update ai insight root cause

2026-10-06 14:26:26 +07:00
1 parent 7e8c06d36f
commit 15ebdcce78
@@ -478,3 +478,92 @@ class ErdPrimaryKeyTests(TestCase):
                live_pks = [row[1] for row in cursor.fetchall() if row[5]]
                self.assertEqual(live_pks, [pk_name], table)

+
+class AIInsightAPITests(TestCase):
+    def setUp(self):
+        import json
+        self.user = User.objects.create_user(user_name="insight_tester", password="secret")
+        self.client = APIClient()
+        self.client.force_authenticate(self.user)
+        site = _linked_site(self.user, site_name="Site A", code="site-a")
+        self.kandang = Kandang.objects.create(kandang_name="Kandang 01", site=site)
+        self.cycle = Cycle.objects.create(
+            kandang=self.kandang,
+            total_days=35,
+            start_date=date.today() - timedelta(days=5),
+            doc_in_weight=40,
+            doc_in_count=10000,
+            status=Cycle.STATUS_ACTIVE,
+        )
+
+    def test_cached_extracts_akar_masalah_from_daily_json(self):
+        import json
+        from apps.operations.models import AIInsight
+
+        clean_insight = "Lakukan penyesuaian tirai kandang dan ventilasi minimal."
+        akar_masalah = "Suhu brooding terlalu dingin di malam hari (26C vs 32C)."
+        daily_json = json.dumps({"akar_masalah": akar_masalah, "insight": clean_insight}, ensure_ascii=False)
+        stored_text = f"{clean_insight}\n\n<!--daily_json-->\n{daily_json}"
+
+        AIInsight.objects.create(
+            cycle=self.cycle,
+            kandang=self.kandang,
+            topic="fcr",
+            report_type="page",
+            report_period="current",
+            date=date.today(),
+            summary="FCR tinggi pada hari ke-7.",
+            insight_text=stored_text,
+            alert="warning",
+        )
+
+        response = self.client.get(
+            "/api/v1/ai-insights/cached/",
+            {
+                "cycle_id": self.cycle.pk,
+                "kandang_id": self.kandang.pk,
+                "topic": "fcr",
+                "report_type": "page",
+                "report_period": "current",
+            },
+        )
+        self.assertEqual(response.status_code, 200)
+        self.assertTrue(response.data["success"])
+        self.assertEqual(response.data["summary"], "FCR tinggi pada hari ke-7.")
+        self.assertEqual(response.data["akar_masalah"], akar_masalah)
+        self.assertEqual(response.data["insight"], clean_insight)
+        self.assertIn(akar_masalah, response.data["insight_text"])
+        self.assertIn(clean_insight, response.data["insight_text"])
+
+    def test_cached_legacy_fallback_without_akar_masalah(self):
+        from apps.operations.models import AIInsight
+
+        AIInsight.objects.create(
+            cycle=self.cycle,
+            kandang=self.kandang,
+            topic="fcr",
+            report_type="page",
+            report_period="current",
+            date=date.today(),
+            summary="Data normal.",
+            insight_text="Pertahankan SOP saat ini.",
+            alert="healthy",
+        )
+
+        response = self.client.get(
+            "/api/v1/ai-insights/cached/",
+            {
+                "cycle_id": self.cycle.pk,
+                "kandang_id": self.kandang.pk,
+                "topic": "fcr",
+                "report_type": "page",
+                "report_period": "current",
+            },
+        )
+        self.assertEqual(response.status_code, 200)
+        self.assertTrue(response.data["success"])
+        self.assertEqual(response.data["summary"], "Data normal.")
+        self.assertEqual(response.data["akar_masalah"], "")
+        self.assertEqual(response.data["insight"], "Pertahankan SOP saat ini.")
+
+
@@ -254,7 +254,6 @@ class AIInsightViewSet(CycleScopedViewSet):

    @action(detail=False, methods=["get"], url_path="cached")
    def cached(self, request):
-        import json
        params = request.query_params
        cycle_id = params.get("cycle_id")
        kandang_id = params.get("kandang_id")
@@ -280,27 +279,7 @@ class AIInsightViewSet(CycleScopedViewSet):
        if row is None:
            return Response({"detail": "No cached insight."}, status=status.HTTP_404_NOT_FOUND)

