commit eea288b28d2ea31bb37b3835fac8f5059571e36c Author: mattmcw Date: Fri Jun 23 18:40:31 2023 -0400 Create project diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..c7d958b --- /dev/null +++ b/.gitignore @@ -0,0 +1,2 @@ +node_modules +data/* diff --git a/Dockerfile b/Dockerfile new file mode 100755 index 0000000..da39dde --- /dev/null +++ b/Dockerfile @@ -0,0 +1,9 @@ +FROM node:lts-alpine + +WORKDIR /code + +COPY ./dist /code/dist +COPY ./package*.json /code/ +RUN npm install --only-production + +CMD ["npm", "run", "start"] \ No newline at end of file diff --git a/dist/index.js b/dist/index.js new file mode 100644 index 0000000..0c61e53 --- /dev/null +++ b/dist/index.js @@ -0,0 +1,315 @@ +"use strict"; +var __importDefault = (this && this.__importDefault) || function (mod) { + return (mod && mod.__esModule) ? mod : { "default": mod }; +}; +Object.defineProperty(exports, "__esModule", { value: true }); +const express_1 = __importDefault(require("express")); +const promises_1 = __importDefault(require("fs/promises")); +const fs_1 = require("fs"); +const os_1 = require("os"); +const path_1 = require("path"); +const crypto_1 = require("crypto"); +const sqlite3_1 = require("sqlite3"); +const body_parser_1 = __importDefault(require("body-parser")); +const multer_1 = __importDefault(require("multer")); +const uuid_1 = require("uuid"); +const mime_1 = require("mime"); +const port = typeof process.env['PORT'] !== 'undefined' ? parseInt(process.env['PORT'], 10) : 3333; +const data = typeof process.env['DATADIR'] !== 'undefined' ? process.env['DATADIR'] : './data'; +const dbPath = (0, path_1.join)(data, 'queue.sqlite'); +const app = (0, express_1.default)(); +const tmp = (0, os_1.tmpdir)(); +const db = new sqlite3_1.Database(dbPath); +const accepted = ['application/zip', 'application/x-zip-compressed']; +const storage = multer_1.default.diskStorage({ + destination: function (req, file, cb) { + cb(null, tmp); + }, + filename: function (req, file, cb) { + cb(null, `${+new Date()}_${file.originalname}`); + } +}); +function fileFilter(req, file, cb) { + if (accepted.indexOf(file.mimetype) !== -1) { + cb(null, true); + } + else { + console.warn(`Filetype ${file.mimetype} is not of type zip`); + cb(new Error("Dataset is not of type zip"), false); + } +} +const upload = (0, multer_1.default)({ storage, fileFilter }); +app.use(body_parser_1.default.json()); +app.use(body_parser_1.default.urlencoded({ extended: true })); +function hash(path) { + return new Promise((resolve, reject) => { + const hashSum = (0, crypto_1.createHash)('sha256'); + const stream = (0, fs_1.createReadStream)(path); + stream.on('error', (err) => reject(err)); + stream.on('data', (chunk) => hashSum.update(chunk)); + stream.on('end', () => resolve(hashSum.digest('hex'))); + }); +} +async function exists(path) { + try { + await promises_1.default.access(path); + return true; + } + catch { + return false; + } +} +async function add(email, name, dataset, model) { + const query = `INSERT INTO queue + (id, email, name, dataset, model) + VALUES ( ?, ?, ?, ?, ?);`; + const id = (0, uuid_1.v4)(); + return new Promise((resolve, reject) => { + return db.run(query, [id, email, name, dataset, model], (err, row) => { + if (err) + return reject(err); + console.log(`Added job ${id} to queue`); + return resolve(id); + }); + }); +} +async function status(id) { + const query = `SELECT name, model, started, completed, failed, meta FROM queue WHERE id = ? LIMIT 1;`; + let jobStatus = 'Unknown'; + return new Promise((resolve, reject) => { + return db.all(query, [id], (err, rows) => { + if (err) + return reject(err); + if (rows[0].started === null) { + jobStatus = `Has not started`; + } + else if (rows[0].failed !== null) { + jobStatus = `Failed 
${rows[0].meta}
