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
Dns-Client-Server - Dns Client Server For Python

Dns-client-server DNS Server: supporting all types of queries and replies. Shoul

Nishant Badgujar 1 Feb 15, 2022
Script for polybar to display and control media(not only Spotify) using DBus.

polybar-now-playing Script for polybar to display and control media(not only Spotify) using DBus Python script to display and control current playing

Dope Wizard 48 Dec 31, 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

511 Dec 30, 2022
Telegram File Renamer Bot

RENAMER_BOT Telegram File Renamer Bot Configs TG_BOT_TOKEN - Get bot token from @BotFather API_ID - From my.telegram.org API_HASH - From my.telegram.o

Lntechnical 37 Dec 27, 2022
Easy & powerful bot to check if your all Telegram bots are working or not

Easy & powerful bot to check if your all Telegram bots are working or not. This bot status bot updates every 105 minutes & runs for 24x7 hours.

35 Dec 30, 2022
Discord bot that plays cricket with the user

CricBot Table of content Commands Installation Game rules License Commands S.No Command Use 1. cric Open the home window. This command is not necessa

Raveesh Yadav 1 Nov 19, 2021
PyDottie is a version of Dottie.js written in Python 3.

PyDottie is a version of Dottie.js written in Python 3.

Jose Noriega 2 Nov 21, 2021
discord voice bot to stream radio

Radio-Id Bot (Discord Voice Bot) Radio-id-bot (Radio Indonesia) is a simple Discord Music Bot built with discord.py to play a radio from some Indonesi

Adi Fahmi 20 Sep 20, 2022
A simple python discord bot with commands for moderation and utility.

Discord Bot A simple python discord bot with commands for moderation, utility and fun. Moderation $kick user reason - Kick a user from the server

3 Jan 07, 2022
Slack bot for monitoring your Metaflow flows!

Metaflowbot - Slack Bot for your Metaflow flows! Metaflowbot makes it fun and easy to monitor your Metaflow runs, past and present. Imagine starting a

Outerbounds 21 Dec 07, 2022
A simple url uploader bot with permenent thumbnail support

URL-Uploader A simple url uploader bot with permenent thumbnail support Scrapped some code from @SpEcHIDe's AnyDLBot Repository Please fork this repos

Fayas Noushad 40 Nov 29, 2021
PyMusic Player is a music player written in python3.

PyMusic Player is a music player written in python3. It harvests r

PythonSerious 2 Jan 30, 2022
A simpler way to make forms, surveys, and reaction input using discord.py.

discord-ext-forms An easier way to make forms and surveys in discord.py. This module is a very simple way to ask questions and create complete forms i

thrizzle 16 Nov 06, 2022
Python client for Toyota North America service API

toyota-na Python client for Toyota North America service API Install pip install toyota-na[qt] [qt] is required for generating authorization code. Us

Gavin Ni 18 Sep 06, 2022
Dynamic Twitter banner, to show off your spotify status. Banner updated every 5 minutes.

Spotify Twitter Banner Dynamic Twitter banner, to show off your spotify status. Banner updated every 5 minutes. Installation and Usage Install the dep

Sunrit Jana 23 Jan 05, 2023
修改自SharpNoPSExec的基于python的横移工具 A Lateral Movement Tool Learned From SharpNoPSExec -- Twitter: @juliourena

PyNoPSExec A Lateral Movement Tool Learned From SharpNoPSExec -- Twitter: @juliourena 根据@juliourena大神的SharpNOPsExec项目改写的横向移动工具 Platform(平台): Windows 1

<a href=[email protected]"> 23 Nov 09, 2022
A user reconnaisance tool that extracts a target's information from Instagram, DockerHub & Github.

A user reconnaisance tool that extracts a target's information from Instagram, DockerHub & Github. Also searches for matching usernames on Github.

Richard Mwewa 127 Dec 22, 2022
Python version of PlaceNL's headless bot with automatic access token refresh

Reddit /r/place 2022 headless bot This headless Python bot will automatically login to reddit, obtain access tokens (and refreshes them when they expi

19 May 21, 2022
ImaginaryTicketing is a simple ticketing system for running CTF Competitions on discord.

ImaginaryTicketing ImaginaryTicketing is a simple ticketing system for running CTF Competitions on discord. Be sure to checkout ImaginaryCTF. See docs

GudOreos 8 Jul 18, 2022
scrape tiktok/douyin video list from specific user or keyword

get-tiktok-user-video-list scrape tiktok/douyin video list from specific user or keyword 以**https://www.douyin.com/user/MS4wLjABAAAAUpIowEL3ygUAahQB47

wanghaisheng 4 Jul 06, 2022