Adding upstream version 115.7.0esr.upstream/115.7.0esr

Signed-off-by: Daniel Baumann <daniel.baumann@progress-linux.org>

1 files changed, 1212 insertions, 0 deletions

diff --git a/toolkit/components/formautofill/shared/CreditCardRuleset.sys.mjs b/toolkit/components/formautofill/shared/CreditCardRuleset.sys.mjs
new file mode 100644
index 0000000000..ed72d26018
--- /dev/null
+++ b/toolkit/components/formautofill/shared/CreditCardRuleset.sys.mjs
@@ -0,0 +1,1212 @@
+/* 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 the fields of credit-card forms
+ *
+ * This is developed out-of-tree at https://github.com/mozilla-services/fathom-
+ * form-autofill, 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.
+ */
+
+/**
+ * CODE UNIQUE TO PRODUCTION--NOT IN THE TRAINING REPOSITORY:
+ */
+
+import {
+  element as clickedElement,
+  out,
+  rule,
+  ruleset,
+  score,
+  type,
+} from "resource://gre/modules/third_party/fathom/fathom.mjs";
+import { XPCOMUtils } from "resource://gre/modules/XPCOMUtils.sys.mjs";
+import { FormAutofillUtils } from "resource://gre/modules/shared/FormAutofillUtils.sys.mjs";
+import {
+  CreditCard,
+  NETWORK_NAMES,
+} from "resource://gre/modules/CreditCard.sys.mjs";
+
+import { FormLikeFactory } from "resource://gre/modules/FormLikeFactory.sys.mjs";
+import { LabelUtils } from "resource://gre/modules/shared/LabelUtils.sys.mjs";
+
+/**
+ * Callthrough abstraction to allow .getAutocompleteInfo() to be mocked out
+ * during training
+ *
+ * @param {Element} element DOM element to get info about
+ * @returns {object} Page-author-provided autocomplete metadata
+ */
+function getAutocompleteInfo(element) {
+  return element.getAutocompleteInfo();
+}
+
+/**
+ * @param {string} selector A CSS selector that prunes away ineligible elements
+ * @returns {Lhs} An LHS yielding the element the user has clicked or, if
+ *  pruned, none
+ */
+function queriedOrClickedElements(selector) {
+  return clickedElement(selector);
+}
+
+/**
+ * START OF CODE PASTED FROM TRAINING REPOSITORY
+ */
+var FathomHeuristicsRegExp = {
+  RULES: {
+    "cc-name": undefined,
+    "cc-number": undefined,
+    "cc-exp-month": undefined,
+    "cc-exp-year": undefined,
+    "cc-exp": undefined,
+    "cc-type": undefined,
+  },
+
+  RULE_SETS: [
+    {
+      /* eslint-disable */
+      // Let us keep our consistent wrapping.
+      "cc-name":
+        // Firefox-specific rules
+        "account.*holder.*name" +
+        // de-DE
+        "|^(kredit)?(karten|konto)inhaber" +
+        "|^(name).*karte" +
+        // fr-FR
+        "|nom.*(titulaire|détenteur)" +
+        "|(titulaire|détenteur).*(carte)" +
+        // it-IT
+        "|titolare.*carta" +
+        // pl-PL
+        "|posiadacz.*karty" +
+        // Rules from Bitwarden
+        "|cc-?name" +
+        "|card-?name" +
+        "|cardholder-?name" +
+        "|(^nom$)" +
+        // Rules are from Chromium source codes
+        "|card.?(?:holder|owner)|name.*(\\b)?on(\\b)?.*card" +
+        "|(?:card|cc).?name|cc.?full.?name" +
+        "|(?:card|cc).?owner" +
+        "|nombre.*tarjeta" + // es
+        "|nom.*carte" + // fr-FR
+        "|nome.*cart" + // it-IT
+        "|名前" + // ja-JP
+        "|Имя.*карты" + // ru
+        "|信用卡开户名|开户名|持卡人姓名" + // zh-CN
+        "|持卡人姓名", // zh-TW
+
+      "cc-number":
+        // Firefox-specific rules
+        // de-DE
+        "(cc|kk)nr" +
+        "|(kredit)?(karten)(nummer|nr)" +
+        // it-IT
+        "|numero.*carta" +
+        // fr-FR
+        "|(numero|número|numéro).*(carte)" +
+        // pl-PL
+        "|numer.*karty" +
+        // Rules from Bitwarden
+        "|cc-?number" +
+        "|cc-?num" +
+        "|card-?number" +
+        "|card-?num" +
+        "|cc-?no" +
+        "|card-?no" +
+        "|numero-?carte" +
+        "|num-?carte" +
+        "|cb-?num" +
+        // Rules are from Chromium source codes
+        "|(add)?(?:card|cc|acct).?(?:number|#|no|num)" +
+        "|カード番号" + // ja-JP
+        "|Номер.*карты" + // ru
+        "|信用卡号|信用卡号码" + // zh-CN
+        "|信用卡卡號" + // zh-TW
+        "|카드", // ko-KR
+
+      "cc-exp":
+        // Firefox-specific rules
+        "mm\\s*(\/|\\|-)\\s*(yy|jj|aa)" +
+        "|(month|mois)\\s*(\/|\\|-|et)\\s*(year|année)" +
+        // de-DE
+        // fr-FR
+        // Rules from Bitwarden
+        "|(^cc-?exp$)" +
+        "|(^card-?exp$)" +
+        "|(^cc-?expiration$)" +
+        "|(^card-?expiration$)" +
+        "|(^cc-?ex$)" +
+        "|(^card-?ex$)" +
+        "|(^card-?expire$)" +
+        "|(^card-?expiry$)" +
+        "|(^validite$)" +
+        "|(^expiration$)" +
+        "|(^expiry$)" +
+        "|mm-?yy" +
+        "|mm-?yyyy" +
+        "|yy-?mm" +
+        "|yyyy-?mm" +
+        "|expiration-?date" +
+        "|payment-?card-?expiration" +
+        "|(^payment-?cc-?date$)" +
+        // Rules are from Chromium source codes
+        "|expir|exp.*date|^expfield$" +
+        "|ablaufdatum|gueltig|gültig" + // de-DE
+        "|fecha" + // es
+        "|date.*exp" + // fr-FR
+        "|scadenza" + // it-IT
+        "|有効期限" + // ja-JP
+        "|validade" + // pt-BR, pt-PT
+        "|Срок действия карты", // ru
+
+      "cc-exp-month":
+        // Firefox-specific rules
+        "(cc|kk)month" + // de-DE
+        // Rules from Bitwarden
+        "|(^exp-?month$)" +
+        "|(^cc-?exp-?month$)" +