-        raw_cites = row.citations
-        if isinstance(raw_cites, list):
-            cites = raw_cites
-        elif isinstance(raw_cites, str) and raw_cites.strip():
-            try:
-                cites = json.loads(raw_cites)
-            except Exception:
-                cites = []
-        else:
-            cites = []
-
-        return Response({
-            "success": True,
-            "insight_text": row.insight_text,
-            "summary": row.summary,
-            "alert": row.alert,
-            "citations": cites,
-            "topic": row.topic,
-            "report_type": row.report_type,
-            "report_period": row.report_period,
-        })
+        return Response(self._serialize_row(row))

    @action(detail=False, methods=["post"], url_path="generate")
    def generate(self, request):
@@ -327,27 +306,74 @@ class AIInsightViewSet(CycleScopedViewSet):
            .first()
        )
        if row is not None:
-            import json
-            raw_cites = row.citations
-            try:
-                cites = json.loads(raw_cites) if isinstance(raw_cites, str) else (raw_cites or [])
-            except Exception:
-                cites = []
-            return Response({
-                "success": True,
-                "insight_text": row.insight_text,
-                "summary": row.summary,
-                "alert": row.alert,
-                "citations": cites,
-                "topic": row.topic,
-                "report_type": row.report_type,
-                "report_period": row.report_period,
-            })
+            return Response(self._serialize_row(row))
        return Response(
            {"detail": "Insight belum tersedia pada mirror HQ. Pastikan insight telah di-generate pada site dashboard dan disinkronkan."},
            status=status.HTTP_404_NOT_FOUND,
        )

+    def _serialize_row(self, row: AIInsight) -> dict:
+        import json
+
+        raw_cites = row.citations
+        if isinstance(raw_cites, list):
+            cites = raw_cites
+        elif isinstance(raw_cites, str) and raw_cites.strip():
+            try:
+                cites = json.loads(raw_cites)
+            except Exception:
+                cites = []
+        else:
+            cites = []
+
+        insight_raw = row.insight_text or ""
+        akar_masalah = ""
+        insight_body = insight_raw
+        structured_end_cycle = None
+
+        if "<!--daily_json-->" in insight_raw:
+            raw = insight_raw.split("<!--daily_json-->", 1)[1].strip()
+            try:
+                embedded = json.loads(raw)
+                if isinstance(embedded, dict):
+                    akar_masalah = str(embedded.get("akar_masalah") or "").strip()
+                    insight_body = str(
+                        embedded.get("insight") or insight_raw.split("<!--daily_json-->", 1)[0]
+                    ).strip()
+            except Exception:
+                insight_body = insight_raw.split("<!--daily_json-->", 1)[0].strip()
+        elif "<!--end_cycle_json-->" in insight_raw:
+            raw = insight_raw.split("<!--end_cycle_json-->", 1)[1].strip()
+            try:
+                structured_end_cycle = json.loads(raw)
+            except Exception:
+                pass
+            insight_body = insight_raw.split("<!--end_cycle_json-->", 1)[0].strip()
+
+        parts = [row.summary]
+        if akar_masalah:
+            parts.append(akar_masalah)
+        if insight_body:
+            parts.append(insight_body)
+        full_text = "\n\n".join(p for p in parts if p) or insight_body or ""
+
+        return {
+            "success": True,
+            "id": row.pk,
+            "cycle": row.cycle_id,
+            "kandang": row.kandang_id,
+            "topic": row.topic,
+            "report_type": row.report_type,
+            "report_period": row.report_period,
+            "summary": row.summary,
+            "akar_masalah": akar_masalah,
+            "insight": insight_body,
+            "insight_text": full_text,
+            "structured_end_cycle": structured_end_cycle,
+            "alert": row.alert,
+            "citations": cites,
+        }
+

