discord.py project. HCord is a modern, easy to use, feature-rich, and async ready API wrapper for Discord written in Python. Key Featu

HCord 0 Jul 30, 2022
A Script to automate fowarding all new messages from one/many channel(s) to another channel(s), without the forwarded tag.

Channel Auto Message Forward A script to automate fowarding all new messages from one/many channel(s) to another channel(s), without the forwarded tag

16 Oct 21, 2022
A Simple Telegram Bot By @AsmSafone to Download Files From Mega.nz and Upload It to Telegram

MegaDL-Bot A Simple Telegram Bot By @AsmSafone to Download Files From Mega.nz and Upload It to Telegram Features No Login Required All Mega.nz File Li

SAF ONE 92 Dec 02, 2022
Yes, it's true :revolving_hearts: This repository has 301 stars.

Yes, it's true! Inspired by a similar repository from @RealPeha, but implemented using a webhook on AWS Lambda and API Gateway, so it's serv

510 Dec 28, 2022
Box SDK for Python

Box Python SDK Installing Getting Started Authorization Server-to-Server Auth with JWT Traditional 3-legged OAuth2 Other Auth Options Usage Documentat

Box 371 Dec 29, 2022
Discord-disnake - This package allows to use disnake without changing the discord namespace

This package is a shim This module allows to use disnake using discord namespace. This is not an independent library. Installing Python 3.8 or higher

5 Dec 13, 2022
Evernote SDK for Python

Evernote SDK for Python Evernote API version 1.28 This SDK is intended for use with Python 2.X For Evernote's beta Python 3 SDK see https://github.com

Evernote 612 Dec 30, 2022
OGE-2022-na-Python - Solving problems in python for the OGE 2022

OGE-2022-na-Python Решение задачек на питоне для ОГЭ 2022 Тут разобраны разные в

Slava 0 Oct 14, 2022
聚合空间测绘搜索（Fofa,Zoomeye,Quake,Shodan,Censys,BinaryEdge）

#Search-Tools Search-Tools集合比较常见的网络空间探测引擎 Fofa,Zoomeye,Quake,Shodan,Censys,BinaryEdge 简单说明 ICO搜索目前只有Fofa,Shodan,Quake支持 代理设置是防止在API请求过于频繁，或者在实战中，好多红队打

311 Dec 16, 2022
A bot that is an updated & modified version of calvinnfernando's WebReg-Bot

WaitList-Bot A bot that is an updated & modified version of calvinnfernando's WebReg-Bot to automate getting into waitlisted classes in UCSD WebReg on

Issac In 1 Dec 01, 2022
Projeto com o objetivo de aprender o funcionamento de Consumo de APIs.

Consumindo API SuperHero Projeto com o objetivo de aprender o funcionamento de Consumo de APIs.

Deivisson Henrique 1 Dec 30, 2021