diff --git a/.env.example b/.env.example
index bf7ac43..321bdf6 100644
--- a/.env.example
+++ b/.env.example
@@ -30,3 +30,6 @@ AWS_S3_ACCESS_KEY_ID=
AWS_S3_SECRET_ACCESS_KEY=
AWS_S3_BUCKET=
AWS_CLOUD_FRONT_URL=
+
+#OpenAI
+OPENAI_API_KEY=
diff --git a/additional.d.ts b/additional.d.ts
new file mode 100644
index 0000000..3158084
--- /dev/null
+++ b/additional.d.ts
@@ -0,0 +1,6 @@
+declare module 'compute-cosine-similarity' {
+ export default function calculateSimilarity(
+ firstVector: number[],
+ secondVector: number[],
+ ): number
+}
diff --git a/package.json b/package.json
index a4792fd..bcd551a 100644
--- a/package.json
+++ b/package.json
@@ -30,12 +30,14 @@
"@trpc/server": "^10.0.0",
"@vercel/analytics": "^0.1.6",
"compressorjs": "^1.1.1",
+ "compute-cosine-similarity": "^1.0.0",
"jotai": "^1.12.1",
"lodash": "^4.17.21",
"next": "13.1.1",
"next-auth": "^4.18.3",
"next-superjson-plugin": "^0.5.4",
"nextjs-progressbar": "^0.0.16",
+ "openai": "^3.1.0",
"react": "18.2.0",
"react-dom": "18.2.0",
"react-hook-form": "^7.41.5",
@@ -43,7 +45,6 @@
"react-intersection-observer": "^9.4.2",
"react-tooltip": "^5.7.2",
"sharp": "^0.31.3",
- "string-similarity": "^4.0.4",
"superjson": "1.9.1",
"tailwindcss-animation-delay": "^1.0.7",
"zod": "^3.18.0"
diff --git a/prisma/migrations/20230305201901_adds_is_ai_powered_flag_to_card/migration.sql b/prisma/migrations/20230305201901_adds_is_ai_powered_flag_to_card/migration.sql
new file mode 100644
index 0000000..9709a0a
--- /dev/null
+++ b/prisma/migrations/20230305201901_adds_is_ai_powered_flag_to_card/migration.sql
@@ -0,0 +1,2 @@
+-- AlterTable
+ALTER TABLE "Card" ADD COLUMN "isAiPowered" BOOLEAN NOT NULL DEFAULT false;
diff --git a/prisma/schema.prisma b/prisma/schema.prisma
index bdeb88c..da1da52 100644
--- a/prisma/schema.prisma
+++ b/prisma/schema.prisma
@@ -96,6 +96,7 @@ model Card {
createdAt DateTime @default(now())
updatedAt DateTime @default(now()) @updatedAt
studySessionBoxCards StudySessionBoxCard[]
+ isAiPowered Boolean @default(false)
}
model StudySession {
diff --git a/src/components/card/card.component.tsx b/src/components/card/card.component.tsx
index 65f8378..5487271 100644
--- a/src/components/card/card.component.tsx
+++ b/src/components/card/card.component.tsx
@@ -4,17 +4,19 @@ import { PencilSquareIcon, TrashIcon } from '@heroicons/react/24/outline'
import { classNames } from '~/utils/css'
+import { Tooltip } from '../tooltip'
import type { CardProps } from './card.types'
export function _Card(props: CardProps) {
const {
+ as,
+ onClick,
children,
+ fullWidth,
isEditable,
- onDeletePress,
+ isAiPowered,
onEditPress,
- onClick,
- as,
- fullWidth,
+ onDeletePress,
} = props
const renderEditButtons = () => {
@@ -32,6 +34,18 @@ export function _Card(props: CardProps) {
)
}
+ const renderAiPoweredTag = () => {
+ if (!isAiPowered) return null
+
+ return (
+
+
+ 🤖
+
+
+ )
+ }
+
const Container = as || 'div'
return (
@@ -45,6 +59,7 @@ export function _Card(props: CardProps) {
>
{children}
{renderEditButtons()}
+ {renderAiPoweredTag()}
)
}
diff --git a/src/components/card/card.types.ts b/src/components/card/card.types.ts
index 69bf9dc..eed2e22 100644
--- a/src/components/card/card.types.ts
+++ b/src/components/card/card.types.ts
@@ -8,4 +8,5 @@ export type CardProps = {
onClick?: () => void
as?: ReactTag
fullWidth?: boolean
+ isAiPowered?: boolean
}
diff --git a/src/components/tooltip/tooltip.component.tsx b/src/components/tooltip/tooltip.component.tsx
index 79f9177..fb25b87 100644
--- a/src/components/tooltip/tooltip.component.tsx
+++ b/src/components/tooltip/tooltip.component.tsx
