From d54b5dfc6280a2a9030b087a6cb1fffc7f749b56 Mon Sep 17 00:00:00 2001
From: Timothy Carambat <rambat1010@gmail.com>
Date: Wed, 18 Dec 2024 10:24:02 -0800
Subject: [PATCH] Remove fine-tuning flow (#2872)
remove fine-tuning flow
---
frontend/src/App.jsx | 6 -
.../src/models/experimental/fineTuning.js | 129 --------
.../FineTuning/Steps/Confirmation/index.jsx | 198 ------------
.../FineTuning/Steps/DataUpload/index.jsx | 290 ------------------
.../Steps/FulfillmentPolicy/index.jsx | 131 --------
.../FineTuning/Steps/Introduction/index.jsx | 136 --------
.../FineTuning/Steps/OrderDetails/index.jsx | 132 --------
.../FineTuning/Steps/OrderPlaced/index.jsx | 83 -----
.../pages/FineTuning/Steps/Privacy/index.jsx | 241 ---------------
.../Steps/TermsAndConditions/index.jsx | 181 -----------
frontend/src/pages/FineTuning/Steps/index.jsx | 148 ---------
frontend/src/pages/FineTuning/index.jsx | 89 ------
.../src/pages/GeneralSettings/Chats/index.jsx | 26 +-
frontend/src/utils/paths.js | 3 -
server/endpoints/experimental/fineTuning.js | 108 -------
server/endpoints/experimental/index.js | 2 -
server/models/fineTuning.js | 222 --------------
17 files changed, 8 insertions(+), 2117 deletions(-)
delete mode 100644 frontend/src/models/experimental/fineTuning.js
delete mode 100644 frontend/src/pages/FineTuning/Steps/Confirmation/index.jsx
delete mode 100644 frontend/src/pages/FineTuning/Steps/DataUpload/index.jsx
delete mode 100644 frontend/src/pages/FineTuning/Steps/FulfillmentPolicy/index.jsx
delete mode 100644 frontend/src/pages/FineTuning/Steps/Introduction/index.jsx
delete mode 100644 frontend/src/pages/FineTuning/Steps/OrderDetails/index.jsx
delete mode 100644 frontend/src/pages/FineTuning/Steps/OrderPlaced/index.jsx
delete mode 100644 frontend/src/pages/FineTuning/Steps/Privacy/index.jsx
delete mode 100644 frontend/src/pages/FineTuning/Steps/TermsAndConditions/index.jsx
delete mode 100644 frontend/src/pages/FineTuning/Steps/index.jsx
delete mode 100644 frontend/src/pages/FineTuning/index.jsx
delete mode 100644 server/endpoints/experimental/fineTuning.js
delete mode 100644 server/models/fineTuning.js
diff --git a/frontend/src/App.jsx b/frontend/src/App.jsx
index 9ee1c5d87..af84603cb 100644
--- a/frontend/src/App.jsx
+++ b/frontend/src/App.jsx
@@ -67,7 +67,6 @@ const ExperimentalFeatures = lazy(
const LiveDocumentSyncManage = lazy(
() => import("@/pages/Admin/ExperimentalFeatures/Features/LiveSync/manage")
);
-const FineTuningWalkthrough = lazy(() => import("@/pages/FineTuning"));
const CommunityHubTrending = lazy(
() => import("@/pages/GeneralSettings/CommunityHub/Trending")
@@ -213,11 +212,6 @@ export default function App() {
element={<AdminRoute Component={LiveDocumentSyncManage} />}
/>
- <Route
- path="/fine-tuning"
- element={<AdminRoute Component={FineTuningWalkthrough} />}
- />
-
<Route
path="/settings/community-hub/trending"
element={<AdminRoute Component={CommunityHubTrending} />}
diff --git a/frontend/src/models/experimental/fineTuning.js b/frontend/src/models/experimental/fineTuning.js
deleted file mode 100644
index 3c4d90bcc..000000000
--- a/frontend/src/models/experimental/fineTuning.js
+++ /dev/null
@@ -1,129 +0,0 @@
-import { API_BASE } from "@/utils/constants";
-import { baseHeaders, safeJsonParse } from "@/utils/request";
-
-const FineTuning = {
- cacheKeys: {
- dismissed_cta: "anythingllm_dismissed_fine_tune_notif",
- eligibility: "anythingllm_can_fine_tune",
- },
-
- /**
- * Get the information for the Fine-tuning product to display in various frontends
- * @returns {Promise<{
- * productDetails: {
- * name: string,
- * description: string,
- * icon: string,
- * active: boolean,
- * },
- * pricing: {
- * usd: number,
- * },
- * availableBaseModels: string[]
- * }>}
- */
- info: async function () {
- return await fetch(`${API_BASE}/experimental/fine-tuning/info`, {
- method: "GET",
- headers: baseHeaders(),
- })
- .then((res) => {
- if (!res.ok) throw new Error("Could not get model info.");
- return res.json();
- })
- .then((res) => res)
- .catch((e) => {
- console.error(e);
- return null;
- });
- },
- datasetStat: async function ({ slugs = [], feedback = null }) {
- return await fetch(`${API_BASE}/experimental/fine-tuning/dataset`, {
- method: "POST",
- headers: baseHeaders(),
- body: JSON.stringify({ slugs, feedback }),
- })
- .then((res) => {
- if (!res.ok) throw new Error("Could not get dataset info.");
- return res.json();
- })
- .then((res) => res)
- .catch((e) => {
- console.error(e);
- return { count: null };
- });
- },
- /**
- * Generates Fine-Tuning order.
- * @param {{email:string, baseModel:string, modelName: string, trainingData: {slugs:string[], feedback:boolean|null}}} param0
- * @returns {Promise<{checkoutUrl:string, jobId:string}|null>}
- */
- createOrder: async function ({ email, baseModel, modelName, trainingData }) {
- return await fetch(`${API_BASE}/experimental/fine-tuning/order`, {
- method: "POST",
- headers: baseHeaders(),
- body: JSON.stringify({
- email,
- baseModel,
- modelName,
- trainingData,
- }),
- })
- .then((res) => {
- if (!res.ok) throw new Error("Could not order fine-tune.");
- return res.json();
- })
- .then((res) => res)
- .catch((e) => {
- console.error(e);
- return null;
- });
- },
-
- /**
- * Determine if a user should see the CTA alert. In general this alert
- * Can only render if the user is empty (single user) or is an admin role.
- * @returns {boolean}
- */
- canAlert: function (user = null) {
- if (!!user && user.role !== "admin") return false;
- return !window?.localStorage?.getItem(this.cacheKeys.dismissed_cta);
- },
- checkEligibility: async function () {
- const cache = window.localStorage.getItem(this.cacheKeys.eligibility);
- if (!!cache) {
- const { data, lastFetched } = safeJsonParse(cache, {
- data: null,
- lastFetched: 0,
- });
- if (!!data && Date.now() - lastFetched < 1.8e7)
- // 5 hours
- return data.eligible;
- }
-
- return await fetch(`${API_BASE}/experimental/fine-tuning/check-eligible`, {
- method: "GET",
- headers: baseHeaders(),
- })
- .then((res) => {
- if (!res.ok) throw new Error("Could not check if eligible.");
- return res.json();
- })
- .then((res) => {
- window.localStorage.setItem(
- this.cacheKeys.eligibility,
- JSON.stringify({
- data: { eligible: res.eligible },
- lastFetched: Date.now(),
- })
- );
- return res.eligible;
- })
- .catch((e) => {
- console.error(e);
- return false;
- });
- },
-};
-
-export default FineTuning;
diff --git a/frontend/src/pages/FineTuning/Steps/Confirmation/index.jsx b/frontend/src/pages/FineTuning/Steps/Confirmation/index.jsx
deleted file mode 100644
index 51f08e621..000000000
--- a/frontend/src/pages/FineTuning/Steps/Confirmation/index.jsx
+++ /dev/null
@@ -1,198 +0,0 @@
-import FineTuning from "@/models/experimental/fineTuning";
-import { dollarFormat } from "@/utils/numbers";
-import showToast from "@/utils/toast";
-import { Check } from "@phosphor-icons/react";
-import { useState, useEffect } from "react";
-import FineTuningSteps from "../index";
-import CTAButton from "@/components/lib/CTAButton";
-import Workspace from "@/models/workspace";
-
-/**
- * @param {{settings: import("../index").OrderSettings}} param0
- * @returns
- */
-export default function Confirmation({ settings, setSettings, setStep }) {
- const [loading, setLoading] = useState(false);
- const [workspaces, setWorkspaces] = useState([]);
-
- useEffect(() => {
- Workspace.all()
- .then((fetchedWorkspaces) => {
- setWorkspaces(fetchedWorkspaces);
- })
- .catch(() => {
- showToast("Failed to fetch workspaces", "error");
- });
- }, []);
-
- async function handleCheckout() {
- setLoading(true);
- const data = await FineTuning.createOrder({
- email: settings.email,
- baseModel: settings.baseModel,
- modelName: settings.modelName,
- trainingData: {
- slugs: settings.trainingData.slugs,
- feedback: settings.trainingData.feedback,
- },
- });
-
- if (!data) {
- setLoading(false);
- showToast("Could not generate new order.", "error", { clear: true });
- return;
- }
-
- window.open(data.checkoutUrl, "_blank");
- setSettings((prev) => {
- return {
- ...prev,
- jobId: data.jobId,
- checkoutUrl: data.checkoutUrl,
- };
- });
- setStep(FineTuningSteps.confirmation.next());
- }
-
- const getWorkspaceName = (slug) => {
- const workspace = workspaces.find((ws) => ws.slug === slug);
- return workspace ? workspace.name : slug;
- };
-
- return (
- <div className="flex-[2] flex flex-col gap-y-[18px] mt-10">
- <div className="bg-theme-bg-secondary rounded-xl flex-1 p-6">
- <div className="w-full flex flex-col gap-y-3 max-w-[700px]">
- <h2 className="text-base text-theme-text-primary font-semibold">
- Confirm & Submit
- </h2>
- <p className="text-theme-text-secondary text-sm">
- Below are your fine-tuning order details. If you have any questions
- before or after ordering your fine-tune you can checkout the{" "}
- <a
- href="https://docs.anythingllm.com/fine-tuning/overview"
- target="_blank"
- rel="noreferrer"
- className="underline text-sky-400"
- >
- fine-tuning FAQ
- </a>{" "}
- or email{" "}
- <a
- className="underline text-sky-400"
- href="mailto:team@mintplexlabs.com"
- >
- team@mintplexlabs.com
- </a>
- .
