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+/* This Source Code Form is subject to the terms of the Mozilla Public
+ * License, v. 2.0. If a copy of the MPL was not distributed with this
+ * file, You can obtain one at http://mozilla.org/MPL/2.0/. */
+
+/**
+ * Fathom ML model for identifying sign up <forms>
+ *
+ * This is developed out-of-tree at https://github.com/mozilla-services/fathom-login-forms,
+ * where there is also over a GB of training, validation, and
+ * testing data. To make changes, do your edits there (whether adding new
+ * training pages, adding new rules, or both), retrain and evaluate as
+ * documented at https://mozilla.github.io/fathom/training.html, paste the
+ * coefficients emitted by the trainer into the ruleset, and finally copy the
+ * ruleset's "CODE TO COPY INTO PRODUCTION" section to this file's "CODE FROM
+ * TRAINING REPOSITORY" section.
+ */
+
+import {
+ dom,
+ out,
+ rule,
+ ruleset,
+ score,
+ type,
+ element,
+ utils,
+} from "resource://gre/modules/third_party/fathom/fathom.mjs";
+
+let { isVisible, attributesMatch, setDefault } = utils;
+
+const DEVELOPMENT = false;
+
+/**
+ * --- START OF RULESET ---
+ */
+const coefficients = {
+ form: new Map([
+ ["formAttributesMatchRegisterRegex", 0.4614015519618988],
+ ["formAttributesMatchLoginRegex", -2.608457326889038],
+ ["formAttributesMatchSubscriptionRegex", -3.253319501876831],
+ ["formAttributesMatchLoginAndRegisterRegex", 3.6423728466033936],
+ ["formHasAcNewPassword", 2.214113473892212],
+ ["formHasAcCurrentPassword", -0.43707895278930664],
+ ["formHasEmailField", 1.760241150856018],
+ ["formHasUsernameField", 1.1527059078216553],
+ ["formHasPasswordField", 1.6670876741409302],
+ ["formHasFirstOrLastNameField", 0.9517516493797302],
+ ["formHasRegisterButton", 1.574048638343811],
+ ["formHasLoginButton", -1.1688978672027588],
+ ["formHasSubscribeButton", -0.26299405097961426],
+ ["formHasContinueButton", 2.3797709941864014],
+ ["formHasTermsAndConditionsHyperlink", 1.764896035194397],
+ ["formHasPasswordForgottenHyperlink", -0.32138824462890625],
+ ["formHasAlreadySignedUpHyperlink", 3.160510301589966],
+ ["closestElementIsEmailLabelLike", 1.0336143970489502],
+ ["formHasRememberMeCheckbox", -1.2176686525344849],
+ ["formHasSubcriptionCheckbox", 0.6100747585296631],
+ ["docTitleMatchesRegisterRegex", 0.680654764175415],
+ ["docTitleMatchesEditProfileRegex", -4.104133605957031],
+ ["closestHeaderMatchesRegisterRegex", 1.3462989330291748],
+ ["closestHeaderMatchesLoginRegex", -0.1804502159357071],
+ ["closestHeaderMatchesSubscriptionRegex", -1.3057124614715576],
+ ]),
+};
+
+const biases = [["form", -4.402400970458984]];
+
+const loginRegex =
+ /login|log-in|log_in|log in|signon|sign-on|sign_on|sign on|signin|sign-in|sign_in|sign in|einloggen|anmelden|logon|log-on|log_on|log on|Войти|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|inicia/i;
+const registerRegex =
+ /regist|sign up|signup|sign-up|sign_up|join|new|登録|neu|erstellen|設定|신규|Créer|Nouveau|baru|nouă|nieuw|create[a-zA-Z\s]+account|create[a-zA-Z\s]+profile|activate[a-zA-Z\s]+account|Zugang anlegen|Angaben prüfen|Konto erstellen|ثبت نام|登録|注册|cadastr|Зарегистрироваться|Регистрация|Bellige alynmak|تسجيل|ΕΓΓΡΑΦΗΣ|Εγγραφή|Créer mon compte|Créer un compte|Mendaftar|가입하기|inschrijving|Zarejestruj się|Deschideți un cont|Создать аккаунт|ร่วม|Üye Ol|ساخت حساب کاربری|Schrijf je|S'inscrire/i;
+const emailRegex = /mail/i;
+const usernameRegex = /user|member/i;
+const nameRegex = /first|last|middle/i;
+const subscriptionRegex =
+ /subscri|trial|offer|information|angebote|probe|ニュースレター|abonn|promotion|news/i;
+const termsAndConditionsRegex =