@@ -32,7 +32,11 @@ function _Tooltip(props: TooltipProps) {
return (
<>
{renderTooltipTrigger()}
-
+
{hint}
diff --git a/src/constants/index.ts b/src/constants/index.ts
index aec4e7a..aed920f 100644
--- a/src/constants/index.ts
+++ b/src/constants/index.ts
@@ -2,6 +2,7 @@ import { Visibility } from '@prisma/client'
import type { Option } from '~/components/radio-group'
+export const MINIMUM_ACCEPTED_SIMILARITY = 0.9
export const MAX_TOPICS_PER_DECK_AND_USER = 5
export const ITEMS_PER_PAGE = 30
diff --git a/src/contexts/create-new-deck/create-new-deck.context.tsx b/src/contexts/create-new-deck/create-new-deck.context.tsx
index 22afff5..e2abaee 100644
--- a/src/contexts/create-new-deck/create-new-deck.context.tsx
+++ b/src/contexts/create-new-deck/create-new-deck.context.tsx
@@ -19,6 +19,7 @@ import type {
CreateNewDeckContextState,
DeckWithCardsAndTopics,
FormInputValues,
+ GenerateAiPoweredCardsParams,
TopicInput,
} from './create-new-deck.types'
import { DeckInputFormSchema } from './create-new-deck.types'
@@ -73,6 +74,20 @@ export function CreateNewDeckContextProvider(
const getFileUploadConfigMutation =
api.files.getFileUploadConfig.useMutation()
+ const {
+ mutate: generateAiPoweredCardsMutation,
+ isLoading: isGeneratingAiPoweredCards,
+ isError: hasErrorGeneratingAiPoweredCards,
+ } = api.cards.generateAiPoweredCards.useMutation({
+ onSuccess: aiPoweredCards => {
+ setCards(prevCards => [...prevCards, ...aiPoweredCards])
+ notify.success('Bip Bop, cards gerados com sucesso. Aproveite 🤖')
+ },
+ onError: () => {
+ notify.error('Ocorreu um erro ao gerar os cards. Tente novamente!')
+ },
+ })
+
/**
* Shared states between creation and edit
*/
@@ -93,6 +108,8 @@ export function CreateNewDeckContextProvider(
const [deletedCards, setDeletedCards] = useState>([])
const [editedCards, setEditedCards] = useState>([])
+ const hasDeckAiPoweredCards = cards.some(card => card.isAiPowered)
+
const createNewDeckForm = useForm({
resolver: zodResolver(DeckInputFormSchema),
defaultValues: {
@@ -246,6 +263,26 @@ export function CreateNewDeckContextProvider(
}
}
+ const generateAiPoweredCards = (params: GenerateAiPoweredCardsParams) => {
+ const { topics } = params
+
+ if (isGeneratingAiPoweredCards) return
+
+ if (topics.length === 0) {
+ notify.warning(
+ 'Você precisa cadastrar ao menos 1 tópico para gerar Cards de forma automática',
+ )
+ return
+ }
+
+ if (hasDeckAiPoweredCards) {
+ notify.error('Este Deck já possui Cards gerados por uma IA')
+ return
+ }
+
+ generateAiPoweredCardsMutation({ topics })
+ }
+
/**
* If isEditingDeck uses update function (currying) else uses the creation function
*/
@@ -270,6 +307,10 @@ export function CreateNewDeckContextProvider(
visibility,
setVisibility,
+
+ generateAiPoweredCards,
+ isGeneratingAiPoweredCards,
+ hasErrorGeneratingAiPoweredCards,
}
return (
diff --git a/src/contexts/create-new-deck/create-new-deck.types.ts b/src/contexts/create-new-deck/create-new-deck.types.ts
index fecf80a..b222b05 100644
--- a/src/contexts/create-new-deck/create-new-deck.types.ts
+++ b/src/contexts/create-new-deck/create-new-deck.types.ts
@@ -39,6 +39,8 @@ export type CreateNewDeckContextProviderProps = {
deck?: DeckWithCardsAndTopics | null
}
+export type GenerateAiPoweredCardsParams = { topics: Array }
+
export type CreateNewDeckContextState = {
createNewDeckForm?: UseFormReturn
submitDeck: (values: FormInputValues) => Promise
@@ -55,6 +57,10 @@ export type CreateNewDeckContextState = {
visibilityOptions: Array>
visibility?: Option
setVisibility: Dispatch | undefined>>
+
+ generateAiPoweredCards: (params: GenerateAiPoweredCardsParams) => void
