hamilton

Hamilton helps data scientists and engineers define testable, modular, self-documenting dataflows, that encode lineage and metadata. Runs and scales everywhere python does. (by DAGWorks-Inc)

Hamilton Alternatives

Similar projects and alternatives to hamilton

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

hamilton reviews and mentions

Posts with mentions or reviews of hamilton. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2024-03-01.
  • Using IPython Jupyter Magic commands to improve the notebook experience
    1 project | dev.to | 3 Mar 2024
    In this post, we’ll show how your team can turn any utility function(s) into reusable IPython Jupyter magics for a better notebook experience. As an example, we’ll use Hamilton, my open source library, to motivate the creation of a magic that facilitates better development ergonomics for using it. You needn’t know what Hamilton is to understand this post.
  • FastUI: Build Better UIs Faster
    12 projects | news.ycombinator.com | 1 Mar 2024
    We built an app with it -- https://blog.dagworks.io/p/building-a-lightweight-experiment. You can see the code here https://github.com/DAGWorks-Inc/hamilton/blob/main/hamilton/....

    Usually we've been prototyping with streamlit, but found that at times to be clunky. FastUI still has rough edges, but we made it work for our lightweight app.

  • Show HN: On Garbage Collection and Memory Optimization in Hamilton
    1 project | news.ycombinator.com | 24 Oct 2023
  • Facebook Prophet: library for generating forecasts from any time series data
    7 projects | news.ycombinator.com | 26 Sep 2023
    This library is old news? Is there anything new that they've added that's noteworthy to take it for another spin?

    [disclaimer I'm a maintainer of Hamilton] Otherwise FYI Prophet gels well with https://github.com/DAGWorks-Inc/hamilton for setting up your features and dataset for fitting & prediction[/disclaimer].

  • Show HN: Declarative Spark Transformations with Hamilton
    1 project | news.ycombinator.com | 24 Aug 2023
  • Langchain Is Pointless
    16 projects | news.ycombinator.com | 8 Jul 2023
    I had been hearing these pains from Langchain users for quite a while. Suffice to say I think:

    1. too many layers of OO abstractions are a liability in production contexts. I'm biased, but a more functional approach is a better way to model what's going on. It's easier to test, wrap a function with concerns, and therefore reason about.

    2. as fast as the field is moving, the layers of abstractions actually hurt your ability to customize without really diving into the details of the framework, or requiring you to step outside it -- in which case, why use it?

    Otherwise I definitely love the small amount of code you need to write to get an LLM application up with Langchain. However you read code more often than you write it, in which case this brevity is a trade-off. Would you prefer to reduce your time debugging a production outage? or building the application? There's no right answer, other than "it depends".

    To that end - we've come up with a post showing how one might use Hamilton (https://github.com/dagWorks-Inc/hamilton) to easily create a workflow to ingest data into a vector database that I think has a great production story. https://open.substack.com/pub/dagworks/p/building-a-maintain...

    Note: Hamilton can cover your MLOps as well as LLMOps needs; you'll invariably be connecting LLM applications with traditional data/ML pipelines because LLMs don't solve everything -- but that's a post for another day.

  • Free access to beta product I'm building that I'd love feedback on
    1 project | /r/quants | 31 May 2023
    This is me. I drive an open source library Hamilton that people doing time-series/ML work love to use. I'm building a paid product around it at DAGWorks, and I'm after feedback on our current version. Can I entice anyone to:
  • IPyflow: Reactive Python Notebooks in Jupyter(Lab)
    5 projects | news.ycombinator.com | 10 May 2023
    From a nuts and bolts perspective, I've been thinking of building some reactivity on top of https://github.com/dagworks-inc/hamilton (author here) that could get at this. (If you have a use case that could be documented, I'd appreciate it.)
  • Data lineage
    1 project | /r/mlops | 15 Apr 2023
    Most people don't track lineage because it's difficult (though if you use something like https://github.com/DAGWorks-Inc/hamilton to write your pipeline - author here - it can come almost for free).
  • Needs advice for choosing tools for my team. We use AWS.
    2 projects | /r/mlops | 25 Mar 2023
    Otherwise, I'm biased here, but check out https://github.com/dagworks-inc/hamilton - it could be your universal layer that expresses how things should flow, that is orchestration system agnostic, which would make it easy to migrate between systems easily.
  • A note from our sponsor - SaaSHub
    www.saashub.com | 25 Apr 2024
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