diff --git "a/Analysis_code/2.make_oversample_data/gpu1.log" "b/Analysis_code/2.make_oversample_data/gpu1.log"
new file mode 100644--- /dev/null
+++ "b/Analysis_code/2.make_oversample_data/gpu1.log"
@@ -0,0 +1,4911 @@
+nohup: ignoring input
+/bin/bash: /opt/conda/lib/libtinfo.so.6: no version information available (required by /bin/bash)
+==========================================
+Starting SMOTENC+CTGAN sample generation on GPU 1
+==========================================
+
+=== Processing 7000 samples ===
+Running smotenc_ctgan_sample_7000_1.py...
+[I 2025-12-17 11:10:00,871] A new study created in memory with name: no-name-bf4868f2-75a0-49ec-9d38-d3963541a6cd
+Using device: cuda
+Processing ../../data/data_for_modeling/incheon_train.csv: Optimizing CTGAN for class 0...
+[I 2025-12-17 11:10:46,868] Trial 0 finished with value: -119.71235760675756 and parameters: {'embedding_dim': 92, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 0 with value: -119.71235760675756.
+[I 2025-12-17 11:11:20,648] Trial 1 finished with value: -48.90545529483066 and parameters: {'embedding_dim': 75, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 1 with value: -48.90545529483066.
+[I 2025-12-17 11:11:41,820] Trial 2 finished with value: -8.05325854377516 and parameters: {'embedding_dim': 124, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 2 with value: -8.05325854377516.
+[I 2025-12-17 11:11:46,352] Trial 3 finished with value: -82.04908300651421 and parameters: {'embedding_dim': 82, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 2 with value: -8.05325854377516.
+[I 2025-12-17 11:12:32,231] Trial 4 finished with value: -32.30816946987583 and parameters: {'embedding_dim': 79, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 2 with value: -8.05325854377516.
+[I 2025-12-17 11:12:54,174] Trial 5 finished with value: -130.91738684205774 and parameters: {'embedding_dim': 80, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 2 with value: -8.05325854377516.
+[I 2025-12-17 11:13:40,110] Trial 6 finished with value: -32.415229005195606 and parameters: {'embedding_dim': 105, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 2 with value: -8.05325854377516.
+[I 2025-12-17 11:13:44,590] Trial 7 finished with value: -9.754330101825579 and parameters: {'embedding_dim': 110, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 2 with value: -8.05325854377516.
+[I 2025-12-17 11:14:30,457] Trial 8 finished with value: -1.3740670513228006 and parameters: {'embedding_dim': 113, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 8 with value: -1.3740670513228006.
+[I 2025-12-17 11:15:04,237] Trial 9 finished with value: -26.973671198638677 and parameters: {'embedding_dim': 69, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 8 with value: -1.3740670513228006.
+[I 2025-12-17 11:15:25,352] Trial 10 finished with value: -19.777840445369375 and parameters: {'embedding_dim': 127, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 8 with value: -1.3740670513228006.
+[I 2025-12-17 11:15:46,741] Trial 11 finished with value: -23.764708871548983 and parameters: {'embedding_dim': 128, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 8 with value: -1.3740670513228006.
+[I 2025-12-17 11:16:07,945] Trial 12 finished with value: -31.662421216005285 and parameters: {'embedding_dim': 118, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 8 with value: -1.3740670513228006.
+[I 2025-12-17 11:16:29,101] Trial 13 finished with value: -24.508193141007702 and parameters: {'embedding_dim': 117, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 8 with value: -1.3740670513228006.
+[I 2025-12-17 11:16:44,750] Trial 14 finished with value: -104.58763984821707 and parameters: {'embedding_dim': 100, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 8 with value: -1.3740670513228006.
+[I 2025-12-17 11:16:53,130] Trial 15 finished with value: -25.27565659598023 and parameters: {'embedding_dim': 117, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 8 with value: -1.3740670513228006.
+[I 2025-12-17 11:17:08,667] Trial 16 finished with value: -5.996013755012217 and parameters: {'embedding_dim': 94, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 8 with value: -1.3740670513228006.
+[I 2025-12-17 11:17:42,414] Trial 17 finished with value: -70.17634663041443 and parameters: {'embedding_dim': 91, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 8 with value: -1.3740670513228006.
+[I 2025-12-17 11:17:58,010] Trial 18 finished with value: -7.534294873696302 and parameters: {'embedding_dim': 99, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 8 with value: -1.3740670513228006.
+[I 2025-12-17 11:18:02,316] Trial 19 finished with value: -34.97784581929574 and parameters: {'embedding_dim': 108, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 8 with value: -1.3740670513228006.
+[I 2025-12-17 11:18:17,998] Trial 20 finished with value: -4.09943699447063 and parameters: {'embedding_dim': 86, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 8 with value: -1.3740670513228006.
+[I 2025-12-17 11:18:33,428] Trial 21 finished with value: -54.54755615677294 and parameters: {'embedding_dim': 88, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 8 with value: -1.3740670513228006.
+[I 2025-12-17 11:18:50,803] Trial 22 finished with value: -90.54004917928533 and parameters: {'embedding_dim': 86, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 8 with value: -1.3740670513228006.
+[I 2025-12-17 11:19:08,281] Trial 23 finished with value: -16.91259073089129 and parameters: {'embedding_dim': 95, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 8 with value: -1.3740670513228006.
+[I 2025-12-17 11:19:24,046] Trial 24 finished with value: -2.5142346727421776 and parameters: {'embedding_dim': 102, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 8 with value: -1.3740670513228006.
+[I 2025-12-17 11:20:01,586] Trial 25 finished with value: -75.90406022197506 and parameters: {'embedding_dim': 104, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 8 with value: -1.3740670513228006.
+[I 2025-12-17 11:20:11,968] Trial 26 finished with value: -34.007951212587145 and parameters: {'embedding_dim': 113, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 8 with value: -1.3740670513228006.
+[I 2025-12-17 11:20:29,679] Trial 27 finished with value: -5.719298299988323 and parameters: {'embedding_dim': 101, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 8 with value: -1.3740670513228006.
+[I 2025-12-17 11:20:35,953] Trial 28 finished with value: -12.739846892389465 and parameters: {'embedding_dim': 65, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 8 with value: -1.3740670513228006.
+[I 2025-12-17 11:20:57,335] Trial 29 finished with value: -258.01269080874044 and parameters: {'embedding_dim': 112, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 8 with value: -1.3740670513228006.
+[I 2025-12-17 11:21:42,855] Trial 30 finished with value: -138.38111749348244 and parameters: {'embedding_dim': 122, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 8 with value: -1.3740670513228006.
+[I 2025-12-17 11:21:58,471] Trial 31 finished with value: -4.5500891292463335 and parameters: {'embedding_dim': 99, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 8 with value: -1.3740670513228006.
+[I 2025-12-17 11:22:14,158] Trial 32 finished with value: -17.611461909160802 and parameters: {'embedding_dim': 90, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 8 with value: -1.3740670513228006.
+[I 2025-12-17 11:22:32,259] Trial 33 finished with value: -13.099988524569662 and parameters: {'embedding_dim': 97, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 8 with value: -1.3740670513228006.
+[I 2025-12-17 11:22:47,912] Trial 34 finished with value: -86.24185426122096 and parameters: {'embedding_dim': 84, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 8 with value: -1.3740670513228006.
+[I 2025-12-17 11:23:03,553] Trial 35 finished with value: -35.48263679903041 and parameters: {'embedding_dim': 105, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 8 with value: -1.3740670513228006.
+[I 2025-12-17 11:23:51,362] Trial 36 finished with value: -157.29808154372398 and parameters: {'embedding_dim': 77, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 8 with value: -1.3740670513228006.
+[I 2025-12-17 11:24:07,058] Trial 37 finished with value: -310.58977687183426 and parameters: {'embedding_dim': 103, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 8 with value: -1.3740670513228006.
+[I 2025-12-17 11:24:41,768] Trial 38 finished with value: -64.70670719925081 and parameters: {'embedding_dim': 108, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 8 with value: -1.3740670513228006.
+[I 2025-12-17 11:24:47,787] Trial 39 finished with value: -154.3950130415723 and parameters: {'embedding_dim': 73, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 8 with value: -1.3740670513228006.
+[I 2025-12-17 11:25:21,555] Trial 40 finished with value: -63.38333919358098 and parameters: {'embedding_dim': 94, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 8 with value: -1.3740670513228006.
+[I 2025-12-17 11:25:39,056] Trial 41 finished with value: -15.689274224120863 and parameters: {'embedding_dim': 99, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 8 with value: -1.3740670513228006.
+[I 2025-12-17 11:25:56,028] Trial 42 finished with value: -5.970155696902757 and parameters: {'embedding_dim': 102, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 8 with value: -1.3740670513228006.
+[I 2025-12-17 11:26:11,955] Trial 43 finished with value: -3.9259557463770784 and parameters: {'embedding_dim': 107, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 8 with value: -1.3740670513228006.
+[I 2025-12-17 11:26:30,425] Trial 44 finished with value: -177.24489941907046 and parameters: {'embedding_dim': 113, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 8 with value: -1.3740670513228006.
+[I 2025-12-17 11:26:54,119] Trial 45 finished with value: -10.607514157188248 and parameters: {'embedding_dim': 108, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 8 with value: -1.3740670513228006.
+[I 2025-12-17 11:27:11,834] Trial 46 finished with value: -23.98903965422819 and parameters: {'embedding_dim': 120, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 8 with value: -1.3740670513228006.
+[I 2025-12-17 11:27:32,971] Trial 47 finished with value: -9.470238635024698 and parameters: {'embedding_dim': 106, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 8 with value: -1.3740670513228006.
+[I 2025-12-17 11:27:56,851] Trial 48 finished with value: -22.7909173972217 and parameters: {'embedding_dim': 81, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 8 with value: -1.3740670513228006.
+[I 2025-12-17 11:28:03,232] Trial 49 finished with value: -0.9321821631031835 and parameters: {'embedding_dim': 97, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 49 with value: -0.9321821631031835.
+[I 2025-12-17 11:28:09,967] A new study created in memory with name: no-name-c4702695-1c1f-4056-9e0b-2dc14e3e8837
+[I 2025-12-17 11:30:16,965] Trial 0 finished with value: -119.55122053762778 and parameters: {'embedding_dim': 485, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 0 with value: -119.55122053762778.
+[I 2025-12-17 11:31:22,447] Trial 1 finished with value: -452.0831098071551 and parameters: {'embedding_dim': 415, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 0 with value: -119.55122053762778.
+[I 2025-12-17 11:32:24,240] Trial 2 finished with value: -333.2347642261724 and parameters: {'embedding_dim': 443, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 0 with value: -119.55122053762778.
+[I 2025-12-17 11:32:46,644] Trial 3 finished with value: -424.6551030951327 and parameters: {'embedding_dim': 316, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 0 with value: -119.55122053762778.
+[I 2025-12-17 11:33:24,617] Trial 4 finished with value: -295.7446971184995 and parameters: {'embedding_dim': 367, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 0 with value: -119.55122053762778.
+[I 2025-12-17 11:33:40,753] Trial 5 finished with value: -343.4341906642886 and parameters: {'embedding_dim': 466, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 0 with value: -119.55122053762778.
+[I 2025-12-17 11:34:09,954] Trial 6 finished with value: -373.6532159275338 and parameters: {'embedding_dim': 230, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 0 with value: -119.55122053762778.
+[I 2025-12-17 11:35:12,017] Trial 7 finished with value: -680.0265568892819 and parameters: {'embedding_dim': 356, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 0 with value: -119.55122053762778.
+[I 2025-12-17 11:36:27,993] Trial 8 finished with value: -514.4246349838088 and parameters: {'embedding_dim': 363, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 0 with value: -119.55122053762778.
+[I 2025-12-17 11:37:44,532] Trial 9 finished with value: -220.63801451065257 and parameters: {'embedding_dim': 264, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 0 with value: -119.55122053762778.
+[I 2025-12-17 11:39:30,203] Trial 10 finished with value: -447.9963771638298 and parameters: {'embedding_dim': 139, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 0 with value: -119.55122053762778.
+[I 2025-12-17 11:40:46,060] Trial 11 finished with value: -395.77204330089734 and parameters: {'embedding_dim': 238, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 0 with value: -119.55122053762778.
+[I 2025-12-17 11:42:54,034] Trial 12 finished with value: -159.05509956486242 and parameters: {'embedding_dim': 509, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 0 with value: -119.55122053762778.
+[I 2025-12-17 11:44:37,471] Trial 13 finished with value: -133.65167319711702 and parameters: {'embedding_dim': 511, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 0 with value: -119.55122053762778.
+[I 2025-12-17 11:46:23,912] Trial 14 finished with value: -184.5994382250708 and parameters: {'embedding_dim': 500, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 0 with value: -119.55122053762778.
+[I 2025-12-17 11:48:06,629] Trial 15 finished with value: -48.81803870657296 and parameters: {'embedding_dim': 428, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 15 with value: -48.81803870657296.
+[I 2025-12-17 11:49:26,336] Trial 16 finished with value: -309.4275180091727 and parameters: {'embedding_dim': 413, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 15 with value: -48.81803870657296.
+[I 2025-12-17 11:51:08,165] Trial 17 finished with value: -284.55036572679063 and parameters: {'embedding_dim': 444, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 15 with value: -48.81803870657296.
+[I 2025-12-17 11:53:22,246] Trial 18 finished with value: -612.4888364580746 and parameters: {'embedding_dim': 411, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 15 with value: -48.81803870657296.
+[I 2025-12-17 11:54:46,136] Trial 19 finished with value: -991.7276175442062 and parameters: {'embedding_dim': 468, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 15 with value: -48.81803870657296.
+[I 2025-12-17 11:55:22,633] Trial 20 finished with value: -510.498742042907 and parameters: {'embedding_dim': 327, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 15 with value: -48.81803870657296.
+[I 2025-12-17 11:57:08,746] Trial 21 finished with value: -360.9562474786345 and parameters: {'embedding_dim': 510, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 15 with value: -48.81803870657296.
+[I 2025-12-17 11:58:51,319] Trial 22 finished with value: -5.814602749634266 and parameters: {'embedding_dim': 470, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 22 with value: -5.814602749634266.
+[I 2025-12-17 12:00:57,462] Trial 23 finished with value: -532.6078938380524 and parameters: {'embedding_dim': 471, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 22 with value: -5.814602749634266.
+[I 2025-12-17 12:02:20,156] Trial 24 finished with value: -89.53375633841208 and parameters: {'embedding_dim': 391, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 22 with value: -5.814602749634266.
+[I 2025-12-17 12:03:43,214] Trial 25 finished with value: -249.4042962205913 and parameters: {'embedding_dim': 395, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 22 with value: -5.814602749634266.
+[I 2025-12-17 12:05:10,305] Trial 26 finished with value: -44.120875875359815 and parameters: {'embedding_dim': 436, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 22 with value: -5.814602749634266.
+[I 2025-12-17 12:05:53,654] Trial 27 finished with value: -1532.6543243577444 and parameters: {'embedding_dim': 313, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 22 with value: -5.814602749634266.
+[I 2025-12-17 12:07:16,790] Trial 28 finished with value: -532.3520183401151 and parameters: {'embedding_dim': 445, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 22 with value: -5.814602749634266.
+[I 2025-12-17 12:07:53,412] Trial 29 finished with value: -743.0086206615363 and parameters: {'embedding_dim': 431, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 22 with value: -5.814602749634266.
+[I 2025-12-17 12:09:39,741] A new study created in memory with name: no-name-06c8281d-3192-4e1e-a446-e0e180346ba8
+[I 2025-12-17 12:09:49,983] Trial 0 finished with value: -24.764601456727448 and parameters: {'embedding_dim': 83, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 0 with value: -24.764601456727448.
+[I 2025-12-17 12:10:00,230] Trial 1 finished with value: -23.93529339015374 and parameters: {'embedding_dim': 119, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 1 with value: -23.93529339015374.
+[I 2025-12-17 12:10:46,190] Trial 2 finished with value: -60.2950022135247 and parameters: {'embedding_dim': 90, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 1 with value: -23.93529339015374.
+[I 2025-12-17 12:11:33,819] Trial 3 finished with value: -19.79385878139777 and parameters: {'embedding_dim': 64, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 3 with value: -19.79385878139777.
+[I 2025-12-17 12:11:40,466] Trial 4 finished with value: -2.044173311284939 and parameters: {'embedding_dim': 95, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 4 with value: -2.044173311284939.
+[I 2025-12-17 12:11:44,970] Trial 5 finished with value: -8.328546909423975 and parameters: {'embedding_dim': 70, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 4 with value: -2.044173311284939.
+[I 2025-12-17 12:12:20,869] Trial 6 finished with value: -5.62280195066147 and parameters: {'embedding_dim': 120, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 4 with value: -2.044173311284939.
+[I 2025-12-17 12:12:36,816] Trial 7 finished with value: -7.640586014823187 and parameters: {'embedding_dim': 79, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 4 with value: -2.044173311284939.
+[I 2025-12-17 12:12:49,318] Trial 8 finished with value: -51.886850896331325 and parameters: {'embedding_dim': 102, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 4 with value: -2.044173311284939.
+[I 2025-12-17 12:13:10,949] Trial 9 finished with value: -13.85201690250367 and parameters: {'embedding_dim': 96, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 4 with value: -2.044173311284939.
+[I 2025-12-17 12:13:17,525] Trial 10 finished with value: -8.737213355790868 and parameters: {'embedding_dim': 106, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 4 with value: -2.044173311284939.
+[I 2025-12-17 12:13:23,813] Trial 11 finished with value: -19.9047696780353 and parameters: {'embedding_dim': 128, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 4 with value: -2.044173311284939.
+[I 2025-12-17 12:13:31,176] Trial 12 finished with value: -18.184161952209987 and parameters: {'embedding_dim': 111, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 4 with value: -2.044173311284939.
+[I 2025-12-17 12:14:21,749] Trial 13 finished with value: -7.2621079677703335 and parameters: {'embedding_dim': 118, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 4 with value: -2.044173311284939.
+[I 2025-12-17 12:14:28,062] Trial 14 finished with value: -51.00990197892397 and parameters: {'embedding_dim': 94, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 4 with value: -2.044173311284939.
+[I 2025-12-17 12:15:01,965] Trial 15 finished with value: -13.962425462279931 and parameters: {'embedding_dim': 125, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 4 with value: -2.044173311284939.
+[I 2025-12-17 12:15:49,137] Trial 16 finished with value: -1.219672920681098 and parameters: {'embedding_dim': 105, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 16 with value: -1.219672920681098.
+[I 2025-12-17 12:15:57,478] Trial 17 finished with value: -11.865253876694707 and parameters: {'embedding_dim': 103, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 16 with value: -1.219672920681098.
+[I 2025-12-17 12:16:43,395] Trial 18 finished with value: -6.567928253475085 and parameters: {'embedding_dim': 86, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 16 with value: -1.219672920681098.
+[I 2025-12-17 12:16:51,628] Trial 19 finished with value: -2.905300438709514 and parameters: {'embedding_dim': 111, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 16 with value: -1.219672920681098.
+[I 2025-12-17 12:16:59,911] Trial 20 finished with value: -6.294694876225174 and parameters: {'embedding_dim': 75, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 16 with value: -1.219672920681098.
+[I 2025-12-17 12:17:08,194] Trial 21 finished with value: -5.787627391863103 and parameters: {'embedding_dim': 111, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 16 with value: -1.219672920681098.
+[I 2025-12-17 12:17:16,502] Trial 22 finished with value: -17.60042125903592 and parameters: {'embedding_dim': 98, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 16 with value: -1.219672920681098.
+[I 2025-12-17 12:17:24,814] Trial 23 finished with value: -4.023925262583928 and parameters: {'embedding_dim': 111, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 16 with value: -1.219672920681098.
+[I 2025-12-17 12:17:31,103] Trial 24 finished with value: -5.632959082316077 and parameters: {'embedding_dim': 108, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 16 with value: -1.219672920681098.
+[I 2025-12-17 12:18:16,939] Trial 25 finished with value: -0.658051652884662 and parameters: {'embedding_dim': 91, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 25 with value: -0.658051652884662.
+[I 2025-12-17 12:18:50,762] Trial 26 finished with value: -24.790538531029053 and parameters: {'embedding_dim': 89, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 25 with value: -0.658051652884662.
+[I 2025-12-17 12:19:36,613] Trial 27 finished with value: -0.6028389203860561 and parameters: {'embedding_dim': 91, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 27 with value: -0.6028389203860561.
+[I 2025-12-17 12:20:22,900] Trial 28 finished with value: -5.878859715059454 and parameters: {'embedding_dim': 100, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 27 with value: -0.6028389203860561.
+[I 2025-12-17 12:21:14,811] Trial 29 finished with value: -17.668129143470033 and parameters: {'embedding_dim': 79, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 27 with value: -0.6028389203860561.
+[I 2025-12-17 12:22:04,025] Trial 30 finished with value: -7.492935392405705 and parameters: {'embedding_dim': 91, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 27 with value: -0.6028389203860561.
+[I 2025-12-17 12:22:51,423] Trial 31 finished with value: -6.966345535541703 and parameters: {'embedding_dim': 86, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 27 with value: -0.6028389203860561.
+[I 2025-12-17 12:23:07,122] Trial 32 finished with value: -6.050462937160333 and parameters: {'embedding_dim': 94, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 27 with value: -0.6028389203860561.
+[I 2025-12-17 12:24:01,257] Trial 33 finished with value: -6.555242328035664 and parameters: {'embedding_dim': 86, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 27 with value: -0.6028389203860561.
+[I 2025-12-17 12:24:52,488] Trial 34 finished with value: -2.4558055713551643 and parameters: {'embedding_dim': 82, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 27 with value: -0.6028389203860561.
+[I 2025-12-17 12:25:27,128] Trial 35 finished with value: -12.009116303212645 and parameters: {'embedding_dim': 91, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 27 with value: -0.6028389203860561.
+[I 2025-12-17 12:25:50,183] Trial 36 finished with value: -38.97354583632519 and parameters: {'embedding_dim': 97, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 27 with value: -0.6028389203860561.
+[I 2025-12-17 12:26:14,713] Trial 37 finished with value: -98.75258820426149 and parameters: {'embedding_dim': 104, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 27 with value: -0.6028389203860561.
+[I 2025-12-17 12:26:50,663] Trial 38 finished with value: -2.983796429620871 and parameters: {'embedding_dim': 74, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 27 with value: -0.6028389203860561.
+[I 2025-12-17 12:27:14,435] Trial 39 finished with value: -1.486786370413873 and parameters: {'embedding_dim': 93, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 27 with value: -0.6028389203860561.
+[I 2025-12-17 12:27:35,593] Trial 40 finished with value: -3.112265500714585 and parameters: {'embedding_dim': 100, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 27 with value: -0.6028389203860561.
+[I 2025-12-17 12:27:56,894] Trial 41 finished with value: -4.319893172455909 and parameters: {'embedding_dim': 93, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 27 with value: -0.6028389203860561.
+[I 2025-12-17 12:28:18,069] Trial 42 finished with value: -2.497948192599639 and parameters: {'embedding_dim': 89, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 27 with value: -0.6028389203860561.
+[I 2025-12-17 12:28:39,191] Trial 43 finished with value: -3.631332488912322 and parameters: {'embedding_dim': 99, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 27 with value: -0.6028389203860561.
+[I 2025-12-17 12:29:00,326] Trial 44 finished with value: -2.148272807363488 and parameters: {'embedding_dim': 83, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 27 with value: -0.6028389203860561.
+[I 2025-12-17 12:29:34,166] Trial 45 finished with value: -3.243754083560851 and parameters: {'embedding_dim': 107, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 27 with value: -0.6028389203860561.
+[I 2025-12-17 12:29:55,729] Trial 46 finished with value: -29.271232423976187 and parameters: {'embedding_dim': 115, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 27 with value: -0.6028389203860561.
+[I 2025-12-17 12:30:11,323] Trial 47 finished with value: -8.035092026497358 and parameters: {'embedding_dim': 95, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 27 with value: -0.6028389203860561.
+[I 2025-12-17 12:30:57,276] Trial 48 finished with value: -2.124601896809361 and parameters: {'embedding_dim': 101, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 27 with value: -0.6028389203860561.
+[I 2025-12-17 12:31:31,140] Trial 49 finished with value: -1.276532527420727 and parameters: {'embedding_dim': 92, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 27 with value: -0.6028389203860561.
+[I 2025-12-17 12:32:17,214] A new study created in memory with name: no-name-2f7a5263-b88f-4405-939b-6619a9ddec22
+[I 2025-12-17 12:32:56,675] Trial 0 finished with value: -1521.5915323722413 and parameters: {'embedding_dim': 280, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 0 with value: -1521.5915323722413.
+[I 2025-12-17 12:34:09,517] Trial 1 finished with value: -255.27639431880834 and parameters: {'embedding_dim': 177, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 1 with value: -255.27639431880834.
+[I 2025-12-17 12:34:31,392] Trial 2 finished with value: -515.099636419709 and parameters: {'embedding_dim': 449, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 1 with value: -255.27639431880834.
+[I 2025-12-17 12:35:16,653] Trial 3 finished with value: -441.97233646058095 and parameters: {'embedding_dim': 279, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 1 with value: -255.27639431880834.
+[I 2025-12-17 12:35:34,645] Trial 4 finished with value: -432.9888055114426 and parameters: {'embedding_dim': 425, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 1 with value: -255.27639431880834.
+[I 2025-12-17 12:35:55,859] Trial 5 finished with value: -722.4197503329406 and parameters: {'embedding_dim': 372, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 1 with value: -255.27639431880834.
+[I 2025-12-17 12:36:19,698] Trial 6 finished with value: -297.532441603113 and parameters: {'embedding_dim': 484, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 1 with value: -255.27639431880834.
+[I 2025-12-17 12:37:45,774] Trial 7 finished with value: -1103.2264012158168 and parameters: {'embedding_dim': 212, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 1 with value: -255.27639431880834.
+[I 2025-12-17 12:38:43,189] Trial 8 finished with value: -340.3421256832029 and parameters: {'embedding_dim': 219, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 1 with value: -255.27639431880834.
+[I 2025-12-17 12:39:22,516] Trial 9 finished with value: -715.4998645592052 and parameters: {'embedding_dim': 453, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 1 with value: -255.27639431880834.
+[I 2025-12-17 12:39:51,372] Trial 10 finished with value: -308.5633806912649 and parameters: {'embedding_dim': 130, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 1 with value: -255.27639431880834.
+[I 2025-12-17 12:40:34,020] Trial 11 finished with value: -1376.0690110157718 and parameters: {'embedding_dim': 509, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 1 with value: -255.27639431880834.
+[I 2025-12-17 12:40:58,784] Trial 12 finished with value: -686.2810431173519 and parameters: {'embedding_dim': 355, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 1 with value: -255.27639431880834.
+[I 2025-12-17 12:41:30,493] Trial 13 finished with value: -966.3668966909624 and parameters: {'embedding_dim': 140, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 1 with value: -255.27639431880834.
+[I 2025-12-17 12:42:13,479] Trial 14 finished with value: -533.6581440598036 and parameters: {'embedding_dim': 208, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 1 with value: -255.27639431880834.
+[I 2025-12-17 12:42:41,543] Trial 15 finished with value: -525.5480056855757 and parameters: {'embedding_dim': 503, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 1 with value: -255.27639431880834.
+[I 2025-12-17 12:43:12,871] Trial 16 finished with value: -2509.5911714611007 and parameters: {'embedding_dim': 301, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 1 with value: -255.27639431880834.
+[I 2025-12-17 12:43:55,468] Trial 17 finished with value: -358.68687796238936 and parameters: {'embedding_dim': 386, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 1 with value: -255.27639431880834.
+[I 2025-12-17 12:44:26,149] Trial 18 finished with value: -1440.8886965257389 and parameters: {'embedding_dim': 180, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 1 with value: -255.27639431880834.
+[I 2025-12-17 12:44:45,707] Trial 19 finished with value: -771.7503508598693 and parameters: {'embedding_dim': 324, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 1 with value: -255.27639431880834.
+[I 2025-12-17 12:45:01,808] Trial 20 finished with value: -5605.814522076215 and parameters: {'embedding_dim': 246, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 1}. Best is trial 1 with value: -255.27639431880834.
+[I 2025-12-17 12:45:29,288] Trial 21 finished with value: -387.3502606554399 and parameters: {'embedding_dim': 128, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 1 with value: -255.27639431880834.
+[I 2025-12-17 12:45:58,340] Trial 22 finished with value: -3712.8975381266346 and parameters: {'embedding_dim': 166, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 1 with value: -255.27639431880834.
+[I 2025-12-17 12:46:40,929] Trial 23 finished with value: -1312.8934762437457 and parameters: {'embedding_dim': 169, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 1 with value: -255.27639431880834.
+[I 2025-12-17 12:47:09,443] Trial 24 finished with value: -1934.1646422400963 and parameters: {'embedding_dim': 251, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 1 with value: -255.27639431880834.
+[I 2025-12-17 12:47:51,932] Trial 25 finished with value: -3332.304853400076 and parameters: {'embedding_dim': 153, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 1 with value: -255.27639431880834.
+[I 2025-12-17 12:48:50,267] Trial 26 finished with value: -1052.4258005548652 and parameters: {'embedding_dim': 190, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 1 with value: -255.27639431880834.
+[I 2025-12-17 12:49:22,514] Trial 27 finished with value: -926.4582565625255 and parameters: {'embedding_dim': 335, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 1 with value: -255.27639431880834.
+[I 2025-12-17 12:49:41,525] Trial 28 finished with value: -815.562225359256 and parameters: {'embedding_dim': 408, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 1 with value: -255.27639431880834.
+[I 2025-12-17 12:50:06,437] Trial 29 finished with value: -1052.4624880780455 and parameters: {'embedding_dim': 291, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 1 with value: -255.27639431880834.
+[I 2025-12-17 12:51:25,547] A new study created in memory with name: no-name-8396f124-bbe8-4563-a60d-584fe9171c26
+[I 2025-12-17 12:51:49,042] Trial 0 finished with value: -31.338854698732316 and parameters: {'embedding_dim': 87, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 0 with value: -31.338854698732316.
+[I 2025-12-17 12:51:55,635] Trial 1 finished with value: -108.3387313472047 and parameters: {'embedding_dim': 82, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 0 with value: -31.338854698732316.
+[I 2025-12-17 12:52:16,982] Trial 2 finished with value: -11.999058070525715 and parameters: {'embedding_dim': 66, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 2 with value: -11.999058070525715.
+[I 2025-12-17 12:52:39,194] Trial 3 finished with value: -33.06253721953467 and parameters: {'embedding_dim': 83, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 2 with value: -11.999058070525715.
+[I 2025-12-17 12:53:01,060] Trial 4 finished with value: -11.504691972186086 and parameters: {'embedding_dim': 74, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 4 with value: -11.504691972186086.
+[I 2025-12-17 12:53:13,770] Trial 5 finished with value: -0.6709369514525301 and parameters: {'embedding_dim': 70, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 5 with value: -0.6709369514525301.
+[I 2025-12-17 12:53:35,683] Trial 6 finished with value: -8.089498824384036 and parameters: {'embedding_dim': 99, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 5 with value: -0.6709369514525301.