+ isGeneratingAiPoweredCards: boolean
+ hasErrorGeneratingAiPoweredCards: boolean
}
export const initialState: CreateNewDeckContextState = {
@@ -72,4 +78,8 @@ export const initialState: CreateNewDeckContextState = {
visibilityOptions: DECK_VISIBILITY_OPTIONS,
visibility: DECK_VISIBILITY_OPTIONS[0],
setVisibility: noop,
+
+ generateAiPoweredCards: noop,
+ isGeneratingAiPoweredCards: false,
+ hasErrorGeneratingAiPoweredCards: false,
}
diff --git a/src/env/schema.mjs b/src/env/schema.mjs
index 8b2e074..d1140b7 100644
--- a/src/env/schema.mjs
+++ b/src/env/schema.mjs
@@ -31,6 +31,7 @@ export const serverSchema = z.object({
AWS_S3_SECRET_ACCESS_KEY: z.string(),
AWS_S3_BUCKET: z.string(),
AWS_CLOUD_FRONT_URL: z.string().url(),
+ OPENAI_API_KEY: z.string(),
})
/**
diff --git a/src/modules/decks/create/components/cards.component.tsx b/src/modules/decks/create/components/cards.component.tsx
index 213f872..df9c7ee 100644
--- a/src/modules/decks/create/components/cards.component.tsx
+++ b/src/modules/decks/create/components/cards.component.tsx
@@ -3,8 +3,10 @@ import { useState } from 'react'
import { PlusCircleIcon } from '@heroicons/react/24/outline'
import { Card } from '~/components/card'
+import { Loader } from '~/components/loader'
import { NewCardModal } from '~/components/modal/new-card/new-card-modal.component'
import type { CardFormInputValues } from '~/components/modal/new-card/new-card-modal.types'
+import { Tooltip } from '~/components/tooltip'
import { useCreateNewDeckContext } from '~/contexts/create-new-deck'
type NewCardModalState = {
@@ -13,7 +15,16 @@ type NewCardModalState = {
}
export const Cards = () => {
- const { cards, addCard, deleteCard, editCard } = useCreateNewDeckContext()
+ const {
+ cards,
+ addCard,
+ deleteCard,
+ editCard,
+ topics,
+ generateAiPoweredCards,
+ isGeneratingAiPoweredCards,
+ hasErrorGeneratingAiPoweredCards,
+ } = useCreateNewDeckContext()
const [newCardModalState, setNewCardModalState] = useState(
{ isOpen: false },
@@ -40,6 +51,31 @@ export const Cards = () => {
}))
}
+ const renderAiCardsButton = () => {
+ const successContent = isGeneratingAiPoweredCards ? (
+
+ ) : (
+ 🤖
+ )
+
+ const errorContent = (
+
+ Houve um erro ao gerar os Cards. Clique aqui para tentar novamente!
+
+ )
+
+ return (
+ generateAiPoweredCards({ topics })}>
+ {hasErrorGeneratingAiPoweredCards ? errorContent : successContent}
+
+
+
+
+ )
+ }
+
return (
<>
Cards
@@ -47,6 +83,7 @@ export const Cards = () => {
{cards.map((card, idx) => (
deleteCard(idx)}
onEditPress={() => {
@@ -59,6 +96,7 @@ export const Cards = () => {
setNewCardModalState({ isOpen: true })}>
+ {renderAiCardsButton()}
{
- if (isLastCard && cardAnswerStage === 'validation' && studySessionId) {
+ const isLastCardValidation = isLastCard && cardAnswerStage === 'validation'
+
+ if (isLastCardValidation && studySessionId) {
finishReviewSession({
studySessionId,
reviewedBoxIds: studySessionBoxes?.map(({ id }) => id) ?? [],
diff --git a/src/pages/decks/[id].tsx b/src/pages/decks/[id].tsx
index 6d21ba5..4075b34 100644
--- a/src/pages/decks/[id].tsx
+++ b/src/pages/decks/[id].tsx
@@ -32,7 +32,7 @@ async function getDeckFromDatabase(deckId: string) {
return await prisma.deck.findFirst({
where: { id: deckId },
include: {
- cards: { select: { id: true, question: true } },
+ cards: { select: { id: true, question: true, isAiPowered: true } },
topics: true,
},
})
@@ -108,10 +108,6 @@ const DeckDetailsPage: NextPage<
)
}
- const renderCurrentStudySessionCard = () => {
- return
- }
-
return (
<>
@@ -141,11 +137,11 @@ const DeckDetailsPage: NextPage<
{renderTopics()}
- {renderCurrentStudySessionCard()}
+
