refactor(ai-analyzer): fix resource leaks, OOM risk, and strict structured outputs
This commit is contained in:
@@ -130,199 +130,49 @@ export function extractJson(content: string): any {
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throw new Error("No JSON object found in response");
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}
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/**
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* Parses LLM moderation response and validates against target IDs.
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* Extracts JSON from surrounding text, validates structure, and transforms to AnalysisResult[].
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* Scans from first '{' and attempts JSON.parse at each candidate closing brace.
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*/
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function salvageMalformedModerationResponse(
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content: string,
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targetIds: string[],
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): AnalysisResult[] | null {
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const idMatches = content.match(/\d{10,22}/g) ?? [];
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let matchedId: string | null = null;
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for (const targetId of targetIds) {
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if (content.includes(targetId)) {
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matchedId = targetId;
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break;
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}
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}
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if (!matchedId) {
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for (const candidate of idMatches) {
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matchedId =
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targetIds.find(
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(targetId) =>
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targetId.startsWith(candidate) || candidate.startsWith(targetId),
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) ?? null;
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if (matchedId) break;
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}
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}
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if (!matchedId) return null;
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const statusMatch = content.match(/"status"\s*:\s*"(clean|warn|flagged)"/);
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const scoreMatch = content.match(/"score"\s*:\s*(\d+(?:\.\d+)?)/);
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const analysisMatch = content.match(/"analysis"\s*:\s*"([^"]*)"/);
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return [
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{
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messageId: matchedId,
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status: (statusMatch?.[1] as "clean" | "warn" | "flagged") ?? "clean",
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flags: [],
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score: scoreMatch ? Math.max(0, Math.min(1, Number(scoreMatch[1]))) : 0,
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analysis:
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analysisMatch?.[1] ?? "Recovered from malformed moderation response",
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},
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];
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}
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export function parseModerationResponse(
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content: string,
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targetIds: string[],
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): AnalysisResult[] {
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// Extract and parse JSON object
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let parsed = extractJson(content);
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let parsed: any;
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try {
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parsed = JSON.parse(content);
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} catch (e) {
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parsed = extractJson(content);
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}
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// If parsed is a direct array, wrap it in a results object to handle LLM variations
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if (Array.isArray(parsed)) {
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parsed = { results: parsed };
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} else if (parsed && typeof parsed === "object" && !("results" in parsed)) {
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// Handle single result object (has message_id or status)
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if ("message_id" in parsed || "status" in parsed) {
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const msgId = (parsed as any).message_id || (parsed as any).id;
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parsed = {
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results: [
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{
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message_id: msgId,
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status: (parsed as any).status || "clean",
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flags: (parsed as any).flags || [],
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score:
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(parsed as any).score !== undefined ? (parsed as any).score : 0.1,
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analysis: (parsed as any).analysis || "",
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},
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],
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};
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const arrayKey = Object.keys(parsed).find((key) =>
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Array.isArray((parsed as any)[key]),
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);
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if (arrayKey) {
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parsed.results = (parsed as any)[arrayKey];
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} else {
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// Look for any array property (result, data, messages, moderation, etc.)
