pachyderm

Data-Centric Pipelines and Data Versioning (by pachyderm)

Pachyderm Alternatives

Similar projects and alternatives to pachyderm

NOTE: The number of mentions on this list indicates mentions on common posts plus user suggested alternatives. Hence, a higher number means a better pachyderm alternative or higher similarity.

pachyderm reviews and mentions

Posts with mentions or reviews of pachyderm. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2024-01-05.
  • Open Source Advent Fun Wraps Up!
    10 projects | dev.to | 5 Jan 2024
    20. Pachyderm | Github | tutorial
  • Exploring Open-Source Alternatives to Landing AI for Robust MLOps
    18 projects | dev.to | 13 Dec 2023
    Pachyderm specializes in creating compliance-focused pipelines that integrate with enterprise-level storage solutions.
  • Show HN: We scaled Git to support 1 TB repos
    9 projects | news.ycombinator.com | 13 Dec 2022
    There are a couple of other contenders in this space. DVC (https://dvc.org/) seems most similar.

    If you're interested in something you can self-host... I work on Pachyderm (https://github.com/pachyderm/pachyderm), which doesn't have a Git-like interface, but also implements data versioning. Our approach de-duplicates between files (even very small files), and our storage algorithm doesn't create objects proportional to O(n) directory nesting depth as Xet appears to. (Xet is very much like Git in that respect.)

    The data versioning system enables us to run pipelines based on changes to your data; the pipelines declare what files they read, and that allows us to schedule processing jobs that only reprocess new or changed data, while still giving you a full view of what "would" have happened if all the data had been reprocessed. This, to me, is the key advantage of data versioning; you can save hundreds of thousands of dollars on compute. Being able to undo an oopsie is just icing on the cake.

    Xet's system for mounting a remote repo as a filesystem is a good idea. We do that too :)

  • pachyderm: Data-Centric Pipelines and Data Versioning
    1 project | /r/u_TsukiZombina | 5 Dec 2022
  • Awesome list of VCs investing in commercial open-source startups
    6 projects | /r/opensource | 14 Sep 2022
    Pachyderm - License prevents competition.
  • Airflow's Problem
    6 projects | news.ycombinator.com | 2 Aug 2022
    I was at Airbnb when we open-sourced Airflow, it was a great solution to the problems we had at the time. It's amazing how many more use cases people have found for it since then. At the time it was pretty focused on solving our problem of orchestrating a largely static DAG of SQL jobs. It could do other stuff even then, but that was mostly what we were using it for. Airflow has become a victim of its success as it's expanded to meet every problem which could ever be considered a data workflow. The flaws and horror stories in the post and comments here definitely resonate with me. Around the time Airflow was opensource I starting working on data-centric approach to workflow management called Pachyderm[0]. By data-centric I mean that it's focused around the data itself, and its storage, versioning, orchestration and lineage. This leads to a system that feels radically different from a job focused system like Airflow. In a data-centric system your spaghetti nest of DAGs is greatly simplified as the data itself is used to describe most of the complexity. The benefit is that data is a lot simpler to reason about, it's not a living thing that needs to run in a certain way, it just exists, and because it's versioned you have strong guarantees about how it can change.

    [0] https://github.com/pachyderm/pachyderm

  • One secret tip for first-time OSS contributors. Shh! 🤫 don't tell anyone else
    6 projects | dev.to | 7 Mar 2022
    Here is a demo run of lgtm on pachyderm
  • Dud: a tool for versioning data alongside source code, written in Go
    2 projects | /r/golang | 21 Jun 2021
  • A note from our sponsor - InfluxDB
    www.influxdata.com | 22 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 →

Stats

Basic pachyderm repo stats
8
6,071
9.8
5 days ago

pachyderm/pachyderm is an open source project licensed under Apache License 2.0 which is an OSI approved license.

The primary programming language of pachyderm is Go.


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