 class HealthView(APIView):
    permission_classes = [AllowAny]
@@ -23,6 +23,7 @@ import {
  scopeDashboardInsightMetrics,
 } from '../utils/insightContextBuilders.ts';
 import { getCobbStandardForDay } from '../utils/insightHelpers.ts';
+import { parseAiResult, type AiResult } from '../utils/insightParse.ts';
 import { formatRatio } from '../utils/format.ts';
 import {
  HeroFigure,
@@ -252,6 +253,7 @@ export const AiInsightCard: React.FC<AiInsightCardProps> = ({
  const { selectedCycle, selectedKandang, selectedSite, selectedKandangId } = useFarm();

  const [insightText, setInsightText] = useState('');
+  const [dailyInsight, setDailyInsight] = useState<AiResult | null>(null);
  const [structuredInsight, setStructuredInsight] = useState<InsightStructuredReport | null>(null);
  const [endCycleInsight, setEndCycleInsight] = useState<EndCycleStructuredInsight | null>(null);
  const [citations, setCitations] = useState<InsightCitation[]>([]);
@@ -274,9 +276,7 @@ export const AiInsightCard: React.FC<AiInsightCardProps> = ({
    reportType === 'daily'
      ? (dayPeriod ??
        (typeof currentDayVal === 'number' && currentDayVal >= 0 ? `Hari ${currentDayVal}` : null))
-      : reportType === 'weekly'
-        ? dayPeriod
-        : null;
+      : null;

  const scopedMetrics = useMemo(() => {
    if (!dashboardMetrics) return null;
@@ -292,7 +292,9 @@ export const AiInsightCard: React.FC<AiInsightCardProps> = ({
      text: string,
      nextCitations?: InsightCitation[] | 'cache' | 'local_fallback',
      structuredEndCycle?: EndCycleStructuredInsight | null,
-      summary?: string | null
+      summary?: string | null,
+      akarMasalah?: string | null,
+      insightBody?: string | null
    ) => {
      const citationsArg = Array.isArray(nextCitations) ? nextCitations : [];
      setInsightText(text);
@@ -304,6 +306,22 @@ export const AiInsightCard: React.FC<AiInsightCardProps> = ({
      // Prefer end-cycle structured UI over legacy multi-topic structured dump.
      setStructuredInsight(endCycle ? null : normalizeStructuredInsight(text));
      setCitations(citationsArg);
+
+      if (!endCycle) {
+        if (summary || akarMasalah || insightBody) {
+          setDailyInsight({
+            summary: summary || '',
+            akar_masalah: akarMasalah || undefined,
+            insight: insightBody || text || '',
+          });
+        } else if (text) {
+          setDailyInsight(parseAiResult(text));
+        } else {
+          setDailyInsight(null);
+        }
+      } else {
+        setDailyInsight(null);
+      }
    },
    []
  );
@@ -426,7 +444,9 @@ export const AiInsightCard: React.FC<AiInsightCardProps> = ({
          apiResult.insight_text,
          apiResult.citations,
          apiResult.structured_end_cycle ?? null,
-          apiResult.summary
+          apiResult.summary,
+          apiResult.akar_masalah,
+          apiResult.insight
        );
        setLastUpdated(new Date());
        setDetailsOpen(false);
@@ -978,11 +998,45 @@ export const AiInsightCard: React.FC<AiInsightCardProps> = ({
                </>
              )}
            </div>
+          ) : dailyInsight ? (
+            <div className="space-y-4">
+              <div className="rounded-xl border border-gray-100 bg-white p-5 shadow-sm">
+                <h4 className="text-sm font-bold text-gray-800 mb-2 flex items-center gap-2">
+                  <i className="fa-solid fa-circle-check text-green-600" /> Kesimpulan
+                </h4>
+                <p className="text-sm text-gray-700 bg-gray-50 p-3 rounded-lg border border-gray-100">
+                  {dailyInsight.summary}
+                </p>
+              </div>
+
+              {dailyInsight.akar_masalah && (
+                <div className="rounded-xl border border-amber-100/80 bg-amber-50/40 p-5 shadow-sm">
+                  <h4 className="text-sm font-bold text-gray-800 mb-2 flex items-center gap-2">
+                    <i className="fa-solid fa-magnifying-glass-chart text-amber-600" /> Akar Masalah
+                  </h4>
+                  <p className="text-sm text-gray-700 bg-white/80 p-3 rounded-lg border border-amber-100/80">
+                    {dailyInsight.akar_masalah}
+                  </p>
+                </div>
+              )}
+
+              <div className="rounded-xl border border-gray-100 bg-white p-5 shadow-sm">
+                <h4 className="text-sm font-bold text-gray-800 mb-2 flex items-center gap-2">
+                  <i className="fa-solid fa-brain text-red-600" /> AI Insight & Rekomendasi
+                </h4>
+                <p className="text-sm text-gray-700 bg-gray-50 p-3 rounded-lg border border-gray-100 whitespace-pre-wrap">
+                  {dailyInsight.insight}
+                </p>
+                <CitationsBlock citations={citations} />
+              </div>
+            </div>
          ) : insightText ? (
            <div className="text-sm text-gray-800 leading-relaxed whitespace-pre-wrap">
              {insightText.includes(END_CYCLE_JSON_MARKER)
                ? insightText.split(END_CYCLE_JSON_MARKER)[0]?.trim()
-                : insightText}
+                : insightText.includes('<!--daily_json-->')
+                  ? insightText.split('<!--daily_json-->')[0]?.trim()
+                  : insightText}
              <CitationsBlock citations={citations} />
            </div>
          ) : (
@@ -522,10 +522,11 @@ export const PageAiInsight: React.FC<PageAiInsightProps> = ({
        }