+        "|(^cc-?month$)" +
+        "|(^card-?month$)" +
+        "|(^cc-?mo$)" +
+        "|(^card-?mo$)" +
+        "|(^exp-?mo$)" +
+        "|(^card-?exp-?mo$)" +
+        "|(^cc-?exp-?mo$)" +
+        "|(^card-?expiration-?month$)" +
+        "|(^expiration-?month$)" +
+        "|(^cc-?mm$)" +
+        "|(^cc-?m$)" +
+        "|(^card-?mm$)" +
+        "|(^card-?m$)" +
+        "|(^card-?exp-?mm$)" +
+        "|(^cc-?exp-?mm$)" +
+        "|(^exp-?mm$)" +
+        "|(^exp-?m$)" +
+        "|(^expire-?month$)" +
+        "|(^expire-?mo$)" +
+        "|(^expiry-?month$)" +
+        "|(^expiry-?mo$)" +
+        "|(^card-?expire-?month$)" +
+        "|(^card-?expire-?mo$)" +
+        "|(^card-?expiry-?month$)" +
+        "|(^card-?expiry-?mo$)" +
+        "|(^mois-?validite$)" +
+        "|(^mois-?expiration$)" +
+        "|(^m-?validite$)" +
+        "|(^m-?expiration$)" +
+        "|(^expiry-?date-?field-?month$)" +
+        "|(^expiration-?date-?month$)" +
+        "|(^expiration-?date-?mm$)" +
+        "|(^exp-?mon$)" +
+        "|(^validity-?mo$)" +
+        "|(^exp-?date-?mo$)" +
+        "|(^cb-?date-?mois$)" +
+        "|(^date-?m$)" +
+        // Rules are from Chromium source codes
+        "|exp.*mo|ccmonth|cardmonth|addmonth" +
+        "|monat" + // de-DE
+        // "|fecha" + // es
+        // "|date.*exp" + // fr-FR
+        // "|scadenza" + // it-IT
+        // "|有効期限" + // ja-JP
+        // "|validade" + // pt-BR, pt-PT
+        // "|Срок действия карты" + // ru
+        "|月", // zh-CN
+
+      "cc-exp-year":
+        // Firefox-specific rules
+        "(cc|kk)year" + // de-DE
+        // Rules from Bitwarden
+        "|(^exp-?year$)" +
+        "|(^cc-?exp-?year$)" +
+        "|(^cc-?year$)" +
+        "|(^card-?year$)" +
+        "|(^cc-?yr$)" +
+        "|(^card-?yr$)" +
+        "|(^exp-?yr$)" +
+        "|(^card-?exp-?yr$)" +
+        "|(^cc-?exp-?yr$)" +
+        "|(^card-?expiration-?year$)" +
+        "|(^expiration-?year$)" +
+        "|(^cc-?yy$)" +
+        "|(^cc-?y$)" +
+        "|(^card-?yy$)" +
+        "|(^card-?y$)" +
+        "|(^card-?exp-?yy$)" +
+        "|(^cc-?exp-?yy$)" +
+        "|(^exp-?yy$)" +
+        "|(^exp-?y$)" +
+        "|(^cc-?yyyy$)" +
+        "|(^card-?yyyy$)" +
+        "|(^card-?exp-?yyyy$)" +
+        "|(^cc-?exp-?yyyy$)" +
+        "|(^expire-?year$)" +
+        "|(^expire-?yr$)" +
+        "|(^expiry-?year$)" +
+        "|(^expiry-?yr$)" +
+        "|(^card-?expire-?year$)" +
+        "|(^card-?expire-?yr$)" +
+        "|(^card-?expiry-?year$)" +
+        "|(^card-?expiry-?yr$)" +
+        "|(^an-?validite$)" +
+        "|(^an-?expiration$)" +
+        "|(^annee-?validite$)" +
+        "|(^annee-?expiration$)" +
+        "|(^expiry-?date-?field-?year$)" +
+        "|(^expiration-?date-?year$)" +
+        "|(^cb-?date-?ann$)" +
+        "|(^expiration-?date-?yy$)" +
+        "|(^expiration-?date-?yyyy$)" +
+        "|(^validity-?year$)" +
+        "|(^exp-?date-?year$)" +
+        "|(^date-?y$)" +
+        // Rules are from Chromium source codes
+        "|(add)?year" +
+        "|jahr" + // de-DE
+        // "|fecha" + // es
+        // "|scadenza" + // it-IT
+        // "|有効期限" + // ja-JP
+        // "|validade" + // pt-BR, pt-PT
+        // "|Срок действия карты" + // ru
+        "|年|有效期", // zh-CN
+
+      "cc-type":
+        // Firefox-specific rules
+        "type" +
+        // de-DE
+        "|Kartenmarke" +
+        // Rules from Bitwarden
+        "|(^cc-?type$)" +
+        "|(^card-?type$)" +
+        "|(^card-?brand$)" +
+        "|(^cc-?brand$)" +
+        "|(^cb-?type$)",
+        // Rules are from Chromium source codes
+    },
+  ],
+
+  _getRule(name) {
+    let rules = [];
+    this.RULE_SETS.forEach(set => {
+      if (set[name]) {
+        rules.push(`(${set[name]})`.normalize("NFKC"));
+      }
+    });
+
+    const value = new RegExp(rules.join("|"), "iu");
+    Object.defineProperty(this.RULES, name, { get: undefined });
+    Object.defineProperty(this.RULES, name, { value });
+    return value;
+  },
+
+  init() {
+    Object.keys(this.RULES).forEach(field =>
+      Object.defineProperty(this.RULES, field, {
+        get() {
+          return FathomHeuristicsRegExp._getRule(field);
+        },
+      })
+    );
+  },
+};
+
+FathomHeuristicsRegExp.init();
+
+const MMRegExp = /^mm$|\(mm\)/i;
+const YYorYYYYRegExp = /^(yy|yyyy)$|\(yy\)|\(yyyy\)/i;
+const monthRegExp = /month/i;
+const yearRegExp = /year/i;
+const MMYYRegExp = /mm\s*(\/|\\)\s*yy/i;
+const VisaCheckoutRegExp = /visa(-|\s)checkout/i;
+const CREDIT_CARD_NETWORK_REGEXP = new RegExp(
+  CreditCard.getSupportedNetworks()
+    .concat(Object.keys(NETWORK_NAMES))
+    .join("|"),
+  "gui"
+  );
+const TwoDigitYearRegExp = /(?:exp.*date[^y\\n\\r]*|mm\\s*[-/]?\\s*)yy(?:[^y]|$)/i;
+const FourDigitYearRegExp = /(?:exp.*date[^y\\n\\r]*|mm\\s*[-/]?\\s*)yyyy(?:[^y]|$)/i;
+const dwfrmRegExp = /^dwfrm/i;
+const bmlRegExp = /bml/i;
+const templatedValue = /^\{\{.*\}\}$/;
+const firstRegExp = /first/i;
+const lastRegExp = /last/i;
+const giftRegExp = /gift/i;
+const subscriptionRegExp = /subscription/i;
+
+function autocompleteStringMatches(element, ccString) {
+  const info = getAutocompleteInfo(element);
+  return info.fieldName === ccString;
+}
+
+function getFillableFormElements(element) {
+  const formLike = FormLikeFactory.createFromField(element);