+ /terms|condition|rules|policy|privacy|nutzungsbedingungen|AGB|richtlinien|datenschutz|términos|condiciones/i;
+const pwForgottenRegex =
+ /forgot|reset|set password|vergessen|vergeten|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|recover|remind|request|restore|trouble|olvidada/i;
+const continueRegex =
+ /continue|go on|weiter|fortfahren|ga verder|next|continuar/i;
+const rememberMeRegex =
+ /remember|stay|speichern|merken|bleiben|auto_login|auto-login|auto login|ricordami|manter|mantenha|savelogin|keep me logged in|keep me signed in|save email address|save id|stay signed in|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|mantenha-me conectado|Запомни меня|запомнить меня|Запомните меня|Не спрашивать в следующий раз|下次自动登录|记住我|recordar|angemeldet bleiben/i;
+const alreadySignedUpRegex = /already|bereits|schon|ya tienes cuenta/i;
+const editProfile = /edit/i;
+
+function createRuleset(coeffs, biases) {
+ let elementToSelectors;
+
+ /**
+ * Check document characteristics
+ */
+ function docTitleMatchesRegisterRegex(fnode) {
+ const docTitle = fnode.element.ownerDocument.title;
+ return checkValueAgainstRegex(docTitle, registerRegex);
+ }
+ function docTitleMatchesEditProfileRegex(fnode) {
+ const docTitle = fnode.element.ownerDocument.title;
+ return checkValueAgainstRegex(docTitle, editProfile);
+ }
+
+ /**
+ * Check header
+ */
+ function closestHeaderMatchesLoginRegex(fnode) {
+ return closestHeaderMatchesPredicate(fnode.element, header =>
+ checkValueAgainstRegex(header.innerText, loginRegex)
+ );
+ }
+ function closestHeaderMatchesRegisterRegex(fnode) {
+ return closestHeaderMatchesPredicate(fnode.element, header =>
+ checkValueAgainstRegex(header.innerText, registerRegex)
+ );
+ }
+ function closestHeaderMatchesSubscriptionRegex(fnode) {
+ return closestHeaderMatchesPredicate(fnode.element, header =>
+ checkValueAgainstRegex(header.innerText, subscriptionRegex)
+ );
+ }
+
+ /**
+ * Check checkboxes
+ */
+ function formHasRememberMeCheckbox(fnode) {
+ return elementHasRegexMatchingCheckbox(fnode.element, rememberMeRegex);
+ }
+ function formHasSubcriptionCheckbox(fnode) {
+ return elementHasRegexMatchingCheckbox(fnode.element, subscriptionRegex);
+ }
+
+ /**
+ * Check input fields
+ */
+ function formHasFirstOrLastNameField(fnode) {
+ const acValues = ["name", "given-name", "family-name"];
+ return elementHasPredicateMatchingInput(
+ fnode.element,
+ elem =>
+ atLeastOne(acValues.filter(ac => elem.autocomplete == ac)) ||
+ inputFieldMatchesPredicate(elem, attr =>
+ checkValueAgainstRegex(attr, nameRegex)
+ )
+ );
+ }
+ function formHasEmailField(fnode) {
+ return elementHasPredicateMatchingInput(
+ fnode.element,
+ elem =>
+ elem.autocomplete == "email" ||
+ elem.type == "email" ||
+ inputFieldMatchesPredicate(elem, attr =>
+ checkValueAgainstRegex(attr, emailRegex)
+ )
+ );
+ }
+ function formHasUsernameField(fnode) {
+ return elementHasPredicateMatchingInput(
+ fnode.element,
+ elem =>
+ elem.autocomplete == "username" ||
+ inputFieldMatchesPredicate(elem, attr =>
+ checkValueAgainstRegex(attr, usernameRegex)
+ )
+ );
+ }
+ function formHasPasswordField(fnode) {
+ const acValues = ["current-password", "new-password"];
+ return elementHasPredicateMatchingInput(
+ fnode.element,
+ elem =>
+ atLeastOne(acValues.filter(ac => elem.autocomplete == ac)) ||
+ elem.type == "password"
+ );
+ }
+
+ /**
+ * Check autocomplete values
+ */
+ function formHasAcCurrentPassword(fnode) {
+ return inputFieldMatchesSelector(
+ fnode.element,
+ "autocomplete=current-password"
+ );
+ }
+ function formHasAcNewPassword(fnode) {
+ return inputFieldMatchesSelector(
+ fnode.element,
+ "autocomplete=new-password"
+ );
+ }
