sketch

AI code-writing assistant that understands data content (by approximatelabs)

Sketch Alternatives

Similar projects and alternatives to sketch

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

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sketch reviews and mentions

Posts with mentions or reviews of sketch. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2024-02-05.
  • Ask HN: What have you built with LLMs?
    43 projects | news.ycombinator.com | 5 Feb 2024
    We've made a lot of data tooling things based on LLMs, and are in the process of rebranding and launching our main product.

    1. sketch (in notebook, ai for pandas) https://github.com/approximatelabs/sketch

    2. datadm (open source, "chat with data", with support for the open source LLMs (https://github.com/approximatelabs/datadm)

    3. Our main product: julyp. https://julyp.com/ (currently under very active rebrand and cleanup) -- but a "chat with data" style app, with a lot of specialized features. I'm also streaming me using it (and sometimes building it) every weekday on twitch to solve misc data problems (https://www.twitch.tv/bluecoconut)

    For your next question, about the stack and deploy:

  • Pandas AI – The Future of Data Analysis
    7 projects | news.ycombinator.com | 17 May 2023
    This morning I added a "Related Projects" [3] Section to the Buckaroo docs. If Buckaroo doesn't solve your problem, look at one of the other linked projects (like Mito).

    [1] https://github.com/approximatelabs/sketch

    [2] https://github.com/paddymul/buckaroo

    [3] https://buckaroo-data.readthedocs.io/en/latest/FAQ.html

  • Ask HN: What's your favorite GPT powered tool?
    16 projects | news.ycombinator.com | 15 May 2023
    For GPT/Copilot style help for pandas, in notebooks REPL flow (without needing to install plugins), I built sketch. I genuinely use it every-time I'm working on pandas dataframes for a quick one-off analysis. Just makes the iteration loop so much faster. (Specifically the `.sketch.howto`, anecdotally I actually don't use `.sketch.ask` anymore)

    https://github.com/approximatelabs/sketch

  • RasaGPT: First headless LLM chatbot built on top of Rasa, Langchain and FastAPI
    13 projects | news.ycombinator.com | 8 May 2023
    https://github.com/approximatelabs/lambdaprompt It has served all of my personal use-cases since making it, including powering `sketch` (copilot for pandas) https://github.com/approximatelabs/sketch

    Core things it does: Uses jinja templates, does sync and async, and most importantly treats LLM completion endpoints as "function calls", which you can compose and build structures around just with simple python. I also combined it with fastapi so you can just serve up any templates you want directly as rest endpoints. It also offers callback hooks so you can log & trace execution graphs.

    All together its only ~600 lines of python.

    I haven't had a chance to really push all the different examples out there, but most "complex behaviors", so there aren't many patterns to copy. But if you're comfortable in python, then I think it offers a pretty good interface.

    I hope to get back to it sometime in the next week to introduce local-mode (eg. all the open source smaller models are now available, I want to make those first-class)

  • [D] The best way to train an LLM on company data
    7 projects | /r/MachineLearning | 29 Mar 2023
    Please look at sketch and langchain pandas/SQL plugins. I have seen excellent results with both of these approaches. Both of these approaches will require you to send metadata to openAI.
  • Meet Sketch: An AI code Writing Assistant For Pandas
    1 project | /r/machinelearningnews | 1 Feb 2023
    πŸ‘‰ Understand your data through questions πŸ‘‰ Create code from plain text Quick Read: https://www.marktechpost.com/2023/02/01/meet-sketch-an-ai-code-writing-assistant-for-pandas/ Github: https://github.com/approximatelabs/sketch
  • Replacing a SQL analyst with 26 recursive GPT prompts
    5 projects | news.ycombinator.com | 25 Jan 2023
    (3) Asking for re-writes of failed queries (happens occasionally) also helps

    The main challenge I think with a lot of these "look it works" tools for data applications, is how do you get an interface that actually will be easy to adopt. The chat-bot style shown here (discord and slack integration) I can see being really valuable, as I believe there has been some traction with these style integrations with data catalog systems recently. People like to ask data questions to other people in slack, adding a bot that tries to answer might short-circuit a lot of this!

    We built a prototype where we applied similar techniques to the pandas-code-writing part of the stack, trying to help keep data scientists / data analysts "in flow", integrating the code answers in notebooks (similar to how co-pilot puts suggestions in-line) -- and released https://github.com/approximatelabs/sketch a little while ago.

  • FLiP Stack Weekly for 21 Jan 2023
    19 projects | dev.to | 23 Jan 2023
    Python AI Helper https://github.com/approximatelabs/sketch
  • LangChain: Build AI apps with LLMs through composability
    8 projects | news.ycombinator.com | 17 Jan 2023
  • Show HN: Sketch – AI code-writing assistant that understands data content
    1 project | /r/patient_hackernews | 16 Jan 2023
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approximatelabs/sketch is an open source project licensed under MIT License which is an OSI approved license.

The primary programming language of sketch is Python.


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