+  return Array.from(formLike.elements).filter(el =>
+    FormAutofillUtils.isCreditCardOrAddressFieldType(el)
+  );
+}
+
+function nextFillableFormField(element) {
+  const fillableFormElements = getFillableFormElements(element);
+  const elementIndex = fillableFormElements.indexOf(element);
+  return fillableFormElements[elementIndex + 1];
+}
+
+function previousFillableFormField(element) {
+  const fillableFormElements = getFillableFormElements(element);
+  const elementIndex = fillableFormElements.indexOf(element);
+  return fillableFormElements[elementIndex - 1];
+}
+
+function nextFieldPredicateIsTrue(element, predicate) {
+  const nextField = nextFillableFormField(element);
+  return !!nextField && predicate(nextField);
+}
+
+function previousFieldPredicateIsTrue(element, predicate) {
+  const previousField = previousFillableFormField(element);
+  return !!previousField && predicate(previousField);
+}
+
+function nextFieldMatchesExpYearAutocomplete(fnode) {
+  return nextFieldPredicateIsTrue(fnode.element, nextField =>
+    autocompleteStringMatches(nextField, "cc-exp-year")
+  );
+}
+
+function previousFieldMatchesExpMonthAutocomplete(fnode) {
+  return previousFieldPredicateIsTrue(fnode.element, previousField =>
+    autocompleteStringMatches(previousField, "cc-exp-month")
+  );
+}
+
+//////////////////////////////////////////////
+// Attribute Regular Expression Rules
+function idOrNameMatchRegExp(element, regExp) {
+  for (const str of [element.id, element.name]) {
+    if (regExp.test(str)) {
+      return true;
+    }
+  }
+  return false;
+}
+
+function getElementLabels(element) {
+  return {
+    *[Symbol.iterator]() {
+      const labels = LabelUtils.findLabelElements(element);
+      for (let label of labels) {
+        yield* LabelUtils.extractLabelStrings(label);
+      }
+    },
+  };
+}
+
+function labelsMatchRegExp(element, regExp) {
+  const elemStrings = getElementLabels(element);
+  for (const str of elemStrings) {
+    if (regExp.test(str)) {
+      return true;
+    }
+  }
+
+  const parentElement = element.parentElement;
+  // Bug 1634819: element.parentElement is null if element.parentNode is a ShadowRoot
+  if (!parentElement) {
+    return false;
+  }
+  // Check if the input is in a <td>, and, if so, check the textContent of the containing <tr>
+  if (parentElement.tagName === "TD" && parentElement.parentElement) {
+    // TODO: How bad is the assumption that the <tr> won't be the parent of the <td>?
+    return regExp.test(parentElement.parentElement.textContent);
+  }
+
+  // Check if the input is in a <dd>, and, if so, check the textContent of the preceding <dt>
+  if (
+    parentElement.tagName === "DD" &&
+    // previousElementSibling can be null
+    parentElement.previousElementSibling
+  ) {
+    return regExp.test(parentElement.previousElementSibling.textContent);
+  }
+  return false;
+}
+
+function closestLabelMatchesRegExp(element, regExp) {
+  const previousElementSibling = element.previousElementSibling;
+  if (
+    previousElementSibling !== null &&
+    previousElementSibling.tagName === "LABEL"
+  ) {
+    return regExp.test(previousElementSibling.textContent);
+  }
+
+  const nextElementSibling = element.nextElementSibling;
+  if (nextElementSibling !== null && nextElementSibling.tagName === "LABEL") {
+    return regExp.test(nextElementSibling.textContent);
+  }
+
+  return false;
+}
+
+function ariaLabelMatchesRegExp(element, regExp) {
+  const ariaLabel = element.getAttribute("aria-label");
+  return !!ariaLabel && regExp.test(ariaLabel);
+}
+
+function placeholderMatchesRegExp(element, regExp) {
+  const placeholder = element.getAttribute("placeholder");
+  return !!placeholder && regExp.test(placeholder);
+}
+
+function nextFieldIdOrNameMatchRegExp(element, regExp) {
+  return nextFieldPredicateIsTrue(element, nextField =>
+    idOrNameMatchRegExp(nextField, regExp)
+  );
+}
+
+function nextFieldLabelsMatchRegExp(element, regExp) {
+  return nextFieldPredicateIsTrue(element, nextField =>
+    labelsMatchRegExp(nextField, regExp)
+  );
+}
+
+function nextFieldPlaceholderMatchesRegExp(element, regExp) {
+  return nextFieldPredicateIsTrue(element, nextField =>
+    placeholderMatchesRegExp(nextField, regExp)
+  );
+}
+
+function nextFieldAriaLabelMatchesRegExp(element, regExp) {
+  return nextFieldPredicateIsTrue(element, nextField =>
+    ariaLabelMatchesRegExp(nextField, regExp)
+  );
+}
+
+function previousFieldIdOrNameMatchRegExp(element, regExp) {
+  return previousFieldPredicateIsTrue(element, previousField =>
+    idOrNameMatchRegExp(previousField, regExp)
+  );
+}
+
+function previousFieldLabelsMatchRegExp(element, regExp) {
+  return previousFieldPredicateIsTrue(element, previousField =>
+    labelsMatchRegExp(previousField, regExp)
+  );
+}
+
+function previousFieldPlaceholderMatchesRegExp(element, regExp) {
+  return previousFieldPredicateIsTrue(element, previousField =>
+    placeholderMatchesRegExp(previousField, regExp)
+  );
+}
+
+function previousFieldAriaLabelMatchesRegExp(element, regExp) {
+  return previousFieldPredicateIsTrue(element, previousField =>
+    ariaLabelMatchesRegExp(previousField, regExp)
+  );
+}
+//////////////////////////////////////////////
+
+function isSelectWithCreditCardOptions(fnode) {
+  // Check every select for options that match credit card network names in
+  // value or label.
