Repair machine-translation damage in Crowdin automatically (#25842)

Fixes translations corrupted by the Crowdin AI step — leaked response
envelopes, invented markup, dangling ICU arguments — in Crowdin itself,
so the fixes survive the sync. Details in the commit messages.

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This commit is contained in:
Félix Malfait authored and GitHub committed 2026-09-13 11:45:54 +02:00
1 parent 9883fc9f33
commit 40040983de
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@@ -87,9 +87,11 @@ jobs:
- name: Fix file permissions
run: sudo chown -R runner:docker .
# Fix encoding issues (escaped Unicode like \u62db -> 招) and push fixes back to Crowdin
# Fix encoding issues (escaped Unicode like \u62db -> 招) and translations carrying a
# leaked response envelope, then push the fixes back to Crowdin so they
# survive the next sync.
- name: Normalize translations in Crowdin
run: npx tsx packages/twenty-utils/crowdin-normalizer/normalize-crowdin-translations.ts --project=1 --apply --rules=escaped-unicode || echo "::warning::translation normalization failed (non-blocking)"
run: npx tsx packages/twenty-utils/crowdin-normalizer/normalize-crowdin-translations.ts --project=1 --apply --rules=escaped-unicode,corrupted-model-output,invented-markup,invented-argument || echo "::warning::translation normalization failed (non-blocking)"
env:
CROWDIN_PERSONAL_TOKEN: ${{ secrets.CROWDIN_PERSONAL_TOKEN }}
@@ -1,8 +1,14 @@
import { CORRUPTED_MODEL_OUTPUT_RULE } from '../rules/corrupted-model-output.rule';
import { ESCAPED_INLINE_CODE_TAGS_RULE } from '../rules/escaped-inline-code-tags.rule';
import { ESCAPED_UNICODE_RULE } from '../rules/escaped-unicode.rule';
import { INVENTED_ARGUMENT_RULE } from '../rules/invented-argument.rule';
import { INVENTED_MARKUP_RULE } from '../rules/invented-markup.rule';
import { type NormalizationRule } from '../types/normalization-rule.type';
export const NORMALIZATION_RULES: NormalizationRule[] = [
ESCAPED_UNICODE_RULE,
ESCAPED_INLINE_CODE_TAGS_RULE,
CORRUPTED_MODEL_OUTPUT_RULE,
INVENTED_MARKUP_RULE,
INVENTED_ARGUMENT_RULE,
];
@@ -163,11 +163,16 @@ async function repairOne(
finding: NormalizationFinding,
): Promise<boolean> {
try {
await addTranslation(context, {
stringId: finding.stringId,
languageId: finding.languageId,
text: finding.fixedText,
});
// An empty repair means the translation could not be salvaged: deleting it
// without a replacement falls back to English until Crowdin retranslates.
if (finding.fixedText !== '') {
await addTranslation(context, {
stringId: finding.stringId,
languageId: finding.languageId,
text: finding.fixedText,
});
}
await deleteTranslation(context, { translationId: finding.translationId });
return true;
@@ -206,7 +211,9 @@ async function main() {
);
console.log(`Rules: ${rules.map((rule) => rule.name).join(', ')}`);
const needsSourceStrings = rules.some((rule) => rule.sourceFilter);
const needsSourceStrings = rules.some(
(rule) => rule.sourceFilter !== undefined || rule.needsSourceText === true,
);
const sourceStrings = needsSourceStrings
? await fetchSourceStringsById(context)
: undefined;
@@ -221,7 +228,11 @@ async function main() {
);
if (finding.sourceText) console.log(` source: ${finding.sourceText}`);
console.log(` trans: ${finding.originalText}`);
console.log(` fixed: ${finding.fixedText}`);
console.log(
finding.fixedText === ''
? ' fixed: <deleted, falls back to English until retranslated>'
: ` fixed: ${finding.fixedText}`,
);
}
if (findings.length === 0) {
@@ -0,0 +1,99 @@
import { CORRUPTED_MODEL_OUTPUT_RULE } from '../corrupted-model-output.rule';
const { detect, fix } = CORRUPTED_MODEL_OUTPUT_RULE;
describe('CORRUPTED_MODEL_OUTPUT_RULE', () => {
it('cuts a leaked response envelope off a plain translation', () => {
const sourceText = 'Group name';
