forked from mirrors/gecko-dev
30c296bf17
Updates the Fathom model to improve recognition of password input fields for the password manager.
Testing results:
Site || Training Result* || My Result
icoadm.in || Partial || Success
sogou.com || || Success
nfpa.org || Partial || Success
facebook.com recovery form || Success || Fail (Fathom not called)
vk.com || || Fail (Fathom not called)
perfumania.com || Partial || Fail (Fathom not called)
zoom.us || || Partial (Password: .5207, Confirm: .9996)
sohu.com || || Fail (.5207)
weibo.com || || Fail (.5207)
facebook.com change form || Success || Partial (Password: .3350, Confirm: .7748)
DigiFinex || Partial || Partial (Password: .3451, Confirm: .8146)
zhanqi.tv || || Fail (.2148)
twitter.com || || Fail (.0426)
* taken from the commit message of 368cbce234
Differential Revision: https://phabricator.services.mozilla.com/D75452
576 lines
22 KiB
JavaScript
576 lines
22 KiB
JavaScript
/* This Source Code Form is subject to the terms of the Mozilla Public
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* License, v. 2.0. If a copy of the MPL was not distributed with this
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* file, You can obtain one at http://mozilla.org/MPL/2.0/. */
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/**
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* Machine learning model for identifying new password input elements
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* using Fathom.
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*/
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const EXPORTED_SYMBOLS = ["NewPasswordModel"];
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ChromeUtils.defineModuleGetter(
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this,
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"fathom",
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"resource://gre/modules/third_party/fathom/fathom.jsm"
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);
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const {
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dom,
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element,
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out,
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rule,
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ruleset,
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score,
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type,
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utils: { identity, isVisible, min, setDefault },
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clusters: { euclidean },
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} = fathom;
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/**
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* ----- Start of model -----
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*
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* Everything below this comment up to the "End of model" comment is copied from:
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* https://github.com/mozilla-services/fathom-login-forms/blob/c1e5136/new-password/rulesets.js#L14-L539
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* Deviations from that file:
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* - Remove import statements, instead using ``ChromeUtils.defineModuleGetter`` and destructuring assignments above.
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* - Set ``DEVELOPMENT`` constant to ``false``.
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*/
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// Whether this is running in the Vectorizer, rather than in-application, in a
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// privileged Chrome context
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const DEVELOPMENT = false;
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// Run me with confidence cutoff = 0.75.
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const coefficients = {
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new: [
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["hasNewLabel", 2.531618356704712],
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["hasConfirmLabel", 1.9212454557418823],
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["hasCurrentLabel", -1.5062531232833862],
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["closestLabelMatchesNew", 2.4905529022216797],
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["closestLabelMatchesConfirm", 2.188796281814575],
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["closestLabelMatchesCurrent", -2.5512311458587646],
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["hasNewAriaLabel", 1.9324924945831299],
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["hasConfirmAriaLabel", 1.7427018880844116],
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["hasCurrentAriaLabel", -0.45434775948524475],
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["hasNewPlaceholder", 1.3900811672210693],
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["hasConfirmPlaceholder", 2.120662212371826],
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["hasCurrentPlaceholder", -2.464745283126831],
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["forgotPasswordInFormLinkTextContent", -0.34269317984580994],
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["forgotPasswordInFormLinkHref", -1.100291132926941],
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["forgotPasswordInFormLinkTitle", -2.5948476791381836],
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["forgotInFormLinkTextContent", -1.104567050933838],
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["forgotInFormLinkHref", 0.43580958247184753],
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["forgotPasswordInFormButtonTextContent", -2.2410218715667725],
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["forgotPasswordOnPageLinkTextContent", -0.7233141660690308],
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["forgotPasswordOnPageLinkHref", -0.3587746322154999],
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["forgotPasswordOnPageLinkTitle", 0.5892723798751831],
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["forgotPasswordOnPageButtonTextContent", -0.0006637098849751055],
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["elementAttrsMatchNew", 2.36958646774292],
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["elementAttrsMatchConfirm", 1.79710853099823],