+  const element = fnode.element;
+  if (element.tagName === "SELECT") {
+    for (let option of element.querySelectorAll("option")) {
+      if (
+        CreditCard.getNetworkFromName(option.value) ||
+        CreditCard.getNetworkFromName(option.text)
+      ) {
+        return true;
+      }
+    }
+  }
+  return false;
+}
+
+/**
+ * If any of the regular expressions match multiple times, we assume the tested
+ * string belongs to a radio button for payment type instead of card type.
+ *
+ * @param {Fnode} fnode
+ * @returns {boolean}
+ */
+function isRadioWithCreditCardText(fnode) {
+  const element = fnode.element;
+  const inputType = element.type;
+  if (!!inputType && inputType === "radio") {
+    const valueMatches = element.value.match(CREDIT_CARD_NETWORK_REGEXP);
+    if (valueMatches) {
+      return valueMatches.length === 1;
+    }
+
+    // Here we are checking that only one label matches only one entry in the regular expression.
+    const labels = getElementLabels(element);
+    let labelsMatched = 0;
+    for (const label of labels) {
+      const labelMatches = label.match(CREDIT_CARD_NETWORK_REGEXP);
+      if (labelMatches) {
+        if (labelMatches.length > 1) {
+          return false;
+        }
+        labelsMatched++;
+      }
+    }
+    if (labelsMatched > 0) {
+      return labelsMatched === 1;
+    }
+
+    const textContentMatches = element.textContent.match(
+      CREDIT_CARD_NETWORK_REGEXP
+    );
+    if (textContentMatches) {
+      return textContentMatches.length === 1;
+    }
+  }
+  return false;
+}
+
+function matchContiguousSubArray(array, subArray) {
+  return array.some((elm, i) =>
+    subArray.every((sElem, j) => sElem === array[i + j])
+  );
+}
+
+function isExpirationMonthLikely(element) {
+  if (element.tagName !== "SELECT") {
+    return false;
+  }
+
+  const options = [...element.options];
+  const desiredValues = Array(12)
+    .fill(1)
+    .map((v, i) => v + i);
+
+  // The number of month options shouldn't be less than 12 or larger than 13
+  // including the default option.
+  if (options.length < 12 || options.length > 13) {
+    return false;
+  }
+
+  return (
+    matchContiguousSubArray(
+      options.map(e => +e.value),
+      desiredValues
+    ) ||
+    matchContiguousSubArray(
+      options.map(e => +e.label),
+      desiredValues
+    )
+  );
+}
+
+function isExpirationYearLikely(element) {
+  if (element.tagName !== "SELECT") {
+    return false;
+  }
+
+  const options = [...element.options];
+  // A normal expiration year select should contain at least the last three years
+  // in the list.
+  const curYear = new Date().getFullYear();
+  const desiredValues = Array(3)
+    .fill(0)
+    .map((v, i) => v + curYear + i);
+
+  return (
+    matchContiguousSubArray(
+      options.map(e => +e.value),
+      desiredValues
+    ) ||
+    matchContiguousSubArray(
+      options.map(e => +e.label),
+      desiredValues
+    )
+  );
+}
+
+function nextFieldIsExpirationYearLikely(fnode) {
+  return nextFieldPredicateIsTrue(fnode.element, isExpirationYearLikely);
+}
+
+function previousFieldIsExpirationMonthLikely(fnode) {
+  return previousFieldPredicateIsTrue(fnode.element, isExpirationMonthLikely);
+}
+
+function attrsMatchExpWith2Or4DigitYear(fnode, regExpMatchingFunction) {
+  const element = fnode.element;
+  return (
+    regExpMatchingFunction(element, TwoDigitYearRegExp) ||
+    regExpMatchingFunction(element, FourDigitYearRegExp)
+  );
+}
+
+function maxLengthIs(fnode, maxLengthValue) {
+  return fnode.element.maxLength === maxLengthValue;
+}
+
+function roleIsMenu(fnode) {
+  const role = fnode.element.getAttribute("role");
+  return !!role && role === "menu";
+}
+
+function idOrNameMatchDwfrmAndBml(fnode) {
+  return (
+    idOrNameMatchRegExp(fnode.element, dwfrmRegExp) &&
+    idOrNameMatchRegExp(fnode.element, bmlRegExp)
+  );
+}
+
+function hasTemplatedValue(fnode) {
+  const value = fnode.element.getAttribute("value");
+  return !!value && templatedValue.test(value);
+}
+
+function inputTypeNotNumbery(fnode) {
+  const inputType = fnode.element.type;
+  if (inputType) {
+    return !["text", "tel", "number"].includes(inputType);
+  }
+  return false;
+}
+
+function idOrNameMatchFirstAndLast(fnode) {
+  return (
+    idOrNameMatchRegExp(fnode.element, firstRegExp) &&
+    idOrNameMatchRegExp(fnode.element, lastRegExp)
+  );
+}
+
+/**
+ * Compactly generate a series of rules that all take a single LHS type with no
+ * .when() clause and have only a score() call on the right- hand side.
+ *
+ * @param {Lhs} inType The incoming fnode type that all rules take
+ * @param {object} ruleMap A simple object used as a map with rule names
+ *   pointing to scoring callbacks
+ * @yields {Rule}
+ */
+function* simpleScoringRules(inType, ruleMap) {
+  for (const [name, scoringCallback] of Object.entries(ruleMap)) {
+    yield rule(type(inType), score(scoringCallback), { name });
+  }
+}
+
+function makeRuleset(coeffs, biases) {
+  return ruleset(
+    [
+      /**
+       * Factor out the page scan just for a little more speed during training.
+       * This selector is good for most fields. cardType is an exception: it
+       * cannot be type=month.