+[I 2025-12-17 12:53:44,310] Trial 7 finished with value: -17.86574061533519 and parameters: {'embedding_dim': 96, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 5 with value: -0.6709369514525301.
+[I 2025-12-17 12:53:54,934] Trial 8 finished with value: -15.373727320959855 and parameters: {'embedding_dim': 121, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 5 with value: -0.6709369514525301.
+[I 2025-12-17 12:54:13,256] Trial 9 finished with value: -3.726402821185001 and parameters: {'embedding_dim': 84, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 5 with value: -0.6709369514525301.
+[I 2025-12-17 12:54:29,895] Trial 10 finished with value: -49.97323425199951 and parameters: {'embedding_dim': 114, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 5 with value: -0.6709369514525301.
+[I 2025-12-17 12:54:46,723] Trial 11 finished with value: -34.50906221409757 and parameters: {'embedding_dim': 64, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 5 with value: -0.6709369514525301.
+[I 2025-12-17 12:55:05,337] Trial 12 finished with value: -37.014759928671914 and parameters: {'embedding_dim': 75, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 5 with value: -0.6709369514525301.
+[I 2025-12-17 12:55:16,445] Trial 13 finished with value: -55.561444659700065 and parameters: {'embedding_dim': 98, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 5 with value: -0.6709369514525301.
+[I 2025-12-17 12:55:37,714] Trial 14 finished with value: -6.971720481225073 and parameters: {'embedding_dim': 74, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 5 with value: -0.6709369514525301.
+[I 2025-12-17 12:55:42,292] Trial 15 finished with value: -0.3677954148691473 and parameters: {'embedding_dim': 92, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 15 with value: -0.3677954148691473.
+[I 2025-12-17 12:55:46,870] Trial 16 finished with value: -8.844690432901151 and parameters: {'embedding_dim': 109, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 15 with value: -0.3677954148691473.
+[I 2025-12-17 12:55:51,385] Trial 17 finished with value: -2.398819379532183 and parameters: {'embedding_dim': 128, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 15 with value: -0.3677954148691473.
+[I 2025-12-17 12:55:55,909] Trial 18 finished with value: -11.292636622733953 and parameters: {'embedding_dim': 92, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 15 with value: -0.3677954148691473.
+[I 2025-12-17 12:56:00,990] Trial 19 finished with value: -0.19959691528723753 and parameters: {'embedding_dim': 106, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 19 with value: -0.19959691528723753.
+[I 2025-12-17 12:56:07,274] Trial 20 finished with value: -19.46417553073721 and parameters: {'embedding_dim': 112, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 19 with value: -0.19959691528723753.
+[I 2025-12-17 12:56:11,815] Trial 21 finished with value: -114.9435020539395 and parameters: {'embedding_dim': 105, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 19 with value: -0.19959691528723753.
+[I 2025-12-17 12:56:16,342] Trial 22 finished with value: -89.91897585748765 and parameters: {'embedding_dim': 105, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 19 with value: -0.19959691528723753.
+[I 2025-12-17 12:56:20,908] Trial 23 finished with value: -13.771256121855842 and parameters: {'embedding_dim': 91, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 19 with value: -0.19959691528723753.
+[I 2025-12-17 12:56:25,494] Trial 24 finished with value: -65.7671935182433 and parameters: {'embedding_dim': 118, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 19 with value: -0.19959691528723753.
+[I 2025-12-17 12:57:02,839] Trial 25 finished with value: -12.237585971404176 and parameters: {'embedding_dim': 101, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 19 with value: -0.19959691528723753.
+[I 2025-12-17 12:57:07,388] Trial 26 finished with value: -225.61997244118538 and parameters: {'embedding_dim': 70, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 19 with value: -0.19959691528723753.
+[I 2025-12-17 12:57:14,121] Trial 27 finished with value: -14.857875767383902 and parameters: {'embedding_dim': 92, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 19 with value: -0.19959691528723753.
+[I 2025-12-17 12:57:48,598] Trial 28 finished with value: -7.089910973038495 and parameters: {'embedding_dim': 78, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 19 with value: -0.19959691528723753.
+[I 2025-12-17 12:57:54,439] Trial 29 finished with value: -50.36317135959979 and parameters: {'embedding_dim': 88, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 19 with value: -0.19959691528723753.
+[I 2025-12-17 12:58:16,298] Trial 30 finished with value: -45.811050791037886 and parameters: {'embedding_dim': 104, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 19 with value: -0.19959691528723753.
+[I 2025-12-17 12:58:20,709] Trial 31 finished with value: -227.02537679902025 and parameters: {'embedding_dim': 117, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 19 with value: -0.19959691528723753.
+[I 2025-12-17 12:58:25,196] Trial 32 finished with value: -85.61985726900784 and parameters: {'embedding_dim': 126, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 19 with value: -0.19959691528723753.
+[I 2025-12-17 12:58:29,616] Trial 33 finished with value: -33.43760703750989 and parameters: {'embedding_dim': 126, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 19 with value: -0.19959691528723753.
+[I 2025-12-17 12:58:36,187] Trial 34 finished with value: -37.06363287612511 and parameters: {'embedding_dim': 122, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 19 with value: -0.19959691528723753.
+[I 2025-12-17 12:58:42,611] Trial 35 finished with value: -37.698571231134814 and parameters: {'embedding_dim': 109, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 19 with value: -0.19959691528723753.
+[I 2025-12-17 12:58:47,117] Trial 36 finished with value: -53.355532894369574 and parameters: {'embedding_dim': 69, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 19 with value: -0.19959691528723753.
+[I 2025-12-17 12:59:36,544] Trial 37 finished with value: -44.91454394459155 and parameters: {'embedding_dim': 80, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 19 with value: -0.19959691528723753.
+[I 2025-12-17 12:59:48,474] Trial 38 finished with value: -50.440356796772974 and parameters: {'embedding_dim': 87, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 19 with value: -0.19959691528723753.
+[I 2025-12-17 12:59:59,043] Trial 39 finished with value: -8.164411064739713 and parameters: {'embedding_dim': 95, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 19 with value: -0.19959691528723753.
+[I 2025-12-17 13:00:03,389] Trial 40 finished with value: -13.161464251212347 and parameters: {'embedding_dim': 128, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 19 with value: -0.19959691528723753.
+[I 2025-12-17 13:00:26,527] Trial 41 finished with value: -8.883794103983233 and parameters: {'embedding_dim': 81, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 19 with value: -0.19959691528723753.
+[I 2025-12-17 13:00:44,261] Trial 42 finished with value: -6.5917182802017 and parameters: {'embedding_dim': 84, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 19 with value: -0.19959691528723753.
+[I 2025-12-17 13:01:01,980] Trial 43 finished with value: -12.020917787308393 and parameters: {'embedding_dim': 87, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 19 with value: -0.19959691528723753.
+[I 2025-12-17 13:01:17,788] Trial 44 finished with value: -29.313926082647445 and parameters: {'embedding_dim': 72, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 19 with value: -0.19959691528723753.
+[I 2025-12-17 13:01:39,230] Trial 45 finished with value: -23.445472260251485 and parameters: {'embedding_dim': 76, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 19 with value: -0.19959691528723753.
+[I 2025-12-17 13:01:49,485] Trial 46 finished with value: -35.20568192715893 and parameters: {'embedding_dim': 67, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 19 with value: -0.19959691528723753.
+[I 2025-12-17 13:02:07,527] Trial 47 finished with value: -26.723395641363847 and parameters: {'embedding_dim': 96, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 19 with value: -0.19959691528723753.
+[I 2025-12-17 13:02:11,854] Trial 48 finished with value: -96.48862909907818 and parameters: {'embedding_dim': 84, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 19 with value: -0.19959691528723753.
+[I 2025-12-17 13:02:27,618] Trial 49 finished with value: -4.769320499735534 and parameters: {'embedding_dim': 101, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 19 with value: -0.19959691528723753.
+[I 2025-12-17 13:02:32,001] A new study created in memory with name: no-name-94ca4da6-98cc-486c-b1e7-4720bfcb9353
+[I 2025-12-17 13:02:46,290] Trial 0 finished with value: -788.654227998162 and parameters: {'embedding_dim': 157, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 0 with value: -788.654227998162.
+[I 2025-12-17 13:03:07,489] Trial 1 finished with value: -844.9273998913335 and parameters: {'embedding_dim': 260, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 0 with value: -788.654227998162.
+[I 2025-12-17 13:03:16,744] Trial 2 finished with value: -1456.4835641485804 and parameters: {'embedding_dim': 381, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 0 with value: -788.654227998162.
+[I 2025-12-17 13:03:29,594] Trial 3 finished with value: -134.4584060194086 and parameters: {'embedding_dim': 137, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 3 with value: -134.4584060194086.
+[I 2025-12-17 13:03:48,620] Trial 4 finished with value: -1072.5363210206588 and parameters: {'embedding_dim': 507, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 3 with value: -134.4584060194086.
+[I 2025-12-17 13:04:27,934] Trial 5 finished with value: -975.5654815982749 and parameters: {'embedding_dim': 199, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 3 with value: -134.4584060194086.
+[I 2025-12-17 13:04:40,428] Trial 6 finished with value: -1598.4738320435165 and parameters: {'embedding_dim': 130, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 3 with value: -134.4584060194086.
+[I 2025-12-17 13:04:55,198] Trial 7 finished with value: -262.2300621635599 and parameters: {'embedding_dim': 435, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 3 with value: -134.4584060194086.
+[I 2025-12-17 13:05:12,382] Trial 8 finished with value: -410.53900692158805 and parameters: {'embedding_dim': 329, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 3 with value: -134.4584060194086.
+[I 2025-12-17 13:05:20,171] Trial 9 finished with value: -875.92705599081 and parameters: {'embedding_dim': 202, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 3 with value: -134.4584060194086.
+[I 2025-12-17 13:05:33,437] Trial 10 finished with value: -5548.96974755035 and parameters: {'embedding_dim': 284, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 3 with value: -134.4584060194086.
+[I 2025-12-17 13:05:48,821] Trial 11 finished with value: -255.6630682935418 and parameters: {'embedding_dim': 439, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 3 with value: -134.4584060194086.
+[I 2025-12-17 13:06:05,535] Trial 12 finished with value: -519.001035583356 and parameters: {'embedding_dim': 455, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 3 with value: -134.4584060194086.
+[I 2025-12-17 13:06:15,886] Trial 13 finished with value: -995.1964856217896 and parameters: {'embedding_dim': 363, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 3 with value: -134.4584060194086.
+[I 2025-12-17 13:06:29,650] Trial 14 finished with value: -377.8677470360834 and parameters: {'embedding_dim': 434, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 3 with value: -134.4584060194086.
+[I 2025-12-17 13:06:50,665] Trial 15 finished with value: -749.3101548954804 and parameters: {'embedding_dim': 505, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 3 with value: -134.4584060194086.
+[I 2025-12-17 13:07:04,897] Trial 16 finished with value: -251.00645396284995 and parameters: {'embedding_dim': 247, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 3 with value: -134.4584060194086.
+[I 2025-12-17 13:07:18,503] Trial 17 finished with value: -1486.4189742413312 and parameters: {'embedding_dim': 219, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 3 with value: -134.4584060194086.
+[I 2025-12-17 13:07:34,941] Trial 18 finished with value: -405.22422425339187 and parameters: {'embedding_dim': 247, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 3 with value: -134.4584060194086.
+[I 2025-12-17 13:07:49,888] Trial 19 finished with value: -355.0372069349973 and parameters: {'embedding_dim': 167, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 3 with value: -134.4584060194086.
+[I 2025-12-17 13:08:03,007] Trial 20 finished with value: -278.8748976099446 and parameters: {'embedding_dim': 297, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 3 with value: -134.4584060194086.
+[I 2025-12-17 13:08:16,972] Trial 21 finished with value: -483.9281197208769 and parameters: {'embedding_dim': 346, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 3 with value: -134.4584060194086.
+[I 2025-12-17 13:08:27,590] Trial 22 finished with value: -500.1361051430214 and parameters: {'embedding_dim': 389, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 3 with value: -134.4584060194086.
+[I 2025-12-17 13:08:41,557] Trial 23 finished with value: -389.55442059415725 and parameters: {'embedding_dim': 236, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 3 with value: -134.4584060194086.
+[I 2025-12-17 13:08:56,048] Trial 24 finished with value: -294.830483569751 and parameters: {'embedding_dim': 292, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 3 with value: -134.4584060194086.
+[I 2025-12-17 13:09:07,394] Trial 25 finished with value: -225.25745430090853 and parameters: {'embedding_dim': 128, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 3 with value: -134.4584060194086.
+[I 2025-12-17 13:09:18,830] Trial 26 finished with value: -62.995417594626765 and parameters: {'embedding_dim': 140, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 26 with value: -62.995417594626765.
+[I 2025-12-17 13:09:27,941] Trial 27 finished with value: -111.43885894646151 and parameters: {'embedding_dim': 136, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 26 with value: -62.995417594626765.
+[I 2025-12-17 13:09:37,020] Trial 28 finished with value: -564.1319294867811 and parameters: {'embedding_dim': 170, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 26 with value: -62.995417594626765.
+[I 2025-12-17 13:09:46,400] Trial 29 finished with value: -617.9319688424949 and parameters: {'embedding_dim': 152, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 26 with value: -62.995417594626765.
+[I 2025-12-17 13:09:56,827] A new study created in memory with name: no-name-0282dd7e-c52f-4abf-8ce7-27dab1f0e2c1
+[I 2025-12-17 13:10:18,479] Trial 0 finished with value: -0.8836177430502117 and parameters: {'embedding_dim': 67, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 0 with value: -0.8836177430502117.
+[I 2025-12-17 13:10:22,739] Trial 1 finished with value: -13.467771066622065 and parameters: {'embedding_dim': 127, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 0 with value: -0.8836177430502117.
+[I 2025-12-17 13:10:30,964] Trial 2 finished with value: -57.86899275190815 and parameters: {'embedding_dim': 88, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 0 with value: -0.8836177430502117.
+[I 2025-12-17 13:10:53,893] Trial 3 finished with value: -61.022770505012296 and parameters: {'embedding_dim': 84, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 0 with value: -0.8836177430502117.
+[I 2025-12-17 13:11:09,630] Trial 4 finished with value: -46.971222777739435 and parameters: {'embedding_dim': 100, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 0 with value: -0.8836177430502117.
+[I 2025-12-17 13:11:15,444] Trial 5 finished with value: -173.529692891214 and parameters: {'embedding_dim': 75, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 0 with value: -0.8836177430502117.
+[I 2025-12-17 13:11:38,818] Trial 6 finished with value: -15.0298596148322 and parameters: {'embedding_dim': 84, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 0 with value: -0.8836177430502117.
+[I 2025-12-17 13:11:48,953] Trial 7 finished with value: -5.34574548702255 and parameters: {'embedding_dim': 109, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 0 with value: -0.8836177430502117.
+[I 2025-12-17 13:11:55,253] Trial 8 finished with value: -3.689659895868617 and parameters: {'embedding_dim': 112, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 0 with value: -0.8836177430502117.
+[I 2025-12-17 13:12:11,088] Trial 9 finished with value: -10.398521617939132 and parameters: {'embedding_dim': 99, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 0 with value: -0.8836177430502117.
+[I 2025-12-17 13:12:32,804] Trial 10 finished with value: -9.942305526425283 and parameters: {'embedding_dim': 66, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 0 with value: -0.8836177430502117.
+[I 2025-12-17 13:13:06,714] Trial 11 finished with value: -9.071540765753898 and parameters: {'embedding_dim': 117, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 0 with value: -0.8836177430502117.
+[I 2025-12-17 13:13:40,818] Trial 12 finished with value: -31.833644754959433 and parameters: {'embedding_dim': 113, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 0 with value: -0.8836177430502117.
+[I 2025-12-17 13:14:02,792] Trial 13 finished with value: -36.449836754506386 and parameters: {'embedding_dim': 68, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 0 with value: -0.8836177430502117.
+[I 2025-12-17 13:14:09,369] Trial 14 finished with value: -11.2903190485816 and parameters: {'embedding_dim': 122, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 0 with value: -0.8836177430502117.
+[I 2025-12-17 13:14:31,261] Trial 15 finished with value: -27.620543065809244 and parameters: {'embedding_dim': 105, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 0 with value: -0.8836177430502117.
+[I 2025-12-17 13:14:39,590] Trial 16 finished with value: -28.57477304324714 and parameters: {'embedding_dim': 76, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 0 with value: -0.8836177430502117.
+[I 2025-12-17 13:15:13,689] Trial 17 finished with value: -48.37038821091417 and parameters: {'embedding_dim': 92, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 0 with value: -0.8836177430502117.
+[I 2025-12-17 13:15:18,150] Trial 18 finished with value: -133.67449225698766 and parameters: {'embedding_dim': 103, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 0 with value: -0.8836177430502117.
+[I 2025-12-17 13:15:51,713] Trial 19 finished with value: -31.93151685617184 and parameters: {'embedding_dim': 94, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 0 with value: -0.8836177430502117.
+[I 2025-12-17 13:16:00,170] Trial 20 finished with value: -6.270470296397193 and parameters: {'embedding_dim': 117, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 0 with value: -0.8836177430502117.
+[I 2025-12-17 13:16:10,385] Trial 21 finished with value: -7.178614087008393 and parameters: {'embedding_dim': 110, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 0 with value: -0.8836177430502117.
+[I 2025-12-17 13:16:20,734] Trial 22 finished with value: -8.170359963653949 and parameters: {'embedding_dim': 108, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 0 with value: -0.8836177430502117.
+[I 2025-12-17 13:16:31,024] Trial 23 finished with value: -26.852499653638457 and parameters: {'embedding_dim': 115, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 0 with value: -0.8836177430502117.
+[I 2025-12-17 13:16:41,765] Trial 24 finished with value: -175.33878006086593 and parameters: {'embedding_dim': 125, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 0 with value: -0.8836177430502117.
+[I 2025-12-17 13:17:10,096] Trial 25 finished with value: -87.5483117858783 and parameters: {'embedding_dim': 120, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 0 with value: -0.8836177430502117.
+[I 2025-12-17 13:17:16,622] Trial 26 finished with value: -16.5060939866788 and parameters: {'embedding_dim': 110, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 0 with value: -0.8836177430502117.
+[I 2025-12-17 13:17:21,055] Trial 27 finished with value: -106.55261118370092 and parameters: {'embedding_dim': 73, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 0 with value: -0.8836177430502117.
+[I 2025-12-17 13:17:54,998] Trial 28 finished with value: -38.8607340099857 and parameters: {'embedding_dim': 105, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 0 with value: -0.8836177430502117.
+[I 2025-12-17 13:18:05,209] Trial 29 finished with value: -44.9346032424005 and parameters: {'embedding_dim': 98, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 0 with value: -0.8836177430502117.
+[I 2025-12-17 13:18:13,733] Trial 30 finished with value: -10.70316471486306 and parameters: {'embedding_dim': 124, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 0 with value: -0.8836177430502117.
+[I 2025-12-17 13:18:23,537] Trial 31 finished with value: -20.24044128547794 and parameters: {'embedding_dim': 118, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 0 with value: -0.8836177430502117.
+[I 2025-12-17 13:18:32,747] Trial 32 finished with value: -35.75347678207608 and parameters: {'embedding_dim': 128, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 0 with value: -0.8836177430502117.
+[I 2025-12-17 13:18:41,054] Trial 33 finished with value: -29.31322807933487 and parameters: {'embedding_dim': 112, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 0 with value: -0.8836177430502117.
+[I 2025-12-17 13:18:49,354] Trial 34 finished with value: -27.84352058968456 and parameters: {'embedding_dim': 81, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 0 with value: -0.8836177430502117.
+[I 2025-12-17 13:18:57,636] Trial 35 finished with value: -15.591267408946123 and parameters: {'embedding_dim': 91, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 0 with value: -0.8836177430502117.
+[I 2025-12-17 13:19:08,411] Trial 36 finished with value: -148.30368719766238 and parameters: {'embedding_dim': 103, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 0 with value: -0.8836177430502117.
+[I 2025-12-17 13:19:16,617] Trial 37 finished with value: -29.95489399608742 and parameters: {'embedding_dim': 115, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 0 with value: -0.8836177430502117.
+[I 2025-12-17 13:19:38,161] Trial 38 finished with value: -58.137960901460005 and parameters: {'embedding_dim': 108, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 0 with value: -0.8836177430502117.
+[I 2025-12-17 13:19:44,551] Trial 39 finished with value: -14.738563886440716 and parameters: {'embedding_dim': 121, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 0 with value: -0.8836177430502117.
+[I 2025-12-17 13:20:08,774] Trial 40 finished with value: -3.4508080932089427 and parameters: {'embedding_dim': 84, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 0 with value: -0.8836177430502117.
+[I 2025-12-17 13:20:32,271] Trial 41 finished with value: -25.417053351901746 and parameters: {'embedding_dim': 81, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 0 with value: -0.8836177430502117.
+[I 2025-12-17 13:20:58,232] Trial 42 finished with value: -21.969834017597677 and parameters: {'embedding_dim': 88, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 0 with value: -0.8836177430502117.
+[I 2025-12-17 13:21:21,383] Trial 43 finished with value: -39.42616876207517 and parameters: {'embedding_dim': 64, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 0 with value: -0.8836177430502117.
+[I 2025-12-17 13:21:43,054] Trial 44 finished with value: -75.22052340713428 and parameters: {'embedding_dim': 85, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 0 with value: -0.8836177430502117.
+[I 2025-12-17 13:22:04,618] Trial 45 finished with value: -20.32777157814047 and parameters: {'embedding_dim': 69, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 0 with value: -0.8836177430502117.
+[I 2025-12-17 13:22:42,205] Trial 46 finished with value: -5.3975317932315825 and parameters: {'embedding_dim': 71, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 0 with value: -0.8836177430502117.
+[I 2025-12-17 13:23:17,187] Trial 47 finished with value: -32.43885118876325 and parameters: {'embedding_dim': 71, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 0 with value: -0.8836177430502117.
+[I 2025-12-17 13:23:54,221] Trial 48 finished with value: -44.3931103309674 and parameters: {'embedding_dim': 77, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 0 with value: -0.8836177430502117.
+[I 2025-12-17 13:24:30,918] Trial 49 finished with value: -39.00926857136129 and parameters: {'embedding_dim': 79, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 0 with value: -0.8836177430502117.
+[I 2025-12-17 13:24:53,637] A new study created in memory with name: no-name-01faa587-c386-4a05-a117-7d1954aba5e0
+[I 2025-12-17 13:25:02,923] Trial 0 finished with value: -406.594965130497 and parameters: {'embedding_dim': 231, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 1}. Best is trial 0 with value: -406.594965130497.
+[I 2025-12-17 13:25:35,971] Trial 1 finished with value: -545.5439570909898 and parameters: {'embedding_dim': 327, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 0 with value: -406.594965130497.
+[I 2025-12-17 13:26:08,789] Trial 2 finished with value: -298.5524867992784 and parameters: {'embedding_dim': 288, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 2 with value: -298.5524867992784.
+[I 2025-12-17 13:26:21,259] Trial 3 finished with value: -838.9378238135673 and parameters: {'embedding_dim': 188, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 2 with value: -298.5524867992784.
+[I 2025-12-17 13:26:30,298] Trial 4 finished with value: -893.7222876875417 and parameters: {'embedding_dim': 176, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 2 with value: -298.5524867992784.
+[I 2025-12-17 13:26:39,728] Trial 5 finished with value: -2968.95196223529 and parameters: {'embedding_dim': 395, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 2 with value: -298.5524867992784.
+[I 2025-12-17 13:26:56,622] Trial 6 finished with value: -1212.602823410545 and parameters: {'embedding_dim': 367, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 2 with value: -298.5524867992784.
+[I 2025-12-17 13:27:11,101] Trial 7 finished with value: -570.0629781526029 and parameters: {'embedding_dim': 342, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 2 with value: -298.5524867992784.
+[I 2025-12-17 13:27:30,355] Trial 8 finished with value: -175.6408909427802 and parameters: {'embedding_dim': 195, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 8 with value: -175.6408909427802.
+[I 2025-12-17 13:27:52,653] Trial 9 finished with value: -1503.9462528591205 and parameters: {'embedding_dim': 365, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 8 with value: -175.6408909427802.
+[I 2025-12-17 13:28:03,971] Trial 10 finished with value: -1278.6474472335276 and parameters: {'embedding_dim': 492, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 8 with value: -175.6408909427802.
+[I 2025-12-17 13:28:38,227] Trial 11 finished with value: -82.37054386222297 and parameters: {'embedding_dim': 250, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 11 with value: -82.37054386222297.
+[I 2025-12-17 13:29:17,994] Trial 12 finished with value: -255.4668400643544 and parameters: {'embedding_dim': 132, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 11 with value: -82.37054386222297.
+[I 2025-12-17 13:29:46,363] Trial 13 finished with value: -424.35003347315654 and parameters: {'embedding_dim': 279, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 11 with value: -82.37054386222297.
+[I 2025-12-17 13:30:00,899] Trial 14 finished with value: -388.87519898714163 and parameters: {'embedding_dim': 238, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 11 with value: -82.37054386222297.
+[I 2025-12-17 13:30:40,334] Trial 15 finished with value: -52.9279790906339 and parameters: {'embedding_dim': 132, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 15 with value: -52.9279790906339.
+[I 2025-12-17 13:31:14,637] Trial 16 finished with value: -332.59189013785846 and parameters: {'embedding_dim': 141, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 15 with value: -52.9279790906339.
+[I 2025-12-17 13:31:43,276] Trial 17 finished with value: -43.39449128978829 and parameters: {'embedding_dim': 467, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 17 with value: -43.39449128978829.
+[I 2025-12-17 13:32:03,810] Trial 18 finished with value: -1164.8092226379936 and parameters: {'embedding_dim': 502, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 17 with value: -43.39449128978829.
+[I 2025-12-17 13:32:23,914] Trial 19 finished with value: -60.63939263209428 and parameters: {'embedding_dim': 446, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 17 with value: -43.39449128978829.
+[I 2025-12-17 13:32:49,429] Trial 20 finished with value: -1566.0872573104689 and parameters: {'embedding_dim': 433, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 17 with value: -43.39449128978829.
+[I 2025-12-17 13:33:09,932] Trial 21 finished with value: -541.80525417902 and parameters: {'embedding_dim': 447, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 17 with value: -43.39449128978829.
+[I 2025-12-17 13:33:29,804] Trial 22 finished with value: -2055.3882782619403 and parameters: {'embedding_dim': 454, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 17 with value: -43.39449128978829.
+[I 2025-12-17 13:33:55,463] Trial 23 finished with value: -228.24924777136988 and parameters: {'embedding_dim': 412, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 17 with value: -43.39449128978829.
+[I 2025-12-17 13:34:15,681] Trial 24 finished with value: -392.49644402227375 and parameters: {'embedding_dim': 479, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 17 with value: -43.39449128978829.
+[I 2025-12-17 13:34:40,822] Trial 25 finished with value: -1017.0114815195768 and parameters: {'embedding_dim': 512, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 17 with value: -43.39449128978829.
+[I 2025-12-17 13:35:06,461] Trial 26 finished with value: -662.4820104343095 and parameters: {'embedding_dim': 397, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 17 with value: -43.39449128978829.
+[I 2025-12-17 13:35:25,517] Trial 27 finished with value: -883.0588304155999 and parameters: {'embedding_dim': 472, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 17 with value: -43.39449128978829.
+[I 2025-12-17 13:35:50,885] Trial 28 finished with value: -762.3376200244447 and parameters: {'embedding_dim': 297, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 17 with value: -43.39449128978829.
+[I 2025-12-17 13:35:58,402] Trial 29 finished with value: -883.8038694258353 and parameters: {'embedding_dim': 419, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 17 with value: -43.39449128978829.
+[I 2025-12-17 13:36:25,690] A new study created in memory with name: no-name-83ac970f-c6e5-4046-b178-7e13d9b18d83
+[I 2025-12-17 13:37:12,058] Trial 0 finished with value: -13.257888975124198 and parameters: {'embedding_dim': 80, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 0 with value: -13.257888975124198.
+[I 2025-12-17 13:37:27,907] Trial 1 finished with value: -6.976890162800499 and parameters: {'embedding_dim': 108, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 1 with value: -6.976890162800499.
+[I 2025-12-17 13:37:34,271] Trial 2 finished with value: -26.673767056192506 and parameters: {'embedding_dim': 81, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 1 with value: -6.976890162800499.
+[I 2025-12-17 13:38:08,378] Trial 3 finished with value: -10.992909776634953 and parameters: {'embedding_dim': 127, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 1 with value: -6.976890162800499.
+[I 2025-12-17 13:38:29,779] Trial 4 finished with value: -10.134261717263042 and parameters: {'embedding_dim': 111, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 1 with value: -6.976890162800499.
+[I 2025-12-17 13:38:36,394] Trial 5 finished with value: -72.07407748232022 and parameters: {'embedding_dim': 93, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 1 with value: -6.976890162800499.
+[I 2025-12-17 13:38:52,074] Trial 6 finished with value: -3.016890584681749 and parameters: {'embedding_dim': 122, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 6 with value: -3.016890584681749.
+[I 2025-12-17 13:39:26,134] Trial 7 finished with value: -30.876601592054783 and parameters: {'embedding_dim': 77, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 6 with value: -3.016890584681749.
+[I 2025-12-17 13:39:36,415] Trial 8 finished with value: -3.8949109453529007 and parameters: {'embedding_dim': 103, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 6 with value: -3.016890584681749.
+[I 2025-12-17 13:39:58,265] Trial 9 finished with value: -21.86201304888801 and parameters: {'embedding_dim': 90, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 6 with value: -3.016890584681749.
+[I 2025-12-17 13:40:19,812] Trial 10 finished with value: -36.221381272382835 and parameters: {'embedding_dim': 127, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 6 with value: -3.016890584681749.
+[I 2025-12-17 13:40:30,094] Trial 11 finished with value: -43.4118528441844 and parameters: {'embedding_dim': 111, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 6 with value: -3.016890584681749.
+[I 2025-12-17 13:40:40,384] Trial 12 finished with value: -41.7494869410916 and parameters: {'embedding_dim': 103, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 6 with value: -3.016890584681749.
+[I 2025-12-17 13:40:50,633] Trial 13 finished with value: -9.602070846809543 and parameters: {'embedding_dim': 120, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 6 with value: -3.016890584681749.
+[I 2025-12-17 13:41:00,947] Trial 14 finished with value: -68.32809241640997 and parameters: {'embedding_dim': 69, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 6 with value: -3.016890584681749.
+[I 2025-12-17 13:41:11,419] Trial 15 finished with value: -13.760417938011384 and parameters: {'embedding_dim': 118, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 6 with value: -3.016890584681749.
+[I 2025-12-17 13:41:19,751] Trial 16 finished with value: -2.1207008698346863 and parameters: {'embedding_dim': 100, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 16 with value: -2.1207008698346863.
+[I 2025-12-17 13:41:28,343] Trial 17 finished with value: -106.91670359905429 and parameters: {'embedding_dim': 99, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 16 with value: -2.1207008698346863.
+[I 2025-12-17 13:41:36,673] Trial 18 finished with value: -20.609431617835373 and parameters: {'embedding_dim': 88, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 16 with value: -2.1207008698346863.