Cards:
{deck.cards.map(card => (
-
+
{card.question}
))}
diff --git a/src/server/api/root.ts b/src/server/api/root.ts
index 76a4f49..a3b3a85 100644
--- a/src/server/api/root.ts
+++ b/src/server/api/root.ts
@@ -1,3 +1,4 @@
+import { cardsRouter } from './routers/cards'
import { decksRouter } from './routers/decks'
import { filesRouter } from './routers/files'
import { studySessionRouter } from './routers/study-session'
@@ -14,6 +15,7 @@ export const appRouter = createTRPCRouter({
files: filesRouter,
studySession: studySessionRouter,
user: userRouter,
+ cards: cardsRouter,
})
export type AppRouter = typeof appRouter
diff --git a/src/server/api/routers/cards/cards.router.ts b/src/server/api/routers/cards/cards.router.ts
new file mode 100644
index 0000000..d9cbf78
--- /dev/null
+++ b/src/server/api/routers/cards/cards.router.ts
@@ -0,0 +1,21 @@
+import { z } from 'zod'
+
+import { MAX_TOPICS_PER_DECK_AND_USER } from '~/constants'
+import { createTRPCRouter, protectedProcedure } from '~/server/api/trpc'
+import { generateFlashCards } from '~/utils/openai'
+import { TopicInputSchema } from '~/utils/validators/topic'
+
+export const cardsRouter = createTRPCRouter({
+ generateAiPoweredCards: protectedProcedure
+ .input(
+ z.object({
+ topics: z
+ .array(TopicInputSchema)
+ .min(1)
+ .max(MAX_TOPICS_PER_DECK_AND_USER),
+ }),
+ )
+ .mutation(({ input: { topics } }) => {
+ return generateFlashCards({ topics })
+ }),
+})
diff --git a/src/server/api/routers/cards/index.ts b/src/server/api/routers/cards/index.ts
new file mode 100644
index 0000000..384ef40
--- /dev/null
+++ b/src/server/api/routers/cards/index.ts
@@ -0,0 +1 @@
+export { cardsRouter } from './cards.router'
diff --git a/src/server/api/routers/study-session/study-session.router.ts b/src/server/api/routers/study-session/study-session.router.ts
index 466a3bf..63ea13d 100644
--- a/src/server/api/routers/study-session/study-session.router.ts
+++ b/src/server/api/routers/study-session/study-session.router.ts
@@ -1,15 +1,15 @@
import { Visibility } from '@prisma/client'
import { TRPCError } from '@trpc/server'
-import { compareTwoStrings } from 'string-similarity'
import { z } from 'zod'
-import { STUDY_SESSION_BOXES } from '~/constants'
+import { MINIMUM_ACCEPTED_SIMILARITY, STUDY_SESSION_BOXES } from '~/constants'
import {
createTRPCRouter,
protectedProcedure,
publicProcedure,
} from '~/server/api/trpc'
import { addHours, differenceInHours } from '~/utils/date-time'
+import { verifyStringsSimilarity } from '~/utils/openai'
export const studySessionRouter = createTRPCRouter({
create: protectedProcedure
@@ -81,7 +81,7 @@ export const studySessionRouter = createTRPCRouter({
.query(async ({ input: { deckId }, ctx }) => {
if (!ctx.session?.user) return null
- const studySessionBoxes = await ctx.prisma.studySessionBox.findMany({
+ const findNextReviewBox = ctx.prisma.studySessionBox.findFirst({
where: {
studySession: {
deckId,
@@ -95,22 +95,42 @@ export const studySessionRouter = createTRPCRouter({
{
nextReview: 'asc',
},
+ ],
+ select: {
+ nextReview: true,
+ },
+ })
+
+ const findLastReviewBox = ctx.prisma.studySessionBox.findFirst({
+ where: {
+ studySession: {
+ deckId,
+ userId: ctx.session.user.id,
+ },
+ lastReview: {
+ not: null,
+ },
+ },
+ orderBy: [
{
lastReview: 'desc',
},
],
select: {
lastReview: true,
- nextReview: true,
},
})
- if (studySessionBoxes.length === 0) return null
+ const [nextReviewBox, lastReviewBox] = await ctx.prisma.$transaction([
+ findNextReviewBox,
+ findLastReviewBox,
+ ])
+
+ if (!nextReviewBox) return null
return {
- nextReviewDate: studySessionBoxes[0]?.nextReview,