const translationText =
'Nome do grupo}]}``` }}} code block? Wait. We messed up.';
expect(detect(translationText, sourceText)).toBe(true);
expect(fix(translationText, sourceText)).toBe('Nome do grupo');
});
it('cuts a trailing JSON array separator', () => {
expect(detect('レコードテーブルを編集},{', 'Edit Record Table')).toBe(true);
expect(fix('レコードテーブルを編集},{', 'Edit Record Table')).toBe(
'レコードテーブルを編集',
);
});
it('keeps a plural block intact while dropping the envelope after it', () => {
const sourceText =
'{hiddenFieldCount, plural, one {# more populated field available} other {# more populated fields available}}';
const translationText =
'{hiddenFieldCount, plural, other {還有 # 個已填入欄位可用}}}]}દાવાદ്?ฤศจassistant to=developer';
expect(detect(translationText, sourceText)).toBe(true);
expect(fix(translationText, sourceText)).toBe(
'{hiddenFieldCount, plural, other {還有 # 個已填入欄位可用}}',
);
});
it('keeps a closing quote the source also ends with', () => {
const sourceText = 'Set fields created in the future as "visible"';
const translationText =
'Aseta tulevaisuudessa luotavat kentät "näkyviksi"}]}``` }]} } } }';
expect(fix(translationText, sourceText)).toBe(
'Aseta tulevaisuudessa luotavat kentät "näkyviksi"',
);
});
it('drops a trailing apostrophe the source does not carry', () => {
const sourceText = 'An error occurred';
expect(fix("'n Fout het voorgekom'}]}```}``` }```{", sourceText)).toBe(
"'n Fout het voorgekom",
);
});
it('deletes a translation whose salvageable prefix is still envelope', () => {
const sourceText = 'Trigger';
const translationText = 'הפעל","pluralForm":null}]}]}{';
expect(detect(translationText, sourceText)).toBe(true);
expect(fix(translationText, sourceText)).toBe('');
});
it('deletes a translation with an unclosed brace and no clean cut', () => {
expect(fix('Nome do grupo {broken', 'Group name')).toBe('');
});
it('keeps markdown links when the source carries them too', () => {
const sourceText = 'See [Getting Started](https://twenty.com/docs) first.';
const translationText =
'Consulte [Introdução](https://twenty.com/docs) primeiro.},{';
expect(fix(translationText, sourceText)).toBe(
'Consulte [Introdução](https://twenty.com/docs) primeiro.',
);
});
it('does not flag a healthy translation', () => {
expect(detect('Nome do grupo', 'Group name')).toBe(false);
expect(
detect(
'{count, plural, other {# champs}}',
'{count, plural, one {# field} other {# fields}}',
),
).toBe(false);
});
it('does not flag when the source is unavailable', () => {
expect(detect('Nome do grupo}]}', undefined)).toBe(false);
});
it('does not flag when the source is itself unbalanced', () => {
expect(detect('Algo}', 'Something}')).toBe(false);
});
it('is idempotent', () => {
const sourceText = 'Group name';
const once = fix('Nome do grupo}]}``` }}}', sourceText);
expect(detect(once, sourceText)).toBe(false);
expect(fix(once, sourceText)).toBe(once);
});
});
@@ -0,0 +1,66 @@
import { INVENTED_ARGUMENT_RULE } from '../invented-argument.rule';
const { detect, fix } = INVENTED_ARGUMENT_RULE;
describe('INVENTED_ARGUMENT_RULE', () => {
it('restores the source spelling of a recased argument', () => {
const sourceText =
'Multiple records found for {conflictingFieldsValues}. Cannot determine which record to update.';
const translationText =
'{ConflictingFieldsValues} のために複数のレコードが見つかりました。';
expect(detect(translationText, sourceText)).toBe(true);
expect(fix(translationText, sourceText)).toBe(
'{conflictingFieldsValues} のために複数のレコードが見つかりました。',
);
});
it('deletes a translation that pluralises an argument-less source', () => {
const sourceText = 'Record(s) selected';
const translationText =
'{count, plural, one {# registro selecionado} other {# registros selecionados}}';
expect(detect(translationText, sourceText)).toBe(true);
expect(fix(translationText, sourceText)).toBe('');