`; + } + else if (rows[0].completed !== null) { + jobStatus = `Completed ${rows[0].completed} Download`; + } + console.log(`Got status for job ${id}: ${jobStatus}`); + return resolve(jobStatus); + }); + }); +} +async function name(id) { + const query = `SELECT name, meta FROM queue WHERE id = ? LIMIT 1;`; + return new Promise((resolve, reject) => { + return db.all(query, [id], (err, rows) => { + if (err) + return reject(err); + if (rows.length < 1) { + return reject(new Error(`Job ${id} does not exist`)); + } + return resolve(rows[0].name); + }); + }); +} +async function dataset(id) { + const query = `SELECT dataset FROM queue WHERE id = ? LIMIT 1;`; + return new Promise((resolve, reject) => { + return db.all(query, [id], (err, rows) => { + if (err) + return reject(err); + if (rows.length < 1) { + return reject(new Error(`Dataset ${id} does not exist`)); + } + return resolve(rows[0].dataset); + }); + }); +} +async function job() { + const query = `SELECT id FROM queue WHERE + started IS NULL + AND completed IS NULL + AND failed IS NULL + ORDER BY created ASC + LIMIT 1;`; + return new Promise((resolve, reject) => { + return db.all(query, [], (err, rows) => { + if (err) + return reject(err); + if (rows.length < 1) { + return resolve(null); + } + return resolve(rows[0].id); + }); + }); +} +app.get('/', async (req, res, next) => { + let html; + try { + html = await promises_1.default.readFile('./views/index.html', 'utf8'); + } + catch (err) { + console.error(err); + return next(err); + } + res.send(html); +}); +app.post('/', upload.single('dataset'), async (req, res, next) => { + let fileHash; + let filePath; + let fileExists; + let id; + req.setTimeout(0); + if (typeof req.file === 'undefined' && req.file === null) { + console.error('No file in upload'); + return next('ERROR: Please upload dataset as zip file'); + } + try { + fileHash = await hash(req.file.path); + } + catch (err) { + console.error(err); + return next(`Error hashing file ${req.file.originalname}`); + } + filePath = (0, path_1.join)(data, `${fileHash}.zip`); + try { + fileExists = await exists(filePath); + } + catch (err) { + console.error(err); + } + if (!fileExists) { + try { + await promises_1.default.rename(req.file.path, filePath); + console.log(`Saved dataset with hash ${fileHash}`); + } + catch (err) { + console.error(err); + return next(err); + } + } + else { + console.warn(`Dataset with hash ${fileHash} already exists...`); + try { + await promises_1.default.unlink(req.file.path); + } + catch (err) { + console.error(err); + } + } + try { + id = await add(req.body.email, req.body.name, fileHash, req.body.model); + } + catch (err) { + console.log(err); + return next(`Error adding training job ${req.body.name}`); + } + res.send(`Dataset for job ${req.body.name} has been uploaded successfully. You will be emailed when your job has started and when it has completed training.
Monitor job status here: ${id}`); +}); +app.get('/job/:id', async (req, res, next) => { + let jobStatus; + if (typeof req.params.id === 'undefined' || req.params.id === null) { + console.error(`No job id provided`); + return next('Invalid request'); + } + if (req.params.id.length !== 36) { + console.error(`Job id ${req.params.id} is invalid`); + return next('Invalid job id'); + } + try { + jobStatus = await status(req.params.id); + } + catch (err) { + console.error(err); + return next('Error getting job status'); + } + return res.send(`Job: ${req.params.id}