- lastReviewDate: studySessionBoxes.find(box => !!box.lastReview)
- ?.lastReview,
+ nextReviewDate: nextReviewBox.nextReview,
+ lastReviewDate: lastReviewBox?.lastReview,
}
}),
getReviewSession: protectedProcedure
@@ -118,7 +138,7 @@ export const studySessionRouter = createTRPCRouter({
.query(async ({ input: { deckId }, ctx }) => {
const now = new Date()
- const currentStudySession = await ctx.prisma.studySession.findFirst({
+ const findCurrentStudySession = ctx.prisma.studySession.findFirst({
where: { deckId, userId: ctx.session.user.id },
include: {
deck: {
@@ -138,7 +158,6 @@ export const studySessionRouter = createTRPCRouter({
},
select: {
id: true,
- lastReview: true,
createdAt: true,
studySessionBoxCards: {
select: {
@@ -157,6 +176,32 @@ export const studySessionRouter = createTRPCRouter({
},
})
+ const findLastReviewBox = ctx.prisma.studySessionBox.findFirst({
+ where: {
+ studySession: {
+ deckId,
+ userId: ctx.session.user.id,
+ },
+ lastReview: {
+ not: null,
+ },
+ },
+ orderBy: [
+ {
+ lastReview: 'desc',
+ },
+ ],
+ select: {
+ lastReview: true,
+ },
+ })
+
+ const [currentStudySession, lastReviewBox] =
+ await ctx.prisma.$transaction([
+ findCurrentStudySession,
+ findLastReviewBox,
+ ])
+
if (!currentStudySession) {
throw new TRPCError({
code: 'NOT_FOUND',
@@ -164,11 +209,13 @@ export const studySessionRouter = createTRPCRouter({
})
}
+ const lastReview = lastReviewBox?.lastReview
+
return {
deck: currentStudySession.deck,
studySessionId: currentStudySession.id,
studySessionBoxes: currentStudySession.studySessionBoxes.map(
- ({ studySessionBoxCards, id, lastReview }) => ({
+ ({ studySessionBoxCards, id }) => ({
id,
cards: studySessionBoxCards
.filter(boxCard => {
@@ -252,7 +299,8 @@ export const studySessionRouter = createTRPCRouter({
return { isRight: false, answer: card.answer }
}
- const isAnswerRight = compareTwoStrings(answer, card.answer) > 0.8
+ const similarity = await verifyStringsSimilarity(card.answer, answer)
+ const isAnswerRight = similarity > MINIMUM_ACCEPTED_SIMILARITY
let updateBoxCard
const addNewAttempt = ctx.prisma.studySessionAttempt.create({
diff --git a/src/utils/openai/index.ts b/src/utils/openai/index.ts
new file mode 100644
index 0000000..480efa7
--- /dev/null
+++ b/src/utils/openai/index.ts
@@ -0,0 +1,96 @@
+/**
+ * !DO NO USE THIS FILE IN THE CLIENT SIDE
+ */
+import calculateSimilarity from 'compute-cosine-similarity'
+import { Configuration, OpenAIApi } from 'openai'
+
+import type {
+ CardInput,
+ TopicInput,
+} from '~/contexts/create-new-deck/create-new-deck.types'
+import { env } from '~/env/server.mjs'
+
+const configuration = new Configuration({
+ apiKey: env.OPENAI_API_KEY,
+})
+
+const openai = new OpenAIApi(configuration)
+
+const createEmbedding = (str: string) =>
+ openai.createEmbedding({
+ model: 'text-embedding-ada-002',
+ input: str.replace('\n', ' '),
+ })
+
+const trimAndRemoveDoubleQuotes = (str: string) =>
+ str.trim().replace(/^"(.+(?="$))"$/, '$1')
+
+/**
+ * Embed both strings with text-embedding-ada-002 and calculate their distance with cosine similarity
+ * Reference: https://platform.openai.com/docs/guides/embeddings/limitations-risks
+ */
+export async function verifyStringsSimilarity(str1: string, str2: string) {
+ const [firstStringResponse, secondStringResponse] = await Promise.all([
+ createEmbedding(str1),
+ createEmbedding(str2),
+ ])
+
+ const firstResult = firstStringResponse.data.data[0]?.embedding
+ const secondResult = secondStringResponse.data.data[0]?.embedding
+
+ if (!firstResult || !secondResult) {
+ throw new Error('Could not calculate similarity. No results where found.')