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["elementAttrsMatchCurrent", -2.0240602493286133],
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["elementAttrsMatchPassword1", 1.9658048152923584],
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["elementAttrsMatchPassword2", 1.6933585405349731],
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["elementAttrsMatchLogin", 1.1432386636734009],
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["formAttrsMatchRegister", 1.8227713108062744],
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["formHasRegisterAction", 1.9209907054901123],
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["formButtonIsRegister", 2.889024496078491],
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["formAttrsMatchLogin", -1.166875958442688],
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["formHasLoginAction", -0.4696630537509918],
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["formButtonIsLogin", -2.284656524658203],
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["hasAutocompleteCurrentPassword", -0.04689808934926987],
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["formHasRememberMeCheckbox", 0.5008370280265808],
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["formHasRememberMeLabel", -0.022740153595805168],
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["formHasNewsletterCheckbox", 1.5111156702041626],
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["formHasNewsletterLabel", 2.277301549911499],
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["closestHeaderAboveIsLoginy", -2.2182235717773438],
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["closestHeaderAboveIsRegistery", 1.930107593536377],
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["nextInputIsConfirmy", 2.5108766555786133],
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],
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};
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const biases = [["new", 0.08310158550739288]];
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const passwordStringRegex = /password|passwort|رمز عبور|mot de passe|パスワード|비밀번호|암호|wachtwoord|senha|Пароль|parol|密码|contraseña|heslo|كلمة السر|kodeord|Κωδικός|pass code|Kata sandi|hasło|รหัสผ่าน|Şifre/i;
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const passwordAttrRegex = /pw|pwd|passwd|pass/i;
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const newStringRegex = /new|erstellen|create|choose|設定|신규/i;
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const newAttrRegex = /new/i;
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const confirmStringRegex = /wiederholen|wiederholung|confirm|repeat|confirmation|verify|retype|repite|確認|の確認|تکرار|re-enter|확인|bevestigen|confirme|Повторите|tassyklamak|再次输入|ještě jednou|gentag|re-type|confirmar|Répéter|conferma|Repetaţi|again|reenter/i;
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const confirmAttrRegex = /confirm|retype/i;
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const currentAttrAndStringRegex = /current|old/i;
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const forgotStringRegex = /vergessen|vergeten|forgot|oublié|dimenticata|Esqueceu|esqueci|Забыли|忘记|找回|Zapomenuté|lost|忘れた|忘れられた|忘れの方|재설정|찾기|help|فراموشی| را فراموش کرده اید|Восстановить|Unuttu|perdus|重新設定|reset|recover|change|remind|find|request|restore|trouble/i;
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const forgotHrefRegex = /forgot|reset|recover|change|lost|remind|find|request|restore/i;
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const password1Regex = /pw1|pwd1|pass1|passwd1|password1|pwone|pwdone|passone|passwdone|passwordone|pwfirst|pwdfirst|passfirst|passwdfirst|passwordfirst/i;
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const password2Regex = /pw2|pwd2|pass2|passwd2|password2|pwtwo|pwdtwo|passtwo|passwdtwo|passwordtwo|pwsecond|pwdsecond|passsecond|passwdsecond|passwordsecond/i;
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const loginRegex = /login|log in|log on|log-on|Войти|sign in|sigin|sign\/in|sign-in|sign on|sign-on|ورود|登录|Přihlásit se|Přihlaste|Авторизоваться|Авторизация|entrar|ログイン|로그인|inloggen|Συνδέσου|accedi|ログオン|Giriş Yap|登入|connecter|connectez-vous|Connexion|Вход/i;
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const loginFormAttrRegex = /login|log in|log on|log-on|sign in|sigin|sign\/in|sign-in|sign on|sign-on/i;
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const registerStringRegex = /create[a-zA-Z\s]+account|Zugang anlegen|Angaben prüfen|Konto erstellen|register|sign up|ثبت نام|登録|注册|cadastr|Зарегистрироваться|Регистрация|Bellige alynmak|تسجيل|ΕΓΓΡΑΦΗΣ|Εγγραφή|Créer mon compte|Mendaftar|가입하기|inschrijving|Zarejestruj się|Deschideți un cont|Создать аккаунт|ร่วม|Üye Ol|registr|new account|ساخت حساب کاربری|Schrijf je/i;
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const registerActionRegex = /register|signup|sign-up|create-account|account\/create|join|new_account|user\/create|sign\/up|membership\/create/i;
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const registerFormAttrRegex = /signup|join|register|regform|registration|new_user|AccountCreate|create_customer|CreateAccount|CreateAcct|create-account|reg-form|newuser|new-reg|new-form|new_membership/i;
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const rememberMeAttrRegex = /remember|auto_login|auto-login|save_mail|save-mail|ricordami|manter|mantenha|savelogin|auto login/i;
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const rememberMeStringRegex = /remember me|keep me logged in|keep me signed in|save email address|save id|stay signed in|ricordami|次回からログオンIDの入力を省略する|メールアドレスを保存する|を保存|아이디저장|아이디 저장|로그인 상태 유지|lembrar|manter conectado|mantenha-me conectado|Запомни меня|запомнить меня|Запомните меня|Не спрашивать в следующий раз|下次自动登录|记住我/i;
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const newsletterStringRegex = /newsletter|ニュースレター/i;
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const passwordStringAndAttrRegex = new RegExp(
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passwordStringRegex.source + "|" + passwordAttrRegex.source,
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"i"
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);
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function makeRuleset(coeffs, biases) {
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// HTMLElement => (selector => Array<HTMLElement>) nested map to cache querySelectorAll calls.