Status: ${jobStatus}`); +}); +app.get('/model/:id', async (req, res, next) => { + let filePath; + let fileExists = false; + let id; + let fileName; + let fileStream; + let mimeType; + let stream; + if (typeof req.params.id === 'undefined' || req.params.id === null) { + console.error(`No job id provided`); + return next('Invalid request'); + } + id = req.params.id; + filePath = (0, path_1.join)(data, `${id}.onnx`); + try { + fileExists = await exists(filePath); + } + catch (err) { + console.error(err); + return next(`Error checking whether model for job ${id} exists`); + } + if (!fileExists) { + console.warn(`Model for job ${id} does not exist`); + return next(`Model for job ${id} does not exist`); + } + try { + fileName = await name(id); + } + catch (err) { + console.error(err); + return next(`Error getting job ${id}`); + } + mimeType = (0, mime_1.getType)(filePath); + res.setHeader('Content-disposition', `attachment; filename=${fileName}.onnx`); + res.setHeader('Content-type', mimeType); + stream = (0, fs_1.createReadStream)(filePath); + stream.pipe(res); +}); +app.get('/dataset/:id', async (req, res, next) => { + let filePath; + let fileExists = false; + let id; + let datasetHash; + let fileStream; + let mimeType; + let stream; + if (typeof req.params.id === 'undefined' || req.params.id === null) { + console.error(`No dataset id provided`); + return next('Invalid request'); + } + id = req.params.id; + try { + datasetHash = await dataset(id); + } + catch (err) { + console.error(err); + return next(`Error getting dataset for job ${id}`); + } + filePath = (0, path_1.join)(data, `${datasetHash}.zip`); + try { + fileExists = await exists(filePath); + } + catch (err) { + console.error(err); + return next(`Error checking whether dataset for job ${id} exists`); + } + if (!fileExists) { + console.warn(`Dataset for job ${id} does not exist`); + return next(`Dataset for job ${id} does not exist`); + } + mimeType = (0, mime_1.getType)(filePath); + res.setHeader('Content-disposition', `attachment; filename=${datasetHash}.zip`); + res.setHeader('Content-type', mimeType); + stream = (0, fs_1.createReadStream)(filePath); + stream.pipe(res); +}); +app.get('/job', async (req, res, next) => { + let jobId; + try { + jobId = await job(); + } + catch (err) { + console.error(err); + return next('Error getting job'); + } + res.json([jobId]); +}); +//app.get('/jobs'); +//app.post('/job/started/:id', ) +app.listen(port, () => { + console.log(`yolo_web running on port ${port}`); +}); +//# sourceMappingURL=index.js.map \ No newline at end of file diff --git a/dist/index.js.map b/dist/index.js.map new file mode 100644 index 0000000..ca29a6c --- /dev/null +++ b/dist/index.js.map @@ -0,0 +1 @@ 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"dist/index.js", + "scripts": { + "test": "echo \"Error: no test specified\" && exit 1", + "compile": "./node_modules/.bin/tsc --project tsconfig.json", + "start": "node dist" + }, + "author": "", + "license": "ISC", + "devDependencies": { + "@types/express": "^4.17.17", + "@types/mime": "^3.0.1", + "@types/multer": "^1.4.7", + "@types/sqlite3": "^3.1.8", + "@types/uuid": "^9.0.2", + "typescript": "^5.1.3" + }, + "dependencies": { + "body-parser": "^1.20.2", + "express": "^4.18.2", + "mime": "^3.0.0", + "multer": "^1.4.5-lts.1", + "sqlite3": "^5.1.6", + "uuid": "^9.0.0" + } +} diff --git a/scripts/build_web.sh b/scripts/build_web.sh new file mode 100755 index 0000000..f839e09 --- /dev/null +++ b/scripts/build_web.sh @@ -0,0 +1,6 @@ +#!/bin/bash + +set -e + +npm run compile +sudo docker build -t yolo_web . \ No newline at end of file diff --git a/scripts/install_web.sh b/scripts/install_web.sh new file mode 100755 index 0000000..33521ba --- /dev/null +++ b/scripts/install_web.sh @@ -0,0 +1,11 @@ +#!