- </p>
- <div className="p-4 bg-theme-bg-container text-theme-text-primary flex flex-col gap-y-2 rounded-lg mt-4">
- <div className="flex flex-col gap-y-3 text-sm">
- <div className="flex items-start gap-x-1">
- <p className="w-1/3">Contact e-mail:</p>
- <p className="text-theme-text-secondary w-2/3">
- {settings.email}
- </p>
- </div>
- <div className="flex items-start gap-x-1">
- <p className="w-1/3">Base LLM:</p>
- <p className="text-theme-text-secondary w-2/3">
- {settings.baseModel}
- </p>
- </div>
- <div className="flex items-start gap-x-1">
- <p className="w-1/3">Output model name:</p>
- <p className="text-theme-text-secondary w-2/3">
- "{settings.modelName}"
- </p>
- </div>
- <div className="flex items-start gap-x-1">
- <p className="w-1/3">Training on workspaces:</p>
- <div className="text-theme-text-secondary w-2/3 flex flex-wrap gap-1">
- {settings.trainingData.slugs.map((slug) => (
- <span
- key={slug}
- className="rounded-full bg-theme-bg-secondary px-2 py-0.5 h-[20px] text-xs font-medium text-theme-text-primary shadow-sm"
- >
- {getWorkspaceName(slug)}
- </span>
- ))}
- </div>
- </div>
- <div className="flex items-start gap-x-1">
- <p className="w-1/3">Training data:</p>
- <p className="text-theme-text-secondary w-2/3">
- {settings.trainingData.feedback === true
- ? "Training on positive-feedback chats only"
- : "Training on all chats"}
- </p>
- </div>
- </div>
-
- <div className="mt-4">
- <ul className="flex flex-col gap-y-1 text-sm">
- <li className="flex items-center gap-x-2">
- <Check
- className="text-theme-text-primary"
- size={12}
- weight="bold"
- />
- <p className="text-theme-text-secondary">
- Agreed to Terms and Conditions
- </p>
- </li>
- <li className="flex items-center gap-x-2">
- <Check
- className="text-theme-text-primary"
- size={12}
- weight="bold"
- />
- <p className="text-theme-text-secondary">
- Understand privacy & data handling
- </p>
- </li>
- <li className="flex items-center gap-x-2">
- <Check
- className="text-theme-text-primary"
- size={12}
- weight="bold"
- />
- <p className="text-theme-text-secondary">
- Agreed to Fulfillment terms
- </p>
- </li>
- </ul>
- </div>
-
- <div className="mt-4 border-theme-border pt-2">
- <div className="flex items-center gap-x-1 text-lg mb-0">
- <p className="text-theme-text-primary">Total one-time cost:</p>
- <p className="text-theme-text-secondary">
- {dollarFormat(settings.tuningInfo.pricing.usd)}
- <sup>*</sup>
- </p>
- </div>
- <p className="m-0 p-0 text-xs text-theme-text-tertiary">
- <sup>*</sup> price does not include any coupons, incentives, or
- discounts you can apply at checkout.
- </p>
- </div>
- </div>
- <p className="text-xs text-theme-text-secondary mt-4">
- Once you proceed to checkout, if you do not complete this purchase
- your data will be deleted from our servers within 1 hour of
- abandonment of the creation of the checkout in accordance to our
- privacy and data handling policy.
- </p>
- <CTAButton
- disabled={loading}
- onClick={handleCheckout}
- className="text-dark-text w-full mt-[18px] h-[34px] hover:bg-accent"
- >
- {loading ? "Generating order..." : "Start Training →"}
- </CTAButton>
- </div>
- </div>
- </div>
- );
-}
diff --git a/frontend/src/pages/FineTuning/Steps/DataUpload/index.jsx b/frontend/src/pages/FineTuning/Steps/DataUpload/index.jsx
deleted file mode 100644
index 8a803ea53..000000000
--- a/frontend/src/pages/FineTuning/Steps/DataUpload/index.jsx
+++ /dev/null
@@ -1,290 +0,0 @@
-import { useEffect, useState } from "react";
-import FineTuning from "@/models/experimental/fineTuning";
-import Workspace from "@/models/workspace";
-import {
- CheckCircle,
- Warning,
- X,
- MagnifyingGlass,
-} from "@phosphor-icons/react";
-import FineTuningSteps from "..";
-import CTAButton from "@/components/lib/CTAButton";
-
-export default function DataUpload({ setSettings, setStep }) {
- const [workspaces, setWorkspaces] = useState([]);
- const [dataFilters, setDataFilters] = useState({
- workspaces: [],
- feedback: null,
- });
-
- useEffect(() => {
- Workspace.all()
- .then((workspaces) => {
- const workspaceOpts = workspaces.map((ws) => {
- return { slug: ws.slug, name: ws.name };
- });
- setWorkspaces(workspaceOpts);
- setDataFilters((prev) => {
- return { ...prev, workspaces: workspaceOpts };
- });
- })
- .catch(() => null);
- }, []);
-
- async function handleSubmit(e) {
- e.preventDefault();
- setSettings((prev) => {
- return {
- ...prev,
- trainingData: {
- slugs: dataFilters.workspaces.map((ws) => ws.slug),
- feedback: dataFilters.feedback,
- },
- };
- });
- setStep(FineTuningSteps["data-selection"].next());
- }
-
- return (
- <div className="flex-[2] flex flex-col gap-y-[18px] mt-10">
- <div className="bg-theme-bg-secondary rounded-xl flex-1 p-6">
- <div className="w-full flex flex-col gap-y-3 max-w-[700px]">
- <h2 className="text-base text-theme-text-primary font-semibold">
- Select your training dataset
- </h2>
- <p className="text-theme-text-secondary text-sm">
- This is the data your model will be trained and tuned on. This is a
- critical step and you should always train on the exact information
- you want the model to inherit. By default, AnythingLLM will use all
- chats, but you can filter chats by workspace and even limit training
- to chats which users have left a positive feedback indication on
- (thumbs up).
- </p>
-
- <form onSubmit={handleSubmit} className="flex flex-col gap-y-6 mt-4">
- <div className="flex flex-col">
- <label className="text-theme-text-primary text-sm font-semibold block mb-3">
- Only use positive responses
- </label>
- <p className="text-xs font-normal text-theme-text-secondary mb-2">
- Enabling this toggle will filter your dataset to only use
- "positive" responses that were marked during chatting.
- </p>
- <label className="relative inline-flex cursor-pointer items-center w-fit">
- <input
- type="checkbox"
- onClick={() =>
- setDataFilters((prev) => {
- return { ...prev, feedback: !prev.feedback };
- })
- }
- checked={dataFilters.feedback}
- className="peer sr-only pointer-events-none"
- />
- <div className="peer-disabled:opacity-50 pointer-events-none peer h-6 w-11 rounded-full bg-[#CFCFD0] after:absolute after:left-[2px] after:top-[2px] after:h-5 after:w-5 after:rounded-full after:shadow-xl after:border-none after:bg-white after:box-shadow-md after:transition-all after:content-[''] peer-checked:bg-[#32D583] peer-checked:after:translate-x-full peer-checked:after:border-white peer-focus:outline-none peer-focus:ring-4 peer-focus:ring-transparent"></div>
- </label>
- </div>
-
- <div className="flex flex-col">
- <label className="text-theme-text-primary text-sm font-semibold block mb-3">
- Selected Workspaces
- </label>
- <p className="text-xs font-normal text-theme-text-secondary mb-2">
- Your training data will be limited to these workspaces.