+
+ /**
+ * Check hyperlinks within form
+ */
+ function formHasTermsAndConditionsHyperlink(fnode) {
+ return elementHasPredicateMatchingHyperlink(
+ fnode.element,
+ termsAndConditionsRegex
+ );
+ }
+ function formHasPasswordForgottenHyperlink(fnode) {
+ return elementHasPredicateMatchingHyperlink(
+ fnode.element,
+ pwForgottenRegex
+ );
+ }
+ function formHasAlreadySignedUpHyperlink(fnode) {
+ return elementHasPredicateMatchingHyperlink(
+ fnode.element,
+ alreadySignedUpRegex
+ );
+ }
+
+ /**
+ * Check labels
+ */
+ function closestElementIsEmailLabelLike(fnode) {
+ return elementHasPredicateMatchingInput(fnode.element, elem =>
+ previousSiblingLabelMatchesRegex(elem, emailRegex)
+ );
+ }
+
+ /**
+ * Check buttons
+ */
+ function formHasRegisterButton(fnode) {
+ return elementHasPredicateMatchingButton(
+ fnode.element,
+ button =>
+ checkValueAgainstRegex(button.innerText, registerRegex) ||
+ buttonMatchesPredicate(button, attr =>
+ checkValueAgainstRegex(attr, registerRegex)
+ )
+ );
+ }
+ function formHasLoginButton(fnode) {
+ return elementHasPredicateMatchingButton(
+ fnode.element,
+ button =>
+ checkValueAgainstRegex(button.innerText, loginRegex) ||
+ buttonMatchesPredicate(button, attr =>
+ checkValueAgainstRegex(attr, loginRegex)
+ )
+ );
+ }
+ function formHasContinueButton(fnode) {
+ return elementHasPredicateMatchingButton(
+ fnode.element,
+ button =>
+ checkValueAgainstRegex(button.innerText, continueRegex) ||
+ buttonMatchesPredicate(button, attr =>
+ checkValueAgainstRegex(attr, continueRegex)
+ )
+ );
+ }
+ function formHasSubscribeButton(fnode) {
+ return elementHasPredicateMatchingButton(
+ fnode.element,
+ button =>
+ checkValueAgainstRegex(button.innerText, subscriptionRegex) ||
+ buttonMatchesPredicate(button, attr =>
+ checkValueAgainstRegex(attr, subscriptionRegex)
+ )
+ );
+ }
+
+ /**
+ * Check form attributes
+ */
+ function formAttributesMatchRegisterRegex(fnode) {
+ return formMatchesPredicate(fnode.element, attr =>
+ checkValueAgainstRegex(attr, registerRegex)
+ );
+ }
+ function formAttributesMatchLoginRegex(fnode) {
+ return formMatchesPredicate(fnode.element, attr =>
+ checkValueAgainstRegex(attr, loginRegex)
+ );
+ }
+ function formAttributesMatchSubscriptionRegex(fnode) {
+ return formMatchesPredicate(fnode.element, attr =>
+ checkValueAgainstRegex(attr, subscriptionRegex)
+ );
+ }
+ function formAttributesMatchLoginAndRegisterRegex(fnode) {
+ return formMatchesPredicate(fnode.element, attr =>
+ checkValueAgainstAllRegex(attr, [registerRegex, loginRegex])
+ );
+ }
+
+ /**
+ * HELPER FUNCTIONS
+ */
+ function elementMatchesPredicate(element, predicate, additional = []) {
+ return attributesMatch(
+ element,
+ predicate,
+ ["id", "name", "className"].concat(additional)
+ );
+ }
+ function formMatchesPredicate(element, predicate) {
+ return elementMatchesPredicate(element, predicate, ["action"]);
+ }
+ function inputFieldMatchesPredicate(element, predicate) {
+ return elementMatchesPredicate(element, predicate, ["placeholder"]);
+ }
+ function inputFieldMatchesSelector(element, selector) {
+ return atLeastOne(getElementDescendants(element, `input[${selector}]`));
+ }
+ function buttonMatchesPredicate(element, predicate) {
+ return elementMatchesPredicate(element, predicate, [
+ "value",
+ "id",
+ "title",
+ ]);
+ }
+ /**
+ * ELEMENT HAS PREDICATE MATCHING X FUNCTIONS
+ */
+ function elementHasPredicateMatchingDescendant(element, selector, predicate) {
+ const matchingElements = getElementDescendants(element, selector);
+ return matchingElements.some(predicate);
+ }
+ function elementHasPredicateMatchingHeader(element, predicate) {
+ return (
+ elementHasPredicateMatchingDescendant(
