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b/pnpm-workspace.yaml new file mode 100644 index 0000000..5eeed0a --- /dev/null +++ b/pnpm-workspace.yaml @@ -0,0 +1,4 @@ +packages: +- tensor-api +- vector-api +- www \ No newline at end of file diff --git a/vector-api/package.json b/vector-api/package.json index 21fd5b8..de77e02 100644 --- a/vector-api/package.json +++ b/vector-api/package.json @@ -13,6 +13,7 @@ "license": "ISC", "devDependencies": { "@types/cors": "^2.8.17", + "@types/node": "^20.12.11", "cross-env": "^7.0.3", "dotenv": "^16.4.5", "nodemon": "^3.1.0", @@ -22,10 +23,9 @@ }, "dependencies": { "@types/body-parser": "^1.19.5", - "@upstash/vector": "^1.0.7", + "@upstash/vector": "^1.1.1", "body-parser": "^1.20.2", "cors": "^2.8.5", - "csv-parser": "^3.0.0", "hono": "^4.2.4", "langchain": "^0.1.34", "openai": "^4.35.0", diff --git a/vector-api/seed.ts b/vector-api/seed.ts deleted file mode 100644 index baf0b3e..0000000 --- a/vector-api/seed.ts +++ /dev/null @@ -1,75 +0,0 @@ -import { Index } from '@upstash/vector' -import csv from 'csv-parser' -import fs from 'fs' -import { Transform } from 'stream' -import "dotenv/config" - -const index = new Index({ - url: process.env.VECTOR_URL, - token: process.env.VECTOR_TOKEN, -}) - -interface Row { - text: string -} - -function createLineRangeStream(startLine: number, endLine: number) { - let currentLine = 0 - return new Transform({ - transform(chunk, _, callback) { - if (currentLine >= startLine && currentLine < endLine) { - this.push(chunk) - } - currentLine++ - if (currentLine >= endLine) { - this.push(null) - } - callback() - }, - objectMode: true, - }) -} - -async function parseCSV( - filePath: string, - startLine: number, - endLine: number -): Promise { - return new Promise((resolve, reject) => { - const rows: Row[] = [] - - fs.createReadStream(filePath) - .pipe(csv({ separator: ',' })) - .pipe(createLineRangeStream(startLine, endLine)) - .on('data', (row) => { - rows.push(row) - }) - .on('error', (error) => { - reject(error) - }) - .on('end', () => { - resolve(rows) - }) - }) -} - -const STEP = 30 - -const seed = async () => { - for (let i = 0; i < 1464; i += STEP) { - const start = i - const end = i + STEP - - const data = await parseCSV('training_data.csv', start, end) - - const formatted = data.map((row, batchIndex) => ({ - data: row.text, - id: i + batchIndex, - metadata: { text: row.text }, - })) - - await index.upsert(formatted) - } -} - -seed() diff --git a/vector-api/src/index.ts b/vector-api/src/index.ts index 9f92e85..fc2532c 100644 --- a/vector-api/src/index.ts +++ b/vector-api/src/index.ts @@ -1,4 +1,4 @@ -import { Index } from '@upstash/vector' +import { Index, QueryResult, Vector } from '@upstash/vector' import { Hono } from 'hono' import { env } from 'hono/adapter' import { cors } from 'hono/cors' @@ -13,7 +13,8 @@ const semanticSplitter = new RecursiveCharacterTextSplitter({ // there is bias in the underlying open-source embedding models // so these are flagged inappropriately const WHITELIST = ['black', 'swear'] -const PROFANITY_THRESHOLD = 0.86 +const PROFANITY_WORD_THRESHOLD = 0.95 +const PROFANITY_SEMANTIC_THRESHOLD = 0.86 type Environment = { VECTOR_URL: string @@ -24,7 +25,23 @@ const app = new Hono() app.use(cors()) +type PositiveResponse = { + isProfanity: true; + score: number; + flaggedFor: string; + languages: string[]; +} + +type NegativeResponse = { + isProfanity: false; + score: number; + languages: string[]; +} + app.post('/', async (c) => { + + // check for JSON content + // TODO: consider form-urlencoded requests too if (c.req.header('Content-Type') !