/bin/bash + +set -e + +mkdir -p data +touch data/queue.sqlite +npm i + +cat ./sql/setup.sql | sqlite3 data/queue.sqlite + +bash ./scripts/build_web.sh \ No newline at end of file diff --git a/sql/setup.sql b/sql/setup.sql new file mode 100755 index 0000000..440053e --- /dev/null +++ b/sql/setup.sql @@ -0,0 +1,12 @@ +CREATE TABLE IF NOT EXISTS queue ( + id TEXT(36) PRIMARY KEY, + email TEXT NOT NULL, + name TEXT NOT NULL, + dataset TEXT NOT NULL, + model TEXT NOT NULL, + created TIMESTAMP DEFAULT CURRENT_TIMESTAMP, + started TIMESTAMP, + completed TIMESTAMP, + failed TIMESTAMP, + meta TEXT +); \ No newline at end of file diff --git a/src/.gitignore b/src/.gitignore new file mode 100755 index 0000000..b512c09 --- /dev/null +++ b/src/.gitignore @@ -0,0 +1 @@ +node_modules \ No newline at end of file diff --git a/src/index.ts b/src/index.ts new file mode 100755 index 0000000..069b7b9 --- /dev/null +++ b/src/index.ts @@ -0,0 +1,415 @@ +import express from 'express'; +import { Express, Request, Response, NextFunction } from 'express' +import fs from 'fs/promises'; +import { createReadStream } from 'fs'; +import { tmpdir } from 'os'; +import { join } from 'path'; +import { createHash, Hash } from 'crypto'; +import { Database } from 'sqlite3'; +import bodyParser from 'body-parser'; +import multer from 'multer'; +import { v4 as uuid } from 'uuid'; +import { getType } from 'mime'; + +const port : number = typeof process.env['PORT'] !== 'undefined' ? parseInt(process.env['PORT'], 10) : 3333; +const data : string = typeof process.env['DATADIR'] !== 'undefined' ? process.env['DATADIR'] : './data'; +const dbPath : string = join(data, 'queue.sqlite'); +const app : Express = express(); +const tmp : string = tmpdir(); +const db : Database = new Database(dbPath); + +const accepted : string[] = ['application/zip', 'application/x-zip-compressed']; + +const storage = multer.diskStorage({ + destination: function (req : any, file : any, cb : any) { + cb(null, tmp) + }, + filename: function (req: any, file: any, cb: any) { + cb(null, `${+new Date()}_${file.originalname}`) + } +}); + +function fileFilter (req: any, file: any, cb: any) { + if (accepted.indexOf(file.mimetype) !== -1) { + cb(null, true); + } else { + console.warn(`Filetype ${file.mimetype} is not of type zip`); + cb(new Error("Dataset is not of type zip"), false); + } +} + +const upload : any = multer({ storage, fileFilter }); + +app.use(bodyParser.json()); +app.use(bodyParser.urlencoded({ extended: true })); + +function hash (path : string) : Promise { + return new Promise((resolve : Function, reject : Function) => { + const hashSum : Hash = createHash('sha256'); + const stream : any = createReadStream(path); + stream.on('error', (err : Error) => reject(err)); + stream.on('data', (chunk : Buffer) => hashSum.update(chunk)); + stream.on('end', () => resolve(hashSum.digest('hex'))); + }); +} + +async function exists (path : string) : Promise { + try { + await fs.access(path); + return true; + } catch { + return false; + } +} + +async function add (email : string, name : string, dataset : string, model : string) : Promise { + const query : string = `INSERT INTO queue + (id, email, name, dataset, model) + VALUES ( ?, ?, ?, ?, ?);`; + const id : string = uuid(); + return new Promise((resolve : Function, reject : Function) => { + return db.run(query, [id, email, name, dataset, model], (err : Error, row : any) => { + if (err) return reject(err); + console.log(`Added job ${id} to queue`); + return resolve(id); + }); + }); +} + +async function status (id : string) : Promise { + const query : string = `SELECT name, model, started, completed, failed, meta FROM queue WHERE id = ? LIMIT 1;`; + let jobStatus : string = 'Unknown'; + return new Promise((resolve : Function, reject : Function) => { + return db.all(query, [id], (err : Error, rows : any) => { + if (err) return reject(err); + if (rows[0].started === null) { + jobStatus = `Has not started` + } else if (rows[0].failed !== null) { + jobStatus = `Failed 
${rows[0].meta}
