hi everyone!
i want to share with you a little project i created a few months ago to solve a problem i was having with function calling. whenever i needed a good quality and specific dataset to train my models on function calling i couldn’t find a good repo for generation. i wanted a dataset that teaches the model not only how to call the tool but also when, in different contexts. i also wanted to have maniacal control on the results, i wanted to control how many tools in each convo, when the tool is called, errors in tool callings and in particular i wanted something that was flexible enought to include *PERSONALIZED* tools with personalized mock answers!!!
for example you can find some tools i made for the sample below in the repo under
synthfc/tools/eng
and
synthfc/tools/ita
i also wanted a way to check the results and auto-correct the pieces of data that have problems. here is the repo:
https://github.com/pierpierpy/FC-synth
here some examples i created with an open source model:
https://huggingface.co/datasets/pierjoe/function-calling-synthetic-2000
hope you find it useful!
happy tool calling!
submitted by /u/Logical_Delivery8331
[link] [comments]