== 'application/json') { return c.json({ error: 'JSON body expected.' }, { status: 406 }) } @@ -38,9 +55,14 @@ app.post('/', async (c) => { cache: false, // disable needed for cf worker deployment }) + // obtain the actual request message and languages const body = await c.req.json() - let { message } = body as { message: string } + let { message, languages = ['eng'] } = body as { + message?: string, + languages?: string[] + } + // disallow empty messages if (!message) { return c.json({ error: 'Message argument is required.' }, { status: 400 }) } @@ -56,83 +78,88 @@ app.post('/', async (c) => { ) } - message = message - .split(/\s/) - .filter((word) => !WHITELIST.includes(word.toLowerCase())) - .join(' ') - - const [semanticChunks, wordChunks] = await Promise.all([ - splitTextIntoSemantics(message), - splitTextIntoWords(message), - ]) - - const flaggedFor = new Set<{ score: number; text: string }>() - - const vectorRes = await Promise.all([ - // this additional step adds slight latency but improves output on long text massively - ...wordChunks.map(async (wordChunk) => { - const [vector] = await index.query({ - topK: 1, - data: wordChunk, - includeMetadata: true, - }) - - if (vector && vector.score > 0.95) { - flaggedFor.add({ - text: vector.metadata!.text as string, - score: vector.score, - }) - } + // check if message contains profanity in provided languages + const result = await checkProfanity(index, message, languages); + return c.json(result); - return { score: 0 } - }), - ...semanticChunks.map(async (semanticChunk) => { - const [vector] = await index.query({ - topK: 1, - data: semanticChunk, - includeMetadata: true, - }) - - if (vector && vector.score > PROFANITY_THRESHOLD) { - flaggedFor.add({ - text: vector.metadata!.text as string, - score: vector.score, - }) - } - - return vector! - }), - ]) - - if (flaggedFor.size > 0) { - const sorted = Array.from(flaggedFor).sort((a, b) => - a.score > b.score ? -1 : 1 - )[0] - return c.json({ - isProfanity: true, - score: sorted?.score, - flaggedFor: sorted?.text, - }) - } else { - const mostProfaneChunk = vectorRes.sort((a, b) => - a.score > b.score ? -1 : 1 - )[0]! - - return c.json({ - isProfanity: false, - score: mostProfaneChunk.score, - }) - } } catch (err) { + + // print error to console console.error(err) + // return error to client return c.json( { error: 'Something went wrong.', err: JSON.stringify(err) }, { status: 500 } ) + } + }) +type FlagReason = { + score: number; + text: string; + language?: string; +}; + +// main function used to check for profanities +async function checkProfanity(index: Index, message: string, languages: string[]) + : Promise { + + message = message + // split on all whitespaces (one or more - doesn't matter) + .split(/\s/) + // remove whitelisted words + // TODO: create language specific whitelists + .filter((word) => !WHITELIST.includes(word.toLowerCase())) + // join all words back to the full "sentence" + .join(' ') + + const sources = [ + { chunks: splitTextIntoSemantics(message), threshold: PROFANITY_SEMANTIC_THRESHOLD }, + { chunks: splitTextIntoWords(message), threshold: PROFANITY_WORD_THRESHOLD } + ]; + + // a set of flags + const flags = new Set(); + + const vectorRes = (await parallelMap(languages, language => + parallelMap(sources, source => + parallelMap(source.chunks, async chunk => { + + // actual query to upstash + const [ vector ] = await query(index, chunk, language); + + // check vector doesn't exceed source threshold + if (vector && vector.score > source.threshold) { + // flag + flags.add({ + score: vector.score, + text: vector.metadata!.text as string, + language + }) + } + + return vector!; + + }) + ) + )).flat(2) + + // if at least one flag is present it's profanity + const isProfanity = flags.size > 0 + + // get most profane flag/vector + const sorted = (isProfanity ? [...flags] : vectorRes) + .sort((a, b) => b.score - a.score)[0] + + return isProfanity + ? { isProfanity, score: sorted?.score!, flaggedFor: (sorted as FlagReason)?.text, languages } + : { isProfanity, score: sorted?.score!, languages } + +} + function splitTextIntoWords(text: string): string[] { return text.split(/\s/) } @@ -144,4 +171,15 @@ async function splitTextIntoSemantics(text: string): Promise { return chunks } +// helper function to iterate over an array in a parallel/async fashion +const parallelMap = async ( + array: T[] | Promise, + callback: (value: T, index: number, array: T[]) => Promise +) => await Promise.all((await array).map(callback)); + +function query(index: Index, data: string, namespace: string) { + // metadata includes the raw source dataset text, useful for flagging + return index.query({ topK: 1, data, includeMetadata: true }, { namespace }) +} + export default app diff --git a/vector-api/src/seed.ts