- </p>
- <WorkspaceSelector
- workspaces={workspaces}
- selectedWorkspaces={dataFilters.workspaces}
- setDataFilters={setDataFilters}
- />
- </div>
-
- <DatasetSummary
- workspaces={dataFilters.workspaces}
- feedback={dataFilters.feedback}
- />
-
- <CTAButton
- type="submit"
- className="text-dark-text w-full mt-[18px] h-[34px] hover:bg-accent"
- >
- Proceed to Confirmation →
- </CTAButton>
- </form>
- </div>
- </div>
- </div>
- );
-}
-
-function WorkspaceSelector({
- workspaces = [],
- selectedWorkspaces = [],
- setDataFilters,
-}) {
- const [query, setQuery] = useState("");
- const [showSuggestions, setShowSuggestions] = useState(false);
- const availableWorkspaces = workspaces.filter(
- (ws) =>
- !selectedWorkspaces.find((selectedWs) => selectedWs.slug === ws.slug)
- );
-
- function handleAddWorkspace(workspace) {
- setDataFilters((prev) => {
- return {
- ...prev,
- workspaces: [...prev.workspaces, workspace],
- };
- });
- setQuery("");
- setShowSuggestions(false);
- }
-
- function handleRemoveWorkspace(workspace) {
- setDataFilters((prev) => {
- const filtered = prev.workspaces.filter(
- (ws) => ws.slug !== workspace.slug
- );
- return {
- ...prev,
- workspaces: filtered,
- };
- });
- setQuery("");
- setShowSuggestions(false);
- }
-
- return (
- <div className="flex flex-col gap-y-2">
- <div className="min-w-[150px] max-w-[300px] h-[32px] p-[10px] rounded-lg flex items-center bg-theme-settings-input-bg mt-1">
- <MagnifyingGlass size={16} className="text-theme-text-primary" />
- <input
- value={query}
- onChange={(e) => setQuery(e.target.value)}
- onFocus={() => setShowSuggestions(true)}
- onBlur={() =>
- setTimeout(() => {
- setShowSuggestions(false);
- }, 500)
- }
- placeholder="Enter a workspace name"
- className="border-none bg-transparent p-1 px-2 appearance-none outline-none h-full w-full text-theme-text-primary text-xs placeholder:text-theme-text-secondary/50"
- />
- </div>
- <div className="flex flex-col items-center -ml-2">
- <div className="w-full h-fit">
- <div className="w-full relative z-1">
- <div className="p-2 flex rounded-lg">
- <div className="flex flex-wrap gap-2 w-full">
- {selectedWorkspaces.map((workspace) => {
- return (
- <div
- key={workspace.slug}
- className="flex items-center justify-between rounded-full h-[20px] bg-theme-bg-container px-2 py-1 text-xs font-medium text-theme-text-primary shadow-sm light:border light:bg-theme-bg-secondary"
- >
- <span className="truncate mr-1">{workspace.name}</span>
- <button
- onClick={() => handleRemoveWorkspace(workspace)}
- type="button"
- className="hover:text-red-500 flex-shrink-0"
- >
- <X size={10} weight="bold" />
- </button>
- </div>
- );
- })}
- </div>
- </div>
- </div>
- {showSuggestions && (
- <div className="w-full flex relative">
- <div className="w-full absolute top-0 z-20">
- <WorkspaceSuggestions
- availableWorkspaces={availableWorkspaces}
- addWorkspace={handleAddWorkspace}
- query={query}
- />
- </div>
- </div>
- )}
- </div>
- </div>
- </div>
- );
-}
-
-function WorkspaceSuggestions({
- availableWorkspaces = [],
- addWorkspace,
- query = "",
-}) {
- if (availableWorkspaces.length === 0) {
- return (
- <div className="w-full mt-[2px] bg-theme-bg-container top-[45px] h-40 rounded-lg p-2 text-sm">
- <p className="text-center text-theme-text-secondary">
- no workspaces available to select.
- </p>
- </div>
- );
- }
-
- const filteredWorkspace = !!query
- ? availableWorkspaces.filter((ws) => {
- return (
- ws.slug.toLowerCase().includes(query.toLowerCase()) ||
- ws.name.toLowerCase().includes(query.toLowerCase())
- );
- })
- : availableWorkspaces;
-
- return (
- <div className="w-full mt-[2px] bg-theme-bg-container top-[45px] h-40 rounded-lg p-2 text-sm flex flex-col gap-y-1 justify-start overflow-y-scroll">
- {filteredWorkspace.map((workspace) => {
- return (
- <button
- key={workspace.slug}
- onClick={() => addWorkspace(workspace)}
- type="button"
- className="border-none text-left text-theme-text-primary hover:bg-theme-bg-secondary rounded-lg p-1"
- >
- {workspace.name}
- </button>
- );
- })}
- </div>
- );
-}
-
-function DatasetSummary({ workspaces = [], feedback = null }) {
- const [stats, setStats] = useState({ count: null, recommendedMin: 50 });
- useEffect(() => {
- function getStats() {
- const slugs = workspaces?.map((ws) => ws.slug);
- if (!slugs || slugs.length === 0) return;
-
- FineTuning.datasetStat({ slugs, feedback })
- .then((stats) => setStats(stats))
- .catch((e) => null);
- }
- getStats();
- }, [workspaces, feedback]);
-
- return (
- <div className="bg-theme-bg-container text-theme-text-secondary p-4 rounded-lg text-sm">
- <p>Training dataset size: {stats.count ?? "Unknown"}</p>
- {stats.count < stats.recommendedMin ? (
- <div className="flex items-center gap-x-1 text-red-500 text-sm p-2 rounded-lg bg-red-500/20 w-fit my-2">
- <Warning size={12} weight="bold" />
- <p>
- Dataset size is below recommended minimum ({stats.recommendedMin})
- </p>
- </div>
- ) : (
- <div className="flex items-center gap-x-1 text-green-500 text-sm p-2 rounded-lg bg-green-500/20 w-fit my-2">
- <CheckCircle size={12} weight="bold" />
- <p>Dataset size is sufficient</p>
- </div>
- )}
- </div>
- );
-}
diff --git a/frontend/src/pages/FineTuning/Steps/FulfillmentPolicy/index.jsx b/frontend/src/pages/FineTuning/Steps/FulfillmentPolicy/index.jsx
deleted file mode 100644
index 8fbd9c6cc..000000000
--- a/frontend/src/pages/FineTuning/Steps/FulfillmentPolicy/index.jsx
+++ /dev/null
@@ -1,131 +0,0 @@
-import CTAButton from "@/components/lib/CTAButton";
-import FineTuningSteps from "..";
-
-export default function Fulfillment({ setSettings, setStep }) {
- const handleAccept = () => {
- setSettings((prev) => {
- return { ...prev, agreedToTerms: true };
- });
- setStep(FineTuningSteps.fulfillment.next());
- };
-
- return (
- <div className="flex-[2] flex flex-col gap-y-[18px] mt-10">
- <div className="bg-theme-bg-secondary rounded-xl flex-1 p-6">
- <div className="w-full flex flex-col gap-y-3 max-w-[700px]">
- <h2 className="text-base text-theme-text-primary font-semibold">
- Fulfillment Policy
- </h2>
- <p className="text-theme-text-secondary text-sm">
- Fulfillment of a fine-tune model is straight-forward. We do not host
- your model. We provide you a download link to run the model in a
- standard format where ever you run local LLMs
- </p>
- <div className="flex flex-col gap-y-2 text-theme-text-secondary text-xs font-semibold rounded-lg p-4 h-[60vh] overflow-y-auto bg-theme-bg-container mt-2">
- <div className="text-xs">
- <h1 className="text-theme-text-primary">Fulfillment Terms</h1>
- <p className="text-theme-text-secondary">
- Last updated: July 15, 2024
- </p>
- </div>
- <p className="text-theme-text-secondary">
- These fulfillment terms outline the agreement between Mintplex
- Labs Inc. ("Company," "we," "us," or "our") and the customer
- regarding the creation and delivery of fine-tuned models.
- </p>
-
- <h2 className="text-theme-text-primary mt-4">Delivery of Model</h2>
- <p className="text-theme-text-secondary">
- Upon completion of a fine-tuning job, we will deliver a download
- link to a .gguf model file suitable for LLM text inferencing. The
- customer acknowledges that this exchange is strictly transactional
- and non-recurring. Once the model file is delivered, the agreement
- is considered concluded and will be ineligible for a refund.
- </p>
-
- <h2 className="text-theme-text-primary mt-4">Support</h2>
- <p className="text-theme-text-secondary">
- Please note that the delivery of the model does not include any
- dedicated support. Customers are encouraged to refer to available
- documentation and resources for guidance on using the model.
- </p>
-
- <h2 className="text-theme-text-primary mt-4">
- Requesting Download Links
- </h2>
- <p className="text-theme-text-secondary">
- Customers may request refreshed download links from
- my.mintplexlabs.com as long as the model is retained in our cloud
- storage. We will retain a model in our storage for a maximum of 3
- months or until the customer requests its removal. All download
- links are valid for 24 hours.
- </p>
-
- <h2 className="text-theme-text-primary mt-4">
- Cancellation and Refunds
- </h2>
- <p className="text-theme-text-secondary">
- Mintplex Labs Inc. reserves the right to cancel any fine-tuning
- job at our discretion. In the event of a cancellation, a refund
- may be issued. Additionally, we reserve the right to deny a
- payment from the Customer or issue refunds for any reason without
- cause or notice to the Customer.
- </p>
-
- <h2 className="text-theme-text-primary mt-4">No Guarantees</h2>
- <p className="text-theme-text-secondary">
- Mintplex Labs Inc. makes <strong>NO GUARANTEES</strong> regarding
- the resulting model's output, functionality, speed, or
- compatibility with your tools, infrastructure and devices. Refund
- requests of this nature are not eligible for refunds.
- </p>
- <p className="text-theme-text-secondary">
- Models are delivered and accepted in "As-Is" condition. All
- delivered model and output files are deemed final and
- non-refundable for any reason after training is complete and a
- model has been generated.
- </p>
-
- <h2 className="text-theme-text-primary mt-4">Payment Terms</h2>
- <p className="text-theme-text-secondary">
- All payments are required prior to the commencement of the
- fine-tuning process. Customers are responsible for ensuring that
- valid payment information is provided. Checkout sessions not
- completed within 1 hour of creation will be considered as
- abandoned and will be deleted from our system.
- </p>
-
- <h2 className="text-theme-text-primary">
- Denial of Service for Payment Reasons
- </h2>
- <p className="text-theme-text-secondary">
- Mintplex Labs Inc. reserves the right to deny service to any
- customer with an outstanding balance or invalid payment
- information. If any discrepancies arise regarding payment or
- usage, we may suspend services until the matter is resolved.
- </p>
-
- <h2 className="text-theme-text-primary">Contact</h2>
- <p className="text-theme-text-secondary">
- For any questions related to payment or fulfillment of services,
- please contact us at{" "}
- <a
- href="mailto:team@mintplexlabs.com"
- className="text-blue-400 hover:underline"
- >
- team@mintplexlabs.com
- </a>
- .
