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A Jupyter-based assistant for data analysis tasks

Project description

bia-bob

BIA bob is a Jupyter-based assistant for interacting with data using generated python code. It is based on OpenAI's API. You need an openai API account to use it.

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Usage

You can initialize bob like this:

from bia_bob import bob

Code generation

You can ask Bob to generate code like this:

%bob Load blobs.tif and show it

It will then respond with a python code snippet that you can execute (see full example):

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Bug fixing

Bob can fix simple bugs in code you executed. Just add %%fix on top of the cell right after the error happened.

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Code documentation

Using the %%doc magic, you can generate documentation for a given code cell.

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Known issues

If you want to ask bob a question, you need to put a space before the ?.

%bob What do you know about blobs.tif ?

Installation

You can install bia-bob using pip. it is recommended to install it into via conda/mamba environment. If you have never used conda before, please read this guide first.

It is recommended to install bia-bob in a conda-environment together with useful tools for bio-image analysis.

mamba env create -f https://github.com/haesleinhuepf/bia-bob/raw/main/environment.yml

You can then activate this environment...

mamba activate bt39

... and install bia-bob.

pip install bia-bob

Create an OpenAI API Key and add it to your environment variables as explained on this page.

Development

If you want to contribute to bia-bob, you can install it in development mode like this:

git clone https://github.com/haesleinhuepf/bia-bob.git
cd bia-bob
pip install -e .

Similar projects

There are similar projects offering LLM-based support in Jupyter notebooks:

Issues

If you encounter any problems or want to provide feedback or suggestions, please create a thread on image.sc along with a detailed description and tag @haesleinhuepf .

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