`; + } else if (rows[0].completed !== null) { + jobStatus = `Completed ${rows[0].completed} Download`; + } + console.log(`Got status for job ${id}: ${jobStatus}`); + return resolve(jobStatus); + }); + }); +} + +async function name (id : string) : Promise { + const query : string = `SELECT name, meta FROM queue WHERE id = ? LIMIT 1;`; + return new Promise((resolve : Function, reject : Function) => { + return db.all(query, [id], (err : Error, rows : any) => { + if (err) return reject(err); + if (rows.length < 1) { + return reject(new Error(`Job ${id} does not exist`)); + } + return resolve(rows[0].name); + }); + }); +} + +async function dataset (id : string) : Promise { + const query : string = `SELECT dataset FROM queue WHERE id = ? LIMIT 1;`; + return new Promise((resolve : Function, reject : Function) => { + return db.all(query, [id], (err : Error, rows : any) => { + if (err) return reject(err); + if (rows.length < 1) { + return reject(new Error(`Dataset ${id} does not exist`)); + } + return resolve(rows[0].dataset); + }); + }); +} + +async function job () : Promise { + const query : string = `SELECT id FROM queue WHERE + started IS NULL + AND completed IS NULL + AND failed IS NULL + ORDER BY created ASC + LIMIT 1;`; + return new Promise((resolve : Function, reject : Function) => { + return db.all(query, [], (err : Error, rows : any) => { + if (err) return reject(err); + if (rows.length < 1) { + return resolve(null); + } + return resolve(rows[0].id); + }); + }); +} + +async function claim (id : string) : Promise { + const query : string = `SELECT * FROM queue WHERE id = ? LIMIT 1;`; + return new Promise((resolve : Function, reject : Function) => { + return db.all(query, [id], (err : Error, rows : any) => { + if (err) return reject(err); + if (rows.length < 1) { + return reject(new Error(`Dataset ${id} does not exist`)); + } + if (rows[0].started !== null) { + return reject(new Error(`Job ${id} is already claimed`)); + } + const claimQuery : string = `UPDATE queue SET started = CURRENT_TIMESTAMP WHERE id = ? LIMIT 1;`; + return db.run(claimQuery, [id], (err : Error, row : any) => { + if (err) return reject(err); + return resolve(rows[0]); + }) + }); + }); +} + +async function fail (id : string, meta : string) : Promise { + const query : string = `UPDATE queue SET failed = CURRENT_TIMESTAMP WHERE id = ? LIMIT 1;`; + return new Promise((resolve : Function, reject : Function) => { + return db.run(query, [ id ], (err : Error, row : any) => { + if (err) return reject(err); + return resolve(true); + }); + }); +} + +app.get('/', async (req : Request, res : Response, next : NextFunction) => { + let html : string; + try { + html = await fs.readFile('./views/index.html', 'utf8'); + } catch (err) { + console.error(err); + return next(err); + } + res.send(html); +}); + +app.post('/', upload.single('dataset'), async (req : Request, res : Response, next : NextFunction) => { + let fileHash : string; + let filePath : string; + let fileExists : boolean; + let id : string; + + req.setTimeout(0); + + if (typeof req.file === 'undefined' && req.file === null) { + console.error('No file in upload'); + return next('ERROR: Please upload dataset as zip file'); + } + + try { + fileHash = await hash(req.file.path); + } catch (err) { + console.error(err); + return next(`Error hashing file ${req.file.originalname}`); + } + + filePath = join(data, `${fileHash}.zip`); + try { + fileExists = await exists(filePath); + } catch (err) { + console.error(err); + } + + if (!fileExists) { + try { + await fs.rename(req.file.path, filePath); + console.log(`Saved dataset with hash ${fileHash}`); + } catch (err) { + console.error(err); + return next(err); + } + + } else { + console.warn(`Dataset with hash ${fileHash} already exists...`); + try { + await fs.unlink(req.file.path); + } catch (err) { + console.error(err); + } + } + + try { + id = await add(req.body.email, req.body.name, fileHash, req.body.model); + } catch (err) { + console.log(err); + return next(`Error adding training job ${req.body.name}`); + } + + res.send(`Dataset for job ${req.body.name} has been uploaded successfully. You will be emailed when your job has started and when it has completed training.