- </p>
- </div>
- <CTAButton
- className="text-dark-text w-full mt-[18px] h-[34px] hover:bg-accent"
- onClick={handleAccept}
- >
- Agree and continue →
- </CTAButton>
- </div>
- </div>
- </div>
- );
-}
diff --git a/frontend/src/pages/FineTuning/Steps/Introduction/index.jsx b/frontend/src/pages/FineTuning/Steps/Introduction/index.jsx
deleted file mode 100644
index 1ed2e7b8b..000000000
--- a/frontend/src/pages/FineTuning/Steps/Introduction/index.jsx
+++ /dev/null
@@ -1,136 +0,0 @@
-import { Check, X } from "@phosphor-icons/react";
-import FineTuningSteps from "..";
-import CTAButton from "@/components/lib/CTAButton";
-
-export default function Introduction({ setSettings, setStep }) {
- const handleAccept = () => {
- setSettings((prev) => {
- return { ...prev, agreedToTerms: true };
- });
- setStep(FineTuningSteps.intro.next());
- };
-
- return (
- <div className="flex-[2] flex flex-col gap-y-[18px] mt-10">
- <div className="bg-theme-bg-secondary rounded-xl flex-1 p-6">
- <div className="w-full flex flex-col gap-y-2 max-w-[700px]">
- <h2 className="text-base text-theme-text-primary font-semibold">
- What is a "Fine-Tuned" model?
- </h2>
- <div className="flex flex-col gap-y-[25px] text-theme-text-secondary text-sm">
- <p>
- Fine-tuned models are basically "customized"
- Language-Learning-Models (LLMs). These can be based on popular
- open-source <b>foundational</b> models like LLama3 8B or even some
- closed source models like GPT-3.5.
- </p>
- <p>
- Typically, you would use an open-source model - you probably are
- using one right now with AnythingLLM!
- </p>
- <p>
- When you create a custom fine-tune with AnythingLLM we will train
- a custom base model on your specific data already inside of this
- AnythingLLM instance and give you back a <code>GGUF</code> file
- you can then load back into tools like Ollama, LMStudio, and
- anywhere else you use local LLMs.
- </p>
- </div>
-
- <div className="flex flex-col gap-y-2 text-theme-text-secondary text-sm mt-4">
- <h3 className="text-base text-theme-text-primary font-semibold">
- When should I get a fine-tuned model?
- </h3>
- <p>
- Fine-tuned models are perfect for when you need any of the
- following
- </p>
- <ul className="flex flex-col gap-y-1">
- <li className="flex items-center gap-x-2">
- <Check
- className="text-theme-text-primary"
- size={12}
- weight="bold"
- />{" "}
- Setting the style, tone, format, or other qualitative aspects
- without prompting
- </li>
- <li className="flex items-center gap-x-2">
- <Check
- className="text-theme-text-primary"
- size={12}
- weight="bold"
- />{" "}
- Improving reliability at producing a desired output
- </li>
- <li className="flex items-center gap-x-2">
- <Check
- className="text-theme-text-primary"
- size={12}
- weight="bold"
- />{" "}
- Correcting failures to follow complex prompts, citations, or
- lack of background knowledge
- </li>
- <li className="flex items-center gap-x-2">
- <Check
- className="text-theme-text-primary"
- size={12}
- weight="bold"
- />{" "}
- You want to run this model privately or offline
- </li>
- </ul>
- </div>
-
- <div className="flex flex-col gap-y-2 text-theme-text-secondary text-sm mt-4">
- <h3 className="text-base text-theme-text-primary font-semibold">
- What are fine-tunes bad for?
- </h3>
- <p>
- Fine-tuned models are powerful, but they are not the "silver
- bullet" to any issues you have with RAG currently. Some notable
- limitations are
- </p>
- <ul>
- <li className="flex items-center gap-x-1">
- <X
- className="text-theme-text-primary"
- size={12}
- weight="bold"
- />{" "}
- You need perfect recall of some piece of literature or reference
- document
- </li>
- <li className="flex items-center gap-x-1">
- <X
- className="text-theme-text-primary"
- size={12}
- weight="bold"
- />{" "}
- You want your model to have perfect memory or recollection
- </li>
- </ul>
- </div>
-
- <div className="flex flex-col gap-y-2 text-theme-text-secondary text-sm">
- <p>
- In summary, if you are getting good results with RAG currently,
- creating a fine-tune can squeeze <b>even more performance</b> out
- of a model. Fine-Tunes are for improving response quality and
- general responses, but they are <b>not for knowledge recall</b> -
- that is what RAG is for! Together, it is a powerful combination.
- </p>
- </div>
- <CTAButton
- className="text-dark-text w-full mt-[18px] h-[34px] hover:bg-accent"
- onClick={handleAccept}
- text="Create fine-tune model →"
- >
- Create a fine-tune model →
- </CTAButton>
- </div>
- </div>
- </div>
- );
-}
diff --git a/frontend/src/pages/FineTuning/Steps/OrderDetails/index.jsx b/frontend/src/pages/FineTuning/Steps/OrderDetails/index.jsx
deleted file mode 100644
index 5c13e657d..000000000
--- a/frontend/src/pages/FineTuning/Steps/OrderDetails/index.jsx
+++ /dev/null
@@ -1,132 +0,0 @@
-import FineTuning from "@/models/experimental/fineTuning";
-import { useEffect, useState } from "react";
-import FineTuningSteps from "..";
-import { CircleNotch } from "@phosphor-icons/react";
-import CTAButton from "@/components/lib/CTAButton";
-
-export default function OrderDetails({ setSettings, setStep }) {
- const [info, setInfo] = useState({});
-
- useEffect(() => {
- FineTuning.info()
- .then((res) => {
- setInfo(res ?? {});
- setSettings((prev) => {
- return { ...prev, tuningInfo: res };
- });
- })
- .catch(() => setInfo({}));
- }, []);
-
- async function handleSubmit(e) {
- e.preventDefault();
- const form = new FormData(e.target);
- setSettings((prev) => {
- return {
- ...prev,
- email: form.get("email"),
- baseModel: form.get("baseModel"),
- modelName: form.get("modelName"),
- };
- });
- setStep(FineTuningSteps["order-details"].next());
- }
-
- return (
- <div className="flex-[2] flex flex-col gap-y-[18px] mt-10">
- <div className="bg-theme-bg-secondary rounded-xl flex-1 p-6">
- <div className="w-full flex flex-col gap-y-3 max-w-[700px]">
- <h2 className="text-base text-theme-text-primary font-semibold">
- Time to create your fine tune!
- </h2>
- <p className="text-theme-text-secondary text-sm">
- Creating a model is quite simple. Currently we have a limited base
- model selection, however in the future we plan to expand support to
- many more foundational models.
- </p>
- <form onSubmit={handleSubmit} className="flex flex-col gap-y-6 mt-4">
- <div className="flex flex-col">
- <label className="text-theme-text-primary text-sm font-semibold block mb-3">
- Account e-mail
- </label>
- <p className="text-xs font-normal text-theme-text-secondary mb-2">
- This e-mail is where you will receive all order information and
- updates. This e-mail <b>must be accurate</b> or else we won't be
- able to contact you with your fine-tuned model!
- </p>
- <input
- type="email"
- name="email"
- className="border-none bg-theme-settings-input-bg text-theme-text-primary placeholder:text-theme-settings-input-placeholder text-sm rounded-lg focus:outline-primary-button active:outline-primary-button outline-none block w-full p-2.5"
- placeholder="jdoe@example.com"
- required={true}
- autoComplete="off"
- spellCheck={false}
- />
- </div>
-
- <div className="flex flex-col">
- <label className="text-theme-text-primary text-sm font-semibold block mb-3">
- Preferred Base Model
- </label>
- <p className="text-xs font-normal text-theme-text-secondary mb-2">
- This is the foundational model your fine-tune will be based on.
- We recommend Llama 3 8B.
- </p>
- {info.hasOwnProperty("availableBaseModels") ? (
- <select
- name="baseModel"
- required={true}
- className="border-none bg-theme-settings-input-bg text-theme-text-primary placeholder:text-theme-settings-input-placeholder text-sm rounded-lg focus:outline-primary-button active:outline-primary-button outline-none block w-full p-2.5"
- >
- <option disabled value="">
- -- select a base model --
- </option>
- <optgroup label="Available base models">
- {(info?.availableBaseModels || []).map((model) => (
- <option key={model} value={model}>
- {model}
- </option>
- ))}
- </optgroup>
- </select>
- ) : (
- <div className="flex items-center gap-x-2 text-theme-text-secondary text-sm">
- <CircleNotch className="animate-spin" size={12} />
- <p>fetching available models...</p>
- </div>
- )}
- </div>
-
- <div className="flex flex-col">
- <label className="text-theme-text-primary text-sm font-semibold block mb-3">
- Model name
- </label>
- <p className="text-xs font-normal text-theme-text-secondary mb-2">
- What would you like to call your model? This has no impact on
- its output or training and is only used for how we communicate
- with you about the model.
- </p>
- <input
- type="text"
- name="modelName"
- className="border-none bg-theme-settings-input-bg text-theme-text-primary placeholder:text-theme-settings-input-placeholder text-sm rounded-lg focus:outline-primary-button active:outline-primary-button outline-none block w-full p-2.5"
- placeholder="My really cool model!"
- required={true}
- autoComplete="off"
- spellCheck={false}
- />
- </div>
-
- <CTAButton
- type="submit"
- className="text-dark-text w-full mt-[18px] h-[34px] hover:bg-accent"
- >
- Proceed to data selection →
- </CTAButton>
- </form>
- </div>
- </div>
- </div>
- );
-}
diff --git a/frontend/src/pages/FineTuning/Steps/OrderPlaced/index.jsx b/frontend/src/pages/FineTuning/Steps/OrderPlaced/index.jsx
deleted file mode 100644
index d552727d8..000000000
--- a/frontend/src/pages/FineTuning/Steps/OrderPlaced/index.jsx
+++ /dev/null
@@ -1,83 +0,0 @@
-import CTAButton from "@/components/lib/CTAButton";
-import paths from "@/utils/paths";
-
-export default function OrderPlaced({ settings }) {
- return (
- <div className="flex-[2] flex flex-col gap-y-[18px] mt-10">
- <div className="bg-theme-bg-secondary rounded-xl flex-1 p-6">
- <div className="w-full flex flex-col gap-y-2 max-w-[700px]">
- <h2 className="text-base text-theme-text-primary font-semibold">
- Your order is placed!
- </h2>
- <div className="flex flex-col gap-y-[25px] text-theme-text-secondary text-xs">
- <p>
- Your fine-tune will begin once payment is complete. If the payment
- window did not automatically open - your checkout link is below.