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let elementToSelectors;
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// We want to clear the cache each time the model is executed to get the latest DOM snapshot
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// for each classification.
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function clearCache() {
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// WeakMaps do not have a clear method
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elementToSelectors = new WeakMap();
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}
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function hasLabelMatchingRegex(element, regex) {
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// Check element.labels
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const labels = element.labels;
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// TODO: Should I be concerned with multiple labels?
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if (labels !== null && labels.length) {
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return regex.test(labels[0].textContent);
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}
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// Check element.aria-labelledby
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let labelledBy = element.getAttribute("aria-labelledby");
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if (labelledBy !== null) {
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labelledBy = labelledBy
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.split(" ")
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.map(id => element.ownerDocument.getElementById(id));
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if (labelledBy.length === 1) {
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return regex.test(labelledBy[0].textContent);
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} else if (labelledBy.length > 1) {
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return regex.test(
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min(labelledBy, node => euclidean(node, element)).textContent
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);
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}
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}
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const parentElement = element.parentElement;
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// Bug 1634819: element.parentElement is null if element.parentNode is a ShadowRoot
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if (!parentElement) {
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return false;
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}
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// Check if the input is in a <td>, and, if so, check the textContent of the containing <tr>
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if (parentElement.tagName === "TD" && parentElement.parentElement) {
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// TODO: How bad is the assumption that the <tr> won't be the parent of the <td>?
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return regex.test(parentElement.parentElement.textContent);
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}
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// Check if the input is in a <dd>, and, if so, check the textContent of the preceding <dt>
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if (
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parentElement.tagName === "DD" &&
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// previousElementSibling can be null
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parentElement.previousElementSibling
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) {
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return regex.test(parentElement.previousElementSibling.textContent);
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}
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return false;
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}
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function closestLabelMatchesRegex(element, regex) {
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const previousElementSibling = element.previousElementSibling;
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if (
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previousElementSibling !== null &&
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previousElementSibling.tagName === "LABEL"
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) {
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return regex.test(previousElementSibling.textContent);
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}
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const nextElementSibling = element.nextElementSibling;
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if (nextElementSibling !== null && nextElementSibling.tagName === "LABEL") {
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return regex.test(nextElementSibling.textContent);
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}
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const closestLabelWithinForm = closestSelectorElementWithinElement(
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element,
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element.form,
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"label"
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);
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return containsRegex(
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regex,
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closestLabelWithinForm,
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closestLabelWithinForm => closestLabelWithinForm.textContent
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);
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}
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function containsRegex(regex, thingOrNull, thingToString = identity) {
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return thingOrNull !== null && regex.test(thingToString(thingOrNull));
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}
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function closestSelectorElementWithinElement(
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toElement,
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withinElement,
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querySelector
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) {
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if (withinElement !== null) {
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let nodeList = Array.from(withinElement.querySelectorAll(querySelector));
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if (nodeList.length) {
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return min(nodeList, node => euclidean(node, toElement));
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}
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}
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return null;
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}
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function hasAriaLabelMatchingRegex(element, regex) {
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return containsRegex(regex, element.getAttribute("aria-label"));
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}
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function hasPlaceholderMatchingRegex(element, regex) {
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return containsRegex(regex, element.getAttribute("placeholder"));
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}
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function testRegexesAgainstAnchorPropertyWithinElement(
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property,
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element,
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...regexes
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) {
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return hasSomeMatchingPredicateForSelectorWithinElement(
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element,
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"a",
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anchor => {
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const propertyValue = anchor[property];
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return regexes.every(regex => regex.test(propertyValue));
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}
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);
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}
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function testFormButtonsAgainst(element, stringRegex) {
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const form = element.form;
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if (form !== null) {
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let inputs = Array.from(
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form.querySelectorAll("input[type=submit],input[type=button]")
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);
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inputs = inputs.filter(input => {
