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
Import Notion Tasks to

Notion-to-Google-Calendar (1 way) Import Notion Tasks to Google Calendar NO MORE UPDATES WILL BE MADE TO THIS REPO. Attention has been put on a 2-way

12 Aug 11, 2022
A Python wrapper for the DeepL API

deepl.py A Python wrapper for the DeepL API installing Install and update using pip: pip install deepl.py A simple example. # Sync Sample import deep

grarich 18 Dec 12, 2022
A simple fun discord bot using discord.py that can post memes

A simple fun discord bot using discord.py * * Commands $commands - to see all commands $meme - for a random meme from the internet $cry - to make the

Dice Flip 2 Dec 20, 2021
Bot made by BLACKSTORM[BM] Contact Us - t.me/BLACKSTORM18

ᴡʜᴀᴛ ɪs ᴊᴀʀᴠɪs sᴇᴄᴜʀɪᴛʏ ʙᴏᴛ ᴊᴀʀᴠɪs ʙᴏᴛ ɪs ᴛᴇʟᴇɢʀᴀᴍ ɢʀᴏᴜᴘ ᴍᴀɴᴀɢᴇʀ ʙᴏᴛ ᴡɪᴛʜ ᴍᴀɴʏ ғᴇᴀᴛᴜʀᴇs. ᴛʜɪs ʙᴏᴛ ʜᴇʟᴘs ʏᴏᴜ ᴛᴏ ᴍᴀɴᴀɢᴇ ʏᴏᴜʀ ɢʀᴏᴜᴘs ᴇᴀsɪʟʏ. ᴏʀɪɢɪɴᴀʟʟʏ ᴀ

1 Dec 11, 2021
A multi-purpose Discord bot with simple moderation commands, reaction roles, reminders, and much more!

Nokari This is the rewrite of Nokari. There are still a lot of things to be done. I'm still working on the internal logic, so the bot basically has no

Norizon 13 Nov 17, 2022
Change between dark/light mode depending on the ambient light intensity

svart Change between dark/light mode depending on the ambient light intensity Installation Install using pip $ python3 -m pip install --user svart Ins

Siddharth Dushantha 169 Nov 26, 2022
Python client for the LightOn Muse API

lightonmuse Python bindings to production-ready intelligence primitives powered by state-of-the-art language models. Create. Process. Understand. Lear

LightOn 12 Apr 10, 2022
Prisma Cloud utility scripts, and a Python SDK for Prisma Cloud APIs.

pcs-toolbox Prisma Cloud utility scripts, and a Python SDK for Prisma Cloud APIs. Table of Contents Support Setup Configuration Script Usage CSPM Scri

Palo Alto Networks 34 Dec 15, 2022
LoL 台版10周年活動自動輸入邀請碼

LoLTW_10Year_88Event LoLTW 8.8 周年慶 邀請碼自動輸入 設定 在 LoLTW_10Year_88Evnet.exe 的位置建立一個檔案 .env，內容如下 Bahamut_Discussion = https://forum.gamer.com.tw/C.php?bsn

古丁丁 5 Dec 13, 2021
Wrapper for the Swiss Parliament API for Python

swissparlpy This module provides easy access to the data of the OData webservice of the Swiss parliament. Table of Contents Installation Usage Get tab

Stefan Oderbolz 8 Jun 13, 2022
A Discord bot that may save your day by predicting it.

Sage A Discord bot that may save your day by predicting it.

1 Nov 17, 2022
A head unit UI designed to replace the RTx/SMEG/RNEG/NG4/RCC/NAC

HeadUnit UI (Come discuss about it on our Discord!) Intro This is the UI part of a headunit project from OpenLeo, based on python and kivy, it looks l

OpenLeo 6 Nov 23, 2022
A simple telegram bot that resolves video urls using yt-dlp

URL to Video Telegram Bot A simple telegram bot that resolves video urls using yt-dlp Copyright (C) 2021 Vítor Vasconcellos This program is free softw

Vítor 1 Nov 18, 2021
A Python Discord bot project generator

Heater Heat up a Discord bot in a blink What is Heater? Heater is a Command Line Interface tool which allows you to generate a barebones Python Discor

DevGuyAhnaf 5 Jan 14, 2022
Twitter automation tool for growing organic followers.

Tiwoto Tiwoto is a simple python program that automates some kind of behaviors and keep your account active. Create an .env file in this directory and

Mehmetcan Yildiz 6 Sep 22, 2022
Python script to decode the EU Covid-19 vaccine certificate

vacdec Python script to decode the EU Covid-19 vaccine certificate This script takes an image with a QR code of a vaccine certificate as the parameter

Hanno Böck 244 Nov 30, 2022
Example code for interacting with solana anchor programs - candymachine

candypy example code for interacting with solana anchor programs - candymachine THIS IS PURELY SAMPLE CODE TO FORK, MODIFY, UNDERSTAND AND INTERACT WI

dubbelosix 3 Sep 18, 2022
aws-lambda-scheduler lets you call any existing AWS Lambda Function you have in a future time.

aws-lambda-scheduler aws-lambda-scheduler lets you call any existing AWS Lambda Function you have in the future. This functionality is achieved by dyn

Oğuzhan Yılmaz 57 Dec 17, 2022
ZELDA USERBOT adalah userbot Telegram modular yang berjalan di Python3 dengan database sqlalchemy.

ZELDA USERBOT TELEGRAM Userbot Yang Di Buat Karena Sering Gabut Di Telegram. ZELDA USERBOT adalah userbot Telegram modular yang berjalan di Python3 de

1 Dec 23, 2021
Dashboard to monitor the performance of your Binance Futures account

futuresboard A python based scraper and dashboard to monitor the performance of your Binance Futures account. Note: A local sqlite3 database config/fu

86 Dec 29, 2022