- </p>
- <a
- href={settings.checkoutUrl}
- target="_blank"
- rel="noreferrer"
- className="text-sky-400 hover:underline hover:cursor-pointer"
- >
- {new URL(settings.checkoutUrl).origin}
- </a>
- <p className="text-xs text-theme-text-secondary">
- Your fine-tune does not begin until this payment is completed.
- </p>
-
- <div className="flex flex-col gap-y-2">
- <p className="text-theme-text-secondary font-medium">
- Reference: <span className="font-normal">{settings.jobId}</span>
- </p>
- <p className="text-xs text-theme-text-secondary">
- This reference id is how we will communicate with you about your
- fine-tune training status. <b>Save this reference id.</b>
- </p>
- </div>
-
- <div className="flex flex-col gap-y-2">
- <p className="text-theme-text-secondary font-medium">
- Contact: <span className="font-normal">{settings.email}</span>
- </p>
- <p className="text-xs text-theme-text-secondary">
- Check the email above for order confirmation, status updates,
- and more. Mintplex Labs will only contact you about your order
- via email.
- </p>
- </div>
-
- <div className="flex flex-col items-left gap-x-4 text-xs">
- <a
- href="https://docs.anythingllm.com/fine-tuning/overview"
- target="_blank"
- rel="noreferrer"
- className="text-sky-400 hover:underline hover:cursor-pointer"
- >
- Documentation
- </a>
- <a
- href="mailto:team@mintplexlabs.com"
- className="text-sky-400 hover:underline hover:cursor-pointer"
- >
- Contact support
- </a>
- </div>
-
- <p className="text-xs text-theme-text-secondary">
- You can close this window or navigate away once you see the
- confirmation email in your inbox.
- </p>
- </div>
-
- <CTAButton
- className="text-dark-text w-full mt-[18px] h-[34px] hover:bg-accent"
- onClick={() => (window.location.href = paths.home())}
- >
- Finish
- </CTAButton>
- </div>
- </div>
- </div>
- );
-}
diff --git a/frontend/src/pages/FineTuning/Steps/Privacy/index.jsx b/frontend/src/pages/FineTuning/Steps/Privacy/index.jsx
deleted file mode 100644
index 68e62090e..000000000
--- a/frontend/src/pages/FineTuning/Steps/Privacy/index.jsx
+++ /dev/null
@@ -1,241 +0,0 @@
-import CTAButton from "@/components/lib/CTAButton";
-import FineTuningSteps from "..";
-
-export default function PrivacyHandling({ setSettings, setStep }) {
- const handleAccept = () => {
- setSettings((prev) => {
- return { ...prev, agreedToPrivacy: true };
- });
- setStep(FineTuningSteps.privacy.next());
- };
-
- return (
- <div className="flex-[2] flex flex-col gap-y-[18px] mt-10">
- <div className="bg-theme-bg-secondary rounded-xl flex-1 p-6">
- <div className="w-full flex flex-col gap-y-3 max-w-[700px]">
- <h2 className="text-base text-theme-text-primary font-semibold">
- Data Handling Policy & Privacy
- </h2>
- <p className="text-theme-text-secondary text-sm">
- Please accept the terms and conditions to continue with creation and
- ordering of a fine-tune model. We take the handling of your data
- very seriously and will only use your uploaded data for training the
- model, after the model is created or the order is concluded,
- completed, or canceled your information is automatically and
- permanently deleted.
- </p>
- <div className="flex flex-col gap-y-2 text-theme-text-secondary text-xs font-semibold rounded-lg p-4 h-[60vh] overflow-y-auto bg-theme-bg-container mt-2">
- <div className="text-xs">
- <h1 className="text-theme-text-secondary">Privacy Policy</h1>
- <p>Mintplex Labs Inc.</p>
- <p>Effective Date: July 15, 2024</p>
- </div>
- <h2 className="text-theme-text-primary mt-4">1. Introduction</h2>
- <p className="text-theme-text-secondary">
- Welcome to Mintplex Labs Inc. ("we", "our", "us"). We are
- committed to protecting your privacy and ensuring the security of
- your personal information. This Privacy Policy describes how we
- collect, use, and protect your information when you use our
- services.
- </p>
-
- <h2 className="text-theme-text-primary mt-4">
- 2. Information We Collect
- </h2>
- <p className="text-theme-text-secondary">
- When you place an order with us for tuning and large language
- model (LLM) fulfillment, we collect certain personal information
- from you, including but not limited to:
- </p>
- <ul className="list-disc pl-5 text-theme-text-secondary">
- <li>Email address</li>
- <li>Payment information</li>
- <li>Uploaded training data</li>
- </ul>
-
- <h2 className="text-theme-text-primary mt-4">
- 3. Use of Information
- </h2>
- <p className="text-theme-text-secondary">
- We use the information we collect for the following purposes:
- </p>
- <ul className="list-disc pl-5 text-theme-text-secondary">
- <li>To process and fulfill your order</li>
- <li>To communicate with you regarding your order</li>
- <li>To improve our services</li>
- </ul>
-
- <h2 className="text-theme-text-primary mt-4">
- 4. Data Retention and Deletion
- </h2>
- <p className="text-theme-text-secondary">
- Uploaded training data is only retained for the duration of the
- model training. Upon training completion, failure, or order
- cancellation, the user data is permanently deleted from our
- storage.
- </p>
- <p className="text-theme-text-secondary">
- If you partially complete the order flow and do not finalize your
- order, any details and information associated with your order will
- be deleted 1 hour from abandonment.
- </p>
- <p className="text-theme-text-secondary">
- After you confirm receipt of your resulting model files, you can
- request us to delete your model from our storage at any time.
- Additionally, we may proactively reach out to you to confirm that
- you have received your model so we can delete it from storage. Our
- model file retention policy is 3 months, after which we will
- contact you to confirm receipt so we can remove the model from our
- storage.
- </p>
-
- <h2 className="text-theme-text-primary mt-4">
- 5. Data Storage and Security
- </h2>
- <p className="text-theme-text-secondary">
- Our cloud storage provider is AWS. We have implement standard
- encryption and protection policies to ensure the security of your
- data. The storage solution has no public access, and all requests
- for download URLs are pre-validated and signed by a minimal trust
- program. Download URLs for the model file and associated outputs
- are valid for 24 hours at a time. After expiration you can produce
- refreshed links from https://my.mintplexlabs.com using the same
- e-mail you used during checkout.
- </p>
-
- <h2 className="text-theme-text-primary mt-4">
- 6. Payment Processing
- </h2>
- <p className="text-theme-text-secondary">
- We use Stripe as our payment processor. Your email may be shared
- with Stripe for customer service and payment management purposes.
- </p>
-
- <h2 className="text-theme-text-primary mt-4">7. Data Sharing</h2>
- <p className="text-theme-text-secondary">
- We do not sell or share your personal information with third
- parties except as necessary to provide our services, comply with
- legal obligations, or protect our rights.
- </p>
-
- <h2 className="text-theme-text-primary mt-4">8. Your Rights</h2>
- <p className="text-theme-text-secondary">
- You have the right to access, correct, or delete your personal
- information. If you wish to exercise these rights, please contact
- us at{" "}
- <a
- href="mailto:team@mintplexlabs.com"
- className="text-blue-400 hover:underline"
- >
- team@mintplexlabs.com
- </a>
- .
- </p>
-
- <h2 className="text-theme-text-primary mt-4">
- 9. California Privacy Rights
- </h2>
- <p className="text-theme-text-secondary">
- Under the California Consumer Privacy Act as amended by the
- California Privacy Rights Act (the "CCPA"), California residents
- have additional rights beyond what is set out in this privacy
- notice:
- </p>
- <ul className="list-disc pl-5 text-theme-text-secondary">
- <li>
- <strong>Right to Know:</strong> You have the right to request
- information about the categories and specific pieces of personal
- information we have collected about you, as well as the
- categories of sources from which the information is collected,
- the purpose for collecting such information, and the categories
- of third parties with whom we share personal information.
- </li>
- <li>
- <strong>Right to Delete:</strong> You have the right to request
- the deletion of your personal information, subject to certain
- exceptions.
- </li>
- <li>
- <strong>Right to Correct:</strong> You have the right to request
- the correction of inaccurate personal information that we have
- about you.
- </li>
- <li>
- <strong>Right to Opt-Out:</strong> You have the right to opt-out
- of the sale of your personal information. Note, however, that we
- do not sell your personal information.
- </li>
- <li>
- <strong>Right to Non-Discrimination:</strong> You have the right
- not to receive discriminatory treatment for exercising any of
- your CCPA rights.
- </li>
- </ul>
- <p className="text-theme-text-secondary">
- <strong>Submitting a Request:</strong>
- <br />
- You may submit a request to know, delete, or correct your personal
- information by contacting us at{" "}
- <a
- href="mailto:team@mintplexlabs.com"
- className="text-blue-400 hover:underline"
- >
- team@mintplexlabs.com
- </a>
- . We will confirm your identity before processing your request and
- respond within 45 days. If more time is needed, we will inform you
- of the reason and extension period in writing. You may make a
- request for your information twice every 12 months. If you are
- making an erasure request, please include details of the
- information you would like erased.
- </p>
- <p className="text-theme-text-secondary">
- Please note that if you request that we remove your information,
- we may retain some of the information for specific reasons, such
- as to resolve disputes, troubleshoot problems, and as required by
- law. Some information may not be completely removed from our
- databases due to technical constraints and regular backups.
- </p>
- <p className="text-theme-text-secondary">
- We will not discriminate against you for exercising any of your
- CCPA rights.
- </p>
-
- <h2 className="text-theme-text-primary mt-4">10. Contact Us</h2>
- <p className="text-theme-text-secondary">
- If you have any questions or concerns about this Privacy Policy,
- please contact us at{" "}
- <a
- href="mailto:team@mintplexlabs.com"
- className="text-blue-400 hover:underline"
- >
- team@mintplexlabs.com
- </a>
- .
