{"id":2659,"date":"2023-04-07T20:18:13","date_gmt":"2023-04-07T20:18:13","guid":{"rendered":"https:\/\/promptmuse.com\/?page_id=2659"},"modified":"2023-06-14T08:21:34","modified_gmt":"2023-06-14T08:21:34","slug":"free-openai-fine-tuner","status":"publish","type":"page","link":"https:\/\/promptmuse.com\/free-openai-fine-tuner\/","title":{"rendered":"OpenAi Fine-Tuner"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"2659\" class=\"elementor elementor-2659\" data-elementor-post-type=\"page\">\n\t\t\t\t\t\t<section class=\"has-el-gap el-gap-default elementor-section elementor-top-section elementor-element elementor-element-5c61ed8 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5c61ed8\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-a8393cb\" data-id=\"a8393cb\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e2284ae elementor-widget elementor-widget-html\" data-id=\"e2284ae\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<script>document.addEventListener(\"DOMContentLoaded\", () => {\n  const apiKeyInput = document.getElementById(\"api-key-input\");\n  const connectBtn = document.getElementById(\"connect-btn\");\n  const disconnectBtn = document.getElementById(\"disconnect-btn\");\n  const connectionStatus = document.getElementById(\"connection-status\");\n  const trainingFileInput = document.getElementById(\"training-file\");\n  const uploadBtn = document.getElementById(\"upload-btn\");\n  const refreshBtn = document.getElementById(\"refresh-btn\");\n  const fineTunesTableBody = document.getElementById(\"fine-tunes-table\").tBodies[0];\n  const filesTableBody = document.getElementById(\"files-table\").tBodies[0];\n  const spinner = document.getElementById(\"spinner\");\n\n  let apiKey = \"\";\n\n  const showSpinner = () => {\n    spinner.style.display = \"block\";\n  };\n\n  const hideSpinner = () => {\n    spinner.style.display = \"none\";\n  };\n\n  const updateConnectionStatus = (connected) => {\n    if (connected) {\n      connectionStatus.textContent = \"Connected\";\n      disconnectBtn.disabled = false;\n      connectBtn.disabled = true;\n      uploadBtn.disabled = false;\n      refreshBtn.disabled = false;\n    } else {\n      connectionStatus.textContent = \"Not Connected\";\n      disconnectBtn.disabled = true;\n      connectBtn.disabled = false;\n      uploadBtn.disabled = true;\n      refreshBtn.disabled = true;\n    }\n  };\n\n  const connect = async () => {\n    showSpinner();\n    apiKey = apiKeyInput.value;\n    try {\n      const response = await fetch(\"https:\/\/api.openai.com\/v1\/files\", {\n        method: \"GET\",\n        headers: { Authorization: `Bearer ${apiKey}` },\n      });\n\n      if (response.ok) {\n        updateConnectionStatus(true);\n        await fetchFiles();\n        await fetchFineTunes();\n      } else {\n        updateConnectionStatus(false);\n        alert(\"Invalid API key. 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tablinks[i].className = tablinks[i].className.replace(\" active\", \"\");\n      }\n      document.getElementById(tabName).style.display = \"block\";\n      evt.currentTarget.className += \" active\";\n    }\n  <\/script>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-431a0a9 elementor-widget elementor-widget-heading\" data-id=\"431a0a9\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">OpenAi Fine-Tuner<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-86d704e elementor-widget elementor-widget-heading\" data-id=\"86d704e\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/promptmuse.com\/jsonl-converter-for-a-i-fine-tuning\/\">&gt;&gt;CLICK HERE FOR THE JSONL CREATOR<\/a><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f819015 elementor-widget elementor-widget-html\" data-id=\"f819015\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<!DOCTYPE html>\n<html lang=\"en\">\n<head>\n    <meta charset=\"UTF-8\">\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0\">\n    <title>OpenAI Fine-Tune Uploader<\/title>\n    <link rel=\"stylesheet\" href=\"styles.css\">\n    <script src=\"scripts.js\" defer><\/script>\n<\/head>\n<body>\n    <header>\n        <h1>OpenAI Fine-Tune Uploader<\/h1>\n    <\/header>\n  <div id=\"spinner\" class=\"spinner\"><\/div>\n    <main>\n        <section id=\"api-key\">\n            <label for=\"api-key-input\">API Key:<\/label>\n            <input type=\"password\" id=\"api-key-input\">\n            <button id=\"connect-btn\">Connect<\/button>\n            <button