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
Want to play What Would Rather on your Server? Invite the bot now!😏

What is this Bot? 👀 What You Would Rather? is a Guessing game where you guess one thing. Long Description short Take this example: You typed r!rather

丂ㄚ么乙ツ 2 Nov 17, 2021
Exports saved posts and comments on Reddit to a csv file.

reddit-saved-to-csv Exports saved posts and comments on Reddit to a csv file. Columns: ID, Name, Subreddit, Type, URL, NoSFW ID: Starts from 1 and inc

70 Jan 02, 2023
:snake: A simple library to fetch data from the iTunes Store API made for Python >= 3.5

itunespy itunespy is a simple library to fetch data from the iTunes Store API made for Python 3.5 and beyond. Important: Since version 1.6 itunespy no

Fran González 56 Dec 22, 2022
C Y B Ξ R UserBot is a project that simplifies the use of Telegram.

C Y B Ξ R USΞRBOT 🇦🇿 C Y B Ξ R UserBot is a project that simplifies the use of Telegram. All rights reserved. Automatic Setup Android: open Termux p

FVREED 4 Dec 07, 2022
🤖 Automated follow/unfollow bot for GitHub. Uses GitHub API. Written in python.

GitHub Follow Bot Table of Contents Disclaimer How to Use Install requirements Authenticate Get a GitHub Personal Access Token Add your GitHub usernam

João Correia 37 Dec 27, 2022
Changes the Telegram bio, profile picture, first and last name to the song that the user is currently listening to.

TGBIOFY - Telegram & Spotify integration Changes the Telegram bio, profile picture, first and last name to the song that the user is currently listeni

elpideus 26 Dec 07, 2022
Update your World of Warcraft AddOns hosted on GitHub

AddOns Update Tool Tool to update World of Warcraft AddOns hosted on GitHub Features Pure Python: only Dulwich and Colorlog Multithreaded tasks Manual

Mr. Alchemist 16 Dec 06, 2022
A Simple Telegram Inline Torrent Search Bot by @infotechIT

Torrent-Search-RoBot A Simple Telegram Inline Torrent Search Bot by @infotechIT. Torrent API Using api.infotech.wtf API Host Bot Deploy to Heroku Clic

InfoTech 0 May 05, 2022
Chronocalc - Calculates the dates and times when the sun or moon is in a given position in the sky

Chronocalc I wrote this script after I was busy updating my article on chronoloc

16 Dec 13, 2022
Telegram Bot that's allow you to play Video & Music on Telegram Group Video Chat

WAR MUSIC / VIDEO PLAYER Bot Bot Link: 🧪 Get SESSION_NAME from below: Pyrogram 🎭 Preview ✨ Features Music & Video stream support MultiChat support P

Abhishek singh 11 Dec 25, 2022
Github integration with Telegram

The Telegram bot myGit is your GiHub assistant. In your conversations with your team, you can simply insert the information about the projects you are working at.

Alexandru Buzescu 2 Jan 06, 2022
A Twitter bot developed in Python using the Tweepy library and hosted in AWS.

Twitter Cameroon: @atangana_aron A Twitter bot developed in Python using the Tweepy library and hosted in AWS. https://twitter.com/atangana_aron Cost

1 Jan 30, 2022
A discord.py code generator program. Compatible with both linux and windows.

Astro-Cord A discord.py code generator program. Compatible with both linux and windows. About This is a program made to make discord.py bot developmen

Astro Inc. 2 Dec 23, 2021
Due to changes to the discord API and discord.py being discontinued

Talia Due to changes to the discord API and discord.py being discontinued, Talia development has been halted permanently A customizable economy discor

2 Mar 08, 2022
alpaca-trade-api-python is a python library for the Alpaca Commission Free Trading API.

alpaca-trade-api-python is a python library for the Alpaca Commission Free Trading API. It allows rapid trading algo development easily, with support for both REST and streaming data interfaces

Alpaca 1.5k Jan 09, 2023
An automated, headless YouTube Uploader

An automated, headless YouTube Uploader Authors: Christian C., Moritz M., Luca S. Related Projects: YouTube Watcher, Twitch Compilation Creator, Neura

127 Dec 23, 2022
Open Source Discord bot with many cool features like Weather, Balance, Avatar, User, Server, RP-commands, Gif search, YouTube search, VK post search etc.

Сокобот Дискорд бот с открытым исходным кодом. Содержит в себе экономику, полезные команды (!аватар, !юзер, !сервер и тд.), рп-команды (!обнять, !глад

serverok 2 Jan 16, 2022
It's a discord.py simulator.

DiscordPySimulator It's a discord.py simulator. ⚠️ Things to fix Context As you may know, discord py commands provide the context as the first paramet

Juan Sebastián 11 Oct 24, 2022
Telegram Bot to store Posts and Documents and it can Access by Special Links.

File-sharing-Bot Telegram Bot to store Posts and Documents and it can Access by Special Links. I Guess This Will Be Usefull For Many People..... 😇 .

Code X Botz 1.2k Jan 08, 2023
A telegram bot to download mega.nz links. (made with pyrogram).

Mega Link Downloader Bot This is a telegram bot to download mega.nz links and return them as files/videos - Made by a 100% noob! (When I mean noob I r

171 Dec 27, 2022