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return stringRegex.test(input.value);
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});
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if (inputs.length) {
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return true;
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}
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return hasSomeMatchingPredicateForSelectorWithinElement(
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form,
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"button",
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button => {
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return (
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stringRegex.test(button.value) ||
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stringRegex.test(button.textContent) ||
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stringRegex.test(button.id) ||
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stringRegex.test(button.title)
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);
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}
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);
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}
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return false;
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}
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function hasAutocompleteCurrentPassword(fnode) {
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return fnode.element.autocomplete === "current-password";
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}
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// Check cache before calling querySelectorAll on element
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function getElementDescendants(element, selector) {
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// Use the element to look up the selector map:
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const selectorToDescendants = setDefault(
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elementToSelectors,
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element,
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() => new Map()
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);
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// Use the selector to grab the descendants:
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return setDefault(
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selectorToDescendants, // eslint-disable-line prettier/prettier
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selector,
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() => Array.from(element.querySelectorAll(selector))
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);
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}
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/**
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* Return whether the form element directly after this one looks like a
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* confirm-password input.
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*/
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function nextInputIsConfirmy(fnode) {
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const form = fnode.element.form;
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const me = fnode.element;
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if (form !== null) {
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let afterMe = false;
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for (const formEl of form.elements) {
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if (formEl === me) {
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afterMe = true;
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} else if (afterMe) {
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if (
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formEl.type === "password" &&
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!formEl.disabled &&
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formEl.getAttribute("aria-hidden") !== "true"
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) {
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// Now we're looking at a passwordy, visible input[type=password]
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// directly after me.
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return elementAttrsMatchRegex(formEl, confirmAttrRegex);
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// We could check other confirmy smells as well. Balance accuracy
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// against time and complexity.
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}
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// We look only at the very next element, so we may be thrown off by
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// Hide buttons and such.
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break;
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}
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}
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}
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return false;
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}
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function hasSomeMatchingPredicateForSelectorWithinElement(
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element,
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selector,
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matchingPredicate
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) {
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if (element === null) {
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return false;
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}
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const elements = getElementDescendants(element, selector);
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return elements.some(matchingPredicate);
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}
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function textContentMatchesRegexes(element, ...regexes) {
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const textContent = element.textContent;
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return regexes.every(regex => regex.test(textContent));
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}
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function closestHeaderAboveMatchesRegex(element, regex) {
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const closestHeader = closestHeaderAbove(element);
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if (closestHeader !== null) {
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return regex.test(closestHeader.textContent);
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}
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return false;
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}
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function closestHeaderAbove(element) {
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let headers = Array.from(
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element.ownerDocument.querySelectorAll(
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"h1,h2,h3,h4,h5,h6,div[class*=heading],div[class*=header],div[class*=title],legend"
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)
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);
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for (let i = headers.length - 1; i >= 0; --i) {
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const header = headers[i];
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if (
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element.compareDocumentPosition(header) &
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Node.DOCUMENT_POSITION_PRECEDING
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) {
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return header;
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}
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}
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return null;
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}
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function elementAttrsMatchRegex(element, regex) {
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if (element !== null) {
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return (
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regex.test(element.id) ||
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regex.test(element.name) ||
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regex.test(element.className)
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);
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}
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return false;
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}
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/**
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* Let us compactly represent a collection of rules that all take a single
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* type with no .when() clause and have only a score() call on the right-hand
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* side.