+[I 2025-12-17 13:41:43,208] Trial 19 finished with value: -7.243748684619559 and parameters: {'embedding_dim': 120, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 16 with value: -2.1207008698346863.
+[I 2025-12-17 13:41:51,573] Trial 20 finished with value: -0.1284105733986859 and parameters: {'embedding_dim': 69, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 20 with value: -0.1284105733986859.
+[I 2025-12-17 13:41:59,925] Trial 21 finished with value: -26.845505093968544 and parameters: {'embedding_dim': 64, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 20 with value: -0.1284105733986859.
+[I 2025-12-17 13:42:08,299] Trial 22 finished with value: -62.04104531747635 and parameters: {'embedding_dim': 74, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 20 with value: -0.1284105733986859.
+[I 2025-12-17 13:42:14,639] Trial 23 finished with value: -24.52627206384861 and parameters: {'embedding_dim': 85, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 20 with value: -0.1284105733986859.
+[I 2025-12-17 13:42:23,043] Trial 24 finished with value: -33.758253448583694 and parameters: {'embedding_dim': 95, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 20 with value: -0.1284105733986859.
+[I 2025-12-17 13:42:29,514] Trial 25 finished with value: -40.302723257981434 and parameters: {'embedding_dim': 71, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 20 with value: -0.1284105733986859.
+[I 2025-12-17 13:42:37,957] Trial 26 finished with value: -8.303684531571864 and parameters: {'embedding_dim': 115, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 20 with value: -0.1284105733986859.
+[I 2025-12-17 13:42:44,325] Trial 27 finished with value: -20.68641522726356 and parameters: {'embedding_dim': 101, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 20 with value: -0.1284105733986859.
+[I 2025-12-17 13:43:30,777] Trial 28 finished with value: -42.29914133534792 and parameters: {'embedding_dim': 123, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 20 with value: -0.1284105733986859.
+[I 2025-12-17 13:43:39,204] Trial 29 finished with value: -64.78294388529193 and parameters: {'embedding_dim': 83, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 20 with value: -0.1284105733986859.
+[I 2025-12-17 13:44:30,600] Trial 30 finished with value: -3.179717375378238 and parameters: {'embedding_dim': 108, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 20 with value: -0.1284105733986859.
+[I 2025-12-17 13:45:21,221] Trial 31 finished with value: -1.8787469521481404 and parameters: {'embedding_dim': 107, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 20 with value: -0.1284105733986859.
+[I 2025-12-17 13:46:10,012] Trial 32 finished with value: -1.892989204571093 and parameters: {'embedding_dim': 107, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 20 with value: -0.1284105733986859.
+[I 2025-12-17 13:46:57,504] Trial 33 finished with value: -6.777262854980469 and parameters: {'embedding_dim': 106, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 20 with value: -0.1284105733986859.
+[I 2025-12-17 13:47:45,424] Trial 34 finished with value: -5.255010154501845 and parameters: {'embedding_dim': 99, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 20 with value: -0.1284105733986859.
+[I 2025-12-17 13:48:35,193] Trial 35 finished with value: -1.4429446636004895 and parameters: {'embedding_dim': 113, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 20 with value: -0.1284105733986859.
+[I 2025-12-17 13:49:23,884] Trial 36 finished with value: -2.1199758766921937 and parameters: {'embedding_dim': 115, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 20 with value: -0.1284105733986859.
+[I 2025-12-17 13:50:10,157] Trial 37 finished with value: -29.988903472186607 and parameters: {'embedding_dim': 111, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 20 with value: -0.1284105733986859.
+[I 2025-12-17 13:51:00,583] Trial 38 finished with value: -7.707308387934653 and parameters: {'embedding_dim': 107, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 20 with value: -0.1284105733986859.
+[I 2025-12-17 13:51:50,246] Trial 39 finished with value: -6.115830526609128 and parameters: {'embedding_dim': 114, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 20 with value: -0.1284105733986859.
+[I 2025-12-17 13:52:24,751] Trial 40 finished with value: -14.7168896194762 and parameters: {'embedding_dim': 93, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 20 with value: -0.1284105733986859.
+[I 2025-12-17 13:53:15,444] Trial 41 finished with value: -2.19149229868169 and parameters: {'embedding_dim': 116, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 20 with value: -0.1284105733986859.
+[I 2025-12-17 13:54:04,438] Trial 42 finished with value: -13.214139111058243 and parameters: {'embedding_dim': 110, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 20 with value: -0.1284105733986859.
+[I 2025-12-17 13:54:54,411] Trial 43 finished with value: -19.321756825661073 and parameters: {'embedding_dim': 104, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 20 with value: -0.1284105733986859.
+[I 2025-12-17 13:55:42,715] Trial 44 finished with value: -13.340162334857016 and parameters: {'embedding_dim': 113, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 20 with value: -0.1284105733986859.
+[I 2025-12-17 13:56:30,746] Trial 45 finished with value: -21.51762341330548 and parameters: {'embedding_dim': 126, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 20 with value: -0.1284105733986859.
+[I 2025-12-17 13:57:20,296] Trial 46 finished with value: -14.260650659564723 and parameters: {'embedding_dim': 105, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 20 with value: -0.1284105733986859.
+[I 2025-12-17 13:58:12,767] Trial 47 finished with value: -29.260945150602854 and parameters: {'embedding_dim': 117, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 20 with value: -0.1284105733986859.
+[I 2025-12-17 13:59:03,125] Trial 48 finished with value: -9.788425472238991 and parameters: {'embedding_dim': 123, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 20 with value: -0.1284105733986859.
+[I 2025-12-17 13:59:38,635] Trial 49 finished with value: -3.3881132941662573 and parameters: {'embedding_dim': 109, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 20 with value: -0.1284105733986859.
+[I 2025-12-17 13:59:47,088] A new study created in memory with name: no-name-799ecbb9-9ecd-4465-b901-5a19ed381151
+[I 2025-12-17 14:00:34,280] Trial 0 finished with value: -280.6336735511234 and parameters: {'embedding_dim': 321, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 0 with value: -280.6336735511234.
+[I 2025-12-17 14:01:51,444] Trial 1 finished with value: -537.878271585365 and parameters: {'embedding_dim': 204, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 0 with value: -280.6336735511234.
+[I 2025-12-17 14:03:17,856] Trial 2 finished with value: -363.881156347997 and parameters: {'embedding_dim': 200, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 0 with value: -280.6336735511234.
+[I 2025-12-17 14:03:40,478] Trial 3 finished with value: -442.8836882803389 and parameters: {'embedding_dim': 192, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 0 with value: -280.6336735511234.
+[I 2025-12-17 14:03:50,529] Trial 4 finished with value: -7013.298016390881 and parameters: {'embedding_dim': 276, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 0 with value: -280.6336735511234.
+[I 2025-12-17 14:04:29,442] Trial 5 finished with value: -162.49872490381898 and parameters: {'embedding_dim': 263, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 5 with value: -162.49872490381898.
+[I 2025-12-17 14:05:08,814] Trial 6 finished with value: -540.2612572602069 and parameters: {'embedding_dim': 375, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 5 with value: -162.49872490381898.
+[I 2025-12-17 14:05:31,200] Trial 7 finished with value: -382.7485065928602 and parameters: {'embedding_dim': 492, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 5 with value: -162.49872490381898.
+[I 2025-12-17 14:05:47,933] Trial 8 finished with value: -486.04448771626215 and parameters: {'embedding_dim': 194, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 5 with value: -162.49872490381898.
+[I 2025-12-17 14:06:47,445] Trial 9 finished with value: -126.05854508865401 and parameters: {'embedding_dim': 131, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 9 with value: -126.05854508865401.
+[I 2025-12-17 14:07:33,870] Trial 10 finished with value: -887.3956226040106 and parameters: {'embedding_dim': 409, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 9 with value: -126.05854508865401.
+[I 2025-12-17 14:08:04,233] Trial 11 finished with value: -122.37361163087212 and parameters: {'embedding_dim': 129, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 11 with value: -122.37361163087212.
+[I 2025-12-17 14:08:39,020] Trial 12 finished with value: -152.08261271305042 and parameters: {'embedding_dim': 131, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 11 with value: -122.37361163087212.
+[I 2025-12-17 14:09:23,006] Trial 13 finished with value: -373.8277583325463 and parameters: {'embedding_dim': 144, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 11 with value: -122.37361163087212.
+[I 2025-12-17 14:09:46,085] Trial 14 finished with value: -836.3188937255561 and parameters: {'embedding_dim': 128, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 11 with value: -122.37361163087212.
+[I 2025-12-17 14:10:49,574] Trial 15 finished with value: -307.0084948160605 and parameters: {'embedding_dim': 250, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 11 with value: -122.37361163087212.
+[I 2025-12-17 14:11:06,647] Trial 16 finished with value: -809.7267250121708 and parameters: {'embedding_dim': 325, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 1}. Best is trial 11 with value: -122.37361163087212.
+[I 2025-12-17 14:11:51,711] Trial 17 finished with value: -1162.191358755241 and parameters: {'embedding_dim': 165, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 11 with value: -122.37361163087212.
+[I 2025-12-17 14:12:30,799] Trial 18 finished with value: -1933.6611959563052 and parameters: {'embedding_dim': 235, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 11 with value: -122.37361163087212.
+[I 2025-12-17 14:13:30,577] Trial 19 finished with value: -346.4264480509768 and parameters: {'embedding_dim': 379, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 11 with value: -122.37361163087212.
+[I 2025-12-17 14:14:02,542] Trial 20 finished with value: -93.84696357789898 and parameters: {'embedding_dim': 476, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 20 with value: -93.84696357789898.
+[I 2025-12-17 14:14:34,574] Trial 21 finished with value: -343.3139978768089 and parameters: {'embedding_dim': 494, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 20 with value: -93.84696357789898.
+[I 2025-12-17 14:15:07,516] Trial 22 finished with value: -164.8992732702989 and parameters: {'embedding_dim': 457, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 20 with value: -93.84696357789898.
+[I 2025-12-17 14:15:32,522] Trial 23 finished with value: -237.64279368827374 and parameters: {'embedding_dim': 443, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 20 with value: -93.84696357789898.
+[I 2025-12-17 14:16:14,341] Trial 24 finished with value: -335.5045937569317 and parameters: {'embedding_dim': 295, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 20 with value: -93.84696357789898.
+[I 2025-12-17 14:17:14,979] Trial 25 finished with value: -519.0385315533645 and parameters: {'embedding_dim': 225, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 20 with value: -93.84696357789898.
+[I 2025-12-17 14:17:48,626] Trial 26 finished with value: -503.0449979784362 and parameters: {'embedding_dim': 153, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 20 with value: -93.84696357789898.
+[I 2025-12-17 14:18:14,193] Trial 27 finished with value: -228.9494981534297 and parameters: {'embedding_dim': 350, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 20 with value: -93.84696357789898.
+[I 2025-12-17 14:18:35,114] Trial 28 finished with value: -214.0296033161841 and parameters: {'embedding_dim': 171, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 20 with value: -93.84696357789898.
+[I 2025-12-17 14:19:33,962] Trial 29 finished with value: -701.5096267203194 and parameters: {'embedding_dim': 304, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 20 with value: -93.84696357789898.
+[I 2025-12-17 14:20:06,418] A new study created in memory with name: no-name-d069a071-86d1-4b14-ab3d-6c25123c03e0
+[I 2025-12-17 14:20:16,845] Trial 0 finished with value: -114.3392025742621 and parameters: {'embedding_dim': 80, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 0 with value: -114.3392025742621.
+[I 2025-12-17 14:20:34,831] Trial 1 finished with value: -29.381818038936814 and parameters: {'embedding_dim': 119, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 1 with value: -29.381818038936814.
+[I 2025-12-17 14:21:08,621] Trial 2 finished with value: -159.64194025588836 and parameters: {'embedding_dim': 121, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 1 with value: -29.381818038936814.
+[I 2025-12-17 14:21:12,872] Trial 3 finished with value: -30.95050269436349 and parameters: {'embedding_dim': 71, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 1 with value: -29.381818038936814.
+[I 2025-12-17 14:21:58,837] Trial 4 finished with value: -20.973921759758337 and parameters: {'embedding_dim': 96, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 4 with value: -20.973921759758337.
+[I 2025-12-17 14:22:07,324] Trial 5 finished with value: -14.305980490154207 and parameters: {'embedding_dim': 81, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 5 with value: -14.305980490154207.
+[I 2025-12-17 14:22:23,244] Trial 6 finished with value: -22.808713981641013 and parameters: {'embedding_dim': 117, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 5 with value: -14.305980490154207.
+[I 2025-12-17 14:23:09,381] Trial 7 finished with value: -16.15604399002146 and parameters: {'embedding_dim': 93, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 5 with value: -14.305980490154207.
+[I 2025-12-17 14:23:20,357] Trial 8 finished with value: -68.21795402048923 and parameters: {'embedding_dim': 85, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 5 with value: -14.305980490154207.
+[I 2025-12-17 14:23:24,645] Trial 9 finished with value: -15.055169771495706 and parameters: {'embedding_dim': 77, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 5 with value: -14.305980490154207.
+[I 2025-12-17 14:23:32,990] Trial 10 finished with value: -19.744726883310133 and parameters: {'embedding_dim': 65, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 5 with value: -14.305980490154207.
+[I 2025-12-17 14:23:37,322] Trial 11 finished with value: -39.89574362862027 and parameters: {'embedding_dim': 80, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 5 with value: -14.305980490154207.
+[I 2025-12-17 14:23:41,620] Trial 12 finished with value: -54.31105631228014 and parameters: {'embedding_dim': 103, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 5 with value: -14.305980490154207.
+[I 2025-12-17 14:23:48,039] Trial 13 finished with value: -18.30690883764892 and parameters: {'embedding_dim': 75, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 5 with value: -14.305980490154207.
+[I 2025-12-17 14:23:54,393] Trial 14 finished with value: -21.061746651876962 and parameters: {'embedding_dim': 88, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 5 with value: -14.305980490154207.
+[I 2025-12-17 14:24:02,824] Trial 15 finished with value: -13.422661474185668 and parameters: {'embedding_dim': 106, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 15 with value: -13.422661474185668.
+[I 2025-12-17 14:24:11,261] Trial 16 finished with value: -14.285238622019902 and parameters: {'embedding_dim': 107, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 15 with value: -13.422661474185668.
+[I 2025-12-17 14:24:19,611] Trial 17 finished with value: -6.503397908629778 and parameters: {'embedding_dim': 106, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 17 with value: -6.503397908629778.
+[I 2025-12-17 14:25:09,478] Trial 18 finished with value: -8.159669390663607 and parameters: {'embedding_dim': 111, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 17 with value: -6.503397908629778.
+[I 2025-12-17 14:25:56,364] Trial 19 finished with value: -10.271735048677332 and parameters: {'embedding_dim': 127, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 17 with value: -6.503397908629778.
+[I 2025-12-17 14:26:32,286] Trial 20 finished with value: -36.77633392404742 and parameters: {'embedding_dim': 112, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 17 with value: -6.503397908629778.
+[I 2025-12-17 14:27:20,403] Trial 21 finished with value: -2.9010530379223702 and parameters: {'embedding_dim': 128, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 21 with value: -2.9010530379223702.
+[I 2025-12-17 14:28:10,685] Trial 22 finished with value: -12.164510501198443 and parameters: {'embedding_dim': 102, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 21 with value: -2.9010530379223702.
+[I 2025-12-17 14:28:57,482] Trial 23 finished with value: -12.134042163892595 and parameters: {'embedding_dim': 128, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 21 with value: -2.9010530379223702.
+[I 2025-12-17 14:29:45,401] Trial 24 finished with value: -29.45912655828034 and parameters: {'embedding_dim': 113, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 21 with value: -2.9010530379223702.
+[I 2025-12-17 14:30:32,455] Trial 25 finished with value: -65.66175864187466 and parameters: {'embedding_dim': 123, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 21 with value: -2.9010530379223702.
+[I 2025-12-17 14:31:08,051] Trial 26 finished with value: -106.7577267229143 and parameters: {'embedding_dim': 114, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 21 with value: -2.9010530379223702.
+[I 2025-12-17 14:31:30,033] Trial 27 finished with value: -19.662634656904757 and parameters: {'embedding_dim': 98, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 21 with value: -2.9010530379223702.
+[I 2025-12-17 14:32:17,846] Trial 28 finished with value: -31.842109620003086 and parameters: {'embedding_dim': 109, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 21 with value: -2.9010530379223702.
+[I 2025-12-17 14:33:06,028] Trial 29 finished with value: -35.18735359550695 and parameters: {'embedding_dim': 124, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 21 with value: -2.9010530379223702.
+[I 2025-12-17 14:33:21,841] Trial 30 finished with value: -83.96614002107522 and parameters: {'embedding_dim': 100, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 21 with value: -2.9010530379223702.
+[I 2025-12-17 14:34:09,475] Trial 31 finished with value: -19.836333611206864 and parameters: {'embedding_dim': 127, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 21 with value: -2.9010530379223702.
+[I 2025-12-17 14:34:58,106] Trial 32 finished with value: -2.812566267388486 and parameters: {'embedding_dim': 117, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 32 with value: -2.812566267388486.
+[I 2025-12-17 14:35:46,122] Trial 33 finished with value: -15.490059326331643 and parameters: {'embedding_dim': 116, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 32 with value: -2.812566267388486.
+[I 2025-12-17 14:36:33,586] Trial 34 finished with value: -10.983377060381502 and parameters: {'embedding_dim': 120, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 32 with value: -2.812566267388486.
+[I 2025-12-17 14:37:19,989] Trial 35 finished with value: -21.87900055053833 and parameters: {'embedding_dim': 110, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 32 with value: -2.812566267388486.
+[I 2025-12-17 14:38:06,050] Trial 36 finished with value: -10.204136206826563 and parameters: {'embedding_dim': 121, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 32 with value: -2.812566267388486.
+[I 2025-12-17 14:38:21,671] Trial 37 finished with value: -42.948755917066016 and parameters: {'embedding_dim': 117, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 32 with value: -2.812566267388486.
+[I 2025-12-17 14:39:07,611] Trial 38 finished with value: -53.39051587980994 and parameters: {'embedding_dim': 105, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 32 with value: -2.812566267388486.
+[I 2025-12-17 14:39:41,662] Trial 39 finished with value: -1.2569319698965675 and parameters: {'embedding_dim': 124, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 39 with value: -1.2569319698965675.
+[I 2025-12-17 14:39:47,942] Trial 40 finished with value: -126.97552790061519 and parameters: {'embedding_dim': 124, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 39 with value: -1.2569319698965675.
+[I 2025-12-17 14:40:21,813] Trial 41 finished with value: -2.6742762688901602 and parameters: {'embedding_dim': 118, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 39 with value: -1.2569319698965675.
+[I 2025-12-17 14:40:56,292] Trial 42 finished with value: -0.5384222647078184 and parameters: {'embedding_dim': 117, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 42 with value: -0.5384222647078184.
+[I 2025-12-17 14:41:32,144] Trial 43 finished with value: -43.171455052682376 and parameters: {'embedding_dim': 119, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 42 with value: -0.5384222647078184.
+[I 2025-12-17 14:42:06,359] Trial 44 finished with value: -11.69204502915569 and parameters: {'embedding_dim': 124, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 42 with value: -0.5384222647078184.
+[I 2025-12-17 14:42:40,394] Trial 45 finished with value: -30.355063472763952 and parameters: {'embedding_dim': 116, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 42 with value: -0.5384222647078184.
+[I 2025-12-17 14:43:14,255] Trial 46 finished with value: -105.50515219273254 and parameters: {'embedding_dim': 119, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 42 with value: -0.5384222647078184.
+[I 2025-12-17 14:43:48,197] Trial 47 finished with value: -34.5594781206653 and parameters: {'embedding_dim': 128, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 42 with value: -0.5384222647078184.
+[I 2025-12-17 14:44:10,025] Trial 48 finished with value: -284.59764547383816 and parameters: {'embedding_dim': 93, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 42 with value: -0.5384222647078184.
+[I 2025-12-17 14:44:25,847] Trial 49 finished with value: -35.68419114195529 and parameters: {'embedding_dim': 123, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 42 with value: -0.5384222647078184.
+[I 2025-12-17 14:44:59,853] A new study created in memory with name: no-name-7286da9c-bd0a-4d56-b9fe-0487e3403d31
+[I 2025-12-17 14:45:26,989] Trial 0 finished with value: -1565.3170708292669 and parameters: {'embedding_dim': 246, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 0 with value: -1565.3170708292669.
+[I 2025-12-17 14:45:39,142] Trial 1 finished with value: -1615.9256455994114 and parameters: {'embedding_dim': 291, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 0 with value: -1565.3170708292669.
+[I 2025-12-17 14:46:36,988] Trial 2 finished with value: -110.12199478712287 and parameters: {'embedding_dim': 479, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 2 with value: -110.12199478712287.
+[I 2025-12-17 14:46:59,983] Trial 3 finished with value: -842.0611571387981 and parameters: {'embedding_dim': 163, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 2 with value: -110.12199478712287.
+[I 2025-12-17 14:47:37,792] Trial 4 finished with value: -487.7295392033941 and parameters: {'embedding_dim': 300, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 2 with value: -110.12199478712287.
+[I 2025-12-17 14:47:56,534] Trial 5 finished with value: -444.24032418812163 and parameters: {'embedding_dim': 214, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 2 with value: -110.12199478712287.
+[I 2025-12-17 14:48:26,541] Trial 6 finished with value: -1395.8925339052355 and parameters: {'embedding_dim': 424, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 2 with value: -110.12199478712287.
+[I 2025-12-17 14:48:54,595] Trial 7 finished with value: -190.96741435821846 and parameters: {'embedding_dim': 354, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 2 with value: -110.12199478712287.
+[I 2025-12-17 14:49:16,747] Trial 8 finished with value: -1677.5964020018878 and parameters: {'embedding_dim': 406, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 2 with value: -110.12199478712287.
+[I 2025-12-17 14:50:27,673] Trial 9 finished with value: -150.5696620129212 and parameters: {'embedding_dim': 257, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 2 with value: -110.12199478712287.
+[I 2025-12-17 14:51:23,887] Trial 10 finished with value: -1095.7449850264497 and parameters: {'embedding_dim': 485, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 2 with value: -110.12199478712287.
+[I 2025-12-17 14:52:34,876] Trial 11 finished with value: -131.94929538895713 and parameters: {'embedding_dim': 498, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 2 with value: -110.12199478712287.
+[I 2025-12-17 14:54:04,733] Trial 12 finished with value: -283.58376449947724 and parameters: {'embedding_dim': 511, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 2 with value: -110.12199478712287.
+[I 2025-12-17 14:55:04,329] Trial 13 finished with value: -851.77815146519 and parameters: {'embedding_dim': 435, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 2 with value: -110.12199478712287.
+[I 2025-12-17 14:56:20,940] Trial 14 finished with value: -0.020040510505437408 and parameters: {'embedding_dim': 467, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 14 with value: -0.020040510505437408.
+[I 2025-12-17 14:57:04,917] Trial 15 finished with value: -116.45115665780109 and parameters: {'embedding_dim': 364, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 14 with value: -0.020040510505437408.
+[I 2025-12-17 14:58:37,425] Trial 16 finished with value: -118.56650359957715 and parameters: {'embedding_dim': 459, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 14 with value: -0.020040510505437408.
+[I 2025-12-17 14:59:53,980] Trial 17 finished with value: -100.55861980397188 and parameters: {'embedding_dim': 374, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 14 with value: -0.020040510505437408.
+[I 2025-12-17 15:00:32,935] Trial 18 finished with value: -356.59069645251674 and parameters: {'embedding_dim': 376, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 14 with value: -0.020040510505437408.
+[I 2025-12-17 15:00:53,468] Trial 19 finished with value: -509.8824992488449 and parameters: {'embedding_dim': 330, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 14 with value: -0.020040510505437408.
+[I 2025-12-17 15:02:09,501] Trial 20 finished with value: -366.7511339205321 and parameters: {'embedding_dim': 402, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 14 with value: -0.020040510505437408.
+[I 2025-12-17 15:03:12,778] Trial 21 finished with value: -1464.6626848969386 and parameters: {'embedding_dim': 464, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 14 with value: -0.020040510505437408.
+[I 2025-12-17 15:04:12,105] Trial 22 finished with value: -13.184655277411666 and parameters: {'embedding_dim': 471, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 14 with value: -0.020040510505437408.
+[I 2025-12-17 15:05:27,575] Trial 23 finished with value: -851.9717146350702 and parameters: {'embedding_dim': 445, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 14 with value: -0.020040510505437408.
+[I 2025-12-17 15:06:12,084] Trial 24 finished with value: -366.3088218965224 and parameters: {'embedding_dim': 405, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 14 with value: -0.020040510505437408.
+[I 2025-12-17 15:07:10,273] Trial 25 finished with value: -1.320735495773228 and parameters: {'embedding_dim': 387, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 14 with value: -0.020040510505437408.
+[I 2025-12-17 15:08:13,258] Trial 26 finished with value: -508.0020320064871 and parameters: {'embedding_dim': 444, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 14 with value: -0.020040510505437408.
+[I 2025-12-17 15:09:14,655] Trial 27 finished with value: -290.9751421092186 and parameters: {'embedding_dim': 419, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 14 with value: -0.020040510505437408.
+[I 2025-12-17 15:09:37,375] Trial 28 finished with value: -221.64697640386117 and parameters: {'embedding_dim': 473, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 14 with value: -0.020040510505437408.
+[I 2025-12-17 15:09:49,156] Trial 29 finished with value: -3390.358698748544 and parameters: {'embedding_dim': 336, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 14 with value: -0.020040510505437408.
+Processing ../../data/data_for_modeling/incheon_train.csv: Optimizing CTGAN for class 1...
+Saved CTGAN model for class 0: ../save_model/oversampling_models/smotenc_ctgan_7000_1_incheon_class0.pkl
+Saved CTGAN model for class 1: ../save_model/oversampling_models/smotenc_ctgan_7000_1_incheon_class1.pkl
+Saved augmented data only ../../data/data_oversampled/augmented_only/smotenc_ctgan7000_1_incheon.csv: Class 0=6854 | Class 1=6671
+Saved ../../data/data_oversampled/smotenc_ctgan7000/smotenc_ctgan7000_1_incheon.csv: Class 0=6854 | Class 1=6671 | Class 2=14554
+Processing ../../data/data_for_modeling/seoul_train.csv: Optimizing CTGAN for class 0...
+Processing ../../data/data_for_modeling/seoul_train.csv: Optimizing CTGAN for class 1...
+Saved CTGAN model for class 0: ../save_model/oversampling_models/smotenc_ctgan_7000_1_seoul_class0.pkl
+Saved CTGAN model for class 1: ../save_model/oversampling_models/smotenc_ctgan_7000_1_seoul_class1.pkl
+Saved augmented data only ../../data/data_oversampled/augmented_only/smotenc_ctgan7000_1_seoul.csv: Class 0=7384 | Class 1=6693
+Saved ../../data/data_oversampled/smotenc_ctgan7000/smotenc_ctgan7000_1_seoul.csv: Class 0=7384 | Class 1=6693 | Class 2=15676
+Processing ../../data/data_for_modeling/busan_train.csv: Optimizing CTGAN for class 0...
+Processing ../../data/data_for_modeling/busan_train.csv: Optimizing CTGAN for class 1...
+Saved CTGAN model for class 0: ../save_model/oversampling_models/smotenc_ctgan_7000_1_busan_class0.pkl
+Saved CTGAN model for class 1: ../save_model/oversampling_models/smotenc_ctgan_7000_1_busan_class1.pkl
+Saved augmented data only ../../data/data_oversampled/augmented_only/smotenc_ctgan7000_1_busan.csv: Class 0=6550 | Class 1=5570
+Saved ../../data/data_oversampled/smotenc_ctgan7000/smotenc_ctgan7000_1_busan.csv: Class 0=6550 | Class 1=5570 | Class 2=16492
+Processing ../../data/data_for_modeling/daegu_train.csv: Optimizing CTGAN for class 0...
+Processing ../../data/data_for_modeling/daegu_train.csv: Optimizing CTGAN for class 1...
+Saved CTGAN model for class 0: ../save_model/oversampling_models/smotenc_ctgan_7000_1_daegu_class0.pkl
+Saved CTGAN model for class 1: ../save_model/oversampling_models/smotenc_ctgan_7000_1_daegu_class1.pkl
+Saved augmented data only ../../data/data_oversampled/augmented_only/smotenc_ctgan7000_1_daegu.csv: Class 0=7317 | Class 1=6717
+Saved ../../data/data_oversampled/smotenc_ctgan7000/smotenc_ctgan7000_1_daegu.csv: Class 0=7317 | Class 1=6717 | Class 2=16582
+Processing ../../data/data_for_modeling/daejeon_train.csv: Optimizing CTGAN for class 0...
+Processing ../../data/data_for_modeling/daejeon_train.csv: Optimizing CTGAN for class 1...
+Saved CTGAN model for class 0: ../save_model/oversampling_models/smotenc_ctgan_7000_1_daejeon_class0.pkl
+Saved CTGAN model for class 1: ../save_model/oversampling_models/smotenc_ctgan_7000_1_daejeon_class1.pkl
+Saved augmented data only ../../data/data_oversampled/augmented_only/smotenc_ctgan7000_1_daejeon.csv: Class 0=7182 | Class 1=6723
+Saved ../../data/data_oversampled/smotenc_ctgan7000/smotenc_ctgan7000_1_daejeon.csv: Class 0=7182 | Class 1=6723 | Class 2=15441
+Processing ../../data/data_for_modeling/gwangju_train.csv: Optimizing CTGAN for class 0...
+Processing ../../data/data_for_modeling/gwangju_train.csv: Optimizing CTGAN for class 1...
+Saved CTGAN model for class 0: ../save_model/oversampling_models/smotenc_ctgan_7000_1_gwangju_class0.pkl
+Saved CTGAN model for class 1: ../save_model/oversampling_models/smotenc_ctgan_7000_1_gwangju_class1.pkl
+Saved augmented data only ../../data/data_oversampled/augmented_only/smotenc_ctgan7000_1_gwangju.csv: Class 0=7238 | Class 1=6852
+Saved ../../data/data_oversampled/smotenc_ctgan7000/smotenc_ctgan7000_1_gwangju.csv: Class 0=7238 | Class 1=6852 | Class 2=15692
+
+Running smotenc_ctgan_sample_7000_2.py...
+[I 2025-12-17 15:11:08,736] A new study created in memory with name: no-name-b7d54bc3-f603-4b63-9b35-a7e4b2dddd14
+Using device: cuda
+Processing ../../data/data_for_modeling/incheon_train.csv: Optimizing CTGAN for class 0...
+[I 2025-12-17 15:11:45,366] Trial 0 finished with value: -23.334928609498043 and parameters: {'embedding_dim': 114, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 0 with value: -23.334928609498043.
+[I 2025-12-17 15:12:06,779] Trial 1 finished with value: -68.71931187111059 and parameters: {'embedding_dim': 73, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 0 with value: -23.334928609498043.
+[I 2025-12-17 15:12:27,704] Trial 2 finished with value: -79.3080389235037 and parameters: {'embedding_dim': 110, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 0 with value: -23.334928609498043.