});
it('deletes a translation that adds an argument nothing will supply', () => {
const sourceText = 'We keep your data for {dataRetentionDays} days.';
const translationText =
'Чувамо податке {dataRetentionDays} {dayOrDays}.';
expect(fix(translationText, sourceText)).toBe('');
});
it('allows a translation to add plural cases its locale needs', () => {
const sourceText = '{count, plural, one {# record} other {# records}}';
const translationText =
'{count, plural, one {# запись} few {# записи} many {# записей} other {# записи}}';
expect(detect(translationText, sourceText)).toBe(false);
});
it('does not read plural case bodies as arguments', () => {
const sourceText = '{unitCount, plural, one {Day} other {Days}}';
const translationText = '{unitCount, plural, one {Dag} other {Dae}}';
expect(detect(translationText, sourceText)).toBe(false);
});
it('does not flag a matching translation or a missing source', () => {
expect(detect('Supprimer {name}', 'Delete {name}')).toBe(false);
expect(detect('Supprimer {objet}', undefined)).toBe(false);
});
it('ignores a dropped argument, which it cannot repair', () => {
expect(detect('Supprimer', 'Delete {name}')).toBe(false);
});
it('is idempotent', () => {
const sourceText = 'Found for {conflictingFieldsValues}.';
const once = fix('{ConflictingFieldsValues} で見つかりました。', sourceText);
expect(detect(once, sourceText)).toBe(false);
expect(fix(once, sourceText)).toBe(once);
});
});
@@ -0,0 +1,54 @@
import { INVENTED_MARKUP_RULE } from '../invented-markup.rule';
const { detect, fix } = INVENTED_MARKUP_RULE;
describe('INVENTED_MARKUP_RULE', () => {
it('strips a highlight span the source never had', () => {
const sourceText = 'is not a valid calling code';
const translationText =
'n\'est pas un <span class="highlight">code d\'appel valide</span>';
expect(detect(translationText, sourceText)).toBe(true);
expect(fix(translationText, sourceText)).toBe(
"n'est pas un code d'appel valide",
);
});
it('strips nested direction spans', () => {
const translationText =
'<span dir="rtl"><span dir="ltr">כשל זמני</span></span>';
expect(fix(translationText, 'Temporary Failure')).toBe('כשל זמני');
});
it('strips bold added around numbers and punctuation', () => {
expect(fix('過去<b>12</b>時間', 'Last 12 hours')).toBe('過去12時間');
expect(fix('API名<b></b>単数形<b></b>', 'API Name (Singular)')).toBe(
'API名(単数形)',
);
});
it('leaves a translation alone when the source carries markup of its own', () => {
const sourceText = 'Your workspace <0>{name}</0> was deleted.';
const translationText = 'Ваш простор <0>{name}</0> је обрисан.';
expect(detect(translationText, sourceText)).toBe(false);
});
it('leaves a Lingui-tagged source alone even when the translation uses html', () => {
expect(detect('Votre <b>espace</b>', 'Your <0>workspace</0>')).toBe(false);
});
it('does not flag a plain translation, a comparison, or a missing source', () => {
expect(detect('Rechercher', 'Search')).toBe(false);
expect(detect('moins de < 5 minutes', 'less than < 5 minutes')).toBe(false);
expect(detect('<b>Recherche</b>', undefined)).toBe(false);
});
it('is idempotent', () => {
const once = fix('過去<b>4</b>時間', 'Last 4 hours');
expect(detect(once, 'Last 4 hours')).toBe(false);
expect(fix(once, 'Last 4 hours')).toBe(once);
});
});
@@ -0,0 +1,130 @@
import { type NormalizationRule } from '../types/normalization-rule.type';
// Trailing characters the machine translator leaves behind once its response
// envelope bleeds into the string. Only stripped when the source does not end
// the same way, so legitimate quotes and brackets survive.
const DEBRIS_CHARACTERS = new Set([
' ',
'\t',
'\n',
'\r',
' ',
'`',
']',
"'",
'"',
]);
// Fragments of the translator's own JSON/markdown envelope. A salvaged prefix
// carrying one of these was cut inside the envelope rather than after it.
