UYPA AI Control Center
Birleşik final UI

AI Yönetim

Settings artık navbar ve dashboard akışı içinde kalıcıdır.
Feature Satırı
2.489.987
Model Kaydı
57
Predict Run
79
Queued / Running
0 / 0

Günlük Operasyon

En sık kullanılan sırayla butonlar. Tek tek ya da toplu pipeline çalıştırabilirsin.
feature_build + train + predict
Yeni veri geldiyse önce bunu çalıştır
Modeli yeniden üretir
Son geçerli günü skorlar
Geçmiş günleri toplu üretir
Aylık özetleri günceller
running kalmış predict/predict_backfill işleri failed yapar

Önerilen Çalışma Sırası

Yeni veri geldiyse: Feature Build → Predict
Modeli yeniden kuracaksan: Feature Build → Train → Predict
Geçmişi de dolduracaksan: Feature Build → Train → Predict → Predict Backfill
Tek seferde başlatmak istersen: Full Bootstrap / Daily Pipeline
Worker logu: journalctl -u uypa-ai-worker -f --since "now"
GPU izle: watch -n 1 nvidia-smi

Sıfırlama

Bu işlem AI üretim tablolarını temizler. Worker model dosyalarını ayrıca sunucuda silmelisin.
Önce: sudo systemctl stop uypa-ai-worker
Sonra sunucuda: find /opt/uypa-ai-worker/models -maxdepth 1 -type f \( -name "*.joblib" -o -name "*.json" \) -delete
Ve yeniden başlat: sudo systemctl start uypa-ai-worker

Son Joblar

IDTipAdDurumStage%MesajCreatedStartedFinished
130 daily_pipeline DAILY PIPELINE from AI Yönetim done predict_forecast
forecast yazılıyor satir=600
100 done 2026-06-16 05:09:24 2026-06-16 05:09:27 2026-06-16 05:14:56
129 backtest_update Backtest Update - catboost_gpu_20260615134224 h1 done backtest_day
2026-06-15 işleniyor
100 done 2026-06-16 04:08:06 2026-06-16 04:08:06 2026-06-16 04:10:25
128 predict_backfill PREDICT_BACKFILL job done predict_backfill_forecast
forecast yazılıyor satir=34660
100 done 2026-06-16 04:03:48 2026-06-16 04:03:52 2026-06-16 04:08:06
127 backtest_update Backtest Update - catboost_gpu_20260615134224 h1 done backtest_day
2026-06-15 işleniyor
100 done 2026-06-16 04:01:27 2026-06-16 04:01:28 2026-06-16 04:01:32
126 predict PREDICT from AI Yönetim done predict_forecast
forecast yazılıyor satir=601
100 done 2026-06-16 03:57:09 2026-06-16 03:57:09 2026-06-16 03:57:53
125 backtest_update Backtest Update - catboost_gpu_20260615134224 h1 done backtest_day
2026-06-15 işleniyor
100 done 2026-06-16 03:54:00 2026-06-16 03:54:05 2026-06-16 03:54:09
124 predict PREDICT job done predict_forecast
forecast yazılıyor satir=601
100 done 2026-06-16 03:53:00 2026-06-16 03:53:03 2026-06-16 03:53:25
123 feature_build FEATURE_BUILD job done feature_build_divergence
uyumsuzluk event’leri yazılıyor [merge]: 4871/4871
100 done 2026-06-16 03:50:29 2026-06-16 03:50:32 2026-06-16 03:52:43
122 backtest_update Backtest Update - catboost_gpu_20260615133517 h1 done backtest_prepare
backtest başlıyor
100 done 2026-06-15 13:39:14 2026-06-15 13:42:54 2026-06-15 13:42:56
121 train TRAIN job done train_fit_final
final champion fit: catboost_gpu
100 done 2026-06-15 13:38:07 2026-06-15 13:38:11 2026-06-15 13:42:54
120 train TRAIN job done train_fit_final
final champion fit: catboost_gpu
100 done 2026-06-15 13:27:23 2026-06-15 13:31:05 2026-06-15 13:35:46
119 train TRAIN job done train_fit_final
final champion fit: xgboost_gpu
100 done 2026-06-15 13:25:40 2026-06-15 13:25:41 2026-06-15 13:31:05
118 train TRAIN job done train_fit_final
final champion fit: xgboost_gpu
100 done 2026-06-15 13:19:29 2026-06-15 13:19:32 2026-06-15 13:25:01
117 backtest_update Backtest Update - xgboost_gpu_20260615050841 h1 done backtest_day
2026-06-12 işleniyor
100 done 2026-06-15 11:32:39 2026-06-15 11:32:40 2026-06-15 11:34:04
116 predict PREDICT job done predict_forecast
forecast yazılıyor satir=601
100 done 2026-06-15 11:31:55 2026-06-15 11:32:00 2026-06-15 11:32:30
115 feature_build FEATURE_BUILD job done feature_build_divergence
uyumsuzluk event’leri yazılıyor [merge]: 4908/4908
100 done 2026-06-15 11:28:28 2026-06-15 11:28:30 2026-06-15 11:30:50
114 feature_build FEATURE BUILD from AI Yönetim done feature_build_divergence
uyumsuzluk event’leri yazılıyor [merge]: 1019/1019
100 done 2026-06-15 09:40:55 2026-06-15 09:40:56 2026-06-15 09:42:16
113 backtest_update Backtest Update - xgboost_gpu_20260615050841 h1 done backtest_day
2026-06-11 işleniyor
100 done 2026-06-15 09:33:43 2026-06-15 09:33:46 2026-06-15 09:35:11
112 backtest_update Backtest Update - xgboost_gpu_20260615050841 h1 done backtest_day
2026-06-11 işleniyor
100 done 2026-06-15 09:09:02 2026-06-15 09:09:06 2026-06-15 09:10:30
111 backtest_update Backtest Update - xgboost_gpu_20260615050841 h1 done backtest_day
2026-06-11 işleniyor
100 done 2026-06-15 09:08:06 2026-06-15 09:08:06 2026-06-15 09:08:11
110 predict_backfill PREDICT_BACKFILL job done predict_backfill_forecast
forecast yazılıyor satir=600
100 done 2026-06-15 09:07:53 2026-06-15 09:07:55 2026-06-15 09:08:06
109 backtest_update Backtest Update - xgboost_gpu_20260615050841 h1 done backtest_day
2026-06-11 işleniyor
100 done 2026-06-15 09:05:01 2026-06-15 09:05:04 2026-06-15 09:06:30
108 predict PREDICT job done predict_forecast
forecast yazılıyor satir=601
100 done 2026-06-15 09:03:48 2026-06-15 09:03:52 2026-06-15 09:04:29
107 feature_build FEATURE_BUILD job done feature_build_divergence
uyumsuzluk event’leri yazılıyor [merge]: 4898/4898
100 done 2026-06-15 09:00:38 2026-06-15 09:00:40 2026-06-15 09:03:17
106 backtest_update Backtest Update - xgboost_gpu_20260615050841 h1 done backtest_day
2026-06-11 işleniyor
100 done 2026-06-15 08:54:35 2026-06-15 08:54:37 2026-06-15 08:56:00