- </p>
-
- <h2 className="text-theme-text-primary mt-4">
- 11. Changes to This Privacy Policy
- </h2>
- <p className="text-theme-text-secondary">
- We may update this Privacy Policy from time to time. We will
- notify you of any changes by posting the new Privacy Policy on our
- website. You are advised to review this Privacy Policy
- periodically for any changes.
- </p>
- <p className="text-theme-text-secondary">
- By using our services, you agree to the terms of this Privacy
- Policy.
- </p>
- </div>
- <CTAButton
- className="text-dark-text w-full mt-[18px] h-[34px] hover:bg-accent"
- onClick={handleAccept}
- >
- Agree and continue →
- </CTAButton>
- </div>
- </div>
- </div>
- );
-}
diff --git a/frontend/src/pages/FineTuning/Steps/TermsAndConditions/index.jsx b/frontend/src/pages/FineTuning/Steps/TermsAndConditions/index.jsx
deleted file mode 100644
index e1cb7b7e9..000000000
--- a/frontend/src/pages/FineTuning/Steps/TermsAndConditions/index.jsx
+++ /dev/null
@@ -1,181 +0,0 @@
-import CTAButton from "@/components/lib/CTAButton";
-import FineTuningSteps from "..";
-
-export default function TermsAndConditions({ setSettings, setStep }) {
- const handleAccept = () => {
- setSettings((prev) => {
- return { ...prev, agreedToTerms: true };
- });
- setStep(FineTuningSteps.tos.next());
- };
-
- return (
- <div className="flex-[2] flex flex-col gap-y-[18px] mt-10">
- <div className="bg-theme-bg-secondary rounded-xl flex-1 p-6">
- <div className="w-full flex flex-col gap-y-3 max-w-[700px]">
- <h2 className="text-base text-theme-text-primary font-semibold">
- Terms and Conditions
- </h2>
- <p className="text-theme-text-secondary text-sm">
- Please accept the terms and conditions to continue with creation and
- ordering of a fine-tune model.
- </p>
- <div className="flex flex-col gap-y-2 text-theme-text-secondary text-xs font-semibold rounded-lg p-4 h-[60vh] overflow-y-auto bg-theme-bg-container mt-2">
- <div className="text-xs">
- <h1 className="text-theme-text-primary">
- Mintplex Labs Inc. Fine-Tuning Terms of Service
- </h1>
- <p className="text-theme-text-secondary">
- Last Updated: July 15, 2024
- </p>
- </div>
- <p className="text-theme-text-secondary">
- This Agreement is between Mintplex Labs Inc. ("Company") and the
- customer ("Customer") accessing or using the services provided by
- the Company. By signing up, accessing, or using the services,
- Customer indicates its acceptance of this Agreement and agrees to
- be bound by the terms and conditions outlined below.
- </p>
-
- <h2 className="text-theme-text-primary mt-4">
- 1. Services Provided
- </h2>
- <p className="text-theme-text-secondary">
- Mintplex Labs Inc. provides model fine-tuning services for
- customers. The deliverable for these services is a download link
- to the output ".GGUF" file that can be used by the Customer for
- Large-Language text inferencing.
- </p>
-
- <h2 className="text-theme-text-primary mt-4">2. Payment Terms</h2>
- <ul className="list-disc pl-5 text-theme-text-secondary">
- <li>
- <strong>One-Time Payment:</strong> A one-time payment is
- required before the execution of the training.
- </li>
- <li>
- <strong>Payment Due Date:</strong> Payment is due upon order
- placement.
- </li>
- <li>
- <strong>Refund Policy:</strong> Payments are refundable in the
- event of training failure or if the Company fails to deliver the
- complete model file to the Customer.
- </li>
- </ul>
-
- <h2 className="text-theme-text-primary mt-4">3. Order Form</h2>
- <ul className="list-disc pl-5 text-theme-text-secondary">
- <li>
- <strong>Service:</strong> Model fine-tuning
- </li>
- <li>
- <strong>Payment Amount:</strong> As specified in the order form
- </li>
- <li>
- <strong>Payment Due Date:</strong> Upon order placement
- </li>
- </ul>
-
- <h2 className="text-theme-text-primary mt-4">
- 4. Customer Responsibilities
- </h2>
- <p className="text-theme-text-secondary">
- The Customer must provide all necessary data and information
- required for model fine-tuning.
- </p>
- <p className="text-theme-text-secondary">
- The Customer must ensure timely payment as per the terms mentioned
- above.
- </p>
- <p className="text-theme-text-secondary">
- The Customer understands the data collected for tuning will be
- stored to a private cloud storage location temporarily while
- training is in progress.
- </p>
- <p className="text-theme-text-secondary">
- The Customer understands the data collected for tuning will be
- fully deleted once the order is completed or canceled by the
- Company.
- </p>
- <p className="text-theme-text-secondary">
- The Customer understands and has reviewed the Privacy Policy for
- Fine-Tuning by the Company.
- </p>
-
- <h2 className="text-theme-text-primary mt-4">5. Refund Policy</h2>
- <p className="text-theme-text-secondary">
- Refunds will be processed in the event of training failure or if
- the complete model file is not delivered to the Customer. Refunds
- will be issued to the original payment method within 30 days of
- the refund request.
- </p>
-
- <h2 className="text-theme-text-primary mt-4">6. Governing Law</h2>
- <p className="text-theme-text-secondary">
- This Agreement shall be governed by and construed in accordance
- with the laws of the State of California.
- </p>
-
- <h2 className="text-theme-text-primary mt-4">
- 7. Dispute Resolution
- </h2>
- <p className="text-theme-text-secondary">
- Any disputes arising out of or in connection with this Agreement
- shall be resolved in the state or federal courts located in
- California.
- </p>
-
- <h2 className="text-theme-text-primary mt-4">8. Notices</h2>
- <p className="text-theme-text-secondary">
- All notices under this Agreement shall be in writing and shall be
- deemed given when delivered personally, sent by confirmed email,
- or sent by certified or registered mail, return receipt requested,
- and addressed to the respective parties as follows:
- </p>
- <p className="text-theme-text-secondary">
- For Company:{" "}
- <a
- href="mailto:team@mintplexlabs.com"
- className="text-blue-400 hover:underline"
- >
- team@mintplexlabs.com
- </a>
- </p>
- <p className="text-theme-text-secondary">
- For Customer: The main email address on Customer's account
- </p>
-
- <h2 className="text-theme-text-primary mt-4">9. Amendments</h2>
- <p className="text-theme-text-secondary">
- The Company reserves the right to amend these terms at any time by
- providing notice to the Customer. The Customer's continued use of
- the services after such amendments will constitute acceptance of
- the amended terms.
- </p>
-
- <h2 className="text-theme-text-primary mt-4">10. Indemnity</h2>
- <p className="text-theme-text-secondary">
- The Customer agrees to indemnify, defend, and hold harmless
- Mintplex Labs Inc., its affiliates, and their respective officers,
- directors, employees, agents, and representatives from and against
- any and all claims, liabilities, damages, losses, costs, expenses,
- fees (including reasonable attorneys' fees and court costs) that
- arise from or relate to: (a) the Customer's use of the services;
- (b) any violation of this Agreement by the Customer; (c) any
- breach of any representation, warranty, or covenant made by the
- Customer; or (d) the Customer's violation of any rights of another
- person or entity.