b/vector-api/src/seed.ts new file mode 100644 index 0000000..747170a --- /dev/null +++ b/vector-api/src/seed.ts @@ -0,0 +1,87 @@ +import { Index } from '@upstash/vector' +import fs from 'fs' +import { createInterface } from 'readline' +import "dotenv/config" +import { basename, join } from 'path' + +const index = new Index({ + url: process.env.VECTOR_URL, + token: process.env.VECTOR_TOKEN, +}) + +const UPSERT_ROWS_BUFSZ = 100; + +const DATASETS_DIR = 'training_data'; +const datasets = fs.readdirSync(DATASETS_DIR); + +type Language = string & { length: 3 }; + +/** + * Send (upsert) a packet to the index, given a namespace and an id offset + * @param namespace The vector namespace where the data should be loaded + * @param rows The actual string rows + * @param offset The id offset (defaults to 0) + * @returns The index upsert promise + */ +function send(namespace: string, rows: string[], offset = 0) { + + // build the packet with proper type checking + const packet: Parameters[0] = rows.map((row, i) => ({ + id: offset + i, + data: row, + metadata: { text: row } + })); + + // return the upsert promise (no need to async/await) + return index.upsert(packet, { namespace }); + +} + +/** + * Seed the index from a ReadStream, using a language as namespace + * @param input An fs ReadStream to use as source input + * @param language The language of the content read from the source input + */ +async function seed(input: fs.ReadStream, language: Language) { + + console.info(`> Seeding ${language} namespace`) + + // create a readline interface to read file line-by-line + const rl = createInterface({ input, crlfDelay: Infinity }); + + // the entry id offset + var offset = 0; + + // the rows buffer + var rows: string[] = []; + + // iterate all lines of the stream/readline interface + for await (const line of rl) { + + // if we have BUFSZ entries after pushing + if (UPSERT_ROWS_BUFSZ == rows.push(line)) { + + // send the rows buffer + await send(language, rows, offset); + + // empty the rows buffer + rows = []; + + // increment id offset by BUFSZ + offset += UPSERT_ROWS_BUFSZ; + + } + + } + + // send leftover lines + await send(language, rows, offset); + +} + +for (const dataset of datasets) { + const filepath = join(DATASETS_DIR, dataset); + const language = basename(filepath, '.csv') as Language; + const stream = fs.createReadStream(filepath); + seed(stream, language); +} \ No newline at end of file diff --git a/vector-api/training_data.csv b/vector-api/training_data/eng.csv similarity index 100% rename from vector-api/training_data.csv rename to vector-api/training_data/eng.csv diff --git a/vector-api/training_data/ita.csv b/vector-api/training_data/ita.csv new file mode 100644 index 0000000..9fde960 --- /dev/null +++ b/vector-api/training_data/ita.csv @@ -0,0 +1,13 @@ +cazzo +porco +fanculo +merda +puttana +zoccola +stocazzo +figa +fighetta +coglione +deficiente +stronzo +bastardo \ No newline at end of file diff --git a/vector-api/tsconfig.json b/vector-api/tsconfig.json index d90e3a3..b2b3949 100644 --- a/vector-api/tsconfig.json +++ b/vector-api/tsconfig.json @@ -20,8 +20,7 @@ "emitDecoratorMetadata": true, "experimentalDecorators": true, "resolveJsonModule": true, - "baseUrl": "." - }, - "exclude": ["node_modules"], - "include": ["./src/**/*.ts"] + "baseUrl": ".", + "rootDir": "./src" + } } diff --git a/www/package.json b/www/package.json index 8fefad4..03520d2 100644 --- a/www/package.json +++ b/www/package.json @@ -11,6 +11,7 @@ "dependencies": { "@radix-ui/react-icons": "^1.3.0", "@radix-ui/react-scroll-area": "^1.0.5", + "@radix-ui/react-select": "^2.0.0", "@radix-ui/react-slot": "^1.0.2", "@tanstack/react-query": "^5.29.2", "@upstash/redis": "^1.30.0", diff --git a/www/src/actions/index.ts b/www/src/actions/index.ts index 88b8cf8..57c5c43 100644 --- a/www/src/actions/index.ts +++ b/www/src/actions/index.ts @@ -12,7 +12,7 @@ type APISuccess = { flaggedFor: string[] | undefined } -export const checkProfanity = async ({ message }: { message: string }) => { +export const checkProfanity = async ({ message, languages = ['eng'] }: { message: string, languages: string[] }) => { try { if (message.trim().split(/\s+/).length <= 1) { return { error: 'Please enter a longer text, at least 2 words.' } @@ -25,10 +25,10 @@ export const checkProfanity = async ({ message }: { message: string }) => { } } - const res = await fetch('https://vector.profanity.dev', { + const res = await fetch(process.env.HONO_APP_URL ?? 