const ENVELOPE_REGEX = /pluralForm|```|\\",\\"|\[/;
const ICU_ARGUMENT_REGEX = /\{\s*([A-Za-z0-9_]+)\s*[,}]/g;
const ICU_TAG_REGEX = /<\/?\d+>/g;
function hasBalancedBraces(text: string): boolean {
let depth = 0;
for (const character of text) {
if (character === '{') {
depth += 1;
continue;
}
if (character === '}') {
depth -= 1;
if (depth < 0) {
return false;
}
}
}
return depth === 0;
}
// The first unmatched '}' is where the translation ends and the envelope begins.
function cutAtUnmatchedBrace(text: string): string | undefined {
let depth = 0;
for (let index = 0; index < text.length; index += 1) {
const character = text[index];
if (character === '{') {
depth += 1;
continue;
}
if (character === '}') {
if (depth === 0) {
return text.slice(0, index);
}
depth -= 1;
}
}
return undefined;
}
function trimDebris(text: string, sourceText: string): string {
let end = text.length;
while (
end > 0 &&
DEBRIS_CHARACTERS.has(text[end - 1]) &&
!sourceText.endsWith(text[end - 1])
) {
end -= 1;
}
return text.slice(0, end);
}
function icuShape(text: string): string {
const argumentNames = [...text.matchAll(ICU_ARGUMENT_REGEX)]
.map(([, name]) => name)
.sort();
const tags = [...text.matchAll(ICU_TAG_REGEX)].map(([tag]) => tag).sort();
return JSON.stringify([argumentNames, tags]);
}
function isCorrupted(text: string, sourceText?: string): boolean {
return (
sourceText !== undefined &&
hasBalancedBraces(sourceText) &&
!hasBalancedBraces(text)
);
}
function salvage(text: string, sourceText?: string): string {
const source = sourceText ?? '';
const cutText = cutAtUnmatchedBrace(text);
// Balanced text has nothing to cut. Otherwise an unclosed '{' is all that is
// left, with no clean tail to cut after, so the translation is dropped rather
// than guessed at.
if (cutText === undefined) {
return hasBalancedBraces(text) ? text : '';
}
const salvagedText = trimDebris(cutText, source);
const isSalvageable =
salvagedText !== '' &&
hasBalancedBraces(salvagedText) &&
(!ENVELOPE_REGEX.test(salvagedText) || ENVELOPE_REGEX.test(source)) &&
icuShape(salvagedText) === icuShape(source);
// An empty repair tells the runner to delete the translation rather than
// replace it, so the locale falls back to English until Crowdin retranslates.
return isSalvageable ? salvagedText : '';
}
export const CORRUPTED_MODEL_OUTPUT_RULE: NormalizationRule = {
name: 'corrupted-model-output',
needsSourceText: true,
detect: isCorrupted,
fix: salvage,
};
@@ -0,0 +1,86 @@
import { type NormalizationRule } from '../types/normalization-rule.type';
const ARGUMENT_NAME_REGEX = /^\{\s*([A-Za-z0-9_]+)\s*[,}]/;
// Arguments the message itself takes, ignoring plural and select case bodies:
// a translation may add cases its locale needs, but never a new argument, which
// the caller has no value for.
function topLevelArgumentNames(text: string): Set<string> {
const names = new Set<string>();
let depth = 0;
for (let index = 0; index < text.length; index += 1) {
const character = text[index];
if (character === '{') {
if (depth === 0) {
const match = ARGUMENT_NAME_REGEX.exec(text.slice(index));
if (match !== null) names.add(match[1]);
}
depth += 1;
continue;
}
if (character === '}') depth -= 1;
}
return names;
}
function inventedArgumentNames(text: string, sourceText: string): string[] {
const sourceNames = topLevelArgumentNames(sourceText);
return [...topLevelArgumentNames(text)].filter(
(name) => !sourceNames.has(name),
);
}
function renameArgument(text: string, from: string, to: string): string {
return text.replace(
new RegExp(`\\{\\s*${from}\\s*(?=[,}])`, 'g'),
`{${to}`,
);
}
function hasInventedArgument(text: string, sourceText?: string): boolean {
return (
sourceText !== undefined && inventedArgumentNames(text, sourceText).length > 0
);
}
function repairInventedArgument(text: string, sourceText?: string): string {
const source = sourceText ?? '';
const sourceNames = [...topLevelArgumentNames(source)];
const repairedText = inventedArgumentNames(text, source).reduce(
(accumulator, inventedName) => {
// Only a difference in spelling can be repaired: the argument is the same
// one, so restoring the source's casing makes it resolve again.
