{"id":41351,"date":"2026-06-10T18:27:28","date_gmt":"2026-06-10T16:27:28","guid":{"rendered":"https:\/\/www.graviton.at\/letterswaplibrary\/how-to-simulate-a-function-calling-dataset\/"},"modified":"2026-06-10T18:27:28","modified_gmt":"2026-06-10T16:27:28","slug":"how-to-simulate-a-function-calling-dataset","status":"publish","type":"post","link":"https:\/\/www.graviton.at\/letterswaplibrary\/how-to-simulate-a-function-calling-dataset\/","title":{"rendered":"How To SIMULATE A Function Calling Dataset!"},"content":{"rendered":"<p><!-- SC_OFF --><\/p>\n<div class=\"md\">\n<p>hi everyone!<\/p>\n<p>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&#8217;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!!!<\/p>\n<p>for example you can find some tools i made for the sample below in the repo under<\/p>\n<blockquote>\n<p>synthfc\/tools\/eng<\/p>\n<\/blockquote>\n<p>and<\/p>\n<blockquote>\n<p>synthfc\/tools\/ita<\/p>\n<\/blockquote>\n<p>i also wanted a way to check the results and auto-correct the pieces of data that have problems. here is the repo:<\/p>\n<p><a href=\"https:\/\/github.com\/pierpierpy\/FC-synth\">https:\/\/github.com\/pierpierpy\/FC-synth<\/a><\/p>\n<p>here some examples i created with an open source model:<\/p>\n<p><a href=\"https:\/\/huggingface.co\/datasets\/pierjoe\/function-calling-synthetic-2000\">https:\/\/huggingface.co\/datasets\/pierjoe\/function-calling-synthetic-2000<\/a><\/p>\n<p>hope you find it useful!<\/p>\n<p>happy tool calling!<\/p>\n<\/div>\n<p><!-- SC_ON -->   submitted by   <a href=\"https:\/\/www.reddit.com\/user\/Logical_Delivery8331\"> \/u\/Logical_Delivery8331 <\/a> <br \/> <span><a href=\"https:\/\/www.reddit.com\/r\/datasets\/comments\/1u26067\/how_to_simulate_a_function_calling_dataset\/\">[link]<\/a><\/span>   <span><a href=\"https:\/\/www.reddit.com\/r\/datasets\/comments\/1u26067\/how_to_simulate_a_function_calling_dataset\/\">[comments]<\/a><\/span><\/p><div class='watch-action'><div class='watch-position align-right'><div class='action-like'><a class='lbg-style1 like-41351 jlk' href='javascript:void(0)' data-task='like' data-post_id='41351' data-nonce='bc39e8310e' rel='nofollow'><img class='wti-pixel' src='https:\/\/www.graviton.at\/letterswaplibrary\/wp-content\/plugins\/wti-like-post\/images\/pixel.gif' title='Like' \/><span class='lc-41351 lc'>0<\/span><\/a><\/div><\/div> <div class='status-41351 status align-right'><\/div><\/div><div class='wti-clear'><\/div>","protected":false},"excerpt":{"rendered":"<p>hi everyone! i want to share with you a little project i created a few months ago&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[85],"tags":[],"class_list":["post-41351","post","type-post","status-publish","format-standard","hentry","category-datatards","wpcat-85-id"],"_links":{"self":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/posts\/41351","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/comments?post=41351"}],"version-history":[{"count":0,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/posts\/41351\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/media?parent=41351"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/categories?post=41351"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/tags?post=41351"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}