        const text = apiResult.insight_text ?? '';
-        let parsed: { summary: string; insight: string } | null = null;
-        if (apiResult.summary || apiResult.insight) {
+        let parsed: AiResult | null = null;
+        if (apiResult.summary || apiResult.insight || apiResult.akar_masalah) {
          parsed = {
            summary: apiResult.summary || '',
+            akar_masalah: apiResult.akar_masalah || undefined,
            insight: apiResult.insight || apiResult.insight_text || '',
          };
        } else {
@@ -538,6 +539,7 @@ export const PageAiInsight: React.FC<PageAiInsightProps> = ({

        const wrapped: PageInsightResult = {
          summary: parsed.summary,
+          akar_masalah: parsed.akar_masalah,
          insight: parsed.insight,
          citations: apiResult.citations,
        };
@@ -939,9 +941,20 @@ export const PageAiInsight: React.FC<PageAiInsightProps> = ({
                </p>
              </div>

+              {result.akar_masalah && (
+                <div className="mt-4">
+                  <h4 className="text-sm font-bold text-gray-800 mb-2 flex items-center gap-2">
+                    <i className="fa-solid fa-magnifying-glass-chart text-amber-600" /> Akar Masalah
+                  </h4>
+                  <p className="text-sm text-gray-700 bg-amber-50/50 p-3 rounded-lg border border-amber-100/80">
+                    {result.akar_masalah}
+                  </p>
+                </div>
+              )}
+
              <div className="mt-4">
                <h4 className="text-sm font-bold text-gray-800 mb-2 flex items-center gap-2">
-                  <i className="fa-solid fa-brain text-red-600" /> AI Insight
+                  <i className="fa-solid fa-brain text-red-600" /> AI Insight & Rekomendasi
                </h4>
                <p className="text-sm text-gray-700 bg-gray-50 p-3 rounded-lg border border-gray-100 whitespace-pre-wrap">
                  {result.insight}
@@ -414,6 +414,7 @@ export type InsightApiResponse = {
  success?: boolean;
  insight_text: string;
  summary?: string;
+  akar_masalah?: string;
  insight?: string;
  structured?: InsightStructuredReport | null;
  structured_end_cycle?: EndCycleStructuredInsight | null;
@@ -0,0 +1,49 @@
+import { describe, expect, it } from 'vitest';
+import { parseAiResult } from '../insightParse.ts';
+
+describe('parseAiResult with akar_masalah', () => {
+  it('parses standard 3-section json output', () => {
+    const raw = JSON.stringify({
+      kesimpulan: 'FCR 1.40 pada hari ke-28 berada di atas standar CP 707 (1.315).',
+      akar_masalah: 'Suhu lingkungan fluktuatif dan distribusi pakan kurang merata.',
+      insight: 'Lakukan kalibrasi suhu pemanas dan ratakan tempat pakan.',
+    });
+    const res = parseAiResult(raw);
+    expect(res).not.toBeNull();
+    expect(res?.summary).toBe('FCR 1.40 pada hari ke-28 berada di atas standar CP 707 (1.315).');
+    expect(res?.akar_masalah).toBe('Suhu lingkungan fluktuatif dan distribusi pakan kurang merata.');