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const arrayKey = Object.keys(parsed).find((key) =>
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Array.isArray((parsed as any)[key]),
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);
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if (arrayKey) {
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parsed.results = (parsed as any)[arrayKey];
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}
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parsed = { results: [parsed] };
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}
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}
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// Validate structure
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if (!parsed || typeof parsed !== "object" || !("results" in parsed)) {
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if (!parsed || typeof parsed !== "object" || !Array.isArray(parsed.results)) {
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throw new Error("Response missing 'results' array");
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}
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const response = parsed as RawModerationResponse;
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if (!Array.isArray(response.results)) {
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throw new Error("'results' must be an array");
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}
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// Track which target IDs were found
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const foundIds = new Set<string>();
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const targetIdSet = new Set(targetIds);
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// Parse and validate each result
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const results: (AnalysisResult | null)[] = response.results.map(
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(result, index) => {
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const { message_id, status, flags, score, analysis } = result;
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// Validate message_id exists and is in target list
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if (!message_id) {
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throw new Error("Result missing 'message_id'");
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}
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let finalId = String(message_id).trim();
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// Remove wrapping double quotes if any (common in some LLM outputs)
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if (finalId.startsWith('"') && finalId.endsWith('"')) {
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finalId = finalId.slice(1, -1).trim();
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}
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if (finalId.startsWith("'") && finalId.endsWith("'")) {
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finalId = finalId.slice(1, -1).trim();
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}
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if (finalId.startsWith("[") && finalId.endsWith("]")) {
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finalId = finalId.slice(1, -1).trim();
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}
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// Advanced Precision Loss & Alignment Fix
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if (!targetIdSet.has(finalId)) {
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const isSnowflake = (id: string) =>
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/^\d{15,22}$/.test(id) || id.includes("e+");
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// 1. If there's only one target, map it directly if both are Snowflake-like
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if (
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targetIds.length === 1 &&
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isSnowflake(finalId) &&
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isSnowflake(targetIds[0])
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) {
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log.warn(
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{ roundedId: finalId, matchedId: targetIds[0] },
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"Mapped single target ID directly to handle precision loss",
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);
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finalId = targetIds[0];
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} else {
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// 2. Try matching by long prefix similarity (e.g. 12+ digits)
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let cleanLlmId = finalId;
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if (finalId.includes("e+")) {
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// Convert scientific notation back to string of digits if possible
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try {
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cleanLlmId = BigInt(Number(finalId)).toString();
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} catch (_) {}
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}
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let bestMatch: string | null = null;
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let maxCommonPrefixLen = 0;
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for (const targetId of targetIds) {
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let commonLen = 0;
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const minLen = Math.min(targetId.length, cleanLlmId.length);
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for (let i = 0; i < minLen; i++) {
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if (targetId[i] === cleanLlmId[i]) {
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commonLen++;
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} else {
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break;
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}
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}
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if (commonLen >= 12 && commonLen > maxCommonPrefixLen) {
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maxCommonPrefixLen = commonLen;
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bestMatch = targetId;
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}
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}
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if (bestMatch) {
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log.warn(
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{
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roundedId: finalId,
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cleanLlmId,
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matchedId: bestMatch,
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commonLength: maxCommonPrefixLen,
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},
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"Fixed precision loss in message ID using prefix similarity",
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);
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finalId = bestMatch;
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} else if (
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response.results.length === targetIds.length &&
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targetIds[index] &&
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isSnowflake(finalId) &&
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isSnowflake(targetIds[index])
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) {
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// 3. Fallback: if the number of results matches the number of targets,
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// map them 1:1 chronologically (by index) only if they are Snowflake-like
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log.warn(
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{ roundedId: finalId, index, matchedId: targetIds[index] },
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"Aligned message ID using chronological index fallback",
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);
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finalId = targetIds[index];
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}
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}
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}
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const finalId = String(message_id).trim();
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if (!targetIdSet.has(finalId)) {
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log.warn(
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@@ -339,25 +189,15 @@ export function parseModerationResponse(
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foundIds.add(finalId);
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// Validate status
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const validStatuses = ["clean", "warn", "flagged"] as const;
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if (!validStatuses.includes(status as (typeof validStatuses)[number])) {
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throw new Error(
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`Invalid status: ${status}. Must be one of: ${validStatuses.join(", ")}`,
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);
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}
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const safeStatus = validStatuses.includes(status as any) ? status : "clean";
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// Validate score: reject null/undefined/non-finite before coercion
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if (score === null || score === undefined) {
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throw new Error("Invalid score: must not be null or undefined");
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}
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let numScore = Number(score);
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if (!Number.isFinite(numScore)) {
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throw new Error(`Invalid score: ${score}. Must be a finite number`);
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numScore = 0;
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}
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numScore = Math.max(0, Math.min(1, numScore));
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// Coerce flags to string array
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let flagsArray: string[] = [];
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if (Array.isArray(flags)) {
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flagsArray = flags.map((f) => String(f));