- </p>
- </div>
- <CTAButton
- className="text-dark-text w-full mt-[18px] h-[34px] hover:bg-accent"
- onClick={handleAccept}
- >
- Agree and continue →
- </CTAButton>
- </div>
- </div>
- </div>
- );
-}
diff --git a/frontend/src/pages/FineTuning/Steps/index.jsx b/frontend/src/pages/FineTuning/Steps/index.jsx
deleted file mode 100644
index 05237e3aa..000000000
--- a/frontend/src/pages/FineTuning/Steps/index.jsx
+++ /dev/null
@@ -1,148 +0,0 @@
-import { isMobile } from "react-device-detect";
-import { useState } from "react";
-import Sidebar from "@/components/Sidebar";
-import Introduction from "./Introduction";
-import PrivacyPolicy from "./Privacy";
-import TermsAndConditions from "./TermsAndConditions";
-import Fulfillment from "./FulfillmentPolicy";
-import OrderDetails from "./OrderDetails";
-import DataUpload from "./DataUpload";
-import Confirmation from "./Confirmation";
-import OrderPlaced from "./OrderPlaced";
-
-/**
- * @typedef OrderSettings
- * @property {string} email
- * @property {string} baseModel
- * @property {string} modelName
- * @property {boolean} agreedToTerms
- * @property {boolean} agreedToPrivacy
- * @property {string} modelName
- * @property {string|null} checkoutUrl
- * @property {string|null} jobId
- * @property {{slugs: string[], feedback: boolean|null}} trainingData
- * @property {{pricing: {usd: number}, availableBaseModels: string[]}} tuningInfo
- */
-
-const FineTuningSteps = {
- intro: {
- name: "1. Introduction to Fine-Tuning",
- next: () => "privacy",
- component: ({ settings, setSettings, setStep }) => (
- <Introduction
- settings={settings}
- setSettings={setSettings}
- setStep={setStep}
- />
- ),
- },
- privacy: {
- name: "2. How your data is handled",
- next: () => "tos",
- component: ({ settings, setSettings, setStep }) => (
- <PrivacyPolicy
- settings={settings}
- setSettings={setSettings}
- setStep={setStep}
- />
- ),
- },
- tos: {
- name: "3. Terms of service",
- next: () => "fulfillment",
- component: ({ settings, setSettings, setStep }) => (
- <TermsAndConditions
- settings={settings}
- setSettings={setSettings}
- setStep={setStep}
- />
- ),
- },
- fulfillment: {
- name: "4. Fulfillment terms",
- next: () => "order-details",
- component: ({ settings, setSettings, setStep }) => (
- <Fulfillment
- settings={settings}
- setSettings={setSettings}
- setStep={setStep}
- />
- ),
- },
- "order-details": {
- name: "5. Model details & information",
- next: () => "data-selection",
- component: ({ settings, setSettings, setStep }) => (
- <OrderDetails
- settings={settings}
- setSettings={setSettings}
- setStep={setStep}
- />
- ),
- },
- "data-selection": {
- name: "6. Data selection",
- next: () => "confirmation",
- component: ({ settings, setSettings, setStep }) => (
- <DataUpload
- settings={settings}
- setSettings={setSettings}
- setStep={setStep}
- />
- ),
- },
- confirmation: {
- name: "7. Review and Submit",
- next: () => "done",
- component: ({ settings, setSettings, setStep }) => (
- <Confirmation
- settings={settings}
- setSettings={setSettings}
- setStep={setStep}
- />
- ),
- },
- done: {
- name: "8. Order placed",
- next: () => "done",
- component: ({ settings }) => <OrderPlaced settings={settings} />,
- },
-};
-
-export function FineTuningCreationLayout({ setStep, children }) {
- const [settings, setSettings] = useState({
- email: null,
- baseModel: null,
- modelName: null,
- agreedToTerms: false,
- agreedToPrivacy: false,
- data: {
- workspaceSlugs: [],
- feedback: false,
- },
- tuningInfo: {
- pricing: {
- usd: 0.0,
- },
- availableBaseModels: [],
- },
- checkoutUrl: null,
- jobId: null,
- });
-
- return (
- <div
- id="fine-tune-create-order-container"
- className="w-screen h-screen overflow-hidden bg-theme-bg-container flex md:mt-0 mt-6"
- >
- <Sidebar />
- <div
- style={{ height: isMobile ? "100%" : "calc(100% - 32px)" }}
- className="relative md:ml-[2px] md:mr-[16px] md:my-[16px] md:rounded-[16px] w-full h-full flex"
- >
- {children(settings, setSettings, setStep)}
- </div>
- </div>
- );
-}
-export default FineTuningSteps;
diff --git a/frontend/src/pages/FineTuning/index.jsx b/frontend/src/pages/FineTuning/index.jsx
deleted file mode 100644
index cd47f035e..000000000
--- a/frontend/src/pages/FineTuning/index.jsx
+++ /dev/null
@@ -1,89 +0,0 @@
-import React, { useState } from "react";
-import FineTuningSteps, { FineTuningCreationLayout } from "./Steps";
-import { Sparkle } from "@phosphor-icons/react";
-import { isMobile } from "react-device-detect";
-
-function SideBarSelection({ setStep, currentStep }) {
- const currentIndex = Object.keys(FineTuningSteps).indexOf(currentStep);
- return (
- <div
- className={`bg-white/5 light:bg-white text-theme-text-primary rounded-xl py-1 px-4 shadow-lg ${
- isMobile ? "w-full" : "min-w-[360px] w-fit"
- }`}
- >
- {Object.entries(FineTuningSteps).map(([stepKey, props], index) => {
- const isSelected = currentStep === stepKey;
- const isLast = index === Object.keys(FineTuningSteps).length - 1;
- const isDone =
- currentIndex === Object.keys(FineTuningSteps).length - 1 ||
- index < currentIndex;
- return (
- <div
- key={stepKey}
- className={[
- "py-3 flex items-center justify-between transition-all duration-300",
- isSelected ? "rounded-t-xl" : "",
- isLast
- ? ""
- : "border-b border-white/10 light:border-[#026AA2]/10",
- ].join(" ")}
- >
- {isDone || isSelected ? (
- <button
- onClick={() => setStep(stepKey)}
- className="border-none hover:underline text-sm font-medium text-theme-text-primary"
- >
- {props.name}
- </button>
- ) : (
- <div className="text-sm text-theme-text-secondary font-medium">
- {props.name}
- </div>
- )}
- <div className="flex items-center gap-x-2">
- {isDone ? (
- <div className="w-[14px] h-[14px] rounded-full border border-[#32D583] flex items-center justify-center">
- <div className="w-[5.6px] h-[5.6px] rounded-full bg-[#6CE9A6]"></div>
- </div>
- ) : (
- <div
- className={`w-[14px] h-[14px] rounded-full border border-theme-text-primary ${
- isSelected ? "animate-pulse" : "opacity-50"
- }`}
- />
- )}
- </div>
- </div>
- );
- })}
- </div>
- );
-}
-
-export default function FineTuningFlow() {
- const [step, setStep] = useState("intro");
- const StepPage = FineTuningSteps.hasOwnProperty(step)
- ? FineTuningSteps[step]
- : FineTuningSteps.intro;
-
- return (
- <FineTuningCreationLayout setStep={setStep}>
- {(settings, setSettings, setStep) => (
- <div className="flex-1 flex h-full">
- <div className="flex flex-col gap-y-[18px] p-4 mt-10 w-[360px] flex-shrink-0">
- <div className="text-theme-text-primary flex items-center gap-x-2">
- <Sparkle size={24} />
- <p className="text-lg font-medium">Custom Fine-Tuned Model</p>
- </div>
- <SideBarSelection setStep={setStep} currentStep={step} />
- </div>
- <div className="flex-1 overflow-y-auto p-4 mt-10 pb-[74px] h-screen">
- <div className="ml-8">
- {StepPage.component({ settings, setSettings, setStep })}
- </div>
- </div>
- </div>
- )}
- </FineTuningCreationLayout>
- );
-}
diff --git a/frontend/src/pages/GeneralSettings/Chats/index.jsx b/frontend/src/pages/GeneralSettings/Chats/index.jsx
index 1d8ebf1a6..a612e6d06 100644
--- a/frontend/src/pages/GeneralSettings/Chats/index.jsx
+++ b/frontend/src/pages/GeneralSettings/Chats/index.jsx
@@ -7,10 +7,9 @@ import useQuery from "@/hooks/useQuery";
import ChatRow from "./ChatRow";
import showToast from "@/utils/toast";
import System from "@/models/system";
-import { CaretDown, Download, Sparkle, Trash } from "@phosphor-icons/react";
+import { CaretDown, Download, Trash } from "@phosphor-icons/react";
import { saveAs } from "file-saver";
import { useTranslation } from "react-i18next";
-import paths from "@/utils/paths";
import { CanViewChatHistory } from "@/components/CanViewChatHistory";
const exportOptions = {
@@ -163,22 +162,13 @@ export default function WorkspaceChats() {
</div>
</div>
{chats.length > 0 && (
- <>
- <button
- onClick={handleClearAllChats}
- className="flex items-center gap-x-2 px-4 py-1 border hover:border-transparent light:border-theme-sidebar-border border-white/40 text-white/40 light:text-theme-text-secondary rounded-lg bg-transparent hover:light:text-theme-bg-primary hover:text-theme-text-primary text-xs font-semibold hover:bg-red-500 shadow-[0_4px_14px_rgba(0,0,0,0.25)] h-[34px] w-fit"
- >
- <Trash size={18} weight="bold" />
- Clear Chats
- </button>
- <a
- href={paths.orderFineTune()}
- className="flex items-center gap-x-2 px-4 py-1 border hover:border-transparent border-yellow-300 light:border-yellow-600 text-yellow-300/80 light:text-yellow-600 rounded-lg bg-transparent hover:light:text-yellow-800 hover:text-theme-text-primary text-xs font-semibold hover:bg-yellow-300/75 shadow-[0_4px_14px_rgba(0,0,0,0.25)] h-[34px] w-fit"
- >
- <Sparkle size={18} weight="bold" />
- Order Fine-Tune Model
- </a>
- </>
+ <button
+ onClick={handleClearAllChats}
+ className="flex items-center gap-x-2 px-4 py-1 border hover:border-transparent light:border-theme-sidebar-border border-white/40 text-white/40 light:text-theme-text-secondary rounded-lg bg-transparent hover:light:text-theme-bg-primary hover:text-theme-text-primary text-xs font-semibold hover:bg-red-500 shadow-[0_4px_14px_rgba(0,0,0,0.25)] h-[34px] w-fit"
+ >
+ <Trash size={18} weight="bold" />
+ Clear Chats
+ </button>
)}
</div>
<p className="text-xs leading-[18px] font-base text-theme-text-secondary mt-2">
diff --git a/frontend/src/utils/paths.js b/frontend/src/utils/paths.js
index b4ab10573..f6f543b56 100644
--- a/frontend/src/utils/paths.js
+++ b/frontend/src/utils/paths.js
@@ -76,9 +76,6 @@ export default {
apiDocs: () => {
return `${API_BASE}/docs`;
},
- orderFineTune: () => {
- return `/fine-tuning`;
- },
settings: {
users: () => {
return `/settings/users`;
diff --git a/server/endpoints/experimental/fineTuning.js b/server/endpoints/experimental/fineTuning.js
deleted file mode 100644
index 3fe109821..000000000
--- a/server/endpoints/experimental/fineTuning.js
+++ /dev/null
@@ -1,108 +0,0 @@
-const { FineTuning } = require("../../models/fineTuning");
-const { Telemetry } = require("../../models/telemetry");
-const { WorkspaceChats } = require("../../models/workspaceChats");
-const { reqBody } = require("../../utils/http");
-const {
- flexUserRoleValid,
- ROLES,
-} = require("../../utils/middleware/multiUserProtected");
-const { validatedRequest } = require("../../utils/middleware/validatedRequest");
-
-function fineTuningEndpoints(app) {
- if (!app) return;
-
- app.get(
- "/experimental/fine-tuning/check-eligible",
- [validatedRequest, flexUserRoleValid([ROLES.admin])],
- async (_request, response) => {
- try {
- const chatCount = await WorkspaceChats.count();
- response
- .status(200)
- .json({ eligible: chatCount >= FineTuning.recommendedMinDataset });
- } catch (e) {
- console.error(e);
- response.status(500).end();
- }
- }
- );
-
- app.get(
- "/experimental/fine-tuning/info",
- [validatedRequest, flexUserRoleValid([ROLES.admin])],
- async (_request, response) => {
- try {
- const fineTuningInfo = await FineTuning.getInfo();
- await Telemetry.sendTelemetry("fine_tuning_interest", {
- step: "information",
- });
- response.status(200).json(fineTuningInfo);
- } catch (e) {
- console.error(e);
- response.status(500).end();
- }
- }
- );
-
- app.post(
- "/experimental/fine-tuning/dataset",
- [validatedRequest, flexUserRoleValid([ROLES.admin])],
- async (request, response) => {
- try {
- const { slugs = [], feedback = null } = reqBody(request);
- if (!Array.isArray(slugs) || slugs.length === 0) {
- return response.status(200).json({
- count: 0,
- recommendedMin: FineTuning.recommendedMinDataset,
- });
- }
-
- const count = await FineTuning.datasetSize(slugs, feedback);
- await Telemetry.sendTelemetry("fine_tuning_interest", {
- step: "uploaded_dataset",
- });
- response
- .status(200)
- .json({ count, recommendedMin: FineTuning.recommendedMinDataset });
- } catch (e) {
- console.error(e);
- response.status(500).end();
- }
- }
- );
-
- app.post(
- "/experimental/fine-tuning/order",
- [validatedRequest, flexUserRoleValid([ROLES.admin])],
- async (request, response) => {
- try {
- const { email, baseModel, modelName, trainingData } = reqBody(request);
- if (
- !email ||
- !baseModel ||
- !modelName ||
- !trainingData ||
- !trainingData?.slugs.length
- )
- throw new Error("Invalid order details");
-
- const { jobId, checkoutUrl } = await FineTuning.newOrder({
- email,
- baseModel,
- modelName,
- trainingData,
- });
- await Telemetry.sendTelemetry("fine_tuning_interest", {
- step: "created_order",
- jobId,
- });
- response.status(200).json({ jobId, checkoutUrl });
- } catch (e) {
- console.error(e);
- response.status(500).end();
- }
- }
- );
-}
-
-module.exports = { fineTuningEndpoints };
diff --git a/server/endpoints/experimental/index.js b/server/endpoints/experimental/index.js
index cc390811a..f7dc8678a 100644
--- a/server/endpoints/experimental/index.js
+++ b/server/endpoints/experimental/index.js
@@ -1,4 +1,3 @@
-const { fineTuningEndpoints } = require("./fineTuning");
const { liveSyncEndpoints } = require("./liveSync");
const { importedAgentPluginEndpoints } = require("./imported-agent-plugins");
@@ -7,7 +6,6 @@ const { importedAgentPluginEndpoints } = require("./imported-agent-plugins");
// When a feature is promoted it should be removed from here and added to the appropriate scope.