'https://vector.profanity.dev', { method: 'POST', headers: { 'Content-Type': 'application/json' }, - body: JSON.stringify({ message }), + body: JSON.stringify({ message, languages }), }) await redis.incr('served-requests') diff --git a/www/src/components/Demo.tsx b/www/src/components/Demo.tsx index 4ac7f8e..b592966 100644 --- a/www/src/components/Demo.tsx +++ b/www/src/components/Demo.tsx @@ -6,12 +6,15 @@ import { useState } from 'react' import { Button } from './ui/button' import { Input } from './ui/input' import { Icons } from './Icons' +import { Select, SelectContent, SelectItem, SelectTrigger, SelectValue } from './ui/select' const Demo = () => { const [message, setMessage] = useState( 'this is definitely not a swear word' ) + const [language, setLanguage] = useState('eng') + const { data, mutate, isPending, error } = useMutation({ mutationKey: ['check-profanity'], mutationFn: checkProfanity, @@ -41,16 +44,31 @@ const Demo = () => { className='bg-white h-9' value={message} onKeyDown={(e) => { - if (e.key === 'Enter') mutate({ message }) + if (e.key === 'Enter') mutate({ message, languages: [language] }) }} onChange={({ target }) => { setMessage(target.value) }} /> + diff --git a/www/src/components/ui/select.tsx b/www/src/components/ui/select.tsx new file mode 100644 index 0000000..ac2a8f2 --- /dev/null +++ b/www/src/components/ui/select.tsx @@ -0,0 +1,164 @@ +"use client" + +import * as React from "react" +import { + CaretSortIcon, + CheckIcon, + ChevronDownIcon, + ChevronUpIcon, +} from "@radix-ui/react-icons" +import * as SelectPrimitive from "@radix-ui/react-select" + +import { cn } from "@/lib/utils" + +const Select = SelectPrimitive.Root + +const SelectGroup = SelectPrimitive.Group + +const SelectValue = SelectPrimitive.Value + +const SelectTrigger = React.forwardRef< + React.ElementRef, + React.ComponentPropsWithoutRef +>(({ className, children, ...props }, ref) => ( + span]:line-clamp-1", + className + )} + {...props} + > + {children} + + + + +)) +SelectTrigger.displayName = SelectPrimitive.Trigger.displayName + +const SelectScrollUpButton = React.forwardRef< + React.ElementRef, + React.ComponentPropsWithoutRef +>(({ className, ...props }, ref) => ( + + + +)) +SelectScrollUpButton.displayName = SelectPrimitive.ScrollUpButton.displayName + +const SelectScrollDownButton = React.forwardRef< + React.ElementRef, + React.ComponentPropsWithoutRef +>(({ className, ...props }, ref) => ( + + + +)) +SelectScrollDownButton.displayName = + SelectPrimitive.ScrollDownButton.displayName + +const SelectContent = React.forwardRef< + React.ElementRef, + React.ComponentPropsWithoutRef +>(({ className, children, position = "popper", ...props }, ref) => ( + + + + + {children} + + + + +)) +SelectContent.displayName = SelectPrimitive.Content.displayName + +const SelectLabel = React.forwardRef< + React.ElementRef, + React.ComponentPropsWithoutRef +>(({ className, ...props }, ref) => ( + +)) +SelectLabel.displayName = SelectPrimitive.Label.displayName + +const SelectItem = React.forwardRef< + React.ElementRef, + React.ComponentPropsWithoutRef +>(({ className, children, ...props }, ref) => ( + + + + + + + {children} + +)) +SelectItem.displayName = SelectPrimitive.Item.displayName + +const SelectSeparator = React.forwardRef< + React.ElementRef, + React.ComponentPropsWithoutRef +>(({ className, ...props }, ref) => ( + +)) +SelectSeparator.displayName = SelectPrimitive.Separator.displayName + +export { + Select, + SelectGroup, + SelectValue, + SelectTrigger, + SelectContent, + SelectLabel, + SelectItem, + SelectSeparator, + SelectScrollUpButton, + SelectScrollDownButton, +} diff --git a/www/src/lib/redis.ts b/www/src/lib/redis.ts index bf14b1b..8ec13c1 100644 --- a/www/src/lib/redis.ts +++ b/www/src/lib/redis.ts @@ -1,4 +1,5 @@ import { Redis } from '@upstash/redis' +import "dotenv/config" export const redis = new Redis({ url: process.env.UPSTASH_REDIS_REST_URL!,