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*/
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function* simpleScoringRulesTakingType(inType, ruleMap) {
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for (const [name, scoringCallback] of Object.entries(ruleMap)) {
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yield rule(type(inType), score(scoringCallback), { name });
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}
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}
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return ruleset(
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[
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rule(
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DEVELOPMENT
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? dom(
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"input[type=password]:not([disabled]):not([aria-hidden=true]"
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).when(isVisible)
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: element("input"),
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type("new").note(clearCache)
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),
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...simpleScoringRulesTakingType("new", {
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hasNewLabel: fnode =>
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hasLabelMatchingRegex(fnode.element, newStringRegex),
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hasConfirmLabel: fnode =>
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hasLabelMatchingRegex(fnode.element, confirmStringRegex),
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hasCurrentLabel: fnode =>
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hasLabelMatchingRegex(fnode.element, currentAttrAndStringRegex),
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closestLabelMatchesNew: fnode =>
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closestLabelMatchesRegex(fnode.element, newStringRegex),
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closestLabelMatchesConfirm: fnode =>
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closestLabelMatchesRegex(fnode.element, confirmStringRegex),
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closestLabelMatchesCurrent: fnode =>
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closestLabelMatchesRegex(fnode.element, currentAttrAndStringRegex),
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hasNewAriaLabel: fnode =>
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hasAriaLabelMatchingRegex(fnode.element, newStringRegex),
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hasConfirmAriaLabel: fnode =>
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hasAriaLabelMatchingRegex(fnode.element, confirmStringRegex),
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hasCurrentAriaLabel: fnode =>
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hasAriaLabelMatchingRegex(fnode.element, currentAttrAndStringRegex),
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hasNewPlaceholder: fnode =>
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hasPlaceholderMatchingRegex(fnode.element, newStringRegex),
|
||
hasConfirmPlaceholder: fnode =>
|
||
hasPlaceholderMatchingRegex(fnode.element, confirmStringRegex),
|
||
hasCurrentPlaceholder: fnode =>
|
||
hasPlaceholderMatchingRegex(fnode.element, currentAttrAndStringRegex),
|
||
forgotPasswordInFormLinkTextContent: fnode =>
|
||
testRegexesAgainstAnchorPropertyWithinElement(
|
||
"textContent",
|
||
fnode.element.form,
|
||
passwordStringRegex,
|
||
forgotStringRegex
|
||
),
|
||
forgotPasswordInFormLinkHref: fnode =>
|
||
testRegexesAgainstAnchorPropertyWithinElement(
|
||
"href",
|
||
fnode.element.form,
|
||
passwordStringAndAttrRegex,
|
||
forgotHrefRegex
|
||
),
|
||
forgotPasswordInFormLinkTitle: fnode =>
|
||
testRegexesAgainstAnchorPropertyWithinElement(
|
||
"title",
|
||
fnode.element.form,
|
||
passwordStringRegex,
|
||
forgotStringRegex
|
||
),
|
||
forgotInFormLinkTextContent: fnode =>
|
||
testRegexesAgainstAnchorPropertyWithinElement(