+[I 2025-12-17 15:12:36,144] Trial 3 finished with value: -128.72545938938222 and parameters: {'embedding_dim': 98, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 0 with value: -23.334928609498043.
+[I 2025-12-17 15:12:44,367] Trial 4 finished with value: -37.84962526953579 and parameters: {'embedding_dim': 109, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 0 with value: -23.334928609498043.
+[I 2025-12-17 15:12:52,546] Trial 5 finished with value: -183.17226819849395 and parameters: {'embedding_dim': 86, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 0 with value: -23.334928609498043.
+[I 2025-12-17 15:12:56,825] Trial 6 finished with value: -109.30785039209736 and parameters: {'embedding_dim': 109, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 0 with value: -23.334928609498043.
+[I 2025-12-17 15:13:18,087] Trial 7 finished with value: -15.603927012362288 and parameters: {'embedding_dim': 74, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 7 with value: -15.603927012362288.
+[I 2025-12-17 15:13:22,369] Trial 8 finished with value: -29.80602945914047 and parameters: {'embedding_dim': 70, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 7 with value: -15.603927012362288.
+[I 2025-12-17 15:13:28,563] Trial 9 finished with value: -81.03496512987324 and parameters: {'embedding_dim': 112, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 7 with value: -15.603927012362288.
+[I 2025-12-17 15:13:49,972] Trial 10 finished with value: -31.465682025973976 and parameters: {'embedding_dim': 83, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 7 with value: -15.603927012362288.
+[I 2025-12-17 15:14:23,584] Trial 11 finished with value: -58.96228170108289 and parameters: {'embedding_dim': 124, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 7 with value: -15.603927012362288.
+[I 2025-12-17 15:14:57,062] Trial 12 finished with value: -25.435900744843842 and parameters: {'embedding_dim': 126, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 7 with value: -15.603927012362288.
+[I 2025-12-17 15:15:30,762] Trial 13 finished with value: -41.984501812081504 and parameters: {'embedding_dim': 97, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 7 with value: -15.603927012362288.
+[I 2025-12-17 15:15:42,224] Trial 14 finished with value: -18.90700596198899 and parameters: {'embedding_dim': 84, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 7 with value: -15.603927012362288.
+[I 2025-12-17 15:15:53,908] Trial 15 finished with value: -27.99875150488054 and parameters: {'embedding_dim': 81, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 7 with value: -15.603927012362288.
+[I 2025-12-17 15:16:03,998] Trial 16 finished with value: -1.605009269629385 and parameters: {'embedding_dim': 76, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 16 with value: -1.605009269629385.
+[I 2025-12-17 15:16:14,054] Trial 17 finished with value: -5.1060000103057686 and parameters: {'embedding_dim': 67, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 16 with value: -1.605009269629385.
+[I 2025-12-17 15:16:24,253] Trial 18 finished with value: -38.38224278602747 and parameters: {'embedding_dim': 65, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 16 with value: -1.605009269629385.
+[I 2025-12-17 15:16:36,433] Trial 19 finished with value: -164.7165256441854 and parameters: {'embedding_dim': 65, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 16 with value: -1.605009269629385.
+[I 2025-12-17 15:16:52,021] Trial 20 finished with value: -99.59071418492194 and parameters: {'embedding_dim': 91, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 16 with value: -1.605009269629385.
+[I 2025-12-17 15:17:02,213] Trial 21 finished with value: -7.69707280297596 and parameters: {'embedding_dim': 76, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 16 with value: -1.605009269629385.
+[I 2025-12-17 15:17:12,467] Trial 22 finished with value: -7.656381098938184 and parameters: {'embedding_dim': 77, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 16 with value: -1.605009269629385.
+[I 2025-12-17 15:17:22,547] Trial 23 finished with value: -47.48937771890539 and parameters: {'embedding_dim': 79, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 16 with value: -1.605009269629385.
+[I 2025-12-17 15:17:32,722] Trial 24 finished with value: -30.27284168338243 and parameters: {'embedding_dim': 70, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 16 with value: -1.605009269629385.
+[I 2025-12-17 15:17:44,815] Trial 25 finished with value: -0.6014407043066616 and parameters: {'embedding_dim': 89, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 25 with value: -0.6014407043066616.
+[I 2025-12-17 15:18:00,295] Trial 26 finished with value: -31.398498640073733 and parameters: {'embedding_dim': 92, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 25 with value: -0.6014407043066616.
+[I 2025-12-17 15:18:10,553] Trial 27 finished with value: -54.85232955446536 and parameters: {'embedding_dim': 89, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 25 with value: -0.6014407043066616.
+[I 2025-12-17 15:18:23,556] Trial 28 finished with value: -21.734142965795172 and parameters: {'embedding_dim': 102, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 25 with value: -0.6014407043066616.
+[I 2025-12-17 15:18:40,578] Trial 29 finished with value: -53.09615092352947 and parameters: {'embedding_dim': 64, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 25 with value: -0.6014407043066616.
+[I 2025-12-17 15:18:57,744] Trial 30 finished with value: -86.62483762231822 and parameters: {'embedding_dim': 69, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 25 with value: -0.6014407043066616.
+[I 2025-12-17 15:19:07,840] Trial 31 finished with value: -37.59486331054413 and parameters: {'embedding_dim': 78, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 25 with value: -0.6014407043066616.
+[I 2025-12-17 15:19:19,238] Trial 32 finished with value: -9.541351348055166 and parameters: {'embedding_dim': 75, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 25 with value: -0.6014407043066616.
+[I 2025-12-17 15:19:29,310] Trial 33 finished with value: -2.368812498970998 and parameters: {'embedding_dim': 71, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 25 with value: -0.6014407043066616.
+[I 2025-12-17 15:19:40,075] Trial 34 finished with value: -13.915146347020205 and parameters: {'embedding_dim': 71, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 25 with value: -0.6014407043066616.
+[I 2025-12-17 15:19:52,235] Trial 35 finished with value: -0.8903912657897353 and parameters: {'embedding_dim': 67, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 25 with value: -0.6014407043066616.
+[I 2025-12-17 15:20:02,838] Trial 36 finished with value: -15.351493729692102 and parameters: {'embedding_dim': 103, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 25 with value: -0.6014407043066616.
+[I 2025-12-17 15:20:25,220] Trial 37 finished with value: -6.10667185141222 and parameters: {'embedding_dim': 87, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 25 with value: -0.6014407043066616.
+[I 2025-12-17 15:20:35,351] Trial 38 finished with value: -61.44081703118426 and parameters: {'embedding_dim': 73, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 25 with value: -0.6014407043066616.
+[I 2025-12-17 15:20:39,755] Trial 39 finished with value: -175.2449756127524 and parameters: {'embedding_dim': 81, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 25 with value: -0.6014407043066616.
+[I 2025-12-17 15:20:50,145] Trial 40 finished with value: -43.35623893286304 and parameters: {'embedding_dim': 95, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 25 with value: -0.6014407043066616.
+[I 2025-12-17 15:21:01,579] Trial 41 finished with value: -1.6292343400644131 and parameters: {'embedding_dim': 68, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 25 with value: -0.6014407043066616.
+[I 2025-12-17 15:21:13,049] Trial 42 finished with value: -259.74753567968935 and parameters: {'embedding_dim': 72, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 25 with value: -0.6014407043066616.
+[I 2025-12-17 15:21:23,465] Trial 43 finished with value: -0.053259764652230465 and parameters: {'embedding_dim': 67, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 43 with value: -0.053259764652230465.
+[I 2025-12-17 15:21:27,765] Trial 44 finished with value: -46.60454523022062 and parameters: {'embedding_dim': 66, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 43 with value: -0.053259764652230465.
+[I 2025-12-17 15:21:48,955] Trial 45 finished with value: -6.811030521752492 and parameters: {'embedding_dim': 67, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 43 with value: -0.053259764652230465.
+[I 2025-12-17 15:22:11,908] Trial 46 finished with value: -127.61972410968838 and parameters: {'embedding_dim': 68, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 43 with value: -0.053259764652230465.
+[I 2025-12-17 15:22:16,218] Trial 47 finished with value: -15.67414831595804 and parameters: {'embedding_dim': 75, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 43 with value: -0.053259764652230465.
+[I 2025-12-17 15:22:37,415] Trial 48 finished with value: -27.242218757853692 and parameters: {'embedding_dim': 85, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 43 with value: -0.053259764652230465.
+[I 2025-12-17 15:22:47,348] Trial 49 finished with value: -3.5785329724689423 and parameters: {'embedding_dim': 119, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 43 with value: -0.053259764652230465.
+[I 2025-12-17 15:22:59,061] A new study created in memory with name: no-name-17c0dca7-bea8-436a-82cd-3251d0986147
+[I 2025-12-17 15:25:02,474] Trial 0 finished with value: -692.0558743428487 and parameters: {'embedding_dim': 170, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 0 with value: -692.0558743428487.
+[I 2025-12-17 15:25:37,703] Trial 1 finished with value: -263.8718759852003 and parameters: {'embedding_dim': 351, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 1 with value: -263.8718759852003.
+[I 2025-12-17 15:25:59,894] Trial 2 finished with value: -575.4502494347888 and parameters: {'embedding_dim': 339, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 1 with value: -263.8718759852003.
+[I 2025-12-17 15:27:42,457] Trial 3 finished with value: -54.49757546329519 and parameters: {'embedding_dim': 232, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 3 with value: -54.49757546329519.
+[I 2025-12-17 15:28:22,420] Trial 4 finished with value: -3179.2758506529044 and parameters: {'embedding_dim': 275, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 3 with value: -54.49757546329519.
+[I 2025-12-17 15:28:52,742] Trial 5 finished with value: -233.9102178281721 and parameters: {'embedding_dim': 202, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 3 with value: -54.49757546329519.
+[I 2025-12-17 15:29:15,701] Trial 6 finished with value: -402.4826963967833 and parameters: {'embedding_dim': 398, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 3 with value: -54.49757546329519.
+[I 2025-12-17 15:30:34,404] Trial 7 finished with value: -310.6766927623073 and parameters: {'embedding_dim': 509, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 3 with value: -54.49757546329519.
+[I 2025-12-17 15:31:14,523] Trial 8 finished with value: -315.8617838191513 and parameters: {'embedding_dim': 365, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 3 with value: -54.49757546329519.
+[I 2025-12-17 15:32:19,745] Trial 9 finished with value: -545.2636597109482 and parameters: {'embedding_dim': 485, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 3 with value: -54.49757546329519.
+[I 2025-12-17 15:34:05,789] Trial 10 finished with value: -13.533862171968563 and parameters: {'embedding_dim': 246, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 10 with value: -13.533862171968563.
+[I 2025-12-17 15:35:46,902] Trial 11 finished with value: -244.55992042569187 and parameters: {'embedding_dim': 248, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 10 with value: -13.533862171968563.
+[I 2025-12-17 15:37:26,774] Trial 12 finished with value: -72.0518401471248 and parameters: {'embedding_dim': 134, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 10 with value: -13.533862171968563.
+[I 2025-12-17 15:38:47,903] Trial 13 finished with value: -67.12201119283695 and parameters: {'embedding_dim': 255, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 10 with value: -13.533862171968563.
+[I 2025-12-17 15:40:29,037] Trial 14 finished with value: -71.98588583123697 and parameters: {'embedding_dim': 211, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 10 with value: -13.533862171968563.
+[I 2025-12-17 15:42:31,032] Trial 15 finished with value: -7.689304435645131 and parameters: {'embedding_dim': 290, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 15 with value: -7.689304435645131.
+[I 2025-12-17 15:44:31,660] Trial 16 finished with value: -384.9678719349753 and parameters: {'embedding_dim': 304, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 15 with value: -7.689304435645131.
+[I 2025-12-17 15:46:43,836] Trial 17 finished with value: -422.92817880274964 and parameters: {'embedding_dim': 445, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 15 with value: -7.689304435645131.
+[I 2025-12-17 15:48:10,131] Trial 18 finished with value: -268.72266128661437 and parameters: {'embedding_dim': 294, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 15 with value: -7.689304435645131.
+[I 2025-12-17 15:48:52,828] Trial 19 finished with value: -968.2898794834621 and parameters: {'embedding_dim': 396, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 15 with value: -7.689304435645131.
+[I 2025-12-17 15:50:38,890] Trial 20 finished with value: -201.6942245081755 and parameters: {'embedding_dim': 173, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 15 with value: -7.689304435645131.
+[I 2025-12-17 15:52:24,556] Trial 21 finished with value: -1294.5296981102133 and parameters: {'embedding_dim': 236, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 15 with value: -7.689304435645131.
+[I 2025-12-17 15:54:10,899] Trial 22 finished with value: -1099.2737636051543 and parameters: {'embedding_dim': 219, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 15 with value: -7.689304435645131.
+[I 2025-12-17 15:56:12,950] Trial 23 finished with value: -111.53649715184923 and parameters: {'embedding_dim': 276, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 15 with value: -7.689304435645131.
+[I 2025-12-17 15:57:38,559] Trial 24 finished with value: -159.42565625553476 and parameters: {'embedding_dim': 320, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 15 with value: -7.689304435645131.
+[I 2025-12-17 15:59:49,396] Trial 25 finished with value: -34.97680961266085 and parameters: {'embedding_dim': 174, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 15 with value: -7.689304435645131.
+[I 2025-12-17 16:01:55,997] Trial 26 finished with value: -123.93420802130417 and parameters: {'embedding_dim': 174, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 15 with value: -7.689304435645131.
+[I 2025-12-17 16:04:09,820] Trial 27 finished with value: -252.49431901332287 and parameters: {'embedding_dim': 156, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 15 with value: -7.689304435645131.
+[I 2025-12-17 16:05:25,803] Trial 28 finished with value: -309.28349527407937 and parameters: {'embedding_dim': 199, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 15 with value: -7.689304435645131.
+[I 2025-12-17 16:06:07,052] Trial 29 finished with value: -230.3321104940456 and parameters: {'embedding_dim': 135, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 15 with value: -7.689304435645131.
+[I 2025-12-17 16:08:13,776] A new study created in memory with name: no-name-c733c656-f4f6-48db-b7dd-c8b6b31acb14
+[I 2025-12-17 16:08:20,357] Trial 0 finished with value: -16.23387948306933 and parameters: {'embedding_dim': 79, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 0 with value: -16.23387948306933.
+[I 2025-12-17 16:08:36,274] Trial 1 finished with value: -26.46242414621379 and parameters: {'embedding_dim': 81, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 0 with value: -16.23387948306933.
+[I 2025-12-17 16:08:57,681] Trial 2 finished with value: -4.2148706673647185 and parameters: {'embedding_dim': 78, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 2 with value: -4.2148706673647185.
+[I 2025-12-17 16:09:43,126] Trial 3 finished with value: -4.10850562269724 and parameters: {'embedding_dim': 116, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 3 with value: -4.10850562269724.
+[I 2025-12-17 16:09:51,270] Trial 4 finished with value: -2.0837198164243 and parameters: {'embedding_dim': 75, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 4 with value: -2.0837198164243.
+[I 2025-12-17 16:10:36,793] Trial 5 finished with value: -16.838200087680782 and parameters: {'embedding_dim': 94, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 4 with value: -2.0837198164243.
+[I 2025-12-17 16:11:22,183] Trial 6 finished with value: -11.980980289675328 and parameters: {'embedding_dim': 110, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 4 with value: -2.0837198164243.
+[I 2025-12-17 16:11:26,648] Trial 7 finished with value: -34.72635491797158 and parameters: {'embedding_dim': 111, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 4 with value: -2.0837198164243.
+[I 2025-12-17 16:11:36,664] Trial 8 finished with value: -60.957658848304035 and parameters: {'embedding_dim': 102, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 4 with value: -2.0837198164243.
+[I 2025-12-17 16:11:41,030] Trial 9 finished with value: -20.76765853089249 and parameters: {'embedding_dim': 81, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 4 with value: -2.0837198164243.
+[I 2025-12-17 16:11:47,322] Trial 10 finished with value: -45.11039086627071 and parameters: {'embedding_dim': 64, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 4 with value: -2.0837198164243.
+[I 2025-12-17 16:12:32,298] Trial 11 finished with value: -0.7504380822811003 and parameters: {'embedding_dim': 125, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 11 with value: -0.7504380822811003.
+[I 2025-12-17 16:13:17,320] Trial 12 finished with value: -7.95921347793933 and parameters: {'embedding_dim': 64, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 11 with value: -0.7504380822811003.
+[I 2025-12-17 16:13:24,187] Trial 13 finished with value: -14.500271430704963 and parameters: {'embedding_dim': 128, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 11 with value: -0.7504380822811003.
+[I 2025-12-17 16:13:47,642] Trial 14 finished with value: -5.2387441872255955 and parameters: {'embedding_dim': 125, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 11 with value: -0.7504380822811003.
+[I 2025-12-17 16:14:34,357] Trial 15 finished with value: -5.387948627188107 and parameters: {'embedding_dim': 92, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 11 with value: -0.7504380822811003.
+[I 2025-12-17 16:14:41,673] Trial 16 finished with value: -14.525033079731129 and parameters: {'embedding_dim': 101, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 11 with value: -0.7504380822811003.
+[I 2025-12-17 16:15:28,766] Trial 17 finished with value: -2.616938685511568 and parameters: {'embedding_dim': 88, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 11 with value: -0.7504380822811003.
+[I 2025-12-17 16:15:34,934] Trial 18 finished with value: -3.016740213043946 and parameters: {'embedding_dim': 70, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 11 with value: -0.7504380822811003.
+[I 2025-12-17 16:15:57,751] Trial 19 finished with value: -3.9558844970895386 and parameters: {'embedding_dim': 122, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 11 with value: -0.7504380822811003.
+[I 2025-12-17 16:16:08,223] Trial 20 finished with value: -8.268308114457867 and parameters: {'embedding_dim': 105, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 11 with value: -0.7504380822811003.
+[I 2025-12-17 16:16:55,079] Trial 21 finished with value: -6.38084377373239 and parameters: {'embedding_dim': 90, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 11 with value: -0.7504380822811003.
+[I 2025-12-17 16:17:45,112] Trial 22 finished with value: -1.640712427985053 and parameters: {'embedding_dim': 87, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 11 with value: -0.7504380822811003.
+[I 2025-12-17 16:18:18,276] Trial 23 finished with value: -4.02354055307978 and parameters: {'embedding_dim': 72, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 11 with value: -0.7504380822811003.
+[I 2025-12-17 16:19:05,572] Trial 24 finished with value: -0.03708771564241433 and parameters: {'embedding_dim': 86, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 24 with value: -0.03708771564241433.
+[I 2025-12-17 16:19:54,579] Trial 25 finished with value: -0.7786081537157448 and parameters: {'embedding_dim': 85, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 24 with value: -0.03708771564241433.
+[I 2025-12-17 16:20:31,259] Trial 26 finished with value: -15.374582553861567 and parameters: {'embedding_dim': 98, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 24 with value: -0.03708771564241433.
+[I 2025-12-17 16:21:20,504] Trial 27 finished with value: -1.5065663084771215 and parameters: {'embedding_dim': 84, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 24 with value: -0.03708771564241433.
+[I 2025-12-17 16:22:08,419] Trial 28 finished with value: -0.09224325151569174 and parameters: {'embedding_dim': 118, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 24 with value: -0.03708771564241433.
+[I 2025-12-17 16:22:43,254] Trial 29 finished with value: -4.588572500002757 and parameters: {'embedding_dim': 119, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 24 with value: -0.03708771564241433.
+[I 2025-12-17 16:23:30,889] Trial 30 finished with value: -3.8797051021334856 and parameters: {'embedding_dim': 110, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 24 with value: -0.03708771564241433.
+[I 2025-12-17 16:24:20,339] Trial 31 finished with value: -3.1463749499691502 and parameters: {'embedding_dim': 114, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 24 with value: -0.03708771564241433.
+[I 2025-12-17 16:25:06,651] Trial 32 finished with value: -6.088427841814813 and parameters: {'embedding_dim': 84, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 24 with value: -0.03708771564241433.
+[I 2025-12-17 16:25:54,609] Trial 33 finished with value: -1.2720949889590198 and parameters: {'embedding_dim': 128, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 24 with value: -0.03708771564241433.
+[I 2025-12-17 16:26:43,808] Trial 34 finished with value: -0.34144077250505595 and parameters: {'embedding_dim': 117, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 24 with value: -0.03708771564241433.
+[I 2025-12-17 16:27:06,509] Trial 35 finished with value: -0.6396574252027811 and parameters: {'embedding_dim': 119, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 24 with value: -0.03708771564241433.
+[I 2025-12-17 16:27:29,284] Trial 36 finished with value: -12.74357921764161 and parameters: {'embedding_dim': 118, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 24 with value: -0.03708771564241433.
+[I 2025-12-17 16:27:46,549] Trial 37 finished with value: -7.271947690690084 and parameters: {'embedding_dim': 107, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 24 with value: -0.03708771564241433.
+[I 2025-12-17 16:28:09,918] Trial 38 finished with value: -1.3449702010787594 and parameters: {'embedding_dim': 120, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 24 with value: -0.03708771564241433.
+[I 2025-12-17 16:28:32,170] Trial 39 finished with value: -9.135306757612158 and parameters: {'embedding_dim': 114, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 24 with value: -0.03708771564241433.
+[I 2025-12-17 16:28:52,961] Trial 40 finished with value: -1.4057142314603748 and parameters: {'embedding_dim': 96, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 24 with value: -0.03708771564241433.
+[I 2025-12-17 16:29:38,372] Trial 41 finished with value: -0.5342254130375025 and parameters: {'embedding_dim': 122, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 24 with value: -0.03708771564241433.
+[I 2025-12-17 16:30:23,993] Trial 42 finished with value: -4.145507625602132 and parameters: {'embedding_dim': 122, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 24 with value: -0.03708771564241433.
+[I 2025-12-17 16:31:09,369] Trial 43 finished with value: -1.334341102999236 and parameters: {'embedding_dim': 115, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 24 with value: -0.03708771564241433.
+[I 2025-12-17 16:31:54,677] Trial 44 finished with value: -6.1491083409988505 and parameters: {'embedding_dim': 117, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 24 with value: -0.03708771564241433.
+[I 2025-12-17 16:32:40,019] Trial 45 finished with value: -7.481403198985162 and parameters: {'embedding_dim': 124, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 24 with value: -0.03708771564241433.
+[I 2025-12-17 16:33:00,979] Trial 46 finished with value: -2.6079561691959783 and parameters: {'embedding_dim': 112, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 24 with value: -0.03708771564241433.
+[I 2025-12-17 16:33:49,506] Trial 47 finished with value: -38.67651321152432 and parameters: {'embedding_dim': 79, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 24 with value: -0.03708771564241433.
+[I 2025-12-17 16:34:11,898] Trial 48 finished with value: -14.88225559312468 and parameters: {'embedding_dim': 108, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 24 with value: -0.03708771564241433.
+[I 2025-12-17 16:34:35,015] Trial 49 finished with value: -9.673054740804162 and parameters: {'embedding_dim': 104, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 24 with value: -0.03708771564241433.
+[I 2025-12-17 16:35:23,292] A new study created in memory with name: no-name-c005aded-1f08-4148-afb0-24652806a754
+[I 2025-12-17 16:36:11,273] Trial 0 finished with value: -808.9400346937471 and parameters: {'embedding_dim': 506, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 0 with value: -808.9400346937471.
+[I 2025-12-17 16:36:56,493] Trial 1 finished with value: -783.9243819407505 and parameters: {'embedding_dim': 301, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 1 with value: -783.9243819407505.
+[I 2025-12-17 16:37:35,061] Trial 2 finished with value: -320.7552596436364 and parameters: {'embedding_dim': 161, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 2 with value: -320.7552596436364.
+[I 2025-12-17 16:37:44,469] Trial 3 finished with value: -1349.1902446223512 and parameters: {'embedding_dim': 386, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 2 with value: -320.7552596436364.
+[I 2025-12-17 16:37:58,177] Trial 4 finished with value: -300.95764690528574 and parameters: {'embedding_dim': 141, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 4 with value: -300.95764690528574.
+[I 2025-12-17 16:38:22,495] Trial 5 finished with value: -2120.842401926963 and parameters: {'embedding_dim': 507, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 4 with value: -300.95764690528574.
+[I 2025-12-17 16:39:25,674] Trial 6 finished with value: -1212.6129493217247 and parameters: {'embedding_dim': 362, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 4 with value: -300.95764690528574.
+[I 2025-12-17 16:40:39,226] Trial 7 finished with value: -343.21703200988793 and parameters: {'embedding_dim': 462, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 4 with value: -300.95764690528574.
+[I 2025-12-17 16:41:19,511] Trial 8 finished with value: -488.5239708594461 and parameters: {'embedding_dim': 151, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 4 with value: -300.95764690528574.
+[I 2025-12-17 16:42:36,862] Trial 9 finished with value: -1188.6917734627325 and parameters: {'embedding_dim': 455, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 4 with value: -300.95764690528574.
+[I 2025-12-17 16:42:49,247] Trial 10 finished with value: -1174.2323487703409 and parameters: {'embedding_dim': 239, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 4 with value: -300.95764690528574.
+[I 2025-12-17 16:43:00,807] Trial 11 finished with value: -623.2106340945174 and parameters: {'embedding_dim': 133, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 4 with value: -300.95764690528574.
+[I 2025-12-17 16:43:13,111] Trial 12 finished with value: -1092.0687796661184 and parameters: {'embedding_dim': 206, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 4 with value: -300.95764690528574.
+[I 2025-12-17 16:44:03,515] Trial 13 finished with value: -9.727001493701156 and parameters: {'embedding_dim': 220, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 13 with value: -9.727001493701156.
+[I 2025-12-17 16:44:18,401] Trial 14 finished with value: -929.8182283837587 and parameters: {'embedding_dim': 243, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 13 with value: -9.727001493701156.
+[I 2025-12-17 16:45:07,922] Trial 15 finished with value: -346.7495621283813 and parameters: {'embedding_dim': 202, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 13 with value: -9.727001493701156.
+[I 2025-12-17 16:45:23,138] Trial 16 finished with value: -443.3387794290809 and parameters: {'embedding_dim': 290, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 13 with value: -9.727001493701156.
+[I 2025-12-17 16:45:41,182] Trial 17 finished with value: -336.3537470738053 and parameters: {'embedding_dim': 188, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 13 with value: -9.727001493701156.
+[I 2025-12-17 16:46:06,735] Trial 18 finished with value: -2264.864095406896 and parameters: {'embedding_dim': 252, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 13 with value: -9.727001493701156.
+[I 2025-12-17 16:46:29,691] Trial 19 finished with value: -310.30394319118477 and parameters: {'embedding_dim': 345, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 13 with value: -9.727001493701156.
+[I 2025-12-17 16:46:44,913] Trial 20 finished with value: -261.0154765163412 and parameters: {'embedding_dim': 129, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 13 with value: -9.727001493701156.
+[I 2025-12-17 16:46:59,575] Trial 21 finished with value: -246.60161333192926 and parameters: {'embedding_dim': 129, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 13 with value: -9.727001493701156.
+[I 2025-12-17 16:47:14,039] Trial 22 finished with value: -257.0956226553516 and parameters: {'embedding_dim': 177, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 13 with value: -9.727001493701156.
+[I 2025-12-17 16:47:29,490] Trial 23 finished with value: -299.5294565655176 and parameters: {'embedding_dim': 179, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 13 with value: -9.727001493701156.
+[I 2025-12-17 16:47:47,942] Trial 24 finished with value: -596.2074368625729 and parameters: {'embedding_dim': 263, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 13 with value: -9.727001493701156.
+[I 2025-12-17 16:48:37,636] Trial 25 finished with value: -800.0982544754617 and parameters: {'embedding_dim': 218, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 13 with value: -9.727001493701156.
+[I 2025-12-17 16:48:55,814] Trial 26 finished with value: -560.6303391443461 and parameters: {'embedding_dim': 170, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 13 with value: -9.727001493701156.
+[I 2025-12-17 16:49:10,092] Trial 27 finished with value: -256.1469757246893 and parameters: {'embedding_dim': 225, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 13 with value: -9.727001493701156.
+[I 2025-12-17 16:49:40,812] Trial 28 finished with value: -426.97167757345824 and parameters: {'embedding_dim': 283, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 13 with value: -9.727001493701156.
+[I 2025-12-17 16:50:40,701] Trial 29 finished with value: -292.7849582940044 and parameters: {'embedding_dim': 226, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 13 with value: -9.727001493701156.
+[I 2025-12-17 16:51:30,556] A new study created in memory with name: no-name-fc91809f-e45e-4aaf-b6b1-750259591de1
+[I 2025-12-17 16:51:46,029] Trial 0 finished with value: -27.561388094647654 and parameters: {'embedding_dim': 110, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 0 with value: -27.561388094647654.
+[I 2025-12-17 16:51:52,272] Trial 1 finished with value: -2.537387807096419 and parameters: {'embedding_dim': 92, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 1 with value: -2.537387807096419.
+[I 2025-12-17 16:52:00,451] Trial 2 finished with value: -2.661114343921144 and parameters: {'embedding_dim': 124, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 1 with value: -2.537387807096419.
+[I 2025-12-17 16:52:16,104] Trial 3 finished with value: -20.09688409549913 and parameters: {'embedding_dim': 112, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 1 with value: -2.537387807096419.
+[I 2025-12-17 16:53:01,840] Trial 4 finished with value: -1.9141228534242498 and parameters: {'embedding_dim': 64, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 4 with value: -1.9141228534242498.
+[I 2025-12-17 16:53:10,057] Trial 5 finished with value: -32.52462098770247 and parameters: {'embedding_dim': 120, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 4 with value: -1.9141228534242498.
+[I 2025-12-17 16:53:25,875] Trial 6 finished with value: -4.774815956547501 and parameters: {'embedding_dim': 92, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 4 with value: -1.9141228534242498.
+[I 2025-12-17 16:53:34,407] Trial 7 finished with value: -1.6898219197814601 and parameters: {'embedding_dim': 75, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 7 with value: -1.6898219197814601.
+[I 2025-12-17 16:53:42,707] Trial 8 finished with value: -31.966489299413258 and parameters: {'embedding_dim': 117, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 7 with value: -1.6898219197814601.
+[I 2025-12-17 16:53:47,072] Trial 9 finished with value: -21.364228801883744 and parameters: {'embedding_dim': 68, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 7 with value: -1.6898219197814601.
+[I 2025-12-17 16:54:08,607] Trial 10 finished with value: -3.407555088060812 and parameters: {'embedding_dim': 78, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 7 with value: -1.6898219197814601.
+[I 2025-12-17 16:54:56,313] Trial 11 finished with value: -27.043550020423545 and parameters: {'embedding_dim': 67, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 7 with value: -1.6898219197814601.
+[I 2025-12-17 16:55:42,029] Trial 12 finished with value: -8.034040977747262 and parameters: {'embedding_dim': 79, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 7 with value: -1.6898219197814601.
+[I 2025-12-17 16:56:27,400] Trial 13 finished with value: -12.274494736111734 and parameters: {'embedding_dim': 78, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 7 with value: -1.6898219197814601.
+[I 2025-12-17 16:57:13,394] Trial 14 finished with value: -5.814148963142218 and parameters: {'embedding_dim': 65, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 7 with value: -1.6898219197814601.
