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gulpfile.js
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var gulp = require('gulp')
var pug = require('gulp-pug')
var watch = require('gulp-watch')
var data = require('gulp-data')
var browserSync = require('browser-sync').create()
var rankEntries = function (entries) {
entries.sort(function (a, b) {
var diff = Math.sign(b.score - a.score)
return diff
})
for (var i = 0; i < entries.length; i++) {
var entry = entries[i]
if (i === 0) {
entry.rank = 1
} else {
var prevEntry = entries[i - 1]
var rank = prevEntry.rank
if (entry.score < prevEntry.score) rank++
entry.rank = rank
}
}
return entries
}
function assert (condition, message) {
if (!condition) {
throw message || 'Assertion failed'
}
}
String.prototype.indexOfEnd = function(string) {
var io = this.indexOf(string);
if (io == -1) {
return this.length
} else {
return io
}
}
var parseCompEntries = function (comp_file, comp_name) {
var leaderboard = require(comp_file).leaderboard
var entries = []
for (var i = 0; i < leaderboard.length; i++) {
try {
var o_entry = leaderboard[i]
var entry = {}
entry.user = o_entry.submission.user_name
var description = o_entry.submission.description.trim()
var paren_start = description.lastIndexOf('(')
if (paren_start == -1) {
if (description.startsWith('{')){
entry.model_name = ''
} else {
entry.model_name = description.substr(0, description.indexOfEnd('http')).trim()
}
entry.institution = ''
} else {
entry.model_name = description.substr(0, paren_start).trim()
var firstPart = description.substr(paren_start + 1)
entry.institution = firstPart.substr(0, firstPart.lastIndexOf(')'))
}
if (description.lastIndexOf('http') !== -1) {
entry.link = description.substr(description.lastIndexOf('http')).trim()
}
entry.date = o_entry.submission.created
if (comp_name === 'mrnet') {
entry.average = parseFloat(o_entry.scores.average_auroc)
if (!(entry.average >= 0)) throw 'Score invalid'
if (entry.average < 0.5) throw 'Score too low'
entry.abnormal = parseFloat(o_entry.scores.abnormal_auroc)
entry.acl = parseFloat(o_entry.scores.acl_auroc)
entry.meniscus = parseFloat(o_entry.scores.meniscus_auroc)
entry.score = entry.average
} else if (comp_name === 'mura'){
entry.kappa = parseFloat(o_entry.scores.overall_mean)
if (!(entry.kappa >= 0)) throw 'Score invalid'
if (entry.kappa < 0.5) throw 'Score too low'
entry.score = entry.kappa
} else if (comp_name === 'chexpert'){
entry.auc = parseFloat(o_entry.scores.average_auroc)
entry.average_num_rads_under_roc = parseFloat(o_entry.scores.average_num_rads_under_roc)
if (!(entry.auc >= 0)) throw 'Score invalid'
if (entry.auc < 0.7) throw 'Score too low'
entry.score = entry.auc + (entry.average_num_rads_under_roc * .001)
} else if (comp_name == 'chexphoto') {
entry.auc_film = parseFloat(o_entry.scores.chexphoto_film_auroc)
if (!(entry.auc_film >= 0)) throw 'Score invalid'
if (entry.auc_film < 0.5) throw 'Score too low'
entry.score = entry.auc_film
entry.auc_digital = parseFloat(o_entry.scores.chexphoto_digital_auroc)
entry.delta_auc = parseFloat(o_entry.scores.delta_auroc)
}
if (entry.model_name === '') {
entry.model_name = '' + entry.user
}
entries.push(entry)
} catch (err) {
console.error(err)
console.error(entry)
}
}
entries = rankEntries(entries)
return entries
}
var comps = ["mura", "chexpert", "mrnet", "chexphoto"]
comps.forEach(function (comp) {
var dir = './competitions/' + comp
gulp.task('process_' + comp + '_comp_output', function (cb) { //'competitions-'+comp, function(cb) {
var jsonfile = require('jsonfile')
var entries = parseCompEntries(dir + '/out.json', comp)
jsonfile.writeFile(dir + '/results.json', entries, cb)
})
})
gulp.task('index', function () {
return gulp.src('views/index.pug')
.pipe(pug({locals: {index: true}}))
.pipe(gulp.dest('.'))
})
var folders = ['projects', 'programs', 'competitions']
folders.forEach(function (folder) {
if(folder === ('competitions')){
comps.forEach(function (comp) {
var dir = './competitions/' + comp
gulp.task(folder + '-' + comp, ['process_' + comp + '_comp_output'], function () {
var test = require(dir + '/results.json')
var moment = require('moment')
return gulp.src('views/' + dir + '/*.pug')
.pipe(data(function () {
return {
'test': test,
'moment': moment}
}))
.pipe(pug())
.pipe(gulp.dest(dir))
})
})
} else {
gulp.task(folder, function buildHTML () {
return gulp.src('views/' + folder + '/**/*.pug')
.pipe(pug({}))
.pipe(gulp.dest('./' + folder))
})
}
})
gulp.task('build', ['index', 'projects', 'programs', 'competitions-mura', 'competitions-chexpert', 'competitions-mrnet', 'competitions-chexphoto'])
gulp.task('watch_build', ['build'], function () {
return gulp.watch('./views/**/*.pug', ['build', browserSync.reload])
})
gulp.task('browser-sync', ['build'], function () {
browserSync.init({
server: {
baseDir: './'
}
})
})
gulp.task('default', ['browser-sync', 'watch_build'])