|
||
"textContent",
|
||
fnode.element.form,
|
||
forgotStringRegex
|
||
),
|
||
forgotInFormLinkHref: fnode =>
|
||
testRegexesAgainstAnchorPropertyWithinElement(
|
||
"href",
|
||
fnode.element.form,
|
||
forgotHrefRegex
|
||
),
|
||
forgotPasswordInFormButtonTextContent: fnode =>
|
||
hasSomeMatchingPredicateForSelectorWithinElement(
|
||
fnode.element.form,
|
||
"button",
|
||
button =>
|
||
textContentMatchesRegexes(
|
||
button,
|
||
passwordStringRegex,
|
||
forgotStringRegex
|
||
)
|
||
),
|
||
forgotPasswordOnPageLinkTextContent: fnode =>
|
||
testRegexesAgainstAnchorPropertyWithinElement(
|
||
"textContent",
|
||
fnode.element.ownerDocument,
|
||
passwordStringRegex,
|
||
forgotStringRegex
|
||
),
|
||
forgotPasswordOnPageLinkHref: fnode =>
|
||
testRegexesAgainstAnchorPropertyWithinElement(
|
||
"href",
|
||
fnode.element.ownerDocument,
|
||
passwordStringAndAttrRegex,
|
||
forgotHrefRegex
|
||
),
|
||
forgotPasswordOnPageLinkTitle: fnode =>
|
||
testRegexesAgainstAnchorPropertyWithinElement(
|
||
"title",
|
||
fnode.element.ownerDocument,
|
||
passwordStringRegex,
|
||
forgotStringRegex
|
||
),
|
||
forgotPasswordOnPageButtonTextContent: fnode =>
|
||
hasSomeMatchingPredicateForSelectorWithinElement(
|
||
fnode.element.ownerDocument,
|
||
"button",
|
||
button =>
|
||
textContentMatchesRegexes(
|
||
button,
|
||
passwordStringRegex,
|
||
forgotStringRegex
|
||
)
|
||
),
|
||
elementAttrsMatchNew: fnode =>
|
||
elementAttrsMatchRegex(fnode.element, newAttrRegex),
|
||
elementAttrsMatchConfirm: fnode =>
|
||
elementAttrsMatchRegex(fnode.element, confirmAttrRegex),
|
||
elementAttrsMatchCurrent: fnode =>
|
||
elementAttrsMatchRegex(fnode.element, currentAttrAndStringRegex),
|
||
elementAttrsMatchPassword1: fnode =>
|
||
elementAttrsMatchRegex(fnode.element, password1Regex),
|
||
elementAttrsMatchPassword2: fnode =>
|
||
elementAttrsMatchRegex(fnode.element, password2Regex),
|
||
elementAttrsMatchLogin: fnode =>
|
||
elementAttrsMatchRegex(fnode.element, loginRegex),
|
||
formAttrsMatchRegister: fnode =>
|
||
elementAttrsMatchRegex(fnode.element.form, registerFormAttrRegex),
|
||
formHasRegisterAction: fnode =>
|
||
containsRegex(
|
||
registerActionRegex,
|
||
fnode.element.form,
|
||
form => form.action
|
||
),
|
||
formButtonIsRegister: fnode =>
|
||
testFormButtonsAgainst(fnode.element, registerStringRegex),
|
||
formAttrsMatchLogin: fnode =>
|
||
elementAttrsMatchRegex(fnode.element.form, loginFormAttrRegex),
|
||
formHasLoginAction: fnode =>
|
||
containsRegex(loginRegex, fnode.element.form, form => form.action),
|
||
formButtonIsLogin: fnode =>
|
||
testFormButtonsAgainst(fnode.element, loginRegex),
|
||
hasAutocompleteCurrentPassword,
|
||
formHasRememberMeCheckbox: fnode =>
|
||
hasSomeMatchingPredicateForSelectorWithinElement(
|
||
fnode.element.form,
|
||
"input[type=checkbox]",
|
||
checkbox =>
|
||
rememberMeAttrRegex.test(checkbox.id) ||
|
||
rememberMeAttrRegex.test(checkbox.name)
|
||
),
|
||
formHasRememberMeLabel: fnode =>
|
||
hasSomeMatchingPredicateForSelectorWithinElement(
|
||
fnode.element.form,
|
||
"label",
|
||
label => rememberMeStringRegex.test(label.textContent)
|
||
),
|
||
formHasNewsletterCheckbox: fnode =>
|
||
hasSomeMatchingPredicateForSelectorWithinElement(
|
||
fnode.element.form,
|
||
"input[type=checkbox]",
|
||
checkbox =>
|
||
checkbox.id.includes("newsletter") ||
|
||
checkbox.name.includes("newsletter")
|
||
),
|
||
formHasNewsletterLabel: fnode =>
|
||
hasSomeMatchingPredicateForSelectorWithinElement(
|
||
fnode.element.form,
|
||
"label",
|
||
label => newsletterStringRegex.test(label.textContent)
|
||
),
|
||
closestHeaderAboveIsLoginy: fnode =>
|
||
closestHeaderAboveMatchesRegex(fnode.element, loginRegex),
|
||
closestHeaderAboveIsRegistery: fnode =>
|
||
closestHeaderAboveMatchesRegex(fnode.element, registerStringRegex),
|
||
nextInputIsConfirmy,
|
||
}),
|
||
rule(type("new"), out("new")),
|
||
],
|
||
coeffs,
|
||
biases
|
||
);
|
||
}
|
||
|
||
/*
|
||
* ----- End of model -----
|
||
*/
|
||
|
||
this.NewPasswordModel = {
|
||
type: "new",
|
||
rules: makeRuleset([...coefficients.new], biases),
|
||
};
|