+[I 2025-12-17 16:57:19,650] Trial 15 finished with value: -17.839146909918565 and parameters: {'embedding_dim': 85, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 7 with value: -1.6898219197814601.
+[I 2025-12-17 16:58:05,485] Trial 16 finished with value: -136.5781483668021 and parameters: {'embedding_dim': 101, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 7 with value: -1.6898219197814601.
+[I 2025-12-17 16:58:09,705] Trial 17 finished with value: -10.925020193715769 and parameters: {'embedding_dim': 73, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 7 with value: -1.6898219197814601.
+[I 2025-12-17 16:58:55,416] Trial 18 finished with value: -0.9176346996159215 and parameters: {'embedding_dim': 86, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 18 with value: -0.9176346996159215.
+[I 2025-12-17 16:59:10,813] Trial 19 finished with value: -14.734537954964424 and parameters: {'embedding_dim': 99, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 18 with value: -0.9176346996159215.
+[I 2025-12-17 16:59:19,203] Trial 20 finished with value: -4.1701483560015395 and parameters: {'embedding_dim': 86, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 18 with value: -0.9176346996159215.
+[I 2025-12-17 17:00:04,990] Trial 21 finished with value: -5.2946781794659055 and parameters: {'embedding_dim': 72, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 18 with value: -0.9176346996159215.
+[I 2025-12-17 17:00:50,572] Trial 22 finished with value: -3.9426992045558604 and parameters: {'embedding_dim': 84, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 18 with value: -0.9176346996159215.
+[I 2025-12-17 17:01:36,085] Trial 23 finished with value: -20.52482171778997 and parameters: {'embedding_dim': 73, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 18 with value: -0.9176346996159215.
+[I 2025-12-17 17:02:09,624] Trial 24 finished with value: -8.713215114479164 and parameters: {'embedding_dim': 65, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 18 with value: -0.9176346996159215.
+[I 2025-12-17 17:02:55,149] Trial 25 finished with value: -13.055865009029798 and parameters: {'embedding_dim': 81, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 18 with value: -0.9176346996159215.
+[I 2025-12-17 17:03:40,825] Trial 26 finished with value: -21.642627936371206 and parameters: {'embedding_dim': 91, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 18 with value: -0.9176346996159215.
+[I 2025-12-17 17:04:14,541] Trial 27 finished with value: -22.72888796591276 and parameters: {'embedding_dim': 71, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 18 with value: -0.9176346996159215.
+[I 2025-12-17 17:04:35,280] Trial 28 finished with value: -0.42575053662888324 and parameters: {'embedding_dim': 75, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 28 with value: -0.42575053662888324.
+[I 2025-12-17 17:04:53,573] Trial 29 finished with value: -4.643180180132288 and parameters: {'embedding_dim': 89, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 28 with value: -0.42575053662888324.
+[I 2025-12-17 17:05:18,567] Trial 30 finished with value: -11.043028142394652 and parameters: {'embedding_dim': 105, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 28 with value: -0.42575053662888324.
+[I 2025-12-17 17:05:41,190] Trial 31 finished with value: -1.6346002571340776 and parameters: {'embedding_dim': 74, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 28 with value: -0.42575053662888324.
+[I 2025-12-17 17:06:02,216] Trial 32 finished with value: -2.1696829461850853 and parameters: {'embedding_dim': 82, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 28 with value: -0.42575053662888324.
+[I 2025-12-17 17:06:22,900] Trial 33 finished with value: -34.890912426854584 and parameters: {'embedding_dim': 76, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 28 with value: -0.42575053662888324.
+[I 2025-12-17 17:06:45,263] Trial 34 finished with value: -24.436832814528323 and parameters: {'embedding_dim': 76, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 28 with value: -0.42575053662888324.
+[I 2025-12-17 17:07:06,307] Trial 35 finished with value: -0.04487854019845519 and parameters: {'embedding_dim': 88, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 35 with value: -0.04487854019845519.
+[I 2025-12-17 17:07:26,897] Trial 36 finished with value: -4.453935134061312 and parameters: {'embedding_dim': 88, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 35 with value: -0.04487854019845519.
+[I 2025-12-17 17:07:44,334] Trial 37 finished with value: -29.2694722423497 and parameters: {'embedding_dim': 95, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 35 with value: -0.04487854019845519.
+[I 2025-12-17 17:08:05,064] Trial 38 finished with value: -20.677183816476568 and parameters: {'embedding_dim': 95, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 35 with value: -0.04487854019845519.
+[I 2025-12-17 17:08:20,857] Trial 39 finished with value: -37.379383612100476 and parameters: {'embedding_dim': 82, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 35 with value: -0.04487854019845519.
+[I 2025-12-17 17:08:44,823] Trial 40 finished with value: -24.515352888207055 and parameters: {'embedding_dim': 69, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 35 with value: -0.04487854019845519.
+[I 2025-12-17 17:08:54,924] Trial 41 finished with value: -7.937045734250305 and parameters: {'embedding_dim': 75, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 35 with value: -0.04487854019845519.
+[I 2025-12-17 17:09:15,896] Trial 42 finished with value: -1.7930188289989746 and parameters: {'embedding_dim': 88, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 35 with value: -0.04487854019845519.
+[I 2025-12-17 17:09:24,144] Trial 43 finished with value: -2.667675461363242 and parameters: {'embedding_dim': 81, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 35 with value: -0.04487854019845519.
+[I 2025-12-17 17:09:47,723] Trial 44 finished with value: -19.683595424716618 and parameters: {'embedding_dim': 70, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 35 with value: -0.04487854019845519.
+[I 2025-12-17 17:09:56,045] Trial 45 finished with value: -23.51411776512621 and parameters: {'embedding_dim': 93, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 35 with value: -0.04487854019845519.
+[I 2025-12-17 17:10:20,364] Trial 46 finished with value: -3.5900112732062497 and parameters: {'embedding_dim': 78, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 35 with value: -0.04487854019845519.
+[I 2025-12-17 17:10:31,912] Trial 47 finished with value: -26.666963322611263 and parameters: {'embedding_dim': 113, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 35 with value: -0.04487854019845519.
+[I 2025-12-17 17:10:42,123] Trial 48 finished with value: -6.396455128615589 and parameters: {'embedding_dim': 85, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 35 with value: -0.04487854019845519.
+[I 2025-12-17 17:11:04,609] Trial 49 finished with value: -6.383807884433761 and parameters: {'embedding_dim': 128, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 35 with value: -0.04487854019845519.
+[I 2025-12-17 17:11:26,624] A new study created in memory with name: no-name-8cea4722-2f71-4a2a-bd05-926fdbef74be
+[I 2025-12-17 17:12:01,110] Trial 0 finished with value: -643.2372179394063 and parameters: {'embedding_dim': 386, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 0 with value: -643.2372179394063.
+[I 2025-12-17 17:12:09,150] Trial 1 finished with value: -522.3104873731164 and parameters: {'embedding_dim': 245, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 1 with value: -522.3104873731164.
+[I 2025-12-17 17:12:31,171] Trial 2 finished with value: -592.1247414920304 and parameters: {'embedding_dim': 274, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 1 with value: -522.3104873731164.
+[I 2025-12-17 17:12:43,504] Trial 3 finished with value: -369.3561582713714 and parameters: {'embedding_dim': 431, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 1}. Best is trial 3 with value: -369.3561582713714.
+[I 2025-12-17 17:13:20,711] Trial 4 finished with value: -1066.4627356085468 and parameters: {'embedding_dim': 298, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 3 with value: -369.3561582713714.
+[I 2025-12-17 17:13:43,887] Trial 5 finished with value: -473.4382256701658 and parameters: {'embedding_dim': 482, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 3 with value: -369.3561582713714.
+[I 2025-12-17 17:14:18,800] Trial 6 finished with value: -3155.5526541374334 and parameters: {'embedding_dim': 483, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 3 with value: -369.3561582713714.
+[I 2025-12-17 17:14:46,994] Trial 7 finished with value: -750.1893609684672 and parameters: {'embedding_dim': 400, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 3 with value: -369.3561582713714.
+[I 2025-12-17 17:15:07,633] Trial 8 finished with value: -871.1136236625941 and parameters: {'embedding_dim': 307, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 3 with value: -369.3561582713714.
+[I 2025-12-17 17:15:18,656] Trial 9 finished with value: -3532.872746947444 and parameters: {'embedding_dim': 419, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 3 with value: -369.3561582713714.
+[I 2025-12-17 17:15:30,028] Trial 10 finished with value: -952.6616952705986 and parameters: {'embedding_dim': 144, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 1}. Best is trial 3 with value: -369.3561582713714.
+[I 2025-12-17 17:15:47,083] Trial 11 finished with value: -1581.1097710708168 and parameters: {'embedding_dim': 512, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 3 with value: -369.3561582713714.
+[I 2025-12-17 17:15:57,431] Trial 12 finished with value: -2062.142493049123 and parameters: {'embedding_dim': 452, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 3 with value: -369.3561582713714.
+[I 2025-12-17 17:16:26,567] Trial 13 finished with value: -761.4168189565964 and parameters: {'embedding_dim': 364, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 3 with value: -369.3561582713714.
+[I 2025-12-17 17:17:18,785] Trial 14 finished with value: -2771.2371266650357 and parameters: {'embedding_dim': 451, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 3 with value: -369.3561582713714.
+[I 2025-12-17 17:17:27,509] Trial 15 finished with value: -3778.871646848525 and parameters: {'embedding_dim': 355, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 3 with value: -369.3561582713714.
+[I 2025-12-17 17:17:49,088] Trial 16 finished with value: -1204.9132557615762 and parameters: {'embedding_dim': 512, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 3 with value: -369.3561582713714.
+[I 2025-12-17 17:18:15,171] Trial 17 finished with value: -2106.687994858788 and parameters: {'embedding_dim': 445, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 3 with value: -369.3561582713714.
+[I 2025-12-17 17:18:25,731] Trial 18 finished with value: -746.9653131384005 and parameters: {'embedding_dim': 234, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 3 with value: -369.3561582713714.
+[I 2025-12-17 17:18:58,112] Trial 19 finished with value: -770.7940201373314 and parameters: {'embedding_dim': 347, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 3 with value: -369.3561582713714.
+[I 2025-12-17 17:19:18,205] Trial 20 finished with value: -883.413074393753 and parameters: {'embedding_dim': 425, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 3 with value: -369.3561582713714.
+[I 2025-12-17 17:19:26,038] Trial 21 finished with value: -247.34173807070536 and parameters: {'embedding_dim': 198, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 21 with value: -247.34173807070536.
+[I 2025-12-17 17:19:33,653] Trial 22 finished with value: -1188.9265033446657 and parameters: {'embedding_dim': 136, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 21 with value: -247.34173807070536.
+[I 2025-12-17 17:19:41,980] Trial 23 finished with value: -324.3495476866933 and parameters: {'embedding_dim': 186, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 21 with value: -247.34173807070536.
+[I 2025-12-17 17:19:50,070] Trial 24 finished with value: -227.45037025736394 and parameters: {'embedding_dim': 190, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 24 with value: -227.45037025736394.
+[I 2025-12-17 17:19:57,725] Trial 25 finished with value: -3692.2440911537547 and parameters: {'embedding_dim': 185, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 24 with value: -227.45037025736394.
+[I 2025-12-17 17:20:09,196] Trial 26 finished with value: -1355.9939447161514 and parameters: {'embedding_dim': 202, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 24 with value: -227.45037025736394.
+[I 2025-12-17 17:20:16,232] Trial 27 finished with value: -4838.126812964518 and parameters: {'embedding_dim': 171, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 24 with value: -227.45037025736394.
+[I 2025-12-17 17:20:26,844] Trial 28 finished with value: -660.5769366496961 and parameters: {'embedding_dim': 217, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 24 with value: -227.45037025736394.
+[I 2025-12-17 17:20:34,262] Trial 29 finished with value: -2893.610877104245 and parameters: {'embedding_dim': 165, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 24 with value: -227.45037025736394.
+[I 2025-12-17 17:20:43,563] A new study created in memory with name: no-name-4f792e3e-0bcc-4f81-89e9-35c7ec5dd034
+[I 2025-12-17 17:21:17,313] Trial 0 finished with value: -70.32761964560916 and parameters: {'embedding_dim': 125, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 0 with value: -70.32761964560916.
+[I 2025-12-17 17:21:23,523] Trial 1 finished with value: -11.799774950171503 and parameters: {'embedding_dim': 115, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 1 with value: -11.799774950171503.
+[I 2025-12-17 17:21:27,817] Trial 2 finished with value: -38.77707632266416 and parameters: {'embedding_dim': 85, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 1 with value: -11.799774950171503.
+[I 2025-12-17 17:22:13,667] Trial 3 finished with value: -2.15902122316074 and parameters: {'embedding_dim': 117, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 3 with value: -2.15902122316074.
+[I 2025-12-17 17:22:37,213] Trial 4 finished with value: -36.406609511309604 and parameters: {'embedding_dim': 86, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 3 with value: -2.15902122316074.
+[I 2025-12-17 17:22:59,429] Trial 5 finished with value: -4.532200653893719 and parameters: {'embedding_dim': 108, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 3 with value: -2.15902122316074.
+[I 2025-12-17 17:23:14,989] Trial 6 finished with value: -2.5191705216621694 and parameters: {'embedding_dim': 115, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 3 with value: -2.15902122316074.
+[I 2025-12-17 17:23:38,359] Trial 7 finished with value: -22.50600564636178 and parameters: {'embedding_dim': 102, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 3 with value: -2.15902122316074.
+[I 2025-12-17 17:24:13,395] Trial 8 finished with value: -15.22173669005537 and parameters: {'embedding_dim': 104, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 3 with value: -2.15902122316074.
+[I 2025-12-17 17:25:03,710] Trial 9 finished with value: -24.86984615903463 and parameters: {'embedding_dim': 118, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 3 with value: -2.15902122316074.
+[I 2025-12-17 17:25:26,227] Trial 10 finished with value: -10.264509569087139 and parameters: {'embedding_dim': 71, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 3 with value: -2.15902122316074.
+[I 2025-12-17 17:25:44,704] Trial 11 finished with value: -1.0410315725231243 and parameters: {'embedding_dim': 128, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 11 with value: -1.0410315725231243.
+[I 2025-12-17 17:26:08,270] Trial 12 finished with value: -1.8925026353931758 and parameters: {'embedding_dim': 128, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 11 with value: -1.0410315725231243.
+[I 2025-12-17 17:26:24,904] Trial 13 finished with value: -8.370950333275513 and parameters: {'embedding_dim': 128, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 11 with value: -1.0410315725231243.
+[I 2025-12-17 17:26:46,057] Trial 14 finished with value: -0.40986373396471615 and parameters: {'embedding_dim': 92, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 14 with value: -0.40986373396471615.
+[I 2025-12-17 17:27:02,967] Trial 15 finished with value: -5.2182014205332035 and parameters: {'embedding_dim': 88, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 14 with value: -0.40986373396471615.
+[I 2025-12-17 17:27:25,764] Trial 16 finished with value: -21.63193559552655 and parameters: {'embedding_dim': 94, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 14 with value: -0.40986373396471615.
+[I 2025-12-17 17:27:37,945] Trial 17 finished with value: -47.35476115416376 and parameters: {'embedding_dim': 72, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 14 with value: -0.40986373396471615.
+[I 2025-12-17 17:27:44,357] Trial 18 finished with value: -3.5056654194843486 and parameters: {'embedding_dim': 80, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 14 with value: -0.40986373396471615.
+[I 2025-12-17 17:28:06,999] Trial 19 finished with value: -1.4979555260447437 and parameters: {'embedding_dim': 101, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 14 with value: -0.40986373396471615.
+[I 2025-12-17 17:28:23,671] Trial 20 finished with value: -5.828764795856626 and parameters: {'embedding_dim': 65, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 14 with value: -0.40986373396471615.
+[I 2025-12-17 17:28:45,724] Trial 21 finished with value: -13.009920768887 and parameters: {'embedding_dim': 97, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 14 with value: -0.40986373396471615.
+[I 2025-12-17 17:29:08,731] Trial 22 finished with value: -0.21323314263309615 and parameters: {'embedding_dim': 96, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 22 with value: -0.21323314263309615.
+[I 2025-12-17 17:29:29,680] Trial 23 finished with value: -9.670216695729014 and parameters: {'embedding_dim': 91, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 22 with value: -0.21323314263309615.
+[I 2025-12-17 17:29:45,734] Trial 24 finished with value: -2.1830077617320116 and parameters: {'embedding_dim': 81, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 22 with value: -0.21323314263309615.
+[I 2025-12-17 17:29:55,717] Trial 25 finished with value: -4.592316242139023 and parameters: {'embedding_dim': 107, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 22 with value: -0.21323314263309615.
+[I 2025-12-17 17:30:18,286] Trial 26 finished with value: -9.95419622960779 and parameters: {'embedding_dim': 97, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 22 with value: -0.21323314263309615.
+[I 2025-12-17 17:30:35,363] Trial 27 finished with value: -1.300488186755711 and parameters: {'embedding_dim': 110, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 22 with value: -0.21323314263309615.
+[I 2025-12-17 17:30:57,549] Trial 28 finished with value: -12.47308763804197 and parameters: {'embedding_dim': 81, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 22 with value: -0.21323314263309615.
+[I 2025-12-17 17:31:01,834] Trial 29 finished with value: -9.005727193790666 and parameters: {'embedding_dim': 95, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 22 with value: -0.21323314263309615.
+[I 2025-12-17 17:31:19,743] Trial 30 finished with value: -4.54517881678085 and parameters: {'embedding_dim': 91, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 22 with value: -0.21323314263309615.
+[I 2025-12-17 17:31:35,316] Trial 31 finished with value: -1.560648032641402 and parameters: {'embedding_dim': 120, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 22 with value: -0.21323314263309615.
+[I 2025-12-17 17:31:50,840] Trial 32 finished with value: -15.661913385176488 and parameters: {'embedding_dim': 111, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 22 with value: -0.21323314263309615.
+[I 2025-12-17 17:32:07,661] Trial 33 finished with value: -9.041975155290476 and parameters: {'embedding_dim': 100, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 22 with value: -0.21323314263309615.
+[I 2025-12-17 17:32:13,945] Trial 34 finished with value: -5.0389579986722515 and parameters: {'embedding_dim': 124, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 22 with value: -0.21323314263309615.
+[I 2025-12-17 17:32:30,526] Trial 35 finished with value: -20.716145130639326 and parameters: {'embedding_dim': 108, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 22 with value: -0.21323314263309615.
+[I 2025-12-17 17:32:53,107] Trial 36 finished with value: -2.3709080845651016 and parameters: {'embedding_dim': 123, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 22 with value: -0.21323314263309615.
+[I 2025-12-17 17:33:16,100] Trial 37 finished with value: -3.2603797233069973 and parameters: {'embedding_dim': 113, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 22 with value: -0.21323314263309615.
+[I 2025-12-17 17:33:33,167] Trial 38 finished with value: -2.009138541722243 and parameters: {'embedding_dim': 90, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 22 with value: -0.21323314263309615.
+[I 2025-12-17 17:33:41,528] Trial 39 finished with value: -5.579999818868094 and parameters: {'embedding_dim': 105, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 22 with value: -0.21323314263309615.
+[I 2025-12-17 17:34:16,719] Trial 40 finished with value: -28.92372505956616 and parameters: {'embedding_dim': 111, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 22 with value: -0.21323314263309615.
+[I 2025-12-17 17:34:39,056] Trial 41 finished with value: -6.704367164835124 and parameters: {'embedding_dim': 99, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 22 with value: -0.21323314263309615.
+[I 2025-12-17 17:35:00,956] Trial 42 finished with value: -8.45908022520279 and parameters: {'embedding_dim': 102, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 22 with value: -0.21323314263309615.
+[I 2025-12-17 17:35:22,159] Trial 43 finished with value: -9.902799092717338 and parameters: {'embedding_dim': 85, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 22 with value: -0.21323314263309615.
+[I 2025-12-17 17:35:43,267] Trial 44 finished with value: -13.743558649280484 and parameters: {'embedding_dim': 93, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 22 with value: -0.21323314263309615.
+[I 2025-12-17 17:36:04,463] Trial 45 finished with value: -19.509626386177416 and parameters: {'embedding_dim': 101, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 22 with value: -0.21323314263309615.
+[I 2025-12-17 17:36:25,721] Trial 46 finished with value: -12.916624866814114 and parameters: {'embedding_dim': 117, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 22 with value: -0.21323314263309615.
+[I 2025-12-17 17:36:59,237] Trial 47 finished with value: -16.207956228716057 and parameters: {'embedding_dim': 104, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 22 with value: -0.21323314263309615.
+[I 2025-12-17 17:37:20,234] Trial 48 finished with value: -4.158788311809115 and parameters: {'embedding_dim': 87, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 22 with value: -0.21323314263309615.
+[I 2025-12-17 17:37:30,371] Trial 49 finished with value: -20.82872434998144 and parameters: {'embedding_dim': 97, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 22 with value: -0.21323314263309615.
+[I 2025-12-17 17:37:51,627] A new study created in memory with name: no-name-c52186e2-f43e-4132-8c41-b9619242132b
+[I 2025-12-17 17:38:06,112] Trial 0 finished with value: -532.3058755754115 and parameters: {'embedding_dim': 200, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 0 with value: -532.3058755754115.
+[I 2025-12-17 17:38:14,801] Trial 1 finished with value: -1936.3647428903762 and parameters: {'embedding_dim': 198, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 0 with value: -532.3058755754115.
+[I 2025-12-17 17:38:32,654] Trial 2 finished with value: -524.4942341416631 and parameters: {'embedding_dim': 279, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 2 with value: -524.4942341416631.
+[I 2025-12-17 17:38:47,255] Trial 3 finished with value: -226.76680979685256 and parameters: {'embedding_dim': 171, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 3 with value: -226.76680979685256.
+[I 2025-12-17 17:39:04,744] Trial 4 finished with value: -496.2212420138291 and parameters: {'embedding_dim': 504, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 3 with value: -226.76680979685256.
+[I 2025-12-17 17:39:27,860] Trial 5 finished with value: -986.2583690801293 and parameters: {'embedding_dim': 283, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 3 with value: -226.76680979685256.
+[I 2025-12-17 17:39:39,797] Trial 6 finished with value: -528.3769200754053 and parameters: {'embedding_dim': 485, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 3 with value: -226.76680979685256.
+[I 2025-12-17 17:40:14,779] Trial 7 finished with value: -957.5452806602797 and parameters: {'embedding_dim': 397, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 3 with value: -226.76680979685256.
+[I 2025-12-17 17:40:29,447] Trial 8 finished with value: -480.0164915726749 and parameters: {'embedding_dim': 471, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 3 with value: -226.76680979685256.
+[I 2025-12-17 17:40:43,903] Trial 9 finished with value: -452.3164936451194 and parameters: {'embedding_dim': 266, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 3 with value: -226.76680979685256.
+[I 2025-12-17 17:40:49,650] Trial 10 finished with value: -2134.0366875603054 and parameters: {'embedding_dim': 132, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 3 with value: -226.76680979685256.
+[I 2025-12-17 17:41:01,679] Trial 11 finished with value: -504.5060819793921 and parameters: {'embedding_dim': 206, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 3 with value: -226.76680979685256.
+[I 2025-12-17 17:41:13,681] Trial 12 finished with value: -393.92265902491874 and parameters: {'embedding_dim': 334, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 3 with value: -226.76680979685256.
+[I 2025-12-17 17:41:25,746] Trial 13 finished with value: -645.2411418997757 and parameters: {'embedding_dim': 369, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 3 with value: -226.76680979685256.
+[I 2025-12-17 17:41:40,367] Trial 14 finished with value: -254.7667668919678 and parameters: {'embedding_dim': 356, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 3 with value: -226.76680979685256.
+[I 2025-12-17 17:41:52,380] Trial 15 finished with value: -805.0700663468162 and parameters: {'embedding_dim': 421, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 3 with value: -226.76680979685256.
+[I 2025-12-17 17:42:06,943] Trial 16 finished with value: -144.65564586956904 and parameters: {'embedding_dim': 142, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 16 with value: -144.65564586956904.
+[I 2025-12-17 17:42:24,446] Trial 17 finished with value: -142.95740318209653 and parameters: {'embedding_dim': 132, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 17 with value: -142.95740318209653.
+[I 2025-12-17 17:42:42,753] Trial 18 finished with value: -928.6297483974311 and parameters: {'embedding_dim': 131, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 17 with value: -142.95740318209653.
+[I 2025-12-17 17:43:03,797] Trial 19 finished with value: -204.66354422159472 and parameters: {'embedding_dim': 243, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 17 with value: -142.95740318209653.
+[I 2025-12-17 17:43:24,689] Trial 20 finished with value: -433.7992890468407 and parameters: {'embedding_dim': 170, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 17 with value: -142.95740318209653.
+[I 2025-12-17 17:43:42,205] Trial 21 finished with value: -278.73869110719744 and parameters: {'embedding_dim': 245, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 17 with value: -142.95740318209653.
+[I 2025-12-17 17:44:00,012] Trial 22 finished with value: -212.69781764771272 and parameters: {'embedding_dim': 230, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 17 with value: -142.95740318209653.
+[I 2025-12-17 17:44:14,434] Trial 23 finished with value: -232.8659360498306 and parameters: {'embedding_dim': 163, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 17 with value: -142.95740318209653.
+[I 2025-12-17 17:44:33,832] Trial 24 finished with value: -211.0732406306277 and parameters: {'embedding_dim': 150, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 17 with value: -142.95740318209653.
+[I 2025-12-17 17:44:48,575] Trial 25 finished with value: -251.15743914965023 and parameters: {'embedding_dim': 306, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 17 with value: -142.95740318209653.
+[I 2025-12-17 17:45:06,220] Trial 26 finished with value: -501.9103302672979 and parameters: {'embedding_dim': 230, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 17 with value: -142.95740318209653.
+[I 2025-12-17 17:45:20,983] Trial 27 finished with value: -371.92290954289376 and parameters: {'embedding_dim': 185, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 17 with value: -142.95740318209653.
+[I 2025-12-17 17:45:46,746] Trial 28 finished with value: -138.8965000448058 and parameters: {'embedding_dim': 147, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 28 with value: -138.8965000448058.
+[I 2025-12-17 17:46:10,094] Trial 29 finished with value: -785.0783684997056 and parameters: {'embedding_dim': 208, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 28 with value: -138.8965000448058.
+[I 2025-12-17 17:46:34,360] A new study created in memory with name: no-name-c3383b50-76b8-438f-a7e2-844b08426da6
+[I 2025-12-17 17:46:50,179] Trial 0 finished with value: -44.65341935167308 and parameters: {'embedding_dim': 109, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 0 with value: -44.65341935167308.
+[I 2025-12-17 17:47:11,303] Trial 1 finished with value: -4.152992280107906 and parameters: {'embedding_dim': 73, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 1 with value: -4.152992280107906.
+[I 2025-12-17 17:47:47,509] Trial 2 finished with value: -6.53694111374516 and parameters: {'embedding_dim': 112, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 1 with value: -4.152992280107906.
+[I 2025-12-17 17:48:37,391] Trial 3 finished with value: -6.341141223716503 and parameters: {'embedding_dim': 111, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 1 with value: -4.152992280107906.
+[I 2025-12-17 17:48:41,973] Trial 4 finished with value: -11.129626492689685 and parameters: {'embedding_dim': 110, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 1 with value: -4.152992280107906.
+[I 2025-12-17 17:49:05,580] Trial 5 finished with value: -16.74945240336553 and parameters: {'embedding_dim': 89, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 1 with value: -4.152992280107906.
+[I 2025-12-17 17:49:29,839] Trial 6 finished with value: -116.91840872739759 and parameters: {'embedding_dim': 93, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 1 with value: -4.152992280107906.
+[I 2025-12-17 17:49:45,551] Trial 7 finished with value: -38.90170015416226 and parameters: {'embedding_dim': 69, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 1 with value: -4.152992280107906.
+[I 2025-12-17 17:49:56,085] Trial 8 finished with value: -4.255635038405191 and parameters: {'embedding_dim': 100, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 1 with value: -4.152992280107906.
+[I 2025-12-17 17:50:06,641] Trial 9 finished with value: -1.0716538294378752 and parameters: {'embedding_dim': 85, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 9 with value: -1.0716538294378752.
+[I 2025-12-17 17:50:11,275] Trial 10 finished with value: -18.88943793821035 and parameters: {'embedding_dim': 125, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 9 with value: -1.0716538294378752.
+[I 2025-12-17 17:50:34,206] Trial 11 finished with value: -33.570458085723864 and parameters: {'embedding_dim': 74, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 9 with value: -1.0716538294378752.
+[I 2025-12-17 17:50:56,137] Trial 12 finished with value: -13.575333993392864 and parameters: {'embedding_dim': 82, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 9 with value: -1.0716538294378752.
+[I 2025-12-17 17:51:13,734] Trial 13 finished with value: -50.455511276391505 and parameters: {'embedding_dim': 79, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 9 with value: -1.0716538294378752.
+[I 2025-12-17 17:51:29,467] Trial 14 finished with value: -100.39333873351697 and parameters: {'embedding_dim': 67, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 9 with value: -1.0716538294378752.
+[I 2025-12-17 17:51:38,024] Trial 15 finished with value: -2.3404557154955543 and parameters: {'embedding_dim': 84, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 9 with value: -1.0716538294378752.
+[I 2025-12-17 17:51:42,400] Trial 16 finished with value: -23.966261057458205 and parameters: {'embedding_dim': 88, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 9 with value: -1.0716538294378752.
+[I 2025-12-17 17:51:48,762] Trial 17 finished with value: -117.57865211862072 and parameters: {'embedding_dim': 99, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 9 with value: -1.0716538294378752.
+[I 2025-12-17 17:51:53,138] Trial 18 finished with value: -0.02560080055862571 and parameters: {'embedding_dim': 82, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 18 with value: -0.02560080055862571.
+[I 2025-12-17 17:51:57,696] Trial 19 finished with value: -6.7202638332037505 and parameters: {'embedding_dim': 79, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 18 with value: -0.02560080055862571.
+[I 2025-12-17 17:52:02,050] Trial 20 finished with value: -1.0634187799007528 and parameters: {'embedding_dim': 94, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 18 with value: -0.02560080055862571.
+[I 2025-12-17 17:52:09,219] Trial 21 finished with value: -76.441264430353 and parameters: {'embedding_dim': 93, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 18 with value: -0.02560080055862571.
+[I 2025-12-17 17:52:13,613] Trial 22 finished with value: -2.1890213082805965 and parameters: {'embedding_dim': 102, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 18 with value: -0.02560080055862571.
+[I 2025-12-17 17:52:17,990] Trial 23 finished with value: -81.06877245563489 and parameters: {'embedding_dim': 87, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 18 with value: -0.02560080055862571.
+[I 2025-12-17 17:52:22,321] Trial 24 finished with value: -24.25418674709343 and parameters: {'embedding_dim': 94, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 18 with value: -0.02560080055862571.
+[I 2025-12-17 17:52:43,920] Trial 25 finished with value: -5.841995774038302 and parameters: {'embedding_dim': 76, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 18 with value: -0.02560080055862571.
+[I 2025-12-17 17:52:48,399] Trial 26 finished with value: -20.685123858917194 and parameters: {'embedding_dim': 104, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 18 with value: -0.02560080055862571.