+       */
+      rule(
+        queriedOrClickedElements(
+          "input:not([type]), input[type=text], input[type=textbox], input[type=email], input[type=tel], input[type=number], input[type=month], select, button"
+        ),
+        type("typicalCandidates")
+      ),
+
+      /**
+       * number rules
+       */
+      rule(type("typicalCandidates"), type("cc-number")),
+      ...simpleScoringRules("cc-number", {
+        idOrNameMatchNumberRegExp: fnode =>
+          idOrNameMatchRegExp(
+            fnode.element,
+            FathomHeuristicsRegExp.RULES["cc-number"]
+          ),
+        labelsMatchNumberRegExp: fnode =>
+          labelsMatchRegExp(fnode.element, FathomHeuristicsRegExp.RULES["cc-number"]),
+        closestLabelMatchesNumberRegExp: fnode =>
+          closestLabelMatchesRegExp(fnode.element, FathomHeuristicsRegExp.RULES["cc-number"]),
+        placeholderMatchesNumberRegExp: fnode =>
+          placeholderMatchesRegExp(
+            fnode.element,
+            FathomHeuristicsRegExp.RULES["cc-number"]
+          ),
+        ariaLabelMatchesNumberRegExp: fnode =>
+          ariaLabelMatchesRegExp(
+            fnode.element,
+            FathomHeuristicsRegExp.RULES["cc-number"]
+          ),
+        idOrNameMatchGift: fnode =>
+          idOrNameMatchRegExp(fnode.element, giftRegExp),
+        labelsMatchGift: fnode => labelsMatchRegExp(fnode.element, giftRegExp),
+        placeholderMatchesGift: fnode =>
+          placeholderMatchesRegExp(fnode.element, giftRegExp),
+        ariaLabelMatchesGift: fnode =>
+          ariaLabelMatchesRegExp(fnode.element, giftRegExp),
+        idOrNameMatchSubscription: fnode =>
+          idOrNameMatchRegExp(fnode.element, subscriptionRegExp),
+        idOrNameMatchDwfrmAndBml,
+        hasTemplatedValue,
+        inputTypeNotNumbery,
+      }),
+      rule(type("cc-number"), out("cc-number")),
+
+      /**
+       * name rules
+       */
+      rule(type("typicalCandidates"), type("cc-name")),
+      ...simpleScoringRules("cc-name", {
+        idOrNameMatchNameRegExp: fnode =>
+          idOrNameMatchRegExp(fnode.element, FathomHeuristicsRegExp.RULES["cc-name"]),
+        labelsMatchNameRegExp: fnode =>
+          labelsMatchRegExp(fnode.element, FathomHeuristicsRegExp.RULES["cc-name"]),
+        closestLabelMatchesNameRegExp: fnode =>
+          closestLabelMatchesRegExp(fnode.element, FathomHeuristicsRegExp.RULES["cc-name"]),
+        placeholderMatchesNameRegExp: fnode =>
+          placeholderMatchesRegExp(
+            fnode.element,
+            FathomHeuristicsRegExp.RULES["cc-name"]
+          ),
+        ariaLabelMatchesNameRegExp: fnode =>
+          ariaLabelMatchesRegExp(
+            fnode.element,
+            FathomHeuristicsRegExp.RULES["cc-name"]
+          ),
+        idOrNameMatchFirst: fnode =>
+          idOrNameMatchRegExp(fnode.element, firstRegExp),
+        labelsMatchFirst: fnode =>
+          labelsMatchRegExp(fnode.element, firstRegExp),
+        placeholderMatchesFirst: fnode =>
+          placeholderMatchesRegExp(fnode.element, firstRegExp),
+        ariaLabelMatchesFirst: fnode =>
+          ariaLabelMatchesRegExp(fnode.element, firstRegExp),
+        idOrNameMatchLast: fnode =>
+          idOrNameMatchRegExp(fnode.element, lastRegExp),
+        labelsMatchLast: fnode => labelsMatchRegExp(fnode.element, lastRegExp),
+        placeholderMatchesLast: fnode =>
+          placeholderMatchesRegExp(fnode.element, lastRegExp),
+        ariaLabelMatchesLast: fnode =>
+          ariaLabelMatchesRegExp(fnode.element, lastRegExp),
+        idOrNameMatchSubscription: fnode =>
+          idOrNameMatchRegExp(fnode.element, subscriptionRegExp),
+        idOrNameMatchFirstAndLast,
+        idOrNameMatchDwfrmAndBml,
+        hasTemplatedValue,
+      }),
+      rule(type("cc-name"), out("cc-name")),
+
+      /**
+       * cardType rules
+       */
+      rule(
+        queriedOrClickedElements(
+          "input:not([type]), input[type=text], input[type=textbox], input[type=email], input[type=tel], input[type=number], input[type=radio], select, button"
+        ),
+        type("cc-type")
+      ),
+      ...simpleScoringRules("cc-type", {
+        idOrNameMatchTypeRegExp: fnode =>
+          idOrNameMatchRegExp(fnode.element, FathomHeuristicsRegExp.RULES["cc-type"]),
+        labelsMatchTypeRegExp: fnode =>
+          labelsMatchRegExp(fnode.element, FathomHeuristicsRegExp.RULES["cc-type"]),
+        closestLabelMatchesTypeRegExp: fnode =>
+          closestLabelMatchesRegExp(fnode.element, FathomHeuristicsRegExp.RULES["cc-type"]),
+        idOrNameMatchVisaCheckout: fnode =>
+          idOrNameMatchRegExp(fnode.element, VisaCheckoutRegExp),
+        ariaLabelMatchesVisaCheckout: fnode =>
+          ariaLabelMatchesRegExp(fnode.element, VisaCheckoutRegExp),
+        isSelectWithCreditCardOptions,
+        isRadioWithCreditCardText,
+        idOrNameMatchSubscription: fnode =>
+          idOrNameMatchRegExp(fnode.element, subscriptionRegExp),
+        idOrNameMatchDwfrmAndBml,
+        hasTemplatedValue,
+      }),
+      rule(type("cc-type"), out("cc-type")),
+
+      /**
+       * expiration rules
+       */
+      rule(type("typicalCandidates"), type("cc-exp")),
+      ...simpleScoringRules("cc-exp", {
+        labelsMatchExpRegExp: fnode =>
+          labelsMatchRegExp(fnode.element, FathomHeuristicsRegExp.RULES["cc-exp"]),