+ element,
+ "h1,h2,h3,h4,h5,h6",
+ predicate
+ ) ||
+ elementHasPredicateMatchingDescendant(
+ element,
+ "div[class*=heading],div[class*=header],div[class*=title],header",
+ predicate
+ )
+ );
+ }
+ function elementHasPredicateMatchingButton(element, predicate) {
+ return elementHasPredicateMatchingDescendant(
+ element,
+ "button,input[type=submit],input[type=button]",
+ predicate
+ );
+ }
+ function elementHasPredicateMatchingInput(element, predicate) {
+ return elementHasPredicateMatchingDescendant(element, "input", predicate);
+ }
+ function elementHasPredicateMatchingHyperlink(element, regexExp) {
+ return elementHasPredicateMatchingDescendant(
+ element,
+ "a",
+ link =>
+ previousSiblingLabelMatchesRegex(link, regexExp) ||
+ checkValueAgainstRegex(link.innerText, regexExp) ||
+ elementMatchesPredicate(
+ link,
+ attr => checkValueAgainstRegex(attr, regexExp),
+ ["href"]
+ ) ||
+ nextSiblingLabelMatchesRegex(link, regexExp)
+ );
+ }
+ function elementHasRegexMatchingCheckbox(element, regexExp) {
+ return elementHasPredicateMatchingDescendant(
+ element,
+ "input[type=checkbox], div[class*=checkbox]",
+ box =>
+ elementMatchesPredicate(box, attr =>
+ checkValueAgainstRegex(attr, regexExp)
+ ) || nextSiblingLabelMatchesRegex(box, regexExp)
+ );
+ }
+
+ function nextSiblingLabelMatchesRegex(element, regexExp) {
+ let nextElem = element.nextElementSibling;
+ if (nextElem && nextElem.tagName == "LABEL") {
+ return checkValueAgainstRegex(nextElem.innerText, regexExp);
+ }
+ let closestElem = closestElementFollowing(element, "label");
+ return closestElem
+ ? checkValueAgainstRegex(closestElem.innerText, regexExp)
+ : false;
+ }
+
+ function previousSiblingLabelMatchesRegex(element, regexExp) {
+ let previousElem = element.previousElementSibling;
+ if (previousElem && previousElem.tagName == "LABEL") {
+ return checkValueAgainstRegex(previousElem.innerText, regexExp);
+ }
+ let closestElem = closestElementAbove(element, "label");
+ return closestElem
+ ? checkValueAgainstRegex(closestElem.innerText, regexExp)
+ : false;
+ }
+ function getElementDescendants(element, selector) {
+ const selectorToDescendants = setDefault(
+ elementToSelectors,
+ element,
+ () => new Map()
+ );
+
+ return setDefault(
+ selectorToDescendants, // prettier-ignore
+ selector,
+ () => Array.from(element.querySelectorAll(selector))
+ );
+ }
+ function clearCache() {
+ elementToSelectors = new WeakMap();
+ }
+ function closestHeaderMatchesPredicate(element, predicate) {
+ return (
+ elementHasPredicateMatchingHeader(element, predicate) ||
+ closestHeaderAboveMatchesPredicate(element, predicate)
+ );
+ }
+ function closestHeaderAboveMatchesPredicate(element, predicate) {
+ let closestHeader = closestElementAbove(element, "h1,h2,h3,h4,h5,h6");
+
+ if (closestHeader !== null) {
+ if (predicate(closestHeader)) {
+ return true;
+ }
+ }
+ closestHeader = closestElementAbove(
+ element,
+ "div[class*=heading],div[class*=header],div[class*=title],header"
+ );
+ return closestHeader ? predicate(closestHeader) : false;
+ }
+ function closestElementAbove(element, selector) {
+ let elements = Array.from(
+ getElementDescendants(element.ownerDocument, selector)
+ );
+ for (let i = elements.length - 1; i >= 0; --i) {
+ if (
+ element.compareDocumentPosition(elements[i]) &
+ Node.DOCUMENT_POSITION_PRECEDING
+ ) {
+ return elements[i];
+ }
+ }
+ return null;
+ }
+ function closestElementFollowing(element, selector) {
+ let elements = Array.from(
+ getElementDescendants(element.ownerDocument, selector)
+ );
+ for (let i = 0; i < elements.length; ++i) {
+ if (
+ element.compareDocumentPosition(elements[i]) &
+ Node.DOCUMENT_POSITION_FOLLOWING