+[I 2025-12-17 17:52:52,832] Trial 27 finished with value: -0.2684739517434771 and parameters: {'embedding_dim': 64, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 18 with value: -0.02560080055862571.
+[I 2025-12-17 17:52:59,242] Trial 28 finished with value: -0.9594746157851333 and parameters: {'embedding_dim': 120, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 18 with value: -0.02560080055862571.
+[I 2025-12-17 17:53:05,615] Trial 29 finished with value: -130.81663048418685 and parameters: {'embedding_dim': 128, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 18 with value: -0.02560080055862571.
+[I 2025-12-17 17:53:12,552] Trial 30 finished with value: -6.61757599455583 and parameters: {'embedding_dim': 120, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 18 with value: -0.02560080055862571.
+[I 2025-12-17 17:53:18,982] Trial 31 finished with value: -27.28972968547745 and parameters: {'embedding_dim': 115, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 18 with value: -0.02560080055862571.
+[I 2025-12-17 17:53:25,350] Trial 32 finished with value: -34.91616421237111 and parameters: {'embedding_dim': 64, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 18 with value: -0.02560080055862571.
+[I 2025-12-17 17:53:29,785] Trial 33 finished with value: -95.397439945603 and parameters: {'embedding_dim': 71, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 18 with value: -0.02560080055862571.
+[I 2025-12-17 17:53:36,151] Trial 34 finished with value: -10.123774213834977 and parameters: {'embedding_dim': 107, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 18 with value: -0.02560080055862571.
+[I 2025-12-17 17:53:57,725] Trial 35 finished with value: -4.763441300974012 and parameters: {'embedding_dim': 116, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 18 with value: -0.02560080055862571.
+[I 2025-12-17 17:54:02,171] Trial 36 finished with value: -99.9149435605291 and parameters: {'embedding_dim': 97, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 18 with value: -0.02560080055862571.
+[I 2025-12-17 17:54:09,137] Trial 37 finished with value: -11.063007155545813 and parameters: {'embedding_dim': 90, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 18 with value: -0.02560080055862571.
+[I 2025-12-17 17:54:33,379] Trial 38 finished with value: -10.740911970800456 and parameters: {'embedding_dim': 64, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 18 with value: -0.02560080055862571.
+[I 2025-12-17 17:54:41,742] Trial 39 finished with value: -1.2674374990071104 and parameters: {'embedding_dim': 106, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 18 with value: -0.02560080055862571.
+[I 2025-12-17 17:54:48,130] Trial 40 finished with value: -1.6125612613770242 and parameters: {'embedding_dim': 79, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 18 with value: -0.02560080055862571.
+[I 2025-12-17 17:54:58,324] Trial 41 finished with value: -50.66875741474978 and parameters: {'embedding_dim': 85, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 18 with value: -0.02560080055862571.
+[I 2025-12-17 17:55:08,558] Trial 42 finished with value: -20.02994138732207 and parameters: {'embedding_dim': 82, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 18 with value: -0.02560080055862571.
+[I 2025-12-17 17:55:21,130] Trial 43 finished with value: -29.636903806424698 and parameters: {'embedding_dim': 91, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 18 with value: -0.02560080055862571.
+[I 2025-12-17 17:55:42,700] Trial 44 finished with value: -3.827282033772029 and parameters: {'embedding_dim': 97, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 18 with value: -0.02560080055862571.
+[I 2025-12-17 17:55:52,977] Trial 45 finished with value: -1.1564048380390797 and parameters: {'embedding_dim': 76, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 18 with value: -0.02560080055862571.
+[I 2025-12-17 17:55:57,338] Trial 46 finished with value: -221.6004880912811 and parameters: {'embedding_dim': 70, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 18 with value: -0.02560080055862571.
+[I 2025-12-17 17:56:12,946] Trial 47 finished with value: -14.883345241602475 and parameters: {'embedding_dim': 85, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 18 with value: -0.02560080055862571.
+[I 2025-12-17 17:56:21,587] Trial 48 finished with value: -38.8481421545313 and parameters: {'embedding_dim': 73, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 18 with value: -0.02560080055862571.
+[I 2025-12-17 17:56:30,032] Trial 49 finished with value: -79.37526506027027 and parameters: {'embedding_dim': 121, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 18 with value: -0.02560080055862571.
+[I 2025-12-17 17:56:34,724] A new study created in memory with name: no-name-6dc72fba-0021-44df-be66-58c922012cc8
+[I 2025-12-17 17:57:12,584] Trial 0 finished with value: -380.9418337442663 and parameters: {'embedding_dim': 145, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 0 with value: -380.9418337442663.
+[I 2025-12-17 17:57:52,994] Trial 1 finished with value: -534.5938124448036 and parameters: {'embedding_dim': 398, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 0 with value: -380.9418337442663.
+[I 2025-12-17 17:59:07,984] Trial 2 finished with value: -511.8132138927387 and parameters: {'embedding_dim': 404, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 0 with value: -380.9418337442663.
+[I 2025-12-17 17:59:45,709] Trial 3 finished with value: -463.60821382888 and parameters: {'embedding_dim': 300, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 0 with value: -380.9418337442663.
+[I 2025-12-17 18:00:35,539] Trial 4 finished with value: -517.7191219479009 and parameters: {'embedding_dim': 370, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 0 with value: -380.9418337442663.
+[I 2025-12-17 18:00:53,635] Trial 5 finished with value: -89.25142240809255 and parameters: {'embedding_dim': 184, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 5 with value: -89.25142240809255.
+[I 2025-12-17 18:01:10,888] Trial 6 finished with value: -3697.83163135915 and parameters: {'embedding_dim': 230, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 1}. Best is trial 5 with value: -89.25142240809255.
+[I 2025-12-17 18:02:09,114] Trial 7 finished with value: -784.5142432853471 and parameters: {'embedding_dim': 342, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 5 with value: -89.25142240809255.
+[I 2025-12-17 18:02:53,320] Trial 8 finished with value: -327.91912849514193 and parameters: {'embedding_dim': 176, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 5 with value: -89.25142240809255.
+[I 2025-12-17 18:03:08,709] Trial 9 finished with value: -1081.666817676987 and parameters: {'embedding_dim': 273, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 1}. Best is trial 5 with value: -89.25142240809255.
+[I 2025-12-17 18:03:25,201] Trial 10 finished with value: -728.6930212825944 and parameters: {'embedding_dim': 511, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 5 with value: -89.25142240809255.
+[I 2025-12-17 18:03:46,844] Trial 11 finished with value: -206.65492965551 and parameters: {'embedding_dim': 146, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 5 with value: -89.25142240809255.
+[I 2025-12-17 18:04:07,774] Trial 12 finished with value: -230.3231189373632 and parameters: {'embedding_dim': 204, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 5 with value: -89.25142240809255.
+[I 2025-12-17 18:04:22,600] Trial 13 finished with value: -727.9150657561348 and parameters: {'embedding_dim': 128, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 5 with value: -89.25142240809255.
+[I 2025-12-17 18:04:46,339] Trial 14 finished with value: -252.3191918749075 and parameters: {'embedding_dim': 233, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 5 with value: -89.25142240809255.
+[I 2025-12-17 18:05:04,714] Trial 15 finished with value: -318.09855913882706 and parameters: {'embedding_dim': 183, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 5 with value: -89.25142240809255.
+[I 2025-12-17 18:05:20,062] Trial 16 finished with value: -330.63841618745494 and parameters: {'embedding_dim': 262, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 5 with value: -89.25142240809255.
+[I 2025-12-17 18:05:32,069] Trial 17 finished with value: -2330.980147678528 and parameters: {'embedding_dim': 157, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 5 with value: -89.25142240809255.
+[I 2025-12-17 18:05:55,011] Trial 18 finished with value: -243.2927187225049 and parameters: {'embedding_dim': 214, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 5 with value: -89.25142240809255.
+[I 2025-12-17 18:06:53,941] Trial 19 finished with value: -1935.6837232601654 and parameters: {'embedding_dim': 464, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 5 with value: -89.25142240809255.
+[I 2025-12-17 18:07:12,939] Trial 20 finished with value: -141.38820405018797 and parameters: {'embedding_dim': 267, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 5 with value: -89.25142240809255.
+[I 2025-12-17 18:07:30,899] Trial 21 finished with value: -458.2414708121649 and parameters: {'embedding_dim': 262, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 5 with value: -89.25142240809255.
+[I 2025-12-17 18:07:51,887] Trial 22 finished with value: -438.20499704275966 and parameters: {'embedding_dim': 187, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 5 with value: -89.25142240809255.
+[I 2025-12-17 18:08:12,061] Trial 23 finished with value: -365.3481080613627 and parameters: {'embedding_dim': 312, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 5 with value: -89.25142240809255.
+[I 2025-12-17 18:08:29,999] Trial 24 finished with value: -264.4774431089599 and parameters: {'embedding_dim': 153, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 5 with value: -89.25142240809255.
+[I 2025-12-17 18:08:51,434] Trial 25 finished with value: -412.3431221998652 and parameters: {'embedding_dim': 240, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 5 with value: -89.25142240809255.
+[I 2025-12-17 18:09:51,541] Trial 26 finished with value: -664.6624793717808 and parameters: {'embedding_dim': 203, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 5 with value: -89.25142240809255.
+[I 2025-12-17 18:10:03,402] Trial 27 finished with value: -243.83925316152542 and parameters: {'embedding_dim': 283, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 5 with value: -89.25142240809255.
+[I 2025-12-17 18:10:24,341] Trial 28 finished with value: -454.8590136393276 and parameters: {'embedding_dim': 132, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 5 with value: -89.25142240809255.
+[I 2025-12-17 18:10:42,962] Trial 29 finished with value: -140.00699244070913 and parameters: {'embedding_dim': 159, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 5 with value: -89.25142240809255.
+[I 2025-12-17 18:11:02,668] A new study created in memory with name: no-name-fad95a2a-6e29-46e0-b235-7c83348cd459
+[I 2025-12-17 18:11:48,262] Trial 0 finished with value: -66.26726346796926 and parameters: {'embedding_dim': 104, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 0 with value: -66.26726346796926.
+[I 2025-12-17 18:12:11,623] Trial 1 finished with value: -43.82125751854658 and parameters: {'embedding_dim': 70, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 1 with value: -43.82125751854658.
+[I 2025-12-17 18:12:33,699] Trial 2 finished with value: -8.75710539813435 and parameters: {'embedding_dim': 118, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 2 with value: -8.75710539813435.
+[I 2025-12-17 18:12:42,834] Trial 3 finished with value: -0.37578528944055395 and parameters: {'embedding_dim': 77, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 3 with value: -0.37578528944055395.
+[I 2025-12-17 18:12:58,419] Trial 4 finished with value: -38.4675012784854 and parameters: {'embedding_dim': 114, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 3 with value: -0.37578528944055395.
+[I 2025-12-17 18:13:14,084] Trial 5 finished with value: -5.616231514224262 and parameters: {'embedding_dim': 95, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 3 with value: -0.37578528944055395.
+[I 2025-12-17 18:13:47,641] Trial 6 finished with value: -14.689607334290443 and parameters: {'embedding_dim': 88, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 3 with value: -0.37578528944055395.
+[I 2025-12-17 18:14:03,170] Trial 7 finished with value: -1.8609460305884196 and parameters: {'embedding_dim': 109, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 3 with value: -0.37578528944055395.
+[I 2025-12-17 18:14:09,544] Trial 8 finished with value: -1.509514137526284 and parameters: {'embedding_dim': 89, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 3 with value: -0.37578528944055395.
+[I 2025-12-17 18:14:30,895] Trial 9 finished with value: -54.28292529125936 and parameters: {'embedding_dim': 107, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 3 with value: -0.37578528944055395.
+[I 2025-12-17 18:14:35,204] Trial 10 finished with value: -3.204805618951789 and parameters: {'embedding_dim': 66, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 3 with value: -0.37578528944055395.
+[I 2025-12-17 18:14:39,504] Trial 11 finished with value: -14.150555521927904 and parameters: {'embedding_dim': 81, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 3 with value: -0.37578528944055395.
+[I 2025-12-17 18:14:45,782] Trial 12 finished with value: -28.37794907644688 and parameters: {'embedding_dim': 78, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 3 with value: -0.37578528944055395.
+[I 2025-12-17 18:14:52,138] Trial 13 finished with value: -6.462225187298283 and parameters: {'embedding_dim': 93, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 3 with value: -0.37578528944055395.
+[I 2025-12-17 18:14:56,480] Trial 14 finished with value: -200.86867124370386 and parameters: {'embedding_dim': 80, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 3 with value: -0.37578528944055395.
+[I 2025-12-17 18:15:04,784] Trial 15 finished with value: -1.2974295849033732 and parameters: {'embedding_dim': 127, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 3 with value: -0.37578528944055395.
+[I 2025-12-17 18:15:13,446] Trial 16 finished with value: -16.627554120149885 and parameters: {'embedding_dim': 128, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 3 with value: -0.37578528944055395.
+[I 2025-12-17 18:15:21,938] Trial 17 finished with value: -14.829643605258266 and parameters: {'embedding_dim': 100, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 3 with value: -0.37578528944055395.
+[I 2025-12-17 18:15:30,440] Trial 18 finished with value: -2.204170846976637 and parameters: {'embedding_dim': 123, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 3 with value: -0.37578528944055395.
+[I 2025-12-17 18:15:36,788] Trial 19 finished with value: -10.360072521855873 and parameters: {'embedding_dim': 72, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 3 with value: -0.37578528944055395.
+[I 2025-12-17 18:16:22,186] Trial 20 finished with value: -0.4216864682874253 and parameters: {'embedding_dim': 87, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 3 with value: -0.37578528944055395.
+[I 2025-12-17 18:17:07,993] Trial 21 finished with value: -5.328377283139462 and parameters: {'embedding_dim': 85, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 3 with value: -0.37578528944055395.
+[I 2025-12-17 18:17:56,376] Trial 22 finished with value: -79.15810189122045 and parameters: {'embedding_dim': 76, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 3 with value: -0.37578528944055395.
+[I 2025-12-17 18:18:43,267] Trial 23 finished with value: -79.98458179054346 and parameters: {'embedding_dim': 98, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 3 with value: -0.37578528944055395.
+[I 2025-12-17 18:19:17,956] Trial 24 finished with value: -59.3082230944945 and parameters: {'embedding_dim': 64, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 3 with value: -0.37578528944055395.
+[I 2025-12-17 18:19:26,227] Trial 25 finished with value: -33.74431370691968 and parameters: {'embedding_dim': 85, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 3 with value: -0.37578528944055395.
+[I 2025-12-17 18:20:14,703] Trial 26 finished with value: -53.51612668215725 and parameters: {'embedding_dim': 73, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 3 with value: -0.37578528944055395.
+[I 2025-12-17 18:20:21,012] Trial 27 finished with value: -52.4085120207602 and parameters: {'embedding_dim': 84, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 3 with value: -0.37578528944055395.
+[I 2025-12-17 18:20:29,281] Trial 28 finished with value: -21.426986920836917 and parameters: {'embedding_dim': 93, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 3 with value: -0.37578528944055395.
+[I 2025-12-17 18:21:14,769] Trial 29 finished with value: -12.006385479397492 and parameters: {'embedding_dim': 101, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 3 with value: -0.37578528944055395.
+[I 2025-12-17 18:21:50,974] Trial 30 finished with value: -177.72531338372704 and parameters: {'embedding_dim': 105, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 3 with value: -0.37578528944055395.
+[I 2025-12-17 18:21:57,527] Trial 31 finished with value: -8.417803402774563 and parameters: {'embedding_dim': 89, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 3 with value: -0.37578528944055395.
+[I 2025-12-17 18:22:03,817] Trial 32 finished with value: -22.14712697140052 and parameters: {'embedding_dim': 88, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 3 with value: -0.37578528944055395.
+[I 2025-12-17 18:22:10,233] Trial 33 finished with value: -66.48032482247949 and parameters: {'embedding_dim': 69, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 3 with value: -0.37578528944055395.
+[I 2025-12-17 18:22:31,560] Trial 34 finished with value: -29.901966989806343 and parameters: {'embedding_dim': 113, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 3 with value: -0.37578528944055395.
+[I 2025-12-17 18:22:40,542] Trial 35 finished with value: -1.0942508182960067 and parameters: {'embedding_dim': 91, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 3 with value: -0.37578528944055395.
+[I 2025-12-17 18:22:57,882] Trial 36 finished with value: -11.278219033924662 and parameters: {'embedding_dim': 95, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 3 with value: -0.37578528944055395.
+[I 2025-12-17 18:23:04,202] Trial 37 finished with value: -36.72156841528896 and parameters: {'embedding_dim': 118, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 3 with value: -0.37578528944055395.
+[I 2025-12-17 18:23:19,800] Trial 38 finished with value: -0.060386888801336795 and parameters: {'embedding_dim': 76, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 38 with value: -0.060386888801336795.
+[I 2025-12-17 18:23:35,267] Trial 39 finished with value: -0.499974313625022 and parameters: {'embedding_dim': 75, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 38 with value: -0.060386888801336795.
+[I 2025-12-17 18:23:50,844] Trial 40 finished with value: -4.31487750591848 and parameters: {'embedding_dim': 75, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 38 with value: -0.060386888801336795.
+[I 2025-12-17 18:24:08,203] Trial 41 finished with value: -2.4413489893001263 and parameters: {'embedding_dim': 69, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 38 with value: -0.060386888801336795.
+[I 2025-12-17 18:24:23,454] Trial 42 finished with value: -5.077964248562618 and parameters: {'embedding_dim': 81, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 38 with value: -0.060386888801336795.
+[I 2025-12-17 18:24:39,347] Trial 43 finished with value: -9.30333431051035 and parameters: {'embedding_dim': 78, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 38 with value: -0.060386888801336795.
+[I 2025-12-17 18:24:54,920] Trial 44 finished with value: -20.341904761608347 and parameters: {'embedding_dim': 84, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 38 with value: -0.060386888801336795.
+[I 2025-12-17 18:25:11,454] Trial 45 finished with value: -0.28420597844800144 and parameters: {'embedding_dim': 72, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 38 with value: -0.060386888801336795.
+[I 2025-12-17 18:25:28,103] Trial 46 finished with value: -20.460648601343426 and parameters: {'embedding_dim': 67, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 38 with value: -0.060386888801336795.
+[I 2025-12-17 18:25:38,200] Trial 47 finished with value: -10.628974168140164 and parameters: {'embedding_dim': 73, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 38 with value: -0.060386888801336795.
+[I 2025-12-17 18:25:53,733] Trial 48 finished with value: -7.518238208709766 and parameters: {'embedding_dim': 77, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 38 with value: -0.060386888801336795.
+[I 2025-12-17 18:26:09,300] Trial 49 finished with value: -13.899554043492854 and parameters: {'embedding_dim': 71, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 38 with value: -0.060386888801336795.
+[I 2025-12-17 18:26:26,918] A new study created in memory with name: no-name-8187fc9d-0afa-4372-bfce-8487efe7787f
+[I 2025-12-17 18:26:45,629] Trial 0 finished with value: -498.7598817215348 and parameters: {'embedding_dim': 304, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 0 with value: -498.7598817215348.
+[I 2025-12-17 18:27:16,480] Trial 1 finished with value: -720.8581867661794 and parameters: {'embedding_dim': 204, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 0 with value: -498.7598817215348.
+[I 2025-12-17 18:28:14,317] Trial 2 finished with value: -312.8817601387399 and parameters: {'embedding_dim': 231, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 2 with value: -312.8817601387399.
+[I 2025-12-17 18:29:42,553] Trial 3 finished with value: -531.5343579115299 and parameters: {'embedding_dim': 510, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 2 with value: -312.8817601387399.
+[I 2025-12-17 18:30:55,147] Trial 4 finished with value: -209.97143614913495 and parameters: {'embedding_dim': 407, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 4 with value: -209.97143614913495.
+[I 2025-12-17 18:32:21,154] Trial 5 finished with value: -546.0186285121356 and parameters: {'embedding_dim': 286, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 4 with value: -209.97143614913495.
+[I 2025-12-17 18:33:04,227] Trial 6 finished with value: -2556.714670140851 and parameters: {'embedding_dim': 267, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 4 with value: -209.97143614913495.
+[I 2025-12-17 18:33:32,562] Trial 7 finished with value: -3107.9812805658903 and parameters: {'embedding_dim': 208, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 4 with value: -209.97143614913495.
+[I 2025-12-17 18:34:30,439] Trial 8 finished with value: -280.72113652815796 and parameters: {'embedding_dim': 501, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 4 with value: -209.97143614913495.
+[I 2025-12-17 18:34:57,880] Trial 9 finished with value: -151.97577237032527 and parameters: {'embedding_dim': 157, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 9 with value: -151.97577237032527.
+[I 2025-12-17 18:35:07,089] Trial 10 finished with value: -86.77394036152802 and parameters: {'embedding_dim': 130, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 10 with value: -86.77394036152802.
+[I 2025-12-17 18:35:15,623] Trial 11 finished with value: -430.805300869934 and parameters: {'embedding_dim': 131, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 10 with value: -86.77394036152802.
+[I 2025-12-17 18:35:29,391] Trial 12 finished with value: -654.378240593808 and parameters: {'embedding_dim': 129, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 10 with value: -86.77394036152802.
+[I 2025-12-17 18:35:40,783] Trial 13 finished with value: -949.0083359946609 and parameters: {'embedding_dim': 365, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 10 with value: -86.77394036152802.
+[I 2025-12-17 18:35:49,737] Trial 14 finished with value: -241.0382456617342 and parameters: {'embedding_dim': 164, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 10 with value: -86.77394036152802.
+[I 2025-12-17 18:36:12,717] Trial 15 finished with value: -971.2699417596559 and parameters: {'embedding_dim': 177, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 10 with value: -86.77394036152802.
+[I 2025-12-17 18:36:20,826] Trial 16 finished with value: -122.35219226850135 and parameters: {'embedding_dim': 243, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 10 with value: -86.77394036152802.
+[I 2025-12-17 18:36:32,366] Trial 17 finished with value: -559.2143634044994 and parameters: {'embedding_dim': 343, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 10 with value: -86.77394036152802.
+[I 2025-12-17 18:36:41,215] Trial 18 finished with value: -2623.39873312326 and parameters: {'embedding_dim': 245, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 10 with value: -86.77394036152802.
+[I 2025-12-17 18:36:52,823] Trial 19 finished with value: -768.6553185164234 and parameters: {'embedding_dim': 420, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 10 with value: -86.77394036152802.
+[I 2025-12-17 18:37:05,076] Trial 20 finished with value: -484.91091331592696 and parameters: {'embedding_dim': 208, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 10 with value: -86.77394036152802.
+[I 2025-12-17 18:37:13,536] Trial 21 finished with value: -3648.7527257846486 and parameters: {'embedding_dim': 165, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 10 with value: -86.77394036152802.
+[I 2025-12-17 18:37:41,193] Trial 22 finished with value: -958.8975470776966 and parameters: {'embedding_dim': 159, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 10 with value: -86.77394036152802.
+[I 2025-12-17 18:38:04,926] Trial 23 finished with value: -651.4968813564124 and parameters: {'embedding_dim': 243, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 10 with value: -86.77394036152802.
+[I 2025-12-17 18:38:13,316] Trial 24 finished with value: -3261.6155190736854 and parameters: {'embedding_dim': 187, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 10 with value: -86.77394036152802.
+[I 2025-12-17 18:38:56,491] Trial 25 finished with value: -1513.0114431842974 and parameters: {'embedding_dim': 128, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 10 with value: -86.77394036152802.
+[I 2025-12-17 18:39:05,470] Trial 26 finished with value: -3328.1601464186483 and parameters: {'embedding_dim': 273, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 10 with value: -86.77394036152802.
+[I 2025-12-17 18:39:16,976] Trial 27 finished with value: -675.9230668167971 and parameters: {'embedding_dim': 224, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 10 with value: -86.77394036152802.
+[I 2025-12-17 18:39:32,443] Trial 28 finished with value: -373.6666068820256 and parameters: {'embedding_dim': 151, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 1}. Best is trial 10 with value: -86.77394036152802.
+[I 2025-12-17 18:40:30,218] Trial 29 finished with value: -1444.0125864428328 and parameters: {'embedding_dim': 309, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 10 with value: -86.77394036152802.
+Processing ../../data/data_for_modeling/incheon_train.csv: Optimizing CTGAN for class 1...
+Saved CTGAN model for class 0: ../save_model/oversampling_models/smotenc_ctgan_7000_2_incheon_class0.pkl
+Saved CTGAN model for class 1: ../save_model/oversampling_models/smotenc_ctgan_7000_2_incheon_class1.pkl
+Saved augmented data only ../../data/data_oversampled/augmented_only/smotenc_ctgan7000_2_incheon.csv: Class 0=6854 | Class 1=6859
+Saved ../../data/data_oversampled/smotenc_ctgan7000/smotenc_ctgan7000_2_incheon.csv: Class 0=6854 | Class 1=6859 | Class 2=14637
+Processing ../../data/data_for_modeling/seoul_train.csv: Optimizing CTGAN for class 0...
+Processing ../../data/data_for_modeling/seoul_train.csv: Optimizing CTGAN for class 1...
+Saved CTGAN model for class 0: ../save_model/oversampling_models/smotenc_ctgan_7000_2_seoul_class0.pkl
+Saved CTGAN model for class 1: ../save_model/oversampling_models/smotenc_ctgan_7000_2_seoul_class1.pkl
+Saved augmented data only ../../data/data_oversampled/augmented_only/smotenc_ctgan7000_2_seoul.csv: Class 0=7404 | Class 1=6822
+Saved ../../data/data_oversampled/smotenc_ctgan7000/smotenc_ctgan7000_2_seoul.csv: Class 0=7404 | Class 1=6822 | Class 2=15823
+Processing ../../data/data_for_modeling/busan_train.csv: Optimizing CTGAN for class 0...
+Processing ../../data/data_for_modeling/busan_train.csv: Optimizing CTGAN for class 1...
+Saved CTGAN model for class 0: ../save_model/oversampling_models/smotenc_ctgan_7000_2_busan_class0.pkl
+Saved CTGAN model for class 1: ../save_model/oversampling_models/smotenc_ctgan_7000_2_busan_class1.pkl
+Saved augmented data only ../../data/data_oversampled/augmented_only/smotenc_ctgan7000_2_busan.csv: Class 0=7494 | Class 1=6417
+Saved ../../data/data_oversampled/smotenc_ctgan7000/smotenc_ctgan7000_2_busan.csv: Class 0=7494 | Class 1=6417 | Class 2=16457
+Processing ../../data/data_for_modeling/daegu_train.csv: Optimizing CTGAN for class 0...
+Processing ../../data/data_for_modeling/daegu_train.csv: Optimizing CTGAN for class 1...
+Saved CTGAN model for class 0: ../save_model/oversampling_models/smotenc_ctgan_7000_2_daegu_class0.pkl
+Saved CTGAN model for class 1: ../save_model/oversampling_models/smotenc_ctgan_7000_2_daegu_class1.pkl
+Saved augmented data only ../../data/data_oversampled/augmented_only/smotenc_ctgan7000_2_daegu.csv: Class 0=7500 | Class 1=6309
+Saved ../../data/data_oversampled/smotenc_ctgan7000/smotenc_ctgan7000_2_daegu.csv: Class 0=7500 | Class 1=6309 | Class 2=16803
+Processing ../../data/data_for_modeling/daejeon_train.csv: Optimizing CTGAN for class 0...
+Processing ../../data/data_for_modeling/daejeon_train.csv: Optimizing CTGAN for class 1...
+Saved CTGAN model for class 0: ../save_model/oversampling_models/smotenc_ctgan_7000_2_daejeon_class0.pkl
+Saved CTGAN model for class 1: ../save_model/oversampling_models/smotenc_ctgan_7000_2_daejeon_class1.pkl
+Saved augmented data only ../../data/data_oversampled/augmented_only/smotenc_ctgan7000_2_daejeon.csv: Class 0=7209 | Class 1=6565
+Saved ../../data/data_oversampled/smotenc_ctgan7000/smotenc_ctgan7000_2_daejeon.csv: Class 0=7209 | Class 1=6565 | Class 2=15717
+Processing ../../data/data_for_modeling/gwangju_train.csv: Optimizing CTGAN for class 0...
+Processing ../../data/data_for_modeling/gwangju_train.csv: Optimizing CTGAN for class 1...
+Saved CTGAN model for class 0: ../save_model/oversampling_models/smotenc_ctgan_7000_2_gwangju_class0.pkl
+Saved CTGAN model for class 1: ../save_model/oversampling_models/smotenc_ctgan_7000_2_gwangju_class1.pkl
+Saved augmented data only ../../data/data_oversampled/augmented_only/smotenc_ctgan7000_2_gwangju.csv: Class 0=6939 | Class 1=6656
+Saved ../../data/data_oversampled/smotenc_ctgan7000/smotenc_ctgan7000_2_gwangju.csv: Class 0=6939 | Class 1=6656 | Class 2=15760
+
+Running smotenc_ctgan_sample_7000_3.py...
+[I 2025-12-17 18:40:42,532] A new study created in memory with name: no-name-f92eb84f-9b5d-4ca7-bbc0-df8b629acbb8
+Using device: cuda
+Processing ../../data/data_for_modeling/incheon_train.csv: Optimizing CTGAN for class 0...
+[I 2025-12-17 18:40:53,830] Trial 0 finished with value: -21.50400999727829 and parameters: {'embedding_dim': 71, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 0 with value: -21.50400999727829.
+[I 2025-12-17 18:41:09,826] Trial 1 finished with value: -35.45449521648383 and parameters: {'embedding_dim': 65, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 0 with value: -21.50400999727829.
+[I 2025-12-17 18:41:18,439] Trial 2 finished with value: -26.101253899755925 and parameters: {'embedding_dim': 101, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 0 with value: -21.50400999727829.
+[I 2025-12-17 18:41:40,063] Trial 3 finished with value: -70.91410777059387 and parameters: {'embedding_dim': 128, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 0 with value: -21.50400999727829.
+[I 2025-12-17 18:42:15,923] Trial 4 finished with value: -4.353300904069858 and parameters: {'embedding_dim': 101, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 4 with value: -4.353300904069858.
+[I 2025-12-17 18:42:31,783] Trial 5 finished with value: -17.388913650460722 and parameters: {'embedding_dim': 78, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 4 with value: -4.353300904069858.
+[I 2025-12-17 18:42:48,312] Trial 6 finished with value: -19.131262739684637 and parameters: {'embedding_dim': 121, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 4 with value: -4.353300904069858.
+[I 2025-12-17 18:43:00,720] Trial 7 finished with value: -8.921853561535668 and parameters: {'embedding_dim': 64, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 4 with value: -4.353300904069858.
+[I 2025-12-17 18:43:07,412] Trial 8 finished with value: -5.1694033345907116 and parameters: {'embedding_dim': 75, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 4 with value: -4.353300904069858.
+[I 2025-12-17 18:43:17,947] Trial 9 finished with value: -116.51759234898684 and parameters: {'embedding_dim': 65, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 4 with value: -4.353300904069858.
+[I 2025-12-17 18:44:09,130] Trial 10 finished with value: -70.57071340959456 and parameters: {'embedding_dim': 99, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 4 with value: -4.353300904069858.
