Top 23 Dask Open-Source Projects

• Dask

  32 11,982 9.7 Python

  Parallel computing with task scheduling

  

Project mention: The Distributed Tensor Algebra Compiler (2022) | news.ycombinator.com | 2023-06-15

• cudf

  23 7,274 9.9 C++

  cuDF - GPU DataFrame Library

  

Project mention: A Polars exploration into Kedro | dev.to | 2023-05-17

The interesting thing about Polars is that it does not try to be a drop-in replacement to pandas, like Dask, cuDF, or Modin, and instead has its own expressive API. Despite being a young project, it quickly got popular thanks to its easy installation process and its “lightning fast” performance.

• InfluxDB

  www.influxdata.com sponsored

  Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

  

• ibis

  23 4,074 10.0 Python

  the portable Python dataframe library

  

Project mention: Show HN: Hashquery, a Python library for defining reusable analysis | news.ycombinator.com | 2024-04-23

I really don't understand the appeal of dbt vs a proper programming language. The templating approach leads to massive spaghetti. I look forward to trying out something like Ibis [0]

0: https://ibis-project.org/

• xarray

  7 3,404 9.7 Python

  N-D labeled arrays and datasets in Python

  

• stumpy

  6 2,984 7.9 Python

  STUMPY is a powerful and scalable Python library for modern time series analysis

  

Project mention: Stumpy: Matrix profile time series analysis | news.ycombinator.com | 2024-03-03

• mars

  0 2,675 5.7 Python

  Mars is a tensor-based unified framework for large-scale data computation which scales numpy, pandas, scikit-learn and Python functions.

  

• swifter

  3 2,459 5.5 Python

  A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner (by jmcarpenter2)

• WorkOS

  workos.com sponsored

  The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.

  

• fugue

  11 1,869 6.7 Python

  A unified interface for distributed computing. Fugue executes SQL, Python, Pandas, and Polars code on Spark, Dask and Ray without any rewrites.

  

Project mention: FLaNK Stack Weekly 22 January 2024 | dev.to | 2024-01-22

• distributed

  3 1,540 9.6 Python

  A distributed task scheduler for Dask

  

• Optimus

  0 1,441 1.9 Python

  :truck: Agile Data Preparation Workflows made easy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark (by ironmussa)

  

• Eliot

  1 1,081 7.2 Python

  Eliot: the logging system that tells you *why* it happened

• mlforecast

  11 713 8.8 Python

  Scalable machine 🤖 learning for time series forecasting.

  

Project mention: Sales forecast for next two years | /r/datascience | 2023-06-25

MLForecast

• pystore

  8 539 0.0 Python

  Fast data store for Pandas time-series data

• dask-sql

  1 363 8.4 Python

  Distributed SQL Engine in Python using Dask

  

Project mention: FLaNK Stack Weekly for 20 June 2023 | dev.to | 2023-06-20

• nebari

  1 255 9.3 Python

  🪴 Nebari - your open source data science platform (by nebari-dev)

  

• amazon-sagemaker-local-mode

  1 227 7.9 Python

  Amazon SageMaker Local Mode Examples

  

Project mention: Debugging Python Code in Amazon SageMaker Locally Using Visual Studio Code and PyCharm: A Step-by-Step Guide | dev.to | 2023-11-15

git clone https://github.com/aws-samples/amazon-sagemaker-local-mode/ cd amazon-sagemaker-local-mode/general_pipeline_local_debug python3 -m venv .venv source .venv/bin/activate pip install jupyter jupyter lab

• stackstac

  1 222 5.6 Python

  Turn a STAC catalog into a dask-based xarray

• aicsimageio

  1 192 6.8 Python

  Image Reading, Metadata Conversion, and Image Writing for Microscopy Images in Python

  

• orochi

  1 189 8.7 JavaScript

  The Volatility Collaborative GUI

  

• xgboost_ray

  1 131 5.8 Python

  Distributed XGBoost on Ray

  

• bytehub

  3 57 0.0 Python

  ByteHub: making feature stores simple

  

• dask-awkward

  1 56 9.4 Python

  Native Dask collection for awkward arrays, and the library to use it.

  

• coiled-resources

  2 40 4.0 Jupyter Notebook

  Notebooks that support blog posts and tech talks on Dask / Coiled.

  

• SaaSHub

  www.saashub.com sponsored

  SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives

  

Dask related posts

• Stumpy: Matrix profile time series analysis
  1 project | news.ycombinator.com | 3 Mar 2024
• Shuffling large data at constant memory in Dask
  1 project | /r/Python | 17 Apr 2023
• Fugue: A unified interface for distributed computing
  1 project | news.ycombinator.com | 26 Mar 2023
• [Discussion] Open Source beats Google's AutoML for Time series
  1 project | /r/MachineLearning | 28 Feb 2023
• File format for large data with many columns
  2 projects | /r/Python | 15 May 2022
• Time Series Analysis for air pollution data not aligned [R] [P]
  1 project | /r/MachineLearning | 23 Apr 2022
• What is the best way to save a csv.file in number only ? PC hangs when my file is more than 2GB
  2 projects | /r/learnpython | 4 Apr 2022
• A note from our sponsor - InfluxDB
  www.influxdata.com | 23 Apr 2024

  Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality. Learn more →

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