id=\"disconnect-btn\" disabled>Disconnect<\/button>\n            <span id=\"connection-status\">Not Connected<\/span>\n        <\/section>\n        <section id=\"upload\">\n            <h2>Upload Fine-Tune<\/h2>\n            <label for=\"training-file\">Training File:<\/label>\n            <input type=\"file\" id=\"training-file\">\n            <button type=\"button\" id=\"upload-btn\" disabled>Upload<\/button>\n            <span id=\"upload-status\"><\/span>\n          <table id=\"files-table\">\n  <thead>\n    <tr>\n      <th>ID<\/th>\n      <th>Filename<\/th>\n      <th>Purpose<\/th>\n      <th>Created At<\/th>\n      <th>Actions<\/th>\n    <\/tr>\n  <\/thead>\n  <tbody><\/tbody>\n<\/table>\n        <\/section>\n        <section id=\"fine-tunes\">\n            <h2>Your Fine-Tunes<\/h2>\n            <button id=\"refresh-btn\" disabled>Refresh<\/button>\n            <table id=\"fine-tunes-table\">\n              <input type=\"text\" id=\"search-input\" placeholder=\"Search fine-tunes...\">\n \n<div id=\"progress-indicator\" style=\"display: none;\">Loading...<\/div>\n                <thead>\n                    <tr>\n                        <th>ID<\/th>\n                        <th>Model<\/th>\n                        <th>Status<\/th>\n                        <th>Created At<\/th>\n                  \n                        <th>Actions<\/th>\n                    <\/tr>\n                <\/thead>\n                <tbody><\/tbody>\n            <\/table>\n          <div id=\"fine-tune-section\">\n  <h2>Create Fine-Tune<\/h2>\n  <label for=\"name-input\">Name<\/label>\n  <input type=\"text\" id=\"name-input\">\n  <label for=\"file-id-input\">Training file by ID<\/label>\n  <input type=\"text\" id=\"file-id-input\">\n  <label for=\"base-model-input\">Choose a base model<\/label>\n  <select id=\"base-model-input\">\n    <option value=\"ada\">Ada<\/option>\n    <option value=\"babbage\">Babbage<\/option>\n    <option value=\"curie\" selected>Curie<\/option>\n    <option value=\"davinci\">Davinci<\/option>\n  <\/select>\n  <label for=\"epochs-input\">Nr. of epochs<\/label>\n  <select id=\"epochs-input\">\n    <option value=\"1\">1<\/option>\n    <option value=\"2\">2<\/option>\n    <option value=\"3\">3<\/option>\n    <option value=\"4\" selected>4<\/option>\n    <option value=\"5\">5<\/option>\n    <option value=\"6\">6<\/option>\n    <option value=\"7\">7<\/option>\n    <option value=\"8\">8<\/option>\n    <option value=\"9\">9<\/option>\n    <option value=\"10\">10<\/option>\n  <\/select>\n  <label for=\"batch-size-input\">Batch size<\/label>\n  <input type=\"number\"  value=\"1\" step=\"1\" id=\"batch-size-input\">\n  <label for=\"learning-rate-input\">Learning rate multiplier<\/label>\n  <input type=\"number\" id=\"learning-rate-input\" value=\"0.1\" step=\"0.01\">\n  <label for=\"prompt-loss-weight-input\">Prompt loss weight<\/label>\n  <input type=\"number\" id=\"prompt-loss-weight-input\" value=\"0.01\" step=\"0.01\">\n  <button id=\"create-fine-tune-btn\">Create Fine-Tune<\/button>\n<\/div>\n        <\/section>\n    <\/main>\n  \n<\/body>\n<\/html>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4834d7e elementor-widget elementor-widget-heading\" data-id=\"4834d7e\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Key<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4673880 elementor-widget elementor-widget-text-editor\" data-id=\"4673880\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>MODEL:<\/strong><\/p><p>A model is like a computer program that can learn from data and make predictions. It&#8217;s like a brain that can be taught new things.<\/p><p>When we talk about the &#8220;base model,&#8221; we&#8217;re referring to the starting point for the program. It&#8217;s like having a blank canvas to start with.<\/p><p>But, we can fine-tune the base model to make it better at doing specific things.<\/p><p>For example, if we want the program to be really good at writing stories, we might choose a base model called &#8220;curie&#8221; and fine-tune it to be even better at storytelling.<\/p><p>There are a few different base models to choose from, including &#8220;ada,&#8221; &#8220;babbage,&#8221; &#8220;curie,&#8221; and &#8220;davinci.&#8221; And, if someone has created a customized model after April 21st, 2022, we can use that too!<\/p><p>If we want to learn more about these different models and how they work, we can look at the Models documentation.