+    expect(res?.insight).toBe('Lakukan kalibrasi suhu pemanas dan ratakan tempat pakan.');
+  });
+
+  it('handles markdown fences and think tags', () => {
+    const raw = `
+<think>
+Evaluating data for day 28. FCR is high.
+</think>
+\`\`\`json
+{
+  "summary": "Kondisi pakan stabil.",
+  "root_cause": "Kondisi operasional optimal, tidak terdeteksi indikasi anomali.",
+  "rekomendasi": "Pertahankan ventilasi dan jadwal pemberian pakan."
+}
+\`\`\`
+`;
+    const res = parseAiResult(raw);
+    expect(res).not.toBeNull();
+    expect(res?.summary).toBe('Kondisi pakan stabil.');
+    expect(res?.akar_masalah).toBe('Kondisi operasional optimal, tidak terdeteksi indikasi anomali.');
+    expect(res?.insight).toBe('Pertahankan ventilasi dan jadwal pemberian pakan.');
+  });
+
+  it('tolerates legacy 2-field format without akar_masalah', () => {
+    const raw = JSON.stringify({
+      kesimpulan: 'Bobot badan sesuai target.',
+      insight: 'Lanjutkan monitoring bobot mingguan.',
+    });
+    const res = parseAiResult(raw);
+    expect(res).not.toBeNull();
+    expect(res?.summary).toBe('Bobot badan sesuai target.');
+    expect(res?.akar_masalah).toBeUndefined();
+    expect(res?.insight).toBe('Lanjutkan monitoring bobot mingguan.');
+  });
+});
@@ -15,6 +15,7 @@

 export interface AiResult {
  summary: string;
+  akar_masalah?: string;
  insight: string;
 }

@@ -28,6 +29,17 @@ const KESIMPULAN_KEYS = [
  'conclusion',
 ];

+/** Field names seen standing in for the root cause / factors. */
+const AKAR_MASALAH_KEYS = [
+  'akar_masalah',
+  'akar_penyebab',
+  'root_cause',
+  'penyebab',
+  'faktor_penyebab',
+  'faktor_pemicu',
+  'indikasi_masalah',
+];
+
 /** Field names seen standing in for the recommendation. */
 const INSIGHT_KEYS = [
  'insight',
@@ -122,6 +134,9 @@ export const parseAiResult = (text: string): AiResult | null => {
  const kesimpulanHit = takeFirst(parsed, KESIMPULAN_KEYS);
  if (kesimpulanHit) used.add(kesimpulanHit.key);

+  const akarMasalahHit = takeFirst(parsed, AKAR_MASALAH_KEYS);
+  if (akarMasalahHit) used.add(akarMasalahHit.key);
+
  const insightHit = takeFirst(parsed, INSIGHT_KEYS);
  if (insightHit) used.add(insightHit.key);

@@ -136,6 +151,7 @@ export const parseAiResult = (text: string): AiResult | null => {
    .filter((line) => line.length > 0);

  let kesimpulan = kesimpulanHit?.text ?? '';
+  let akarMasalah = akarMasalahHit?.text ?? '';
  let insight = insightHit?.text ?? '';

  if (!kesimpulan && leftovers.length > 0) {
@@ -147,10 +163,11 @@ export const parseAiResult = (text: string): AiResult | null => {
    insight = [insight, ...leftovers].filter(Boolean).join('\n\n');
  }

-  if (!kesimpulan && !insight) return null;
+  if (!kesimpulan && !insight && !akarMasalah) return null;

  return {
    summary: kesimpulan || 'Model tidak mengembalikan ringkasan eksplisit.',
+    akar_masalah: akarMasalah || undefined,
    insight: insight || 'Model tidak mengembalikan rekomendasi eksplisit.',
  };
 };