+[I 2025-12-17 18:44:30,951] Trial 11 finished with value: -83.88413257787751 and parameters: {'embedding_dim': 86, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 4 with value: -4.353300904069858.
+[I 2025-12-17 18:44:37,325] Trial 12 finished with value: -32.93279773935338 and parameters: {'embedding_dim': 111, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 4 with value: -4.353300904069858.
+[I 2025-12-17 18:45:11,725] Trial 13 finished with value: -33.14642188380661 and parameters: {'embedding_dim': 88, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 4 with value: -4.353300904069858.
+[I 2025-12-17 18:45:16,185] Trial 14 finished with value: -81.92432117303721 and parameters: {'embedding_dim': 109, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 4 with value: -4.353300904069858.
+[I 2025-12-17 18:46:02,888] Trial 15 finished with value: -2.1891088259961764 and parameters: {'embedding_dim': 88, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 15 with value: -2.1891088259961764.
+[I 2025-12-17 18:46:49,741] Trial 16 finished with value: -2.7557985434396777 and parameters: {'embedding_dim': 91, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 15 with value: -2.1891088259961764.
+[I 2025-12-17 18:47:36,535] Trial 17 finished with value: -4.042641977125147 and parameters: {'embedding_dim': 89, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 15 with value: -2.1891088259961764.
+[I 2025-12-17 18:48:23,366] Trial 18 finished with value: -59.49325917743768 and parameters: {'embedding_dim': 82, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 15 with value: -2.1891088259961764.
+[I 2025-12-17 18:49:12,054] Trial 19 finished with value: -27.896708834916 and parameters: {'embedding_dim': 93, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 15 with value: -2.1891088259961764.
+[I 2025-12-17 18:50:02,722] Trial 20 finished with value: -88.72930298273451 and parameters: {'embedding_dim': 111, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 15 with value: -2.1891088259961764.
+[I 2025-12-17 18:50:54,780] Trial 21 finished with value: -67.34921472728696 and parameters: {'embedding_dim': 92, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 15 with value: -2.1891088259961764.
+[I 2025-12-17 18:51:42,833] Trial 22 finished with value: -21.052679826546242 and parameters: {'embedding_dim': 85, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 15 with value: -2.1891088259961764.
+[I 2025-12-17 18:52:36,126] Trial 23 finished with value: -11.726604713916739 and parameters: {'embedding_dim': 95, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 15 with value: -2.1891088259961764.
+[I 2025-12-17 18:53:27,194] Trial 24 finished with value: -47.63856698550731 and parameters: {'embedding_dim': 81, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 15 with value: -2.1891088259961764.
+[I 2025-12-17 18:54:21,058] Trial 25 finished with value: -21.15512797140453 and parameters: {'embedding_dim': 90, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 15 with value: -2.1891088259961764.
+[I 2025-12-17 18:55:12,835] Trial 26 finished with value: -232.81671242482753 and parameters: {'embedding_dim': 105, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 15 with value: -2.1891088259961764.
+[I 2025-12-17 18:56:02,767] Trial 27 finished with value: -5.245446728557781 and parameters: {'embedding_dim': 74, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 15 with value: -2.1891088259961764.
+[I 2025-12-17 18:56:49,555] Trial 28 finished with value: -11.348844202140505 and parameters: {'embedding_dim': 96, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 15 with value: -2.1891088259961764.
+[I 2025-12-17 18:57:37,066] Trial 29 finished with value: -58.903985492272895 and parameters: {'embedding_dim': 71, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 15 with value: -2.1891088259961764.
+[I 2025-12-17 18:58:11,509] Trial 30 finished with value: -6.916418237325087 and parameters: {'embedding_dim': 83, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 15 with value: -2.1891088259961764.
+[I 2025-12-17 18:58:45,942] Trial 31 finished with value: -89.79867845765787 and parameters: {'embedding_dim': 101, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 15 with value: -2.1891088259961764.
+[I 2025-12-17 18:59:20,234] Trial 32 finished with value: -0.1491718591134723 and parameters: {'embedding_dim': 90, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 32 with value: -0.1491718591134723.
+[I 2025-12-17 18:59:54,568] Trial 33 finished with value: -1.207115712608648 and parameters: {'embedding_dim': 89, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 32 with value: -0.1491718591134723.
+[I 2025-12-17 19:00:01,298] Trial 34 finished with value: -6.052832880814582 and parameters: {'embedding_dim': 79, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 32 with value: -0.1491718591134723.
+[I 2025-12-17 19:00:36,166] Trial 35 finished with value: -51.488237649679 and parameters: {'embedding_dim': 98, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 32 with value: -0.1491718591134723.
+[I 2025-12-17 19:01:10,741] Trial 36 finished with value: -82.71774647601343 and parameters: {'embedding_dim': 105, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 32 with value: -0.1491718591134723.
+[I 2025-12-17 19:01:26,666] Trial 37 finished with value: -21.385930730885732 and parameters: {'embedding_dim': 92, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 32 with value: -0.1491718591134723.
+[I 2025-12-17 19:02:01,291] Trial 38 finished with value: -1.8162814461734578 and parameters: {'embedding_dim': 86, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 32 with value: -0.1491718591134723.
+[I 2025-12-17 19:02:07,759] Trial 39 finished with value: -111.07073489872108 and parameters: {'embedding_dim': 84, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 32 with value: -0.1491718591134723.
+[I 2025-12-17 19:02:23,604] Trial 40 finished with value: -100.46431904091135 and parameters: {'embedding_dim': 77, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 32 with value: -0.1491718591134723.
+[I 2025-12-17 19:02:58,063] Trial 41 finished with value: -25.639865097066153 and parameters: {'embedding_dim': 87, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 32 with value: -0.1491718591134723.
+[I 2025-12-17 19:03:32,126] Trial 42 finished with value: -47.260167490467936 and parameters: {'embedding_dim': 90, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 32 with value: -0.1491718591134723.
+[I 2025-12-17 19:03:54,287] Trial 43 finished with value: -15.483663238175485 and parameters: {'embedding_dim': 94, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 32 with value: -0.1491718591134723.
+[I 2025-12-17 19:04:28,761] Trial 44 finished with value: -41.587405576556414 and parameters: {'embedding_dim': 80, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 32 with value: -0.1491718591134723.
+[I 2025-12-17 19:05:03,189] Trial 45 finished with value: -2.9379945383906576 and parameters: {'embedding_dim': 97, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 32 with value: -0.1491718591134723.
+[I 2025-12-17 19:05:19,335] Trial 46 finished with value: -52.119294905573476 and parameters: {'embedding_dim': 87, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 32 with value: -0.1491718591134723.
+[I 2025-12-17 19:05:54,026] Trial 47 finished with value: -115.85464743536012 and parameters: {'embedding_dim': 127, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 32 with value: -0.1491718591134723.
+[I 2025-12-17 19:05:58,586] Trial 48 finished with value: -10.795593024712703 and parameters: {'embedding_dim': 91, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 32 with value: -0.1491718591134723.
+[I 2025-12-17 19:06:32,823] Trial 49 finished with value: -3.969985719975159 and parameters: {'embedding_dim': 102, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 32 with value: -0.1491718591134723.
+[I 2025-12-17 19:07:07,490] A new study created in memory with name: no-name-9182a619-9cf3-40b5-a9fb-a76281bcf22b
+[I 2025-12-17 19:07:29,300] Trial 0 finished with value: -112.0285148072823 and parameters: {'embedding_dim': 254, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 0 with value: -112.0285148072823.
+[I 2025-12-17 19:09:34,233] Trial 1 finished with value: -258.674625376913 and parameters: {'embedding_dim': 414, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 0 with value: -112.0285148072823.
+[I 2025-12-17 19:09:48,670] Trial 2 finished with value: -240.9224556371842 and parameters: {'embedding_dim': 495, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 0 with value: -112.0285148072823.
+[I 2025-12-17 19:10:37,826] Trial 3 finished with value: -244.30764935181662 and parameters: {'embedding_dim': 504, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 0 with value: -112.0285148072823.
+[I 2025-12-17 19:10:59,631] Trial 4 finished with value: -93.16097064659678 and parameters: {'embedding_dim': 474, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 4 with value: -93.16097064659678.
+[I 2025-12-17 19:12:15,397] Trial 5 finished with value: -236.23136120373147 and parameters: {'embedding_dim': 333, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 4 with value: -93.16097064659678.
+[I 2025-12-17 19:12:48,943] Trial 6 finished with value: -157.90789279606855 and parameters: {'embedding_dim': 310, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 4 with value: -93.16097064659678.
+[I 2025-12-17 19:13:24,173] Trial 7 finished with value: -1224.1009894162014 and parameters: {'embedding_dim': 395, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 4 with value: -93.16097064659678.
+[I 2025-12-17 19:13:45,029] Trial 8 finished with value: -1257.3950536224575 and parameters: {'embedding_dim': 337, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 4 with value: -93.16097064659678.
+[I 2025-12-17 19:14:24,753] Trial 9 finished with value: -282.9079123577249 and parameters: {'embedding_dim': 227, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 4 with value: -93.16097064659678.
+[I 2025-12-17 19:15:08,096] Trial 10 finished with value: -2171.3583877709457 and parameters: {'embedding_dim': 444, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 4 with value: -93.16097064659678.
+[I 2025-12-17 19:15:29,522] Trial 11 finished with value: -3353.13026722353 and parameters: {'embedding_dim': 161, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 4 with value: -93.16097064659678.
+[I 2025-12-17 19:15:50,444] Trial 12 finished with value: -1163.2640191727758 and parameters: {'embedding_dim': 259, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 4 with value: -93.16097064659678.
+[I 2025-12-17 19:16:19,175] Trial 13 finished with value: -140.52984927009595 and parameters: {'embedding_dim': 150, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 4 with value: -93.16097064659678.
+[I 2025-12-17 19:17:25,758] Trial 14 finished with value: -404.4218346831374 and parameters: {'embedding_dim': 246, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 4 with value: -93.16097064659678.
+[I 2025-12-17 19:17:51,557] Trial 15 finished with value: -1794.2152635424789 and parameters: {'embedding_dim': 294, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 1}. Best is trial 4 with value: -93.16097064659678.
+[I 2025-12-17 19:18:19,030] Trial 16 finished with value: -56.57948349946296 and parameters: {'embedding_dim': 202, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 16 with value: -56.57948349946296.
+[I 2025-12-17 19:18:57,210] Trial 17 finished with value: -462.88756680962484 and parameters: {'embedding_dim': 202, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 16 with value: -56.57948349946296.
+[I 2025-12-17 19:19:48,745] Trial 18 finished with value: -250.5635204802436 and parameters: {'embedding_dim': 368, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 16 with value: -56.57948349946296.
+[I 2025-12-17 19:21:14,865] Trial 19 finished with value: -539.3451668164552 and parameters: {'embedding_dim': 128, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 16 with value: -56.57948349946296.
+[I 2025-12-17 19:21:50,485] Trial 20 finished with value: -203.76705344260546 and parameters: {'embedding_dim': 473, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 16 with value: -56.57948349946296.
+[I 2025-12-17 19:22:11,713] Trial 21 finished with value: -847.0783942002688 and parameters: {'embedding_dim': 189, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 16 with value: -56.57948349946296.
+[I 2025-12-17 19:22:41,719] Trial 22 finished with value: -137.46523971272035 and parameters: {'embedding_dim': 276, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 16 with value: -56.57948349946296.
+[I 2025-12-17 19:23:06,269] Trial 23 finished with value: -152.89624876427172 and parameters: {'embedding_dim': 208, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 16 with value: -56.57948349946296.
+[I 2025-12-17 19:23:24,593] Trial 24 finished with value: -2526.3975340791467 and parameters: {'embedding_dim': 245, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 16 with value: -56.57948349946296.
+[I 2025-12-17 19:23:52,312] Trial 25 finished with value: -281.3484091694677 and parameters: {'embedding_dim': 370, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 16 with value: -56.57948349946296.
+[I 2025-12-17 19:24:12,060] Trial 26 finished with value: -1143.8590225410542 and parameters: {'embedding_dim': 174, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 16 with value: -56.57948349946296.
+[I 2025-12-17 19:24:34,575] Trial 27 finished with value: -1091.8737796024816 and parameters: {'embedding_dim': 228, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 16 with value: -56.57948349946296.
+[I 2025-12-17 19:25:25,533] Trial 28 finished with value: -990.885887556572 and parameters: {'embedding_dim': 286, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 16 with value: -56.57948349946296.
+[I 2025-12-17 19:26:07,675] Trial 29 finished with value: -306.602432338819 and parameters: {'embedding_dim': 420, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 16 with value: -56.57948349946296.
+[I 2025-12-17 19:26:39,959] A new study created in memory with name: no-name-028367ff-4eee-42e8-82a9-27d36838cefd
+[I 2025-12-17 19:26:44,320] Trial 0 finished with value: -6.9924692512465345 and parameters: {'embedding_dim': 123, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 0 with value: -6.9924692512465345.
+[I 2025-12-17 19:27:31,167] Trial 1 finished with value: -23.604877474300483 and parameters: {'embedding_dim': 109, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 0 with value: -6.9924692512465345.
+[I 2025-12-17 19:27:37,541] Trial 2 finished with value: -25.636296346511312 and parameters: {'embedding_dim': 94, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 0 with value: -6.9924692512465345.
+[I 2025-12-17 19:28:27,368] Trial 3 finished with value: -39.73133129764145 and parameters: {'embedding_dim': 72, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 0 with value: -6.9924692512465345.
+[I 2025-12-17 19:28:43,286] Trial 4 finished with value: -85.63675021632007 and parameters: {'embedding_dim': 71, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 0 with value: -6.9924692512465345.
+[I 2025-12-17 19:28:53,142] Trial 5 finished with value: -2.019247183407305 and parameters: {'embedding_dim': 123, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 5 with value: -2.019247183407305.
+[I 2025-12-17 19:29:03,797] Trial 6 finished with value: -2.7776746697994517 and parameters: {'embedding_dim': 113, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 5 with value: -2.019247183407305.
+[I 2025-12-17 19:29:12,381] Trial 7 finished with value: -4.148856194849791 and parameters: {'embedding_dim': 69, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 5 with value: -2.019247183407305.
+[I 2025-12-17 19:29:20,778] Trial 8 finished with value: -55.82494687341554 and parameters: {'embedding_dim': 69, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 5 with value: -2.019247183407305.
+[I 2025-12-17 19:29:33,493] Trial 9 finished with value: -16.161488608131442 and parameters: {'embedding_dim': 126, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 5 with value: -2.019247183407305.
+[I 2025-12-17 19:29:40,227] Trial 10 finished with value: -29.12915314183313 and parameters: {'embedding_dim': 92, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 5 with value: -2.019247183407305.
+[I 2025-12-17 19:29:51,046] Trial 11 finished with value: -64.46080918367078 and parameters: {'embedding_dim': 111, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 5 with value: -2.019247183407305.
+[I 2025-12-17 19:30:04,341] Trial 12 finished with value: -51.8256633432683 and parameters: {'embedding_dim': 111, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 5 with value: -2.019247183407305.
+[I 2025-12-17 19:30:20,290] Trial 13 finished with value: -28.256244346460733 and parameters: {'embedding_dim': 118, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 5 with value: -2.019247183407305.
+[I 2025-12-17 19:30:57,951] Trial 14 finished with value: -3.3486244673211436 and parameters: {'embedding_dim': 100, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 5 with value: -2.019247183407305.
+[I 2025-12-17 19:31:02,342] Trial 15 finished with value: -172.42803126511 and parameters: {'embedding_dim': 128, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 5 with value: -2.019247183407305.
+[I 2025-12-17 19:31:24,584] Trial 16 finished with value: -20.579897812856775 and parameters: {'embedding_dim': 85, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 5 with value: -2.019247183407305.
+[I 2025-12-17 19:31:42,001] Trial 17 finished with value: -29.844452371817585 and parameters: {'embedding_dim': 117, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 5 with value: -2.019247183407305.
+[I 2025-12-17 19:31:50,688] Trial 18 finished with value: -6.6326472019027545 and parameters: {'embedding_dim': 104, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 5 with value: -2.019247183407305.
+[I 2025-12-17 19:32:13,019] Trial 19 finished with value: -23.578577700713282 and parameters: {'embedding_dim': 117, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 5 with value: -2.019247183407305.
+[I 2025-12-17 19:32:20,903] Trial 20 finished with value: -27.176802494289593 and parameters: {'embedding_dim': 85, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 5 with value: -2.019247183407305.
+[I 2025-12-17 19:32:54,780] Trial 21 finished with value: -6.441431807072322 and parameters: {'embedding_dim': 100, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 5 with value: -2.019247183407305.
+[I 2025-12-17 19:33:42,282] Trial 22 finished with value: -55.74434652803858 and parameters: {'embedding_dim': 103, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 5 with value: -2.019247183407305.
+[I 2025-12-17 19:34:05,899] Trial 23 finished with value: -14.15680680507946 and parameters: {'embedding_dim': 121, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 5 with value: -2.019247183407305.
+[I 2025-12-17 19:34:41,854] Trial 24 finished with value: -6.013059759628947 and parameters: {'embedding_dim': 107, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 5 with value: -2.019247183407305.
+[I 2025-12-17 19:35:16,047] Trial 25 finished with value: -13.10627954822652 and parameters: {'embedding_dim': 113, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 5 with value: -2.019247183407305.
+[I 2025-12-17 19:35:26,903] Trial 26 finished with value: -5.707417878479868 and parameters: {'embedding_dim': 99, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 5 with value: -2.019247183407305.
+[I 2025-12-17 19:35:35,489] Trial 27 finished with value: -6.6531351043124225 and parameters: {'embedding_dim': 87, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 5 with value: -2.019247183407305.
+[I 2025-12-17 19:36:09,655] Trial 28 finished with value: -3.862241568491248 and parameters: {'embedding_dim': 77, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 5 with value: -2.019247183407305.
+[I 2025-12-17 19:36:20,063] Trial 29 finished with value: -53.230672334242655 and parameters: {'embedding_dim': 124, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 5 with value: -2.019247183407305.
+[I 2025-12-17 19:36:26,421] Trial 30 finished with value: -1.4410366253029732 and parameters: {'embedding_dim': 121, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 30 with value: -1.4410366253029732.
+[I 2025-12-17 19:36:32,892] Trial 31 finished with value: -33.199034716699565 and parameters: {'embedding_dim': 122, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 30 with value: -1.4410366253029732.
+[I 2025-12-17 19:36:39,411] Trial 32 finished with value: -3.4133160458422633 and parameters: {'embedding_dim': 115, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 30 with value: -1.4410366253029732.
+[I 2025-12-17 19:36:47,912] Trial 33 finished with value: -21.887345312089373 and parameters: {'embedding_dim': 121, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 30 with value: -1.4410366253029732.
+[I 2025-12-17 19:36:54,366] Trial 34 finished with value: -43.1806322122699 and parameters: {'embedding_dim': 108, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 30 with value: -1.4410366253029732.
+[I 2025-12-17 19:37:00,784] Trial 35 finished with value: -1.070807223665655 and parameters: {'embedding_dim': 127, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 35 with value: -1.070807223665655.
+[I 2025-12-17 19:37:09,304] Trial 36 finished with value: -3.8548988519788305 and parameters: {'embedding_dim': 127, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 35 with value: -1.070807223665655.
+[I 2025-12-17 19:37:13,808] Trial 37 finished with value: -4.374349944701753 and parameters: {'embedding_dim': 124, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 35 with value: -1.070807223665655.
+[I 2025-12-17 19:37:20,352] Trial 38 finished with value: -18.610336530533694 and parameters: {'embedding_dim': 120, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 35 with value: -1.070807223665655.
+[I 2025-12-17 19:37:28,825] Trial 39 finished with value: -3.485926621238856 and parameters: {'embedding_dim': 125, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 35 with value: -1.070807223665655.
+[I 2025-12-17 19:37:35,185] Trial 40 finished with value: -10.432778426740152 and parameters: {'embedding_dim': 114, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 35 with value: -1.070807223665655.
+[I 2025-12-17 19:38:09,599] Trial 41 finished with value: -156.3709055767941 and parameters: {'embedding_dim': 128, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 35 with value: -1.070807223665655.
+[I 2025-12-17 19:38:16,059] Trial 42 finished with value: -6.590907577049512 and parameters: {'embedding_dim': 95, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 35 with value: -1.070807223665655.
+[I 2025-12-17 19:38:32,107] Trial 43 finished with value: -140.5966090636593 and parameters: {'embedding_dim': 119, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 35 with value: -1.070807223665655.
+[I 2025-12-17 19:38:38,552] Trial 44 finished with value: -19.92608463967899 and parameters: {'embedding_dim': 105, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 35 with value: -1.070807223665655.
+[I 2025-12-17 19:38:54,874] Trial 45 finished with value: -19.743009049145233 and parameters: {'embedding_dim': 110, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 35 with value: -1.070807223665655.
+[I 2025-12-17 19:38:59,339] Trial 46 finished with value: -4.858945818309115 and parameters: {'embedding_dim': 91, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 35 with value: -1.070807223665655.
+[I 2025-12-17 19:39:46,689] Trial 47 finished with value: -13.98766823292066 and parameters: {'embedding_dim': 113, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 35 with value: -1.070807223665655.
+[I 2025-12-17 19:40:06,152] Trial 48 finished with value: -22.57144154659609 and parameters: {'embedding_dim': 117, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 35 with value: -1.070807223665655.
+[I 2025-12-17 19:40:12,833] Trial 49 finished with value: -73.30672539989966 and parameters: {'embedding_dim': 124, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 35 with value: -1.070807223665655.
+[I 2025-12-17 19:40:19,364] A new study created in memory with name: no-name-b62f41e5-0a4a-4738-b77f-bffd7590b819
+[I 2025-12-17 19:40:49,894] Trial 0 finished with value: -250.71836345964394 and parameters: {'embedding_dim': 362, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 0 with value: -250.71836345964394.
+[I 2025-12-17 19:40:59,915] Trial 1 finished with value: -443.0331178321375 and parameters: {'embedding_dim': 310, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 0 with value: -250.71836345964394.
+[I 2025-12-17 19:41:08,229] Trial 2 finished with value: -3427.217455456052 and parameters: {'embedding_dim': 234, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 0 with value: -250.71836345964394.
+[I 2025-12-17 19:41:16,685] Trial 3 finished with value: -2181.27938113037 and parameters: {'embedding_dim': 279, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 0 with value: -250.71836345964394.
+[I 2025-12-17 19:41:54,991] Trial 4 finished with value: -756.3231443812227 and parameters: {'embedding_dim': 402, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 0 with value: -250.71836345964394.
+[I 2025-12-17 19:43:18,797] Trial 5 finished with value: -302.95124468329266 and parameters: {'embedding_dim': 511, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 0 with value: -250.71836345964394.
+[I 2025-12-17 19:44:28,175] Trial 6 finished with value: -294.7208299299948 and parameters: {'embedding_dim': 301, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 0 with value: -250.71836345964394.
+[I 2025-12-17 19:44:52,179] Trial 7 finished with value: -874.3582918517801 and parameters: {'embedding_dim': 335, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 0 with value: -250.71836345964394.
+[I 2025-12-17 19:45:31,072] Trial 8 finished with value: -507.41858749749895 and parameters: {'embedding_dim': 321, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 0 with value: -250.71836345964394.
+[I 2025-12-17 19:45:53,202] Trial 9 finished with value: -314.8467886133525 and parameters: {'embedding_dim': 270, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 0 with value: -250.71836345964394.
+[I 2025-12-17 19:46:24,107] Trial 10 finished with value: -325.8659400127962 and parameters: {'embedding_dim': 167, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 0 with value: -250.71836345964394.
+[I 2025-12-17 19:47:32,323] Trial 11 finished with value: -166.65059960650706 and parameters: {'embedding_dim': 406, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 11 with value: -166.65059960650706.
+[I 2025-12-17 19:48:04,527] Trial 12 finished with value: -889.7201689909306 and parameters: {'embedding_dim': 418, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 11 with value: -166.65059960650706.
+[I 2025-12-17 19:49:11,006] Trial 13 finished with value: -25.04538368858288 and parameters: {'embedding_dim': 399, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 13 with value: -25.04538368858288.
+[I 2025-12-17 19:50:15,384] Trial 14 finished with value: -25.413688822379168 and parameters: {'embedding_dim': 471, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 13 with value: -25.04538368858288.
+[I 2025-12-17 19:51:20,944] Trial 15 finished with value: -275.3753934154727 and parameters: {'embedding_dim': 482, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 13 with value: -25.04538368858288.
+[I 2025-12-17 19:52:38,964] Trial 16 finished with value: -625.5239051775449 and parameters: {'embedding_dim': 457, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 13 with value: -25.04538368858288.
+[I 2025-12-17 19:53:44,006] Trial 17 finished with value: -138.38645197300414 and parameters: {'embedding_dim': 442, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 13 with value: -25.04538368858288.
+[I 2025-12-17 19:54:21,221] Trial 18 finished with value: -1764.6358471975248 and parameters: {'embedding_dim': 373, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 13 with value: -25.04538368858288.
+[I 2025-12-17 19:55:40,312] Trial 19 finished with value: -37.34852987012351 and parameters: {'embedding_dim': 504, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 13 with value: -25.04538368858288.
+[I 2025-12-17 19:56:43,957] Trial 20 finished with value: -73.07229271293144 and parameters: {'embedding_dim': 458, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 13 with value: -25.04538368858288.
+[I 2025-12-17 19:58:03,313] Trial 21 finished with value: -711.4126140308381 and parameters: {'embedding_dim': 497, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 13 with value: -25.04538368858288.
+[I 2025-12-17 19:59:18,892] Trial 22 finished with value: -678.711465820478 and parameters: {'embedding_dim': 467, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 13 with value: -25.04538368858288.
+[I 2025-12-17 20:00:20,946] Trial 23 finished with value: -121.39189478737802 and parameters: {'embedding_dim': 417, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 13 with value: -25.04538368858288.
+[I 2025-12-17 20:01:36,703] Trial 24 finished with value: -411.1811031307517 and parameters: {'embedding_dim': 506, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 13 with value: -25.04538368858288.
+[I 2025-12-17 20:02:25,749] Trial 25 finished with value: -475.31056079582015 and parameters: {'embedding_dim': 371, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 13 with value: -25.04538368858288.
+[I 2025-12-17 20:03:27,968] Trial 26 finished with value: -276.29979360815605 and parameters: {'embedding_dim': 437, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 13 with value: -25.04538368858288.
+[I 2025-12-17 20:04:44,135] Trial 27 finished with value: -545.7407011406127 and parameters: {'embedding_dim': 474, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 13 with value: -25.04538368858288.
+[I 2025-12-17 20:05:03,065] Trial 28 finished with value: -366.03634778053583 and parameters: {'embedding_dim': 385, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 13 with value: -25.04538368858288.
+[I 2025-12-17 20:05:53,402] Trial 29 finished with value: -540.2850212274535 and parameters: {'embedding_dim': 349, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 13 with value: -25.04538368858288.
+[I 2025-12-17 20:06:56,832] A new study created in memory with name: no-name-e4cc1200-d466-4535-8ee7-74876a97a034
+[I 2025-12-17 20:07:43,640] Trial 0 finished with value: -5.183250903128434 and parameters: {'embedding_dim': 127, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 0 with value: -5.183250903128434.
+[I 2025-12-17 20:08:30,373] Trial 1 finished with value: -20.539698125571075 and parameters: {'embedding_dim': 68, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 0 with value: -5.183250903128434.
+[I 2025-12-17 20:08:51,868] Trial 2 finished with value: -2.0229728471461703 and parameters: {'embedding_dim': 91, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 2 with value: -2.0229728471461703.
+[I 2025-12-17 20:09:13,903] Trial 3 finished with value: -76.8625262861382 and parameters: {'embedding_dim': 93, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 2 with value: -2.0229728471461703.
+[I 2025-12-17 20:09:18,441] Trial 4 finished with value: -13.198604064558676 and parameters: {'embedding_dim': 108, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 2 with value: -2.0229728471461703.
+[I 2025-12-17 20:09:40,067] Trial 5 finished with value: -3.561650234655328 and parameters: {'embedding_dim': 109, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 2 with value: -2.0229728471461703.
+[I 2025-12-17 20:09:44,588] Trial 6 finished with value: -2.832814407696751 and parameters: {'embedding_dim': 85, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 2 with value: -2.0229728471461703.
+[I 2025-12-17 20:10:06,670] Trial 7 finished with value: -5.744368860573983 and parameters: {'embedding_dim': 114, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 2 with value: -2.0229728471461703.
+[I 2025-12-17 20:10:26,476] Trial 8 finished with value: -2.9080947416254648 and parameters: {'embedding_dim': 82, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 2 with value: -2.0229728471461703.
+[I 2025-12-17 20:10:32,874] Trial 9 finished with value: -1.3806557611122015 and parameters: {'embedding_dim': 94, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 9 with value: -1.3806557611122015.
+[I 2025-12-17 20:10:41,713] Trial 10 finished with value: -9.962641766832816 and parameters: {'embedding_dim': 64, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 9 with value: -1.3806557611122015.
+[I 2025-12-17 20:10:57,923] Trial 11 finished with value: -10.513284888245297 and parameters: {'embedding_dim': 97, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 9 with value: -1.3806557611122015.
+[I 2025-12-17 20:11:06,293] Trial 12 finished with value: -36.13366956358308 and parameters: {'embedding_dim': 78, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 9 with value: -1.3806557611122015.
+[I 2025-12-17 20:11:22,397] Trial 13 finished with value: -1.3459811214368087 and parameters: {'embedding_dim': 96, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 13 with value: -1.3459811214368087.
+[I 2025-12-17 20:11:31,574] Trial 14 finished with value: -4.55667067555043 and parameters: {'embedding_dim': 101, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 13 with value: -1.3459811214368087.
+[I 2025-12-17 20:11:47,476] Trial 15 finished with value: -18.57655338343313 and parameters: {'embedding_dim': 121, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 13 with value: -1.3459811214368087.
+[I 2025-12-17 20:11:53,835] Trial 16 finished with value: -73.8136209082736 and parameters: {'embedding_dim': 103, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 13 with value: -1.3459811214368087.
+[I 2025-12-17 20:12:11,661] Trial 17 finished with value: -4.305676495134783 and parameters: {'embedding_dim': 76, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 13 with value: -1.3459811214368087.
+[I 2025-12-17 20:12:18,144] Trial 18 finished with value: -0.8108442916867082 and parameters: {'embedding_dim': 90, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 18 with value: -0.8108442916867082.
+[I 2025-12-17 20:12:31,468] Trial 19 finished with value: -7.208497416028221 and parameters: {'embedding_dim': 88, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 18 with value: -0.8108442916867082.
+[I 2025-12-17 20:12:37,926] Trial 20 finished with value: -2.5892731915077576 and parameters: {'embedding_dim': 73, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 18 with value: -0.8108442916867082.
+[I 2025-12-17 20:12:44,632] Trial 21 finished with value: -12.950568824707434 and parameters: {'embedding_dim': 97, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 18 with value: -0.8108442916867082.
+[I 2025-12-17 20:12:51,570] Trial 22 finished with value: -13.667554650104442 and parameters: {'embedding_dim': 85, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 18 with value: -0.8108442916867082.