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@@ -365,12 +205,11 @@ export function parseModerationResponse(
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flagsArray = [String(flags)];
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}
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// Fallback analysis
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const analysisStr = analysis ? String(analysis) : "";
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return {
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messageId: finalId,
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status: status as "clean" | "warn" | "flagged",
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status: safeStatus as "clean" | "warn" | "flagged",
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flags: flagsArray,
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score: numScore,
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analysis: analysisStr,
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@@ -382,7 +221,6 @@ export function parseModerationResponse(
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(r): r is AnalysisResult => r !== null,
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);
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// Check that all target IDs were found
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const missingIds = targetIds.filter((id) => !foundIds.has(id));
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if (missingIds.length > 0) {
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log.warn(
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@@ -556,6 +394,12 @@ export async function runModerationAnalysis(
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return;
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}
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const contentLength = Number(res.headers.get("content-length") || 0);
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if (contentLength > 10 * 1024 * 1024) {
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log.warn({ attachmentId: att.id, contentLength }, "Attachment too large, skipping");
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return;
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}
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const imageBytes = Buffer.from(await res.arrayBuffer());
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const sniffedMime = sniffImageMimeType(imageBytes);
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if (!sniffedMime) {
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@@ -740,8 +584,36 @@ CRITICAL: "message_id" HARUS berupa STRING (dibungkus tanda kutip ganda). Jangan
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],
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temperature: 0.2,
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top_p: 0.95,
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max_tokens: 65536,
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response_format: { type: "json_object" },
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max_tokens: 16384,
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response_format: {
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type: "json_schema",
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json_schema: {
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name: "moderation",
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strict: true,
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schema: {
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type: "object",
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properties: {
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results: {
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type: "array",
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items: {
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type: "object",
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properties: {
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message_id: { type: "string" },
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status: { type: "string", enum: ["clean", "warn", "flagged"] },
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flags: { type: "array", items: { type: "string" } },
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score: { type: "number" },
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analysis: { type: "string" }
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},
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required: ["message_id", "status", "flags", "score", "analysis"],
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additionalProperties: false
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}
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}
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},
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required: ["results"],
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additionalProperties: false
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}
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}
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},
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stream: false,
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chat_template_kwargs: { enable_thinking: false },
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reasoning_budget: 0,
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@@ -802,54 +674,26 @@ CRITICAL: "message_id" HARUS berupa STRING (dibungkus tanda kutip ganda). Jangan
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const errorMsg =
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parseError instanceof Error ? parseError.message : String(parseError);
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const content: string = lastInvalidContent;
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const salvaged = salvageMalformedModerationResponse(content, targetIds);
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if (salvaged) {
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log.warn(
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{
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error: errorMsg,
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contentLength: content.length,
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contentPreview: content.substring(0, 500),
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targetIds,
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recoveredIds: salvaged.map((result) => result.messageId),
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model: config.AI_LLM_MODEL,
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timestamp: new Date().toISOString(),
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},
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"Recovered moderation response from malformed JSON",
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);
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const recoveredIds = new Set(salvaged.map((result) => result.messageId));
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parsed = [
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...salvaged,
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...targetIds
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.filter((id) => !recoveredIds.has(id))
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.map((id) => ({
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messageId: id,
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status: "error" as const,
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flags: ["analysis_incomplete"],
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score: 0,
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analysis: "Analysis incomplete - malformed LLM response",
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})),
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];
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} else {
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log.error(
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{
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error: errorMsg,
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contentLength: content.length,
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contentPreview: content.substring(0, 500),
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fullContent: content,
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targetIds,
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model: config.AI_LLM_MODEL,
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timestamp: new Date().toISOString(),
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},
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"Robust Fallback: Failed to parse moderation response. Marking all targets as analysis errors.",
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);
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parsed = targetIds.map((id) => ({
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messageId: id,
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status: "error",
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flags: ["analysis_parse_failed"],
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score: 0,
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analysis: `Parsing failed: ${errorMsg}.`,
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}));
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}
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log.error(
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{
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error: errorMsg,
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contentLength: content.length,
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contentPreview: content.substring(0, 500),
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fullContent: content,
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targetIds,
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model: config.AI_LLM_MODEL,
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timestamp: new Date().toISOString(),
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},
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"Robust Fallback: Failed to parse moderation response. Marking all targets as analysis errors.",
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);
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parsed = targetIds.map((id) => ({
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messageId: id,
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status: "error",
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flags: ["analysis_parse_failed"],
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score: 0,
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analysis: `Parsing failed: ${errorMsg}.`,
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}));
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}
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log.info(
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