+ }
+
+ const similarity = calculateSimilarity(firstResult, secondResult)
+
+ return similarity
+}
+
+type GenerateFlashCardsParam = {
+ topics: Array
+}
+
+export async function generateFlashCards({
+ topics,
+}: GenerateFlashCardsParam): Promise> {
+ /** Created to possibly use as params in the future */
+ const amountOfCards = 3
+ const tokensPerCard = 40
+
+ /** Build topics strings */
+ const joinedTopics = topics.map(({ title }) => title).join(', ')
+
+ /** Build prompt asking OpenAI to generate a csv string */
+ const prompt = `Gere um csv com ${amountOfCards} perguntas e respostas curtas sobre: ${joinedTopics}. Siga a seguinte estrutura CSV: pergunta;resposta`
+
+ const response = await openai.createCompletion({
+ n: 1,
+ prompt,
+ temperature: 0.8,
+ model: 'text-davinci-003',
+ max_tokens: amountOfCards * tokensPerCard,
+ })
+
+ const generatedText = response.data.choices[0]?.text
+
+ if (!generatedText) {
+ throw new Error('Could not generate questions and answers')
+ }
+
+ /** Get CSV lines and remove first line which is the CSV header */
+ const separator = ';'
+ const questionsAndAnswers = generatedText.split('\n').filter(Boolean)
+
+ const cards: Array = questionsAndAnswers.map(content => {
+ const [question = '', answer = ''] = content.split(separator)
+
+ return {
+ question: trimAndRemoveDoubleQuotes(question),
+ answer: trimAndRemoveDoubleQuotes(answer),
+ isAiPowered: true,
+ }
+ })
+
+ return cards
+}
diff --git a/src/utils/validators/card.ts b/src/utils/validators/card.ts
index cf50221..313fd56 100644
--- a/src/utils/validators/card.ts
+++ b/src/utils/validators/card.ts
@@ -2,6 +2,7 @@ import { z } from 'zod'
export const CardInputSchema = z.object({
id: z.string().optional(),
+ isAiPowered: z.boolean().optional(),
question: z
.string({
required_error: 'A pergunta de um Card é obrigatória',
diff --git a/yarn.lock b/yarn.lock
index b758c4a..e5bd1d6 100644
--- a/yarn.lock
+++ b/yarn.lock
@@ -2932,6 +2932,11 @@ ast-types-flow@^0.0.7:
resolved "https://registry.yarnpkg.com/ast-types-flow/-/ast-types-flow-0.0.7.tgz#f70b735c6bca1a5c9c22d982c3e39e7feba3bdad"
integrity sha512-eBvWn1lvIApYMhzQMsu9ciLfkBY499mFZlNqG+/9WR7PVlroQw0vG30cOQQbaKz3sCEc44TAOu2ykzqXSNnwag==
+asynckit@^0.4.0:
+ version "0.4.0"
+ resolved "https://registry.yarnpkg.com/asynckit/-/asynckit-0.4.0.tgz#c79ed97f7f34cb8f2ba1bc9790bcc366474b4b79"
+ integrity sha512-Oei9OH4tRh0YqU3GxhX79dM/mwVgvbZJaSNaRk+bshkj0S5cfHcgYakreBjrHwatXKbz+IoIdYLxrKim2MjW0Q==
+
autoprefixer@^10.4.7:
version "10.4.13"
resolved "https://registry.yarnpkg.com/autoprefixer/-/autoprefixer-10.4.13.tgz#b5136b59930209a321e9fa3dca2e7c4d223e83a8"
@@ -2954,6 +2959,13 @@ axe-core@^4.4.3:
resolved "https://registry.yarnpkg.com/axe-core/-/axe-core-4.6.2.tgz#6e566ab2a3d29e415f5115bc0fd2597a5eb3e5e3"
integrity sha512-b1WlTV8+XKLj9gZy2DZXgQiyDp9xkkoe2a6U6UbYccScq2wgH/YwCeI2/Jq2mgo0HzQxqJOjWZBLeA/mqsk5Mg==
+axios@^0.26.0:
+ version "0.26.1"
+ resolved "https://registry.yarnpkg.com/axios/-/axios-0.26.1.tgz#1ede41c51fcf51bbbd6fd43669caaa4f0495aaa9"
+ integrity sha512-fPwcX4EvnSHuInCMItEhAGnaSEXRBjtzh9fOtsE6E1G6p7vl7edEeZe11QHf18+6+9gR5PbKV/sGKNaD8YaMeA==
+ dependencies:
+ follow-redirects "^1.14.8"
+
axobject-query@^2.2.0:
version "2.2.0"