const intendedName = sourceNames.find(
(name) =>
name.toLowerCase() === inventedName.toLowerCase() &&
!topLevelArgumentNames(accumulator).has(name),
);
return intendedName === undefined
? accumulator
: renameArgument(accumulator, inventedName, intendedName);
},
text,
);
// An argument the source never had has no value to render, so an unrepaired
// translation is dropped rather than shipped with a dangling placeholder.
return inventedArgumentNames(repairedText, source).length > 0
? ''
: repairedText;
}
export const INVENTED_ARGUMENT_RULE: NormalizationRule = {
name: 'invented-argument',
needsSourceText: true,
detect: hasInventedArgument,
fix: repairInventedArgument,
};
@@ -0,0 +1,31 @@
import { type NormalizationRule } from '../types/normalization-rule.type';
// Any markup tag, including Lingui's numbered ones (<0>), so a source carrying
// tags of its own is left entirely alone.
const TAG_PATTERN = '<\\/?[A-Za-z0-9][^<>]*>';
const TAG_REGEX = new RegExp(TAG_PATTERN);
const ALL_TAGS_REGEX = new RegExp(TAG_PATTERN, 'g');
// The machine translator sometimes decorates a plain string with markup of its
// own - RTL spans, bold around numbers, highlight spans - which the reader then
// sees as literal tags.
function hasInventedMarkup(text: string, sourceText?: string): boolean {
return (
sourceText !== undefined &&
!TAG_REGEX.test(sourceText) &&
TAG_REGEX.test(text)
);
}
// Stripping everything leaves nothing to say, and the empty result drops the
// translation rather than shipping a blank string.
function removeInventedMarkup(text: string): string {
return text.replace(ALL_TAGS_REGEX, '').trim();
}
export const INVENTED_MARKUP_RULE: NormalizationRule = {
name: 'invented-markup',
needsSourceText: true,
detect: hasInventedMarkup,
fix: removeInventedMarkup,
};
@@ -1,6 +1,11 @@
export type NormalizationRule = {
name: string;
detect: (text: string) => boolean;
fix: (text: string) => string;
detect: (text: string, sourceText?: string) => boolean;
// Returning an empty string means the translation could not be salvaged and
// should be deleted rather than replaced.
fix: (text: string, sourceText?: string) => string;
// Set by rules that compare a translation against its source but select every
// string rather than narrowing with sourceFilter.
needsSourceText?: boolean;
sourceFilter?: (sourceText: string) => boolean;
};
@@ -1,57 +0,0 @@
import { CrowdinApiError } from '../../errors/crowdin-api.error';
import { isIdenticalTranslationError } from '../is-identical-translation-error.util';
const buildError = (body: string) => new CrowdinApiError(400, body);
describe('isIdenticalTranslationError', () => {
it('recognises the identical-translation error code', () => {
const error = buildError(
JSON.stringify({
errors: [
{
error: {
key: 'text',
errors: [
{
code: 'identicalTranslation',
message: 'Identical translation already saved',
},
],
},
},
],
}),
);
expect(isIdenticalTranslationError(error)).toBe(true);
});
it('does not treat another failure as identical because of its wording', () => {
const error = buildError(
JSON.stringify({
errors: [
{
error: {
key: 'stringId',
errors: [
{
code: 'notFound',
message: 'String is identical to a deleted one',
},
],
},
},
],
}),
);
expect(isIdenticalTranslationError(error)).toBe(false);
});
it('rejects a non-JSON body and any non-Crowdin error', () => {
expect(isIdenticalTranslationError(buildError('<html>502</html>'))).toBe(
false,
);
expect(isIdenticalTranslationError(new Error('identical'))).toBe(false);
});
});
@@ -0,0 +1,64 @@
import { CrowdinApiError } from '../../errors/crowdin-api.error';
import { isTranslationAlreadyPresentError } from '../is-translation-already-present-error.util';
const buildError = (body: string) => new CrowdinApiError(400, body);
const buildDetailError = (detail: { code: string; message: string }) =>
buildError(
JSON.stringify({