+        closestLabelMatchesExpRegExp: fnode =>
+          closestLabelMatchesRegExp(fnode.element, FathomHeuristicsRegExp.RULES["cc-exp"]),
+        placeholderMatchesExpRegExp: fnode =>
+          placeholderMatchesRegExp(
+            fnode.element,
+            FathomHeuristicsRegExp.RULES["cc-exp"]
+          ),
+        labelsMatchExpWith2Or4DigitYear: fnode =>
+          attrsMatchExpWith2Or4DigitYear(fnode, labelsMatchRegExp),
+        placeholderMatchesExpWith2Or4DigitYear: fnode =>
+          attrsMatchExpWith2Or4DigitYear(fnode, placeholderMatchesRegExp),
+        labelsMatchMMYY: fnode => labelsMatchRegExp(fnode.element, MMYYRegExp),
+        placeholderMatchesMMYY: fnode =>
+          placeholderMatchesRegExp(fnode.element, MMYYRegExp),
+        maxLengthIs7: fnode => maxLengthIs(fnode, 7),
+        idOrNameMatchSubscription: fnode =>
+          idOrNameMatchRegExp(fnode.element, subscriptionRegExp),
+        idOrNameMatchDwfrmAndBml,
+        hasTemplatedValue,
+        isExpirationMonthLikely: fnode =>
+          isExpirationMonthLikely(fnode.element),
+        isExpirationYearLikely: fnode => isExpirationYearLikely(fnode.element),
+        idOrNameMatchMonth: fnode =>
+          idOrNameMatchRegExp(fnode.element, monthRegExp),
+        idOrNameMatchYear: fnode =>
+          idOrNameMatchRegExp(fnode.element, yearRegExp),
+        idOrNameMatchExpMonthRegExp: fnode =>
+          idOrNameMatchRegExp(
+            fnode.element,
+            FathomHeuristicsRegExp.RULES["cc-exp-month"]
+          ),
+        idOrNameMatchExpYearRegExp: fnode =>
+          idOrNameMatchRegExp(
+            fnode.element,
+            FathomHeuristicsRegExp.RULES["cc-exp-year"]
+          ),
+        idOrNameMatchValidation: fnode =>
+          idOrNameMatchRegExp(fnode.element, /validate|validation/i),
+      }),
+      rule(type("cc-exp"), out("cc-exp")),
+
+      /**
+       * expirationMonth rules
+       */
+      rule(type("typicalCandidates"), type("cc-exp-month")),
+      ...simpleScoringRules("cc-exp-month", {
+        idOrNameMatchExpMonthRegExp: fnode =>
+          idOrNameMatchRegExp(
+            fnode.element,
+            FathomHeuristicsRegExp.RULES["cc-exp-month"]
+          ),
+        labelsMatchExpMonthRegExp: fnode =>
+          labelsMatchRegExp(
+            fnode.element,
+            FathomHeuristicsRegExp.RULES["cc-exp-month"]
+          ),
+        closestLabelMatchesExpMonthRegExp: fnode =>
+          closestLabelMatchesRegExp(
+            fnode.element,
+            FathomHeuristicsRegExp.RULES["cc-exp-month"]
+          ),
+        placeholderMatchesExpMonthRegExp: fnode =>
+          placeholderMatchesRegExp(
+            fnode.element,
+            FathomHeuristicsRegExp.RULES["cc-exp-month"]
+          ),
+        ariaLabelMatchesExpMonthRegExp: fnode =>
+          ariaLabelMatchesRegExp(
+            fnode.element,
+            FathomHeuristicsRegExp.RULES["cc-exp-month"]
+          ),
+        idOrNameMatchMonth: fnode =>
+          idOrNameMatchRegExp(fnode.element, monthRegExp),
+        labelsMatchMonth: fnode =>
+          labelsMatchRegExp(fnode.element, monthRegExp),
+        placeholderMatchesMonth: fnode =>
+          placeholderMatchesRegExp(fnode.element, monthRegExp),
+        ariaLabelMatchesMonth: fnode =>
+          ariaLabelMatchesRegExp(fnode.element, monthRegExp),
+        nextFieldIdOrNameMatchExpYearRegExp: fnode =>
+          nextFieldIdOrNameMatchRegExp(
+            fnode.element,
+            FathomHeuristicsRegExp.RULES["cc-exp-year"]
+          ),
+        nextFieldLabelsMatchExpYearRegExp: fnode =>
+          nextFieldLabelsMatchRegExp(
+            fnode.element,
+            FathomHeuristicsRegExp.RULES["cc-exp-year"]
+          ),
+        nextFieldPlaceholderMatchExpYearRegExp: fnode =>
+          nextFieldPlaceholderMatchesRegExp(
+            fnode.element,
+            FathomHeuristicsRegExp.RULES["cc-exp-year"]
+          ),
+        nextFieldAriaLabelMatchExpYearRegExp: fnode =>
+          nextFieldAriaLabelMatchesRegExp(
+            fnode.element,
+            FathomHeuristicsRegExp.RULES["cc-exp-year"]
+          ),
+        nextFieldIdOrNameMatchYear: fnode =>
+          nextFieldIdOrNameMatchRegExp(fnode.element, yearRegExp),
+        nextFieldLabelsMatchYear: fnode =>
+          nextFieldLabelsMatchRegExp(fnode.element, yearRegExp),
+        nextFieldPlaceholderMatchesYear: fnode =>
+          nextFieldPlaceholderMatchesRegExp(fnode.element, yearRegExp),
+        nextFieldAriaLabelMatchesYear: fnode =>
+          nextFieldAriaLabelMatchesRegExp(fnode.element, yearRegExp),
+        nextFieldMatchesExpYearAutocomplete,
+        isExpirationMonthLikely: fnode =>
+          isExpirationMonthLikely(fnode.element),
+        nextFieldIsExpirationYearLikely,
+        maxLengthIs2: fnode => maxLengthIs(fnode, 2),
+        placeholderMatchesMM: fnode =>
+          placeholderMatchesRegExp(fnode.element, MMRegExp),
+        roleIsMenu,
+        idOrNameMatchSubscription: fnode =>
+          idOrNameMatchRegExp(fnode.element, subscriptionRegExp),
+        idOrNameMatchDwfrmAndBml,
+        hasTemplatedValue,
+      }),
+      rule(type("cc-exp-month"), out("cc-exp-month")),
+
+      /**
+       * expirationYear rules
+       */
+      rule(type("typicalCandidates"), type("cc-exp-year")),
+      ...simpleScoringRules("cc-exp-year", {
