Top 5 Cudf Open-Source Projects

• cudf

  23 7,311 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.

• pygraphistry

  9 2,060 9.2 Python

  PyGraphistry is a Python library to quickly load, shape, embed, and explore big graphs with the GPU-accelerated Graphistry visual graph analyzer

  

Project mention: Graph Data Fits in Memory | news.ycombinator.com | 2024-04-15

Extra fun: We find most enterprise/gov graph analytics work only requires 1-2 attributes to go along with the graph index, and those attributes often are already numeric (time, $, ...) or can be dictionary-encoded as discussed here (categorical, ID, ...)... so even 'tough' billion scale graphs are fine on 1 gpu.

Early, but that's been the basic thinking into our new GFQL system: slice into the columns you want, and then do all the in-GPU traversals you want. In our V1, we keep things dataframe-native include the in-GPU data representation, and are already working on the first extensions to support switching to more graph-native indexing for steps as needed.

Ex: https://github.com/graphistry/pygraphistry/blob/master/demos...

• InfluxDB

  www.influxdata.com featured

  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.

  

• Optimus

  0 1,446 0.6 Python

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

  

• awesome-pandas-alternatives

  1 29 10.0

  Awesome list of alternative dataframe libraries in Python.

• udsb

  1 8 4.4 Jupyter Notebook

  Unlimited Data-Science Benchmarks for Numeric, Tabular and Graph Workloads

  

• SaaSHub

  www.saashub.com featured

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

  

Cudf related posts

• Why we dropped Docker for Python environments

  1 project | /r/dataengineering | 12 Apr 2023

• [D] Can we use Ray for distributed training on vertex ai ? Can someone provide me examples for the same ? Also which dataframe libraries you guys used for training machine learning models on huge datasets (100 gb+) (because pandas can't handle huge data).

  1 project | /r/MachineLearning | 9 Feb 2023

• Story of my life

  1 project | /r/ProgrammerHumor | 28 Nov 2022

• Artificial Intelligence in Python

  1 project | /r/learnpython | 30 Oct 2022

• Benchmarking Pandas, CuDF, Modin, Apache Arrow and Spark on a Billion Taxi Rides dataset

  2 projects | /r/Python | 21 Sep 2022

• Buka | Sains Data GPU RAPIDS

  1 project | /r/opencv | 21 Feb 2022
• A note from our sponsor - InfluxDB
  www.influxdata.com | 9 May 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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