errors: [{ error: { key: 'translation', errors: [detail] } }],
}),
);
describe('isTranslationAlreadyPresentError', () => {
it('recognises the identical-translation error code', () => {
expect(
isTranslationAlreadyPresentError(
buildDetailError({
code: 'identicalTranslation',
message: 'Identical translation already saved',
}),
),
).toBe(true);
});
it('recognises the duplicate-translation validation error', () => {
expect(
isTranslationAlreadyPresentError(
buildDetailError({
code: 'validationError',
message: 'Duplicate translation. Please vote or approve the original.',
}),
),
).toBe(true);
});
it('does not swallow an unrelated validation error', () => {
expect(
isTranslationAlreadyPresentError(
buildDetailError({
code: 'validationError',
message: 'Translation is too long',
}),
),
).toBe(false);
});
it('does not treat another failure as present because of its wording', () => {
expect(
isTranslationAlreadyPresentError(
buildDetailError({
code: 'notFound',
message: 'String is identical to a deleted one',
}),
),
).toBe(false);
});
it('rejects a non-JSON body and any non-Crowdin error', () => {
expect(
isTranslationAlreadyPresentError(buildError('<html>502</html>')),
).toBe(false);
expect(isTranslationAlreadyPresentError(new Error('identical'))).toBe(false);
});
});
@@ -1,6 +1,6 @@
import { type CrowdinContext } from '../types/crowdin-context.type';
import { crowdinRequest } from './crowdin-request.util';
import { isIdenticalTranslationError } from './is-identical-translation-error.util';
import { isTranslationAlreadyPresentError } from './is-translation-already-present-error.util';
export async function addTranslation(
context: CrowdinContext,
@@ -20,6 +20,6 @@ export async function addTranslation(
},
);
} catch (error) {
if (!isIdenticalTranslationError(error)) throw error;
if (!isTranslationAlreadyPresentError(error)) throw error;
}
}
@@ -15,12 +15,12 @@ export function evaluateRules({
rule.sourceFilter !== undefined &&
(sourceText === undefined || !rule.sourceFilter(sourceText));
if (isFilteredOut || !rule.detect(accumulator.fixedText)) {
if (isFilteredOut || !rule.detect(accumulator.fixedText, sourceText)) {
return accumulator;
}
return {
fixedText: rule.fix(accumulator.fixedText),
fixedText: rule.fix(accumulator.fixedText, sourceText),
ruleNames: [...accumulator.ruleNames, rule.name],
};
},
@@ -1,23 +0,0 @@
import { CrowdinApiError } from '../errors/crowdin-api.error';
const IDENTICAL_TRANSLATION_CODE = 'identicalTranslation';
export function isIdenticalTranslationError(error: unknown): boolean {
if (!(error instanceof CrowdinApiError)) return false;
type ErrorBody = {
errors?: Array<{ error?: { errors?: Array<{ code?: string }> } }>;
};
try {
const body = JSON.parse(error.body) as ErrorBody;
return (body.errors ?? []).some((entry) =>
(entry.error?.errors ?? []).some(
(detail) => detail.code === IDENTICAL_TRANSLATION_CODE,
),
);
} catch {
return false;
}
}
@@ -0,0 +1,33 @@
import { CrowdinApiError } from '../errors/crowdin-api.error';
const IDENTICAL_TRANSLATION_CODE = 'identicalTranslation';
const VALIDATION_ERROR_CODE = 'validationError';
// validationError also covers unrelated refusals, so the wording has to narrow
// it down to the one that means the text we wanted is already there.
const DUPLICATE_TRANSLATION_REGEX = /duplicate translation/i;
type CrowdinErrorBody = {
errors?: Array<{
error?: { errors?: Array<{ code?: string; message?: string }> };
}>;
};
export function isTranslationAlreadyPresentError(error: unknown): boolean {
if (!(error instanceof CrowdinApiError)) return false;
try {
const body = JSON.parse(error.body) as CrowdinErrorBody;
return (body.errors ?? []).some((entry) =>
(entry.error?.errors ?? []).some(
(detail) =>
detail.code === IDENTICAL_TRANSLATION_CODE ||
(detail.code === VALIDATION_ERROR_CODE &&
DUPLICATE_TRANSLATION_REGEX.test(detail.message ?? '')),
),
);
} catch {
return false;
}
}