Monitor job status here: ${id}`); +}); + +app.get('/job/:id', async (req : Request, res : Response, next : NextFunction) => { + let jobStatus : string; + + if (typeof req.params.id === 'undefined' || req.params.id === null) { + console.error(`No job id provided`); + return next('Invalid request'); + } + + if (req.params.id.length !== 36) { + console.error(`Job id ${req.params.id} is invalid`); + return next('Invalid job id'); + } + + try { + jobStatus = await status(req.params.id); + } catch (err) { + console.error(err); + return next('Error getting job status'); + } + return res.send(`Job: ${req.params.id}
Status: ${jobStatus}`); +}); + +app.get('/model/:id', async (req : Request, res: Response, next : NextFunction) => { + let filePath : string; + let fileExists : boolean = false; + let id : string; + let fileName : string; + let fileStream : any + let mimeType : string; + let stream : any; + + if (typeof req.params.id === 'undefined' || req.params.id === null) { + console.error(`No job id provided`); + return next('Invalid request'); + } + + id = req.params.id; + filePath = join(data, `${id}.onnx`); + try { + fileExists = await exists(filePath); + } catch (err) { + console.error(err); + return next(`Error checking whether model for job ${id} exists`); + } + if (!fileExists) { + console.warn(`Model for job ${id} does not exist`) + return next(`Model for job ${id} does not exist`); + } + try { + fileName = await name(id); + } catch (err) { + console.error(err); + return next(`Error getting job ${id}`); + } + mimeType = getType(filePath); + + res.setHeader('Content-disposition', `attachment; filename=${fileName}.onnx`); + res.setHeader('Content-type', mimeType); + + stream = createReadStream(filePath); + stream.pipe(res); +}); + +app.get('/dataset/:id', async (req : Request, res: Response, next : NextFunction) => { + let filePath : string; + let fileExists : boolean = false; + let id : string; + let datasetHash : string; + let fileStream : any + let mimeType : string; + let stream : any; + + if (typeof req.params.id === 'undefined' || req.params.id === null) { + console.error(`No dataset id provided`); + return next('Invalid request'); + } + + id = req.params.id; + + try { + datasetHash = await dataset(id); + } catch (err) { + console.error(err); + return next(`Error getting dataset for job ${id}`); + } + + filePath = join(data, `${datasetHash}.zip`); + + try { + fileExists = await exists(filePath); + } catch (err) { + console.error(err); + return next(`Error checking whether dataset for job ${id} exists`); + } + if (!fileExists) { + console.warn(`Dataset for job ${id} does not exist`) + return next(`Dataset for job ${id} does not exist`); + } + + mimeType = getType(filePath); + + res.setHeader('Content-disposition', `attachment; filename=${datasetHash}.zip`); + res.setHeader('Content-type', mimeType); + + stream = createReadStream(filePath); + stream.pipe(res); +}); + +app.get('/job', async (req : Request, res: Response, next : NextFunction) => { + let jobId : string; + + try { + jobId = await job(); + } catch (err) { + console.error(err); + return next('Error getting job'); + } + + res.json([jobId]); +}); + +app.post('/job/claim/:id', async (req : Request, res: Response, next : NextFunction) => { + let id : string; + let jobObj : any; + let resObj : any = {}; + + if (typeof req.params.id === 'undefined' || req.params.id === null) { + console.error(`No dataset id provided`); + return next('Invalid request'); + } + + id = req.params.id; + + try { + jobObj = await claim(id); + } catch (err) { + console.error(err); + return next('Error claiming job'); + } + + resJob.id = id; + resJob.datasetPath = `/dataset/${id}`; + resJob.model = jobObj.model; + + res.json(resJob); +}); + +app.post('/job/fail/:id', async (req : Request, res: Response, next : NextFunction) => { + let id : string; + let jobObj : any; + let resObj : any = {}; + + if (typeof req.params.id === 'undefined' || req.params.id === null) { + console.error(`No dataset id provided`); + return next('Invalid request'); + } + + id = req.params.id; + + try { + jobObj = await claim(id); + } catch (err) { + console.error(err); + return next('Error claiming job'); + } + + resJob.id = id; + resJob.datasetPath = `/dataset/${id}`; + resJob.model = jobObj.model; + + res.json(resJob); +}); +//app.get('/jobs'); +//app.post('/job/started/:id', ) + +app.listen(port, () => { + console.log(`yolo_web running on port ${port}`); +}) \ No newline at end of file diff --git a/tsconfig.json b/tsconfig.json new file mode 100755 index 0000000..1d055c7 --- /dev/null +++ b/tsconfig.json @@ -0,0 +1,19 @@ +{ + "compilerOptions": { + "module": "commonjs", + "esModuleInterop": true, + "target": "ES2020", + "noImplicitAny": true, + "moduleResolution": "node", + "sourceMap": true, + "removeComments" : false, + "baseUrl" : "dist", + "outDir": "./dist/", + "rootDir" : "./src/", + "paths" : { + } + }, + "exclude" : [ + "./dist" + ] +} \ No newline at end of file diff --git a/views/index.html b/views/index.html new file mode 100755 index 0000000..4eafaec --- /dev/null +++ b/views/index.html @@ -0,0 +1,20 @@ + + + YOLOv5 Training Web + + +
+ +
+ +
+ +
+ +
+ +
+ + \ No newline at end of file