function experimentalEndpoints(router) {
liveSyncEndpoints(router);
- fineTuningEndpoints(router);
importedAgentPluginEndpoints(router);
}
diff --git a/server/models/fineTuning.js b/server/models/fineTuning.js
deleted file mode 100644
index 8ca5b84ec..000000000
--- a/server/models/fineTuning.js
+++ /dev/null
@@ -1,222 +0,0 @@
-const { default: slugify } = require("slugify");
-const { safeJsonParse } = require("../utils/http");
-const { Telemetry } = require("./telemetry");
-const { Workspace } = require("./workspace");
-const { WorkspaceChats } = require("./workspaceChats");
-const fs = require("fs");
-const path = require("path");
-const { v4: uuidv4 } = require("uuid");
-const tmpStorage =
- process.env.NODE_ENV === "development"
- ? path.resolve(__dirname, `../storage/tmp`)
- : path.resolve(
- process.env.STORAGE_DIR ?? path.resolve(__dirname, `../storage`),
- `tmp`
- );
-
-const FineTuning = {
- API_BASE:
- process.env.NODE_ENV === "development"
- ? process.env.FINE_TUNING_ORDER_API
- : "https://finetuning-wxich7363q-uc.a.run.app",
- recommendedMinDataset: 50,
- standardPrompt:
- "Given the following conversation, relevant context, and a follow up question, reply with an answer to the current question the user is asking. Return only your response to the question given the above information following the users instructions as needed.",
-
- /**
- * Get the information for the Fine-tuning product to display in various frontends
- * @returns {Promise<{
- * productDetails: {
- * name: string,
- * description: string,
- * icon: string,
- * active: boolean,
- * },
- * pricing: {
- * usd: number,
- * },
- * availableBaseModels: string[]
- * }>}
- */
- getInfo: async function () {
- return fetch(`${this.API_BASE}/info`, {
- method: "GET",
- headers: {
- Accepts: "application/json",
- },
- })
- .then((res) => {
- if (!res.ok)
- throw new Error("Could not fetch fine-tuning information endpoint");
- return res.json();
- })
- .catch((e) => {
- console.error(e);
- return null;
- });
- },
- /**
- * Get the Dataset size for a training set.
- * @param {string[]} workspaceSlugs
- * @param {boolean|null} feedback
- * @returns {Promise<number>}
- */
- datasetSize: async function (workspaceSlugs = [], feedback = null) {
- const workspaceIds = await Workspace.where({
- slug: {
- in: workspaceSlugs.map((slug) => String(slug)),
- },
- }).then((results) => results.map((res) => res.id));
-
- const count = await WorkspaceChats.count({
- workspaceId: {
- in: workspaceIds,
- },
- ...(feedback === true ? { feedbackScore: true } : {}),
- });
- return count;
- },
-
- _writeToTempStorage: function (data) {
- const tmpFilepath = path.resolve(tmpStorage, `${uuidv4()}.json`);
- if (!fs.existsSync(tmpStorage))
- fs.mkdirSync(tmpStorage, { recursive: true });
- fs.writeFileSync(tmpFilepath, JSON.stringify(data, null, 4));
- return tmpFilepath;
- },
-
- _rmTempDatafile: function (datafileLocation) {
- if (!datafileLocation || !fs.existsSync(datafileLocation)) return;
- fs.rmSync(datafileLocation);
- },
-
- _uploadDatafile: async function (datafileLocation, uploadConfig) {
- try {
- const fileBuffer = fs.readFileSync(datafileLocation);
- const formData = new FormData();
- Object.entries(uploadConfig.fields).forEach(([key, value]) =>
- formData.append(key, value)
- );
- formData.append("file", fileBuffer);
- const response = await fetch(uploadConfig.url, {
- method: "POST",
- body: formData,
- });
-
- console.log("File upload returned code:", response.status);
- return true;
- } catch (error) {
- console.error("Error uploading file:", error.message);
- return false;
- }
- },
-
- _buildSystemPrompt: function (chat, prompt = null) {
- const sources = safeJsonParse(chat.response)?.sources || [];
- const contextTexts = sources.map((source) => source.text);
- const context =
- sources.length > 0
- ? "\nContext:\n" +
- contextTexts
- .map((text, i) => {
- return `[CONTEXT ${i}]:\n${text}\n[END CONTEXT ${i}]\n\n`;
- })
- .join("")
- : "";
- return `${prompt ?? this.standardPrompt}${context}`;
- },
-
- _createTempDataFile: async function ({ slugs, feedback }) {
- const workspacePromptMap = {};
- const workspaces = await Workspace.where({
- slug: {
- in: slugs.map((slug) => String(slug)),
- },
- });
- workspaces.forEach((ws) => {
- workspacePromptMap[ws.id] = ws.openAiPrompt ?? this.standardPrompt;
- });
-
- const chats = await WorkspaceChats.whereWithData({
- workspaceId: {
- in: workspaces.map((ws) => ws.id),
- },
- ...(feedback === true ? { feedbackScore: true } : {}),
- });
- const preparedData = chats.map((chat) => {
- const responseJson = safeJsonParse(chat.response);
- return {
- instruction: this._buildSystemPrompt(
- chat,
- workspacePromptMap[chat.workspaceId]
- ),
- input: chat.prompt,
- output: responseJson.text,
- };
- });
-
- const tmpFile = this._writeToTempStorage(preparedData);
- return tmpFile;
- },
-
- /**
- * Generate fine-tune order request
- * @param {object} data
- * @returns {Promise<{jobId:string, uploadParams: object, configReady: boolean, checkoutUrl:string}>}
- */
- _requestOrder: async function (data = {}) {
- return await fetch(`${this.API_BASE}/order/new`, {
- method: "POST",
- headers: {
- "Content-Type": "application/json",
- Accepts: "application/json",
- },
- body: JSON.stringify(data),
- })
- .then((res) => {
- if (!res.ok) throw new Error("Could not create fine-tune order");
- return res.json();
- })
- .catch((e) => {
- console.error(e);
- return {
- jobId: null,
- uploadParams: null,
- configReady: null,
- checkoutUrl: null,
- };
- });
- },
-
- /**
- * Sanitizes the slugifies the model name to prevent issues during processing.
- * only a-zA-Z0-9 are okay for model names. If name is totally invalid it becomes a uuid.
- * @param {string} modelName - provided model name
- * @returns {string}
- */
- _cleanModelName: function (modelName = "") {
- if (!modelName) return uuidv4();
- const sanitizedName = modelName.replace(/[^a-zA-Z0-9]/g, " ");
- return slugify(sanitizedName);
- },
-
- newOrder: async function ({ email, baseModel, modelName, trainingData }) {
- const datafileLocation = await this._createTempDataFile(trainingData);
- const order = await this._requestOrder({
- email,
- baseModel,
- modelName: this._cleanModelName(modelName),
- orderExtras: { platform: Telemetry.runtime() },
- });
- const uploadComplete = await this._uploadDatafile(
- datafileLocation,
- order.uploadParams
- );
- if (!uploadComplete)
- throw new Error("Data file upload failed. Order could not be created.");
- this._rmTempDatafile(datafileLocation);
- return { jobId: order.jobId, checkoutUrl: order.checkoutUrl };
- },
-};
-
-module.exports = { FineTuning };
--
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