+        idOrNameMatchExpYearRegExp: fnode =>
+          idOrNameMatchRegExp(
+            fnode.element,
+            FathomHeuristicsRegExp.RULES["cc-exp-year"]
+          ),
+        labelsMatchExpYearRegExp: fnode =>
+          labelsMatchRegExp(
+            fnode.element,
+            FathomHeuristicsRegExp.RULES["cc-exp-year"]
+          ),
+        closestLabelMatchesExpYearRegExp: fnode =>
+          closestLabelMatchesRegExp(
+            fnode.element,
+            FathomHeuristicsRegExp.RULES["cc-exp-year"]
+          ),
+        placeholderMatchesExpYearRegExp: fnode =>
+          placeholderMatchesRegExp(
+            fnode.element,
+            FathomHeuristicsRegExp.RULES["cc-exp-year"]
+          ),
+        ariaLabelMatchesExpYearRegExp: fnode =>
+          ariaLabelMatchesRegExp(
+            fnode.element,
+            FathomHeuristicsRegExp.RULES["cc-exp-year"]
+          ),
+        idOrNameMatchYear: fnode =>
+          idOrNameMatchRegExp(fnode.element, yearRegExp),
+        labelsMatchYear: fnode => labelsMatchRegExp(fnode.element, yearRegExp),
+        placeholderMatchesYear: fnode =>
+          placeholderMatchesRegExp(fnode.element, yearRegExp),
+        ariaLabelMatchesYear: fnode =>
+          ariaLabelMatchesRegExp(fnode.element, yearRegExp),
+        previousFieldIdOrNameMatchExpMonthRegExp: fnode =>
+          previousFieldIdOrNameMatchRegExp(
+            fnode.element,
+            FathomHeuristicsRegExp.RULES["cc-exp-month"]
+          ),
+        previousFieldLabelsMatchExpMonthRegExp: fnode =>
+          previousFieldLabelsMatchRegExp(
+            fnode.element,
+            FathomHeuristicsRegExp.RULES["cc-exp-month"]
+          ),
+        previousFieldPlaceholderMatchExpMonthRegExp: fnode =>
+          previousFieldPlaceholderMatchesRegExp(
+            fnode.element,
+            FathomHeuristicsRegExp.RULES["cc-exp-month"]
+          ),
+        previousFieldAriaLabelMatchExpMonthRegExp: fnode =>
+          previousFieldAriaLabelMatchesRegExp(
+            fnode.element,
+            FathomHeuristicsRegExp.RULES["cc-exp-month"]
+          ),
+        previousFieldIdOrNameMatchMonth: fnode =>
+          previousFieldIdOrNameMatchRegExp(fnode.element, monthRegExp),
+        previousFieldLabelsMatchMonth: fnode =>
+          previousFieldLabelsMatchRegExp(fnode.element, monthRegExp),
+        previousFieldPlaceholderMatchesMonth: fnode =>
+          previousFieldPlaceholderMatchesRegExp(fnode.element, monthRegExp),
+        previousFieldAriaLabelMatchesMonth: fnode =>
+          previousFieldAriaLabelMatchesRegExp(fnode.element, monthRegExp),
+        previousFieldMatchesExpMonthAutocomplete,
+        isExpirationYearLikely: fnode => isExpirationYearLikely(fnode.element),
+        previousFieldIsExpirationMonthLikely,
+        placeholderMatchesYYOrYYYY: fnode =>
+          placeholderMatchesRegExp(fnode.element, YYorYYYYRegExp),
+        roleIsMenu,
+        idOrNameMatchSubscription: fnode =>
+          idOrNameMatchRegExp(fnode.element, subscriptionRegExp),
+        idOrNameMatchDwfrmAndBml,
+        hasTemplatedValue,
+      }),
+      rule(type("cc-exp-year"), out("cc-exp-year")),
+    ],
+    coeffs,
+    biases
+  );
+}
+
+const coefficients = {
+  "cc-number": [
+    ["idOrNameMatchNumberRegExp", 7.679469585418701],
+    ["labelsMatchNumberRegExp", 5.122580051422119],
+    ["closestLabelMatchesNumberRegExp", 2.1256935596466064],
+    ["placeholderMatchesNumberRegExp", 9.471800804138184],
+    ["ariaLabelMatchesNumberRegExp", 6.067715644836426],
+    ["idOrNameMatchGift", -22.946273803710938],
+    ["labelsMatchGift", -7.852959632873535],
+    ["placeholderMatchesGift", -2.355496406555176],
+    ["ariaLabelMatchesGift", -2.940307855606079],
+    ["idOrNameMatchSubscription", 0.11255314946174622],
+    ["idOrNameMatchDwfrmAndBml", -0.0006645023822784424],
+    ["hasTemplatedValue", -0.11370040476322174],
+    ["inputTypeNotNumbery", -3.750155210494995]
+  ],
+  "cc-name": [
+    ["idOrNameMatchNameRegExp", 7.496212959289551],
+    ["labelsMatchNameRegExp", 6.081472873687744],
+    ["closestLabelMatchesNameRegExp", 2.600574254989624],
+    ["placeholderMatchesNameRegExp", 5.750874042510986],
+    ["ariaLabelMatchesNameRegExp", 5.162227153778076],
+    ["idOrNameMatchFirst", -6.742659091949463],
+    ["labelsMatchFirst", -0.5234538912773132],
+    ["placeholderMatchesFirst", -3.4615235328674316],
+    ["ariaLabelMatchesFirst", -1.3145145177841187],
+    ["idOrNameMatchLast", -12.561869621276855],
+    ["labelsMatchLast", -0.27417105436325073],
+    ["placeholderMatchesLast", -1.434966802597046],
+    ["ariaLabelMatchesLast", -2.9319725036621094],
+    ["idOrNameMatchFirstAndLast", 24.123435974121094],
+    ["idOrNameMatchSubscription", 0.08349418640136719],
+    ["idOrNameMatchDwfrmAndBml", 0.01882520318031311],
+    ["hasTemplatedValue", 0.182317852973938]
+  ],
+  "cc-type": [
+    ["idOrNameMatchTypeRegExp", 2.0581533908843994],
+    ["labelsMatchTypeRegExp", 1.0784518718719482],
+    ["closestLabelMatchesTypeRegExp", 0.6995877623558044],
+    ["idOrNameMatchVisaCheckout", -3.320356845855713],
+    ["ariaLabelMatchesVisaCheckout", -3.4196767807006836],
+    ["isSelectWithCreditCardOptions", 10.337477684020996],
+    ["isRadioWithCreditCardText", 4.530318737030029],
+    ["idOrNameMatchSubscription", -3.7206356525421143],
+    ["idOrNameMatchDwfrmAndBml", -0.08782318234443665],