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8b72513 elementor-widget elementor-widget-text-editor\" data-id=\"8b72513\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>n_epochs:<\/strong><\/p><p>N_epochs is a setting that controls how many times the model will go through the training data to learn from it. An epoch is like a full circle, where the model looks at each example in the training data and learns from it. Think of it like a student studying for a test &#8211; the more times they review the material, the better they understand it. Similarly, the more epochs the model goes through, the better it can learn from the data and make accurate predictions.<\/p><p>For example, if we want the program to be really good at writing stories, we might choose a base model called &#8220;curie&#8221; and fine-tune it to be even better at storytelling.<\/p><p>There are a few different base models to choose from, including &#8220;ada,&#8221; &#8220;babbage,&#8221; &#8220;curie,&#8221; and &#8220;davinci.&#8221; And, if someone has created a customized model after April 21st, 2022, we can use that too!<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1e7fb20 elementor-widget elementor-widget-text-editor\" data-id=\"1e7fb20\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>batch_size:<\/strong><\/p><div class=\"flex-1 overflow-hidden\"><div class=\"react-scroll-to-bottom--css-qtscf-79elbk h-full dark:bg-gray-800\"><div class=\"react-scroll-to-bottom--css-qtscf-1n7m0yu\"><div class=\"flex flex-col items-center text-sm dark:bg-gray-800\"><div class=\"group w-full text-gray-800 dark:text-gray-100 border-b border-black\/10 dark:border-gray-900\/50 bg-gray-50 dark:bg-[#444654]\"><div class=\"text-base gap-4 md:gap-6 md:max-w-2xl lg:max-w-xl xl:max-w-3xl p-4 md:py-6 flex lg:px-0 m-auto\"><div class=\"relative flex w-[calc(100%-50px)] flex-col gap-1 md:gap-3 lg:w-[calc(100%-115px)]\"><div class=\"flex flex-grow flex-col gap-3\"><div class=\"min-h-[20px] flex flex-col items-start gap-4 whitespace-pre-wrap\"><div class=\"result-streaming markdown prose w-full break-words dark:prose-invert dark\"><p>Batch size is the number of examples that a machine learning algorithm looks at during one cycle of training.<\/p><p>For example, let&#8217;s say we want to teach a machine learning model to recognize different animals in pictures. We might show the model a bunch of pictures of animals and tell it what each animal is.<\/p><p>The batch size is how many pictures the model looks at during each round of training. If we set the batch size to 10, the model will look at 10 pictures at a time and try to learn from them.<\/p><p>The default batch size is set to be around 0.2% of the total number of examples in the training set, with a maximum of 256. This means that if we have a lot of pictures to train on, we might use a larger batch size so the model can learn from more examples at once.<\/p><p>In general, larger batch sizes tend to work better for larger datasets, but it&#8217;s important to find the right balance so the model doesn&#8217;t become overwhelmed and stop learning effectively.<\/p><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6872381 elementor-widget elementor-widget-text-editor\" data-id=\"6872381\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>Prompt loss weight:<\/strong><\/p><p>Prompt loss weight is a setting that controls how much the model focuses on learning from the instructions given to it (called the &#8220;prompt&#8221;) compared to the text it generates (called the &#8220;completion&#8221;).<\/p><p>The default value for prompt loss weight is 0.01. When the prompt loss weight is set to this value, the model will focus a little bit more on learning from the prompt than from the completion.<\/p><p>This can help stabilize the training process when the completions are short (not very long). It&#8217;s like giving the model a little extra help to understand the instructions better so it can generate more accurate and useful results.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>OpenAi Fine-Tuner >>CLICK HERE FOR THE JSONL CREATOR OpenAI Fine-Tune Uploader OpenAI Fine-Tune Uploader API Key: Connect Disconnect Not Connected Upload Fine-Tune Training File: Upload ID Filename Purpose Created At Actions Your Fine-Tunes Refresh Loading&#8230; ID Model Status Created At Actions Create Fine-Tune Name Training file by ID Choose a base model AdaBabbageCurieDavinci Nr. 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