resolved "https://registry.yarnpkg.com/axobject-query/-/axobject-query-2.2.0.tgz#943d47e10c0b704aa42275e20edf3722648989be"
@@ -3414,6 +3426,13 @@ columnify@^1.6.0:
strip-ansi "^6.0.1"
wcwidth "^1.0.0"
+combined-stream@^1.0.8:
+ version "1.0.8"
+ resolved "https://registry.yarnpkg.com/combined-stream/-/combined-stream-1.0.8.tgz#c3d45a8b34fd730631a110a8a2520682b31d5a7f"
+ integrity sha512-FQN4MRfuJeHf7cBbBMJFXhKSDq+2kAArBlmRBvcvFE5BB1HZKXtSFASDhdlz9zOYwxh8lDdnvmMOe/+5cdoEdg==
+ dependencies:
+ delayed-stream "~1.0.0"
+
commander@^7.2.0:
version "7.2.0"
resolved "https://registry.yarnpkg.com/commander/-/commander-7.2.0.tgz#a36cb57d0b501ce108e4d20559a150a391d97ab7"
@@ -3440,6 +3459,32 @@ compressorjs@^1.1.1:
blueimp-canvas-to-blob "^3.29.0"
is-blob "^2.1.0"
+compute-cosine-similarity@^1.0.0:
+ version "1.0.0"
+ resolved "https://registry.yarnpkg.com/compute-cosine-similarity/-/compute-cosine-similarity-1.0.0.tgz#29f2bf2e7baefa231caba40591a31c17b19a4e95"
+ integrity sha512-jPdqVMT8Im6jS+THoDBDKZlGg32g7QeXOiBXeuiMXVEV5Tg8z38Qpvg08mt2qRy9j/H0m6w/VDoKBJ7w7F/sKg==
+ dependencies:
+ compute-dot "^1.1.0"
+ compute-l2norm "^1.1.0"
+ validate.io-array "^1.0.5"
+ validate.io-function "^1.0.2"
+
+compute-dot@^1.1.0:
+ version "1.1.0"
+ resolved "https://registry.yarnpkg.com/compute-dot/-/compute-dot-1.1.0.tgz#01a5ba2c7af73b99002acb258459c9576a8232dc"
+ integrity sha512-L5Ocet4DdMrXboss13K59OK23GXjiSia7+7Ukc7q4Bl+RVpIXK2W9IHMbWDZkh+JUEvJAwOKRaJDiFUa1LTnJg==
+ dependencies:
+ validate.io-array "^1.0.3"
+ validate.io-function "^1.0.2"
+
+compute-l2norm@^1.1.0:
+ version "1.1.0"
+ resolved "https://registry.yarnpkg.com/compute-l2norm/-/compute-l2norm-1.1.0.tgz#bd09131c6b36c8d70c68334e176009a4e0a989ac"
+ integrity sha512-6EHh1Elj90eU28SXi+h2PLnTQvZmkkHWySpoFz+WOlVNLz3DQoC4ISUHSV9n5jMxPHtKGJ01F4uu2PsXBB8sSg==
+ dependencies:
+ validate.io-array "^1.0.3"
+ validate.io-function "^1.0.2"
+
concat-map@0.0.1:
version "0.0.1"
resolved "https://registry.yarnpkg.com/concat-map/-/concat-map-0.0.1.tgz#d8a96bd77fd68df7793a73036a3ba0d5405d477b"
@@ -3704,6 +3749,11 @@ del@^6.0.0:
rimraf "^3.0.2"
slash "^3.0.0"
+delayed-stream@~1.0.0:
+ version "1.0.0"
+ resolved "https://registry.yarnpkg.com/delayed-stream/-/delayed-stream-1.0.0.tgz#df3ae199acadfb7d440aaae0b29e2272b24ec619"
+ integrity sha512-ZySD7Nf91aLB0RxL4KGrKHBXl7Eds1DAmEdcoVawXnLD7SDhpNgtuII2aAkg7a7QS41jxPSZ17p4VdGnMHk3MQ==
+
delegates@^1.0.0:
version "1.0.0"
resolved "https://registry.yarnpkg.com/delegates/-/delegates-1.0.0.tgz#84c6e159b81904fdca59a0ef44cd870d31250f9a"
@@ -4383,6 +4433,11 @@ flatted@^3.1.0:
resolved "https://registry.yarnpkg.com/flatted/-/flatted-3.2.7.tgz#609f39207cb614b89d0765b477cb2d437fbf9787"
integrity sha512-5nqDSxl8nn5BSNxyR3n4I6eDmbolI6WT+QqR547RwxQapgjQBmtktdP+HTBb/a/zLsbzERTONyUB5pefh5TtjQ==
+follow-redirects@^1.14.8:
+ version "1.15.2"
+ resolved "https://registry.yarnpkg.com/follow-redirects/-/follow-redirects-1.15.2.tgz#b460864144ba63f2681096f274c4e57026da2c13"
+ integrity sha512-VQLG33o04KaQ8uYi2tVNbdrWp1QWxNNea+nmIB4EVM28v0hmP17z7aG1+wAkNzVq4KeXTq3221ye5qTJP91JwA==
+
for-each@^0.3.3:
version "0.3.3"
resolved "https://registry.yarnpkg.com/for-each/-/for-each-0.3.3.tgz#69b447e88a0a5d32c3e7084f3f1710034b21376e"
@@ -4390,6 +4445,15 @@ for-each@^0.3.3:
dependencies:
is-callable "^1.1.3"
+form-data@^4.0.0:
+ version "4.0.0"
+ resolved "https://registry.yarnpkg.com/form-data/-/form-data-4.0.0.tgz#93919daeaf361ee529584b9b31664dc12c9fa452"
+ integrity sha512-ETEklSGi5t0QMZuiXoA/Q6vcnxcLQP5vdugSpuAyi6SVGi2clPPp+xgEhuMaHC+zGgn31Kd235W35f7Hykkaww==
+ dependencies:
+ asynckit "^0.4.0"
+ combined-stream "^1.0.8"
+ mime-types "^2.1.12"
+
fraction.js@^4.2.0:
version "4.2.0"
resolved "https://registry.yarnpkg.com/fraction.js/-/fraction.js-4.2.0.tgz#448e5109a313a3527f5a3ab2119ec4cf0e0e2950"
@@ -6098,6 +6162,18 @@ micromatch@^4.0.2, micromatch@^4.0.4, micromatch@^4.0.5:
braces "^3.0.2"
picomatch "^2.3.1"
+mime-db@1.52.0:
+ version "1.52.0"
+ resolved "https://registry.yarnpkg.com/mime-db/-/mime-db-1.52.0.tgz#bbabcdc02859f4987301c856e3387ce5ec43bf70"
+ integrity sha512-sPU4uV7dYlvtWJxwwxHD0PuihVNiE7TyAbQ5SWxDCB9mUYvOgroQOwYQQOKPJ8CIbE+1ETVlOoK1UC2nU3gYvg==
+
+mime-types@^2.1.12:
+ version "2.1.35"
+ resolved "https://registry.yarnpkg.com/mime-types/-/mime-types-2.1.35.tgz#381a871b62a734450660ae3deee44813f70d959a"
+ integrity sha512-ZDY+bPm5zTTF+YpCrAU9nK0UgICYPT0QtT1NZWFv4s++TNkcgVaT0g6+4R2uI4MjQjzysHB1zxuWL50hzaeXiw==
+ dependencies:
+ mime-db "1.52.0"
+
mime@^3.0.0:
version "3.0.0"
resolved "https://registry.yarnpkg.com/mime/-/mime-3.0.0.tgz#b374550dca3a0c18443b0c950a6a58f1931cf7a7"
@@ -6753,6 +6829,14 @@ onetime@^5.1.2:
dependencies:
mimic-fn "^2.1.0"
+openai@^3.1.0:
+ version "3.1.0"
+ resolved "https://registry.yarnpkg.com/openai/-/openai-3.1.0.tgz#13bfb228cf777155b882c2deb3a03bc5094cb7b3"
+ integrity sha512-v5kKFH5o+8ld+t0arudj833Mgm3GcgBnbyN9946bj6u7bvel4Yg6YFz2A4HLIYDzmMjIo0s6vSG9x73kOwvdCg==
+ dependencies:
+ axios "^0.26.0"
+ form-data "^4.0.0"
+
opener@^1.5.2:
version "1.5.2"
resolved "https://registry.yarnpkg.com/opener/-/opener-1.5.2.tgz#5d37e1f35077b9dcac4301372271afdeb2a13598"
@@ -7866,11 +7950,6 @@ string-length@^4.0.1:
char-regex "^1.0.2"
strip-ansi "^6.0.0"
-string-similarity@^4.0.4:
- version "4.0.4"
- resolved "https://registry.yarnpkg.com/string-similarity/-/string-similarity-4.0.4.tgz#42d01ab0b34660ea8a018da8f56a3309bb8b2a5b"
- integrity sha512-/q/8Q4Bl4ZKAPjj8WerIBJWALKkaPRfrvhfF8k/B23i4nzrlRj2/go1m90In7nG/3XDSbOo0+pu6RvCTM9RGMQ==
-
"string-width@^1.0.2 || 2 || 3 || 4", string-width@^4.1.0, string-width@^4.2.0, string-width@^4.2.3:
version "4.2.3"
resolved "https://registry.yarnpkg.com/string-width/-/string-width-4.2.3.tgz#269c7117d27b05ad2e536830a8ec895ef9c6d010"
@@ -8418,6 +8497,16 @@ validate-npm-package-name@^4.0.0:
dependencies:
builtins "^5.0.0"
+validate.io-array@^1.0.3, validate.io-array@^1.0.5:
+ version "1.0.6"
+ resolved "https://registry.yarnpkg.com/validate.io-array/-/validate.io-array-1.0.6.tgz#5b5a2cafd8f8b85abb2f886ba153f2d93a27774d"
+ integrity sha512-DeOy7CnPEziggrOO5CZhVKJw6S3Yi7e9e65R1Nl/RTN1vTQKnzjfvks0/8kQ40FP/dsjRAOd4hxmJ7uLa6vxkg==
+
+validate.io-function@^1.0.2:
+ version "1.0.2"
+ resolved "https://registry.yarnpkg.com/validate.io-function/-/validate.io-function-1.0.2.tgz#343a19802ed3b1968269c780e558e93411c0bad7"
+ integrity sha512-LlFybRJEriSuBnUhQyG5bwglhh50EpTL2ul23MPIuR1odjO7XaMLFV8vHGwp7AZciFxtYOeiSCT5st+XSPONiQ==
+
walk-up-path@^1.0.0:
version "1.0.0"
resolved "https://registry.yarnpkg.com/walk-up-path/-/walk-up-path-1.0.0.tgz#d4745e893dd5fd0dbb58dd0a4c6a33d9c9fec53e"