+    ["hasTemplatedValue", 0.1772511601448059]
+  ],
+  "cc-exp": [
+    ["labelsMatchExpRegExp", 7.588159561157227],
+    ["closestLabelMatchesExpRegExp", 1.41484534740448],
+    ["placeholderMatchesExpRegExp", 8.759064674377441],
+    ["labelsMatchExpWith2Or4DigitYear", -3.876218795776367],
+    ["placeholderMatchesExpWith2Or4DigitYear", 2.8364884853363037],
+    ["labelsMatchMMYY", 8.836017608642578],
+    ["placeholderMatchesMMYY", -0.5231751799583435],
+    ["maxLengthIs7", 1.3565447330474854],
+    ["idOrNameMatchSubscription", 0.1779913753271103],
+    ["idOrNameMatchDwfrmAndBml", 0.21037884056568146],
+    ["hasTemplatedValue", 0.14900512993335724],
+    ["isExpirationMonthLikely", -3.223409652709961],
+    ["isExpirationYearLikely", -2.536919593811035],
+    ["idOrNameMatchMonth", -3.6893014907836914],
+    ["idOrNameMatchYear", -3.108184337615967],
+    ["idOrNameMatchExpMonthRegExp", -2.264357089996338],
+    ["idOrNameMatchExpYearRegExp", -2.7957723140716553],
+    ["idOrNameMatchValidation", -2.29402756690979]
+  ],
+  "cc-exp-month": [
+    ["idOrNameMatchExpMonthRegExp", 0.2787344455718994],
+    ["labelsMatchExpMonthRegExp", 1.298413634300232],
+    ["closestLabelMatchesExpMonthRegExp", -11.206244468688965],
+    ["placeholderMatchesExpMonthRegExp", 1.2605619430541992],
+    ["ariaLabelMatchesExpMonthRegExp", 1.1330018043518066],
+    ["idOrNameMatchMonth", 6.1464314460754395],
+    ["labelsMatchMonth", 0.7051732540130615],
+    ["placeholderMatchesMonth", 0.7463492751121521],
+    ["ariaLabelMatchesMonth", 1.8244760036468506],
+    ["nextFieldIdOrNameMatchExpYearRegExp", 0.06347066164016724],
+    ["nextFieldLabelsMatchExpYearRegExp", -0.1692247837781906],
+    ["nextFieldPlaceholderMatchExpYearRegExp", 1.0434566736221313],
+    ["nextFieldAriaLabelMatchExpYearRegExp", 1.751156210899353],
+    ["nextFieldIdOrNameMatchYear", -0.532447338104248],
+    ["nextFieldLabelsMatchYear", 1.3248541355133057],
+    ["nextFieldPlaceholderMatchesYear", 0.604235827922821],
+    ["nextFieldAriaLabelMatchesYear", 1.5364223718643188],
+    ["nextFieldMatchesExpYearAutocomplete", 6.285938262939453],
+    ["isExpirationMonthLikely", 13.117807388305664],
+    ["nextFieldIsExpirationYearLikely", 7.182341575622559],
+    ["maxLengthIs2", 4.477289199829102],
+    ["placeholderMatchesMM", 14.403288841247559],
+    ["roleIsMenu", 5.770959854125977],
+    ["idOrNameMatchSubscription", -0.043085768818855286],
+    ["idOrNameMatchDwfrmAndBml", 0.02823038399219513],
+    ["hasTemplatedValue", 0.07234494388103485]
+  ],
+  "cc-exp-year": [
+    ["idOrNameMatchExpYearRegExp", 5.426016807556152],
+    ["labelsMatchExpYearRegExp", 1.3240209817886353],
+    ["closestLabelMatchesExpYearRegExp", -8.702284812927246],
+    ["placeholderMatchesExpYearRegExp", 0.9059725999832153],
+    ["ariaLabelMatchesExpYearRegExp", 0.5550334453582764],
+    ["idOrNameMatchYear", 5.362994194030762],
+    ["labelsMatchYear", 2.7185044288635254],
+    ["placeholderMatchesYear", 0.7883157134056091],
+    ["ariaLabelMatchesYear", 0.311492383480072],
+    ["previousFieldIdOrNameMatchExpMonthRegExp", 1.8155208826065063],
+    ["previousFieldLabelsMatchExpMonthRegExp", -0.46133187413215637],
+    ["previousFieldPlaceholderMatchExpMonthRegExp", 1.0374903678894043],
+    ["previousFieldAriaLabelMatchExpMonthRegExp", -0.5901495814323425],
+    ["previousFieldIdOrNameMatchMonth", -5.960310935974121],
+    ["previousFieldLabelsMatchMonth", 0.6495584845542908],
+    ["previousFieldPlaceholderMatchesMonth", 0.7198042273521423],
+    ["previousFieldAriaLabelMatchesMonth", 3.4590985774993896],
+    ["previousFieldMatchesExpMonthAutocomplete", 2.986003875732422],
+    ["isExpirationYearLikely", 4.021566390991211],
+    ["previousFieldIsExpirationMonthLikely", 9.298635482788086],
+    ["placeholderMatchesYYOrYYYY", 10.457176208496094],
+    ["roleIsMenu", 1.1051956415176392],
+    ["idOrNameMatchSubscription", 0.000688597559928894],
+    ["idOrNameMatchDwfrmAndBml", 0.15687309205532074],
+    ["hasTemplatedValue", -0.19141331315040588]
+  ],
+};
+
+const biases = [
+  ["cc-number", -4.948795795440674],
+  ["cc-name", -5.3578081130981445],
+  ["cc-type", -5.979659557342529],
+  ["cc-exp", -5.849575996398926],
+  ["cc-exp-month", -8.844199180603027],
+  ["cc-exp-year", -6.499860763549805],
+];
+
+/**
+ * END OF CODE PASTED FROM TRAINING REPOSITORY
+ */
+
+/**
+ * MORE CODE UNIQUE TO PRODUCTION--NOT IN THE TRAINING REPOSITORY:
+ */
+// Currently there is a bug when a ruleset has multple types (ex, cc-name, cc-number)
+// and those types also has the same rules (ex. rule `hasTemplatedValue` is used in
+// all the tyoes). When the above case exists, the coefficient of the rule will be
+// overwritten, which means, we can't have different coefficient for the same rule on
+// different types. To workaround this issue, we create a new ruleset for each type.
+export var CreditCardRulesets = {
+  init() {
+    XPCOMUtils.defineLazyPreferenceGetter(
+      this,
+      "supportedTypes",
+      "extensions.formautofill.creditCards.heuristics.fathom.types",
+      null,
+      null,
+      val => val.split(",")
+    );
+
+    for (const type of this.types) {
+      this[type] = makeRuleset([...coefficients[type]], biases);
+    }
+  },
+
+  get types() {
+    return this.supportedTypes;
+  },
+};
+
+CreditCardRulesets.init();
+
+export default CreditCardRulesets;