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
PTV is a useful widget for trading view for doing paper trading when bar reply is enabled

PTV is a useful widget for trading view for doing paper trading when bar reply is enabled.(this feature did not implement in trading view)

Ali Moradi 39 Dec 26, 2022
Discord bot that displays Jazz Jackrabbit 2 server status, current gamemode as "Playing.." status

JJ2-server-status-discord-bot Discord bot that displays Jazz Jackrabbit 2 server status, current gamemode as "Playing.." status How to setup: 0. Downl

2 Dec 09, 2021
Using twitter lists as your feed

Twitlists A while ago, Twitter changed their timeline to be algorithmically-fed rather than a simple reverse-chronological feed. In particular, they p

Peyton Walters 5 Nov 21, 2022
🐍 The official Python client library for Google's discovery based APIs.

Google API Client This is the Python client library for Google's discovery based APIs. To get started, please see the docs folder. These client librar

Google APIs 6.2k Dec 31, 2022
Aggrokatz is an aggressor plugin extension for Cobalt Strike which enables pypykatz to interface with the beacons remotely and allows it to parse LSASS dump files and registry hive files to extract credentials and other secrets stored without downloading the file and without uploading any suspicious code to the beacon.

aggrokatz What is this aggrokatz is an Aggressor plugin extension for CobaltStrike which enables pypykatz to interface with the beacons remotely. The

SEC Consult Vulnerability Lab 148 Dec 09, 2022
Stinky ID - A stable pluggable Telegram userbot + Voice & Video Call music bot, based on Telethon

Ultroid - UserBot A stable pluggable Telegram userbot + Voice & Video Call music

Riyan.rz 1 Jan 03, 2022
A code to match you with the perfect Taylor Swift song for your mood and relationship status.

taylorswift A package for matching your current mood and relationship status to a suitable Taylor Swift song. Requirements: Python 2 or 3, and the num

Megan Mansfield 82 Dec 09, 2022
Paginator for Dis-Snek Python Discord API wrapper

snek-paginator Paginator for Dis-Snek Python Discord API wrapper Installation: pip install -U snek-paginator Basic Example: from dis_snek.client impo

1 Nov 04, 2021
Bomber-X - A SMS Bomber made with Python

Bomber-X A SMS Bomber made with Python Linux/Termux apt update apt upgrade apt i

S M Shahriar Zarir 2 Mar 10, 2022
A delivery protection and notification system

DeliveryProtect This project builds a delivery protection and notification system, based on integration of Arduino Uno and Raspberry Pi 4. The codes a

2 Dec 13, 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
AWS SQS event redrive Lambda

This repository contains the Lambda function to redrive sqs events from source to destination queue while controlling maxRetry per event.

1 Oct 19, 2021
A simple terminal UI for viewing fund P/L analysis through TEFAS

Tefas UI A simple terminal UI for viewing fund P/L analysis through TEFAS. Features (that my own bank's UI lack): Daily and weekly P/L FX comparisons

Batuhan Taskaya 4 Mar 14, 2022
Discord Bot for server hosts, devs, and admins. Analyzes timings reports & uploads text files to hastebin. Developed by https://birdflop.com.

"Botflop" Click here to invite Botflop to your server. Current abilities Analyze timings reports Paste a timings report to review an in-depth descript

Purpur 76 Dec 31, 2022
Instadev - Crack Instagram IqbalDev

Crack Instagram IqbalDev ⇨ Install Script Di Termux $ pkg update && upgrade $

Dicky Wahyudi 1 Feb 27, 2022
A Bot that Forwards Tweets to Telegram using Airtable as a database.

Twitter Telegram Forward A Bot that Forwards Tweets to Telegram using Airtable as a Database. Features: Handles multiple twitter and telegram channels

George Bakev 3 Dec 21, 2022
A Python wrapper for the tesseract-ocr API

tesserocr A simple, Pillow-friendly, wrapper around the tesseract-ocr API for Optical Character Recognition (OCR). tesserocr integrates directly with

Fayez 1.7k Jan 03, 2023
An advanced QR Code telegram bot with more features.

QR Code Bot A telegram qr code encode and decode bot Advanced Features 1. Database ( MongoDB ) Support 2. Broadcast Support 3. Status Command 4. Setti

Fayas Noushad 16 Nov 12, 2022
Most Powerful Chatbot On Telegram Bot

About Hello, I am Lycia [リュキア], An Intelligent ChatBot. If You Are Feeling Lonely, You can Always Come to me and Chat With Me! How To Host The easiest

RedAura 8 May 26, 2021
Python client for CoinPayments API

pyCoinPayments - Python API client for CoinPayments Updates This library has now been converted to work with python3 This is an unofficial client for

James 27 Sep 21, 2022