+ ) {
+ return elements[i];
+ }
+ }
+ return null;
+ }
+ function checkValueAgainstAllRegex(value, regexExp = []) {
+ return regexExp.every(reg => checkValueAgainstRegex(value, reg));
+ }
+
+ function checkValueAgainstRegex(value, regexExp) {
+ return value ? regexExp.test(value) : false;
+ }
+ function atLeastOne(iter) {
+ return iter.length >= 1;
+ }
+
+ /**
+ * CREATION OF RULESET
+ */
+ const rules = ruleset(
+ [
+ rule(
+ DEVELOPMENT ? dom("form").when(isVisible) : element("form"),
+ type("form").note(clearCache)
+ ),
+ // Check form attributes
+ rule(type("form"), score(formAttributesMatchRegisterRegex), {
+ name: "formAttributesMatchRegisterRegex",
+ }),
+ rule(type("form"), score(formAttributesMatchLoginRegex), {
+ name: "formAttributesMatchLoginRegex",
+ }),
+ rule(type("form"), score(formAttributesMatchSubscriptionRegex), {
+ name: "formAttributesMatchSubscriptionRegex",
+ }),
+ rule(type("form"), score(formAttributesMatchLoginAndRegisterRegex), {
+ name: "formAttributesMatchLoginAndRegisterRegex",
+ }),
+ // Check autocomplete attributes
+ rule(type("form"), score(formHasAcCurrentPassword), {
+ name: "formHasAcCurrentPassword",
+ }),
+ rule(type("form"), score(formHasAcNewPassword), {
+ name: "formHasAcNewPassword",
+ }),
+ // Check input fields
+ rule(type("form"), score(formHasEmailField), {
+ name: "formHasEmailField",
+ }),
+ rule(type("form"), score(formHasUsernameField), {
+ name: "formHasUsernameField",
+ }),
+ rule(type("form"), score(formHasPasswordField), {
+ name: "formHasPasswordField",
+ }),
+ rule(type("form"), score(formHasFirstOrLastNameField), {
+ name: "formHasFirstOrLastNameField",
+ }),
+ // Check buttons
+ rule(type("form"), score(formHasRegisterButton), {
+ name: "formHasRegisterButton",
+ }),
+ rule(type("form"), score(formHasLoginButton), {
+ name: "formHasLoginButton",
+ }),
+ rule(type("form"), score(formHasContinueButton), {
+ name: "formHasContinueButton",
+ }),
+ rule(type("form"), score(formHasSubscribeButton), {
+ name: "formHasSubscribeButton",
+ }),
+ // Check hyperlinks
+ rule(type("form"), score(formHasTermsAndConditionsHyperlink), {
+ name: "formHasTermsAndConditionsHyperlink",
+ }),
+ rule(type("form"), score(formHasPasswordForgottenHyperlink), {
+ name: "formHasPasswordForgottenHyperlink",
+ }),
+ rule(type("form"), score(formHasAlreadySignedUpHyperlink), {
+ name: "formHasAlreadySignedUpHyperlink",
+ }),
+ // Check labels
+ rule(type("form"), score(closestElementIsEmailLabelLike), {
+ name: "closestElementIsEmailLabelLike",
+ }),
+ // Check checkboxes
+ rule(type("form"), score(formHasRememberMeCheckbox), {
+ name: "formHasRememberMeCheckbox",
+ }),
+ rule(type("form"), score(formHasSubcriptionCheckbox), {
+ name: "formHasSubcriptionCheckbox",
+ }),
+ // Check header
+ rule(type("form"), score(closestHeaderMatchesRegisterRegex), {
+ name: "closestHeaderMatchesRegisterRegex",
+ }),
+ rule(type("form"), score(closestHeaderMatchesLoginRegex), {
+ name: "closestHeaderMatchesLoginRegex",
+ }),
+ rule(type("form"), score(closestHeaderMatchesSubscriptionRegex), {
+ name: "closestHeaderMatchesSubscriptionRegex",
+ }),
+ // Check doc title
+ rule(type("form"), score(docTitleMatchesRegisterRegex), {
+ name: "docTitleMatchesRegisterRegex",
+ }),
+ rule(type("form"), score(docTitleMatchesEditProfileRegex), {
+ name: "docTitleMatchesEditProfileRegex",
+ }),
+ rule(type("form"), out("form")),
+ ],
+ coeffs,
+ biases
+ );
+ return rules;
+}
+
+/**
+ * --- END OF RULESET ---
+ */
+
+export const SignUpFormRuleset = {
+ type: "form",
+ rules: createRuleset([...coefficients.form], biases),
+};
generated by cgit v1.2.3 (git 2.39.1) at 2024-11-11 22:08:15 +0000