+[I 2025-12-17 20:13:00,359] Trial 23 finished with value: -56.09676791123047 and parameters: {'embedding_dim': 103, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 18 with value: -0.8108442916867082.
+[I 2025-12-17 20:13:06,771] Trial 24 finished with value: -10.716376912957074 and parameters: {'embedding_dim': 93, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 18 with value: -0.8108442916867082.
+[I 2025-12-17 20:13:28,714] Trial 25 finished with value: -13.414468921245032 and parameters: {'embedding_dim': 99, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 18 with value: -0.8108442916867082.
+[I 2025-12-17 20:13:35,360] Trial 26 finished with value: -73.99228347633108 and parameters: {'embedding_dim': 108, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 18 with value: -0.8108442916867082.
+[I 2025-12-17 20:13:41,938] Trial 27 finished with value: -7.457896089933812 and parameters: {'embedding_dim': 89, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 18 with value: -0.8108442916867082.
+[I 2025-12-17 20:14:16,154] Trial 28 finished with value: -1.6852261781225117 and parameters: {'embedding_dim': 84, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 18 with value: -0.8108442916867082.
+[I 2025-12-17 20:14:38,464] Trial 29 finished with value: -20.558377842837032 and parameters: {'embedding_dim': 112, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 18 with value: -0.8108442916867082.
+[I 2025-12-17 20:15:16,397] Trial 30 finished with value: -2.556238446725192 and parameters: {'embedding_dim': 125, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 18 with value: -0.8108442916867082.
+[I 2025-12-17 20:15:53,055] Trial 31 finished with value: -3.77951616552405 and parameters: {'embedding_dim': 94, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 18 with value: -0.8108442916867082.
+[I 2025-12-17 20:16:27,617] Trial 32 finished with value: -12.350558586751053 and parameters: {'embedding_dim': 80, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 18 with value: -0.8108442916867082.
+[I 2025-12-17 20:17:04,853] Trial 33 finished with value: -3.37224632385707 and parameters: {'embedding_dim': 86, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 18 with value: -0.8108442916867082.
+[I 2025-12-17 20:17:40,770] Trial 34 finished with value: -13.526877017186177 and parameters: {'embedding_dim': 73, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 18 with value: -0.8108442916867082.
+[I 2025-12-17 20:18:29,667] Trial 35 finished with value: -35.88053707058028 and parameters: {'embedding_dim': 90, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 18 with value: -0.8108442916867082.
+[I 2025-12-17 20:19:05,696] Trial 36 finished with value: -13.797847037783907 and parameters: {'embedding_dim': 84, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 18 with value: -0.8108442916867082.
+[I 2025-12-17 20:19:16,486] Trial 37 finished with value: -64.13554744889632 and parameters: {'embedding_dim': 94, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 18 with value: -0.8108442916867082.
+[I 2025-12-17 20:19:24,894] Trial 38 finished with value: -18.640324488808798 and parameters: {'embedding_dim': 104, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 18 with value: -0.8108442916867082.
+[I 2025-12-17 20:19:46,938] Trial 39 finished with value: -29.60890789103263 and parameters: {'embedding_dim': 92, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 18 with value: -0.8108442916867082.
+[I 2025-12-17 20:20:03,314] Trial 40 finished with value: -10.635697610877585 and parameters: {'embedding_dim': 81, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 18 with value: -0.8108442916867082.
+[I 2025-12-17 20:20:28,463] Trial 41 finished with value: -6.115704833763896 and parameters: {'embedding_dim': 89, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 18 with value: -0.8108442916867082.
+[I 2025-12-17 20:20:44,526] Trial 42 finished with value: -3.656962021990587 and parameters: {'embedding_dim': 97, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 18 with value: -0.8108442916867082.
+[I 2025-12-17 20:21:07,748] Trial 43 finished with value: -7.083069732646349 and parameters: {'embedding_dim': 91, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 18 with value: -0.8108442916867082.
+[I 2025-12-17 20:21:23,766] Trial 44 finished with value: -17.973093019546223 and parameters: {'embedding_dim': 87, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 18 with value: -0.8108442916867082.
+[I 2025-12-17 20:21:32,150] Trial 45 finished with value: -6.1650109604663355 and parameters: {'embedding_dim': 83, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 18 with value: -0.8108442916867082.
+[I 2025-12-17 20:21:50,097] Trial 46 finished with value: -66.54941477413325 and parameters: {'embedding_dim': 98, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 18 with value: -0.8108442916867082.
+[I 2025-12-17 20:21:56,508] Trial 47 finished with value: -12.18894430039869 and parameters: {'embedding_dim': 101, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 18 with value: -0.8108442916867082.
+[I 2025-12-17 20:22:06,956] Trial 48 finished with value: -22.496820628504462 and parameters: {'embedding_dim': 75, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 18 with value: -0.8108442916867082.
+[I 2025-12-17 20:22:13,359] Trial 49 finished with value: -7.574672554224938 and parameters: {'embedding_dim': 95, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 18 with value: -0.8108442916867082.
+[I 2025-12-17 20:22:19,868] A new study created in memory with name: no-name-3378722f-9320-452d-979f-939fee30392d
+[I 2025-12-17 20:22:31,151] Trial 0 finished with value: -2396.550252335538 and parameters: {'embedding_dim': 490, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 1}. Best is trial 0 with value: -2396.550252335538.
+[I 2025-12-17 20:22:45,153] Trial 1 finished with value: -559.5720983377727 and parameters: {'embedding_dim': 391, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 1}. Best is trial 1 with value: -559.5720983377727.
+[I 2025-12-17 20:22:55,815] Trial 2 finished with value: -653.6097066577196 and parameters: {'embedding_dim': 324, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 1 with value: -559.5720983377727.
+[I 2025-12-17 20:23:09,557] Trial 3 finished with value: -580.3834552490787 and parameters: {'embedding_dim': 214, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 1 with value: -559.5720983377727.
+[I 2025-12-17 20:23:26,632] Trial 4 finished with value: -1634.6550250494658 and parameters: {'embedding_dim': 320, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 1 with value: -559.5720983377727.
+[I 2025-12-17 20:23:37,590] Trial 5 finished with value: -2995.370429139996 and parameters: {'embedding_dim': 379, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 1 with value: -559.5720983377727.
+[I 2025-12-17 20:23:58,613] Trial 6 finished with value: -818.9086507540924 and parameters: {'embedding_dim': 285, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 1 with value: -559.5720983377727.
+[I 2025-12-17 20:24:31,726] Trial 7 finished with value: -525.2715185317555 and parameters: {'embedding_dim': 371, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 7 with value: -525.2715185317555.
+[I 2025-12-17 20:25:07,840] Trial 8 finished with value: -414.3727097352569 and parameters: {'embedding_dim': 485, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 8 with value: -414.3727097352569.
+[I 2025-12-17 20:25:53,716] Trial 9 finished with value: -1106.8829889654874 and parameters: {'embedding_dim': 344, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 8 with value: -414.3727097352569.
+[I 2025-12-17 20:26:49,085] Trial 10 finished with value: -704.6422910276112 and parameters: {'embedding_dim': 510, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 8 with value: -414.3727097352569.
+[I 2025-12-17 20:27:31,090] Trial 11 finished with value: -424.0078234446096 and parameters: {'embedding_dim': 440, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 8 with value: -414.3727097352569.
+[I 2025-12-17 20:28:17,690] Trial 12 finished with value: -324.8132064763325 and parameters: {'embedding_dim': 443, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 12 with value: -324.8132064763325.
+[I 2025-12-17 20:28:59,202] Trial 13 finished with value: -1306.2149379338664 and parameters: {'embedding_dim': 450, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 12 with value: -324.8132064763325.
+[I 2025-12-17 20:29:43,556] Trial 14 finished with value: -958.2759933489125 and parameters: {'embedding_dim': 444, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 12 with value: -324.8132064763325.
+[I 2025-12-17 20:30:19,257] Trial 15 finished with value: -221.11477389211348 and parameters: {'embedding_dim': 165, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 15 with value: -221.11477389211348.
+[I 2025-12-17 20:31:11,648] Trial 16 finished with value: -1431.3644722013814 and parameters: {'embedding_dim': 151, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 15 with value: -221.11477389211348.
+[I 2025-12-17 20:31:53,412] Trial 17 finished with value: -1093.443418414663 and parameters: {'embedding_dim': 242, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 15 with value: -221.11477389211348.
+[I 2025-12-17 20:32:27,995] Trial 18 finished with value: -408.86895803557695 and parameters: {'embedding_dim': 140, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 15 with value: -221.11477389211348.
+[I 2025-12-17 20:32:55,188] Trial 19 finished with value: -515.6488169500062 and parameters: {'embedding_dim': 194, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 15 with value: -221.11477389211348.
+[I 2025-12-17 20:33:09,437] Trial 20 finished with value: -1268.51217554699 and parameters: {'embedding_dim': 275, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 15 with value: -221.11477389211348.
+[I 2025-12-17 20:33:43,376] Trial 21 finished with value: -874.4887735671023 and parameters: {'embedding_dim': 158, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 15 with value: -221.11477389211348.
+[I 2025-12-17 20:34:16,646] Trial 22 finished with value: -327.9016726256018 and parameters: {'embedding_dim': 134, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 15 with value: -221.11477389211348.
+[I 2025-12-17 20:34:58,852] Trial 23 finished with value: -892.4473578249522 and parameters: {'embedding_dim': 193, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 15 with value: -221.11477389211348.
+[I 2025-12-17 20:35:33,166] Trial 24 finished with value: -283.13614957212326 and parameters: {'embedding_dim': 131, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 15 with value: -221.11477389211348.
+[I 2025-12-17 20:35:58,940] Trial 25 finished with value: -448.2455177812616 and parameters: {'embedding_dim': 233, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 15 with value: -221.11477389211348.
+[I 2025-12-17 20:36:41,749] Trial 26 finished with value: -1067.6308275837175 and parameters: {'embedding_dim': 194, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 15 with value: -221.11477389211348.
+[I 2025-12-17 20:37:15,294] Trial 27 finished with value: -1227.7322364663355 and parameters: {'embedding_dim': 166, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 15 with value: -221.11477389211348.
+[I 2025-12-17 20:37:36,851] Trial 28 finished with value: -442.61226199111195 and parameters: {'embedding_dim': 406, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 15 with value: -221.11477389211348.
+[I 2025-12-17 20:37:54,680] Trial 29 finished with value: -405.33469670718733 and parameters: {'embedding_dim': 264, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 15 with value: -221.11477389211348.
+[I 2025-12-17 20:38:33,391] A new study created in memory with name: no-name-56ecaf0c-b489-46e0-9b7c-4fb1bec20c5a
+[I 2025-12-17 20:38:42,743] Trial 0 finished with value: -26.714499930271487 and parameters: {'embedding_dim': 99, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 0 with value: -26.714499930271487.
+[I 2025-12-17 20:39:00,188] Trial 1 finished with value: -59.75423930292002 and parameters: {'embedding_dim': 102, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 0 with value: -26.714499930271487.
+[I 2025-12-17 20:39:11,799] Trial 2 finished with value: -59.74876657319918 and parameters: {'embedding_dim': 67, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 0 with value: -26.714499930271487.
+[I 2025-12-17 20:39:49,504] Trial 3 finished with value: -32.83852986201745 and parameters: {'embedding_dim': 104, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 0 with value: -26.714499930271487.
+[I 2025-12-17 20:40:25,275] Trial 4 finished with value: -25.522079054710577 and parameters: {'embedding_dim': 89, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 4 with value: -25.522079054710577.
+[I 2025-12-17 20:40:29,507] Trial 5 finished with value: -66.20350168778087 and parameters: {'embedding_dim': 115, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 4 with value: -25.522079054710577.
+[I 2025-12-17 20:40:38,436] Trial 6 finished with value: -3.655347392643553 and parameters: {'embedding_dim': 88, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 6 with value: -3.655347392643553.
+[I 2025-12-17 20:40:44,669] Trial 7 finished with value: -133.335816172337 and parameters: {'embedding_dim': 84, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 6 with value: -3.655347392643553.
+[I 2025-12-17 20:41:02,157] Trial 8 finished with value: -14.304990900981272 and parameters: {'embedding_dim': 87, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 6 with value: -3.655347392643553.
+[I 2025-12-17 20:41:08,267] Trial 9 finished with value: -26.103489907230962 and parameters: {'embedding_dim': 110, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 6 with value: -3.655347392643553.
+[I 2025-12-17 20:41:16,526] Trial 10 finished with value: -11.180790289706875 and parameters: {'embedding_dim': 126, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 6 with value: -3.655347392643553.
+[I 2025-12-17 20:41:24,779] Trial 11 finished with value: -20.345245259234474 and parameters: {'embedding_dim': 127, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 6 with value: -3.655347392643553.
+[I 2025-12-17 20:41:33,046] Trial 12 finished with value: -74.07732627199417 and parameters: {'embedding_dim': 71, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 6 with value: -3.655347392643553.
+[I 2025-12-17 20:41:41,433] Trial 13 finished with value: -20.947890314529293 and parameters: {'embedding_dim': 125, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 6 with value: -3.655347392643553.
+[I 2025-12-17 20:41:51,200] Trial 14 finished with value: -16.790164954836072 and parameters: {'embedding_dim': 81, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 6 with value: -3.655347392643553.
+[I 2025-12-17 20:42:28,117] Trial 15 finished with value: -44.9393025357881 and parameters: {'embedding_dim': 77, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 6 with value: -3.655347392643553.
+[I 2025-12-17 20:42:36,509] Trial 16 finished with value: -37.22576712758693 and parameters: {'embedding_dim': 118, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 6 with value: -3.655347392643553.
+[I 2025-12-17 20:42:40,663] Trial 17 finished with value: -32.4003126315858 and parameters: {'embedding_dim': 93, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 6 with value: -3.655347392643553.
+[I 2025-12-17 20:43:18,559] Trial 18 finished with value: -0.5891723000178455 and parameters: {'embedding_dim': 108, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 18 with value: -0.5891723000178455.
+[I 2025-12-17 20:43:53,623] Trial 19 finished with value: -0.851304167148925 and parameters: {'embedding_dim': 94, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 18 with value: -0.5891723000178455.
+[I 2025-12-17 20:44:29,132] Trial 20 finished with value: -12.631992895371994 and parameters: {'embedding_dim': 107, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 18 with value: -0.5891723000178455.
+[I 2025-12-17 20:45:05,708] Trial 21 finished with value: -23.420682276554974 and parameters: {'embedding_dim': 97, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 18 with value: -0.5891723000178455.
+[I 2025-12-17 20:45:42,812] Trial 22 finished with value: -7.635645038161865 and parameters: {'embedding_dim': 93, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 18 with value: -0.5891723000178455.
+[I 2025-12-17 20:46:17,528] Trial 23 finished with value: -4.47304735740053 and parameters: {'embedding_dim': 77, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 18 with value: -0.5891723000178455.
+[I 2025-12-17 20:46:41,436] Trial 24 finished with value: -9.50928695303871 and parameters: {'embedding_dim': 112, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 18 with value: -0.5891723000178455.
+[I 2025-12-17 20:47:16,890] Trial 25 finished with value: -1.5471307384444932 and parameters: {'embedding_dim': 92, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 18 with value: -0.5891723000178455.
+[I 2025-12-17 20:47:52,302] Trial 26 finished with value: -50.232990178249636 and parameters: {'embedding_dim': 94, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 18 with value: -0.5891723000178455.
+[I 2025-12-17 20:48:26,405] Trial 27 finished with value: -42.16781905255817 and parameters: {'embedding_dim': 102, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 18 with value: -0.5891723000178455.
+[I 2025-12-17 20:48:50,350] Trial 28 finished with value: -4.417234968374003 and parameters: {'embedding_dim': 118, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 18 with value: -0.5891723000178455.
+[I 2025-12-17 20:49:24,122] Trial 29 finished with value: -1.083305805936466 and parameters: {'embedding_dim': 98, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 18 with value: -0.5891723000178455.
+[I 2025-12-17 20:50:00,021] Trial 30 finished with value: -1.1391213433817895 and parameters: {'embedding_dim': 98, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 18 with value: -0.5891723000178455.
+[I 2025-12-17 20:50:33,939] Trial 31 finished with value: -3.7852273957265075 and parameters: {'embedding_dim': 98, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 18 with value: -0.5891723000178455.
+[I 2025-12-17 20:51:09,386] Trial 32 finished with value: -26.9524185002324 and parameters: {'embedding_dim': 106, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 18 with value: -0.5891723000178455.
+[I 2025-12-17 20:51:25,120] Trial 33 finished with value: -8.84098479406325 and parameters: {'embedding_dim': 102, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 18 with value: -0.5891723000178455.
+[I 2025-12-17 20:52:00,534] Trial 34 finished with value: -54.4659691212945 and parameters: {'embedding_dim': 99, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 18 with value: -0.5891723000178455.
+[I 2025-12-17 20:52:16,214] Trial 35 finished with value: -4.526598560550706 and parameters: {'embedding_dim': 109, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 18 with value: -0.5891723000178455.
+[I 2025-12-17 20:52:38,226] Trial 36 finished with value: -45.3849210887129 and parameters: {'embedding_dim': 103, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 18 with value: -0.5891723000178455.
+[I 2025-12-17 20:53:13,923] Trial 37 finished with value: -54.879802837727595 and parameters: {'embedding_dim': 100, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 18 with value: -0.5891723000178455.
+[I 2025-12-17 20:53:49,528] Trial 38 finished with value: -39.45019983588287 and parameters: {'embedding_dim': 114, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 18 with value: -0.5891723000178455.
+[I 2025-12-17 20:54:23,625] Trial 39 finished with value: -8.50653857214249 and parameters: {'embedding_dim': 89, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 18 with value: -0.5891723000178455.
+[I 2025-12-17 20:54:41,075] Trial 40 finished with value: -24.477382456884317 and parameters: {'embedding_dim': 96, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 18 with value: -0.5891723000178455.
+[I 2025-12-17 20:55:15,463] Trial 41 finished with value: -23.689519448122276 and parameters: {'embedding_dim': 92, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 18 with value: -0.5891723000178455.
+[I 2025-12-17 20:55:51,297] Trial 42 finished with value: -20.915705621408893 and parameters: {'embedding_dim': 91, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 18 with value: -0.5891723000178455.
+[I 2025-12-17 20:56:25,297] Trial 43 finished with value: -9.514365353146236 and parameters: {'embedding_dim': 86, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 18 with value: -0.5891723000178455.
+[I 2025-12-17 20:57:00,642] Trial 44 finished with value: -24.303452403510587 and parameters: {'embedding_dim': 84, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 18 with value: -0.5891723000178455.
+[I 2025-12-17 20:57:34,759] Trial 45 finished with value: -3.3511306113774117 and parameters: {'embedding_dim': 106, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 18 with value: -0.5891723000178455.
+[I 2025-12-17 20:58:09,071] Trial 46 finished with value: -6.013864539376862 and parameters: {'embedding_dim': 96, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 18 with value: -0.5891723000178455.
+[I 2025-12-17 20:58:30,350] Trial 47 finished with value: -37.145606229670236 and parameters: {'embedding_dim': 90, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 18 with value: -0.5891723000178455.
+[I 2025-12-17 20:58:52,115] Trial 48 finished with value: -88.31658791088944 and parameters: {'embedding_dim': 82, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 18 with value: -0.5891723000178455.
+[I 2025-12-17 20:59:26,212] Trial 49 finished with value: -38.03751743862431 and parameters: {'embedding_dim': 100, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 18 with value: -0.5891723000178455.
+[I 2025-12-17 21:00:00,375] A new study created in memory with name: no-name-fa825aba-5dd9-43b6-9bc1-8826d90c87b7
+[I 2025-12-17 21:00:09,257] Trial 0 finished with value: -517.0155908028963 and parameters: {'embedding_dim': 347, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 0 with value: -517.0155908028963.
+[I 2025-12-17 21:00:14,087] Trial 1 finished with value: -949.6846598622897 and parameters: {'embedding_dim': 370, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 1}. Best is trial 0 with value: -517.0155908028963.
+[I 2025-12-17 21:00:30,140] Trial 2 finished with value: -1023.9614147308187 and parameters: {'embedding_dim': 268, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 0 with value: -517.0155908028963.
+[I 2025-12-17 21:00:35,573] Trial 3 finished with value: -2016.0098570357054 and parameters: {'embedding_dim': 165, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 0 with value: -517.0155908028963.
+[I 2025-12-17 21:00:47,805] Trial 4 finished with value: -1804.8560019992144 and parameters: {'embedding_dim': 494, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 0 with value: -517.0155908028963.
+[I 2025-12-17 21:00:55,796] Trial 5 finished with value: -291.8941143941611 and parameters: {'embedding_dim': 416, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 5 with value: -291.8941143941611.
+[I 2025-12-17 21:01:05,509] Trial 6 finished with value: -2133.226206205644 and parameters: {'embedding_dim': 326, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 5 with value: -291.8941143941611.
+[I 2025-12-17 21:01:23,622] Trial 7 finished with value: -200.18406944343948 and parameters: {'embedding_dim': 177, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 7 with value: -200.18406944343948.
+[I 2025-12-17 21:01:33,220] Trial 8 finished with value: -202.06218746806243 and parameters: {'embedding_dim': 334, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 7 with value: -200.18406944343948.
+[I 2025-12-17 21:01:51,329] Trial 9 finished with value: -899.7725899929815 and parameters: {'embedding_dim': 396, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 7 with value: -200.18406944343948.
+[I 2025-12-17 21:02:09,730] Trial 10 finished with value: -330.50696431972153 and parameters: {'embedding_dim': 134, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 7 with value: -200.18406944343948.
+[I 2025-12-17 21:02:22,099] Trial 11 finished with value: -476.64346066488883 and parameters: {'embedding_dim': 237, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 7 with value: -200.18406944343948.
+[I 2025-12-17 21:02:36,933] Trial 12 finished with value: -304.52281798326385 and parameters: {'embedding_dim': 235, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 7 with value: -200.18406944343948.
+[I 2025-12-17 21:02:46,473] Trial 13 finished with value: -526.1602888196348 and parameters: {'embedding_dim': 281, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 7 with value: -200.18406944343948.
+[I 2025-12-17 21:02:59,838] Trial 14 finished with value: -1789.5130291228932 and parameters: {'embedding_dim': 181, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 7 with value: -200.18406944343948.
+[I 2025-12-17 21:03:17,682] Trial 15 finished with value: -524.9480505647082 and parameters: {'embedding_dim': 450, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 7 with value: -200.18406944343948.
+[I 2025-12-17 21:03:33,145] Trial 16 finished with value: -261.102825951689 and parameters: {'embedding_dim': 211, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 7 with value: -200.18406944343948.
+[I 2025-12-17 21:03:44,733] Trial 17 finished with value: -255.69833810224594 and parameters: {'embedding_dim': 286, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 7 with value: -200.18406944343948.
+[I 2025-12-17 21:03:54,251] Trial 18 finished with value: -553.9318016457026 and parameters: {'embedding_dim': 297, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 7 with value: -200.18406944343948.
+[I 2025-12-17 21:04:16,574] Trial 19 finished with value: -287.5793393571449 and parameters: {'embedding_dim': 341, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 7 with value: -200.18406944343948.
+[I 2025-12-17 21:04:36,169] Trial 20 finished with value: -313.429469473765 and parameters: {'embedding_dim': 443, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 7 with value: -200.18406944343948.
+[I 2025-12-17 21:04:49,409] Trial 21 finished with value: -1065.698048669782 and parameters: {'embedding_dim': 306, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 7 with value: -200.18406944343948.
+[I 2025-12-17 21:05:01,529] Trial 22 finished with value: -227.96579663338147 and parameters: {'embedding_dim': 254, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 7 with value: -200.18406944343948.
+[I 2025-12-17 21:05:10,460] Trial 23 finished with value: -512.4305250810286 and parameters: {'embedding_dim': 189, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 7 with value: -200.18406944343948.
+[I 2025-12-17 21:05:23,359] Trial 24 finished with value: -310.00308861517135 and parameters: {'embedding_dim': 247, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 7 with value: -200.18406944343948.
+[I 2025-12-17 21:05:30,697] Trial 25 finished with value: -704.6937883568429 and parameters: {'embedding_dim': 211, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 7 with value: -200.18406944343948.
+[I 2025-12-17 21:05:46,441] Trial 26 finished with value: -2083.843166917248 and parameters: {'embedding_dim': 141, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 7 with value: -200.18406944343948.
+[I 2025-12-17 21:06:00,176] Trial 27 finished with value: -252.21147195371978 and parameters: {'embedding_dim': 256, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 7 with value: -200.18406944343948.
+[I 2025-12-17 21:06:18,018] Trial 28 finished with value: -201.94859813380367 and parameters: {'embedding_dim': 212, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 7 with value: -200.18406944343948.
+[I 2025-12-17 21:06:29,925] Trial 29 finished with value: -1019.440867102835 and parameters: {'embedding_dim': 359, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 7 with value: -200.18406944343948.
+[I 2025-12-17 21:06:51,047] A new study created in memory with name: no-name-2a0269f3-97d6-4f07-a7b2-8c9d2f8aa939
+[I 2025-12-17 21:07:12,615] Trial 0 finished with value: -2.5599708085144277 and parameters: {'embedding_dim': 88, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 0 with value: -2.5599708085144277.
+[I 2025-12-17 21:08:02,187] Trial 1 finished with value: -26.15729716779624 and parameters: {'embedding_dim': 101, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 0 with value: -2.5599708085144277.
+[I 2025-12-17 21:08:19,162] Trial 2 finished with value: -7.665568612901922 and parameters: {'embedding_dim': 78, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 0 with value: -2.5599708085144277.
+[I 2025-12-17 21:09:07,177] Trial 3 finished with value: -2.519395694564306 and parameters: {'embedding_dim': 77, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 3 with value: -2.519395694564306.
+[I 2025-12-17 21:09:16,573] Trial 4 finished with value: -67.03801698386727 and parameters: {'embedding_dim': 103, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 3 with value: -2.519395694564306.
+[I 2025-12-17 21:09:51,734] Trial 5 finished with value: -49.674178375123404 and parameters: {'embedding_dim': 95, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 3 with value: -2.519395694564306.
+[I 2025-12-17 21:10:02,091] Trial 6 finished with value: -46.228894899075854 and parameters: {'embedding_dim': 83, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 3 with value: -2.519395694564306.
+[I 2025-12-17 21:10:37,063] Trial 7 finished with value: -3.8158968869696004 and parameters: {'embedding_dim': 94, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 3 with value: -2.519395694564306.
+[I 2025-12-17 21:10:47,514] Trial 8 finished with value: -12.32082787342745 and parameters: {'embedding_dim': 78, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 3 with value: -2.519395694564306.
+[I 2025-12-17 21:11:10,829] Trial 9 finished with value: -17.926084910862073 and parameters: {'embedding_dim': 79, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 3 with value: -2.519395694564306.
+[I 2025-12-17 21:11:19,331] Trial 10 finished with value: -13.545052799640061 and parameters: {'embedding_dim': 122, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 3 with value: -2.519395694564306.
+[I 2025-12-17 21:11:42,681] Trial 11 finished with value: -14.492157871866619 and parameters: {'embedding_dim': 65, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 3 with value: -2.519395694564306.
+[I 2025-12-17 21:12:30,562] Trial 12 finished with value: -82.42369600871456 and parameters: {'embedding_dim': 65, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 3 with value: -2.519395694564306.
+[I 2025-12-17 21:12:53,508] Trial 13 finished with value: -11.443678112220052 and parameters: {'embedding_dim': 87, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 3 with value: -2.519395694564306.
+[I 2025-12-17 21:13:00,057] Trial 14 finished with value: -34.49911846424332 and parameters: {'embedding_dim': 112, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 3 with value: -2.519395694564306.
+[I 2025-12-17 21:13:49,336] Trial 15 finished with value: -2.305428308609515 and parameters: {'embedding_dim': 69, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 15 with value: -2.305428308609515.
+[I 2025-12-17 21:14:25,731] Trial 16 finished with value: -73.38358298514896 and parameters: {'embedding_dim': 71, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 15 with value: -2.305428308609515.
+[I 2025-12-17 21:15:13,152] Trial 17 finished with value: -3.0229385915883773 and parameters: {'embedding_dim': 73, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 15 with value: -2.305428308609515.
+[I 2025-12-17 21:15:47,663] Trial 18 finished with value: -4.536655417254403 and parameters: {'embedding_dim': 71, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 15 with value: -2.305428308609515.
+[I 2025-12-17 21:16:34,746] Trial 19 finished with value: -22.494361484693822 and parameters: {'embedding_dim': 66, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 15 with value: -2.305428308609515.
+[I 2025-12-17 21:17:21,621] Trial 20 finished with value: -50.43147656756409 and parameters: {'embedding_dim': 87, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 15 with value: -2.305428308609515.
+[I 2025-12-17 21:17:43,071] Trial 21 finished with value: -34.99264638767372 and parameters: {'embedding_dim': 89, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 15 with value: -2.305428308609515.
+[I 2025-12-17 21:18:04,588] Trial 22 finished with value: -2.8054234045380255 and parameters: {'embedding_dim': 74, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 15 with value: -2.305428308609515.
+[I 2025-12-17 21:18:12,998] Trial 23 finished with value: -26.364594197952854 and parameters: {'embedding_dim': 82, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 15 with value: -2.305428308609515.
+[I 2025-12-17 21:19:00,178] Trial 24 finished with value: -41.65976961874028 and parameters: {'embedding_dim': 91, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 15 with value: -2.305428308609515.
+[I 2025-12-17 21:19:16,419] Trial 25 finished with value: -47.95561947501593 and parameters: {'embedding_dim': 104, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 15 with value: -2.305428308609515.
+[I 2025-12-17 21:20:03,537] Trial 26 finished with value: -1.9140920200231946 and parameters: {'embedding_dim': 83, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 26 with value: -1.9140920200231946.
+[I 2025-12-17 21:20:37,916] Trial 27 finished with value: -39.57188667778429 and parameters: {'embedding_dim': 83, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 26 with value: -1.9140920200231946.
+[I 2025-12-17 21:21:24,686] Trial 28 finished with value: -78.39854158032469 and parameters: {'embedding_dim': 69, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 26 with value: -1.9140920200231946.
+[I 2025-12-17 21:22:11,731] Trial 29 finished with value: -75.19507520714073 and parameters: {'embedding_dim': 77, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 26 with value: -1.9140920200231946.
+[I 2025-12-17 21:22:58,674] Trial 30 finished with value: -0.5843469160308773 and parameters: {'embedding_dim': 74, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 30 with value: -0.5843469160308773.
+[I 2025-12-17 21:23:45,549] Trial 31 finished with value: -16.994637677053166 and parameters: {'embedding_dim': 74, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 30 with value: -0.5843469160308773.
+[I 2025-12-17 21:24:32,549] Trial 32 finished with value: -24.551536974756953 and parameters: {'embedding_dim': 69, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 30 with value: -0.5843469160308773.
+[I 2025-12-17 21:25:19,490] Trial 33 finished with value: -24.351151974391527 and parameters: {'embedding_dim': 82, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 30 with value: -0.5843469160308773.
+[I 2025-12-17 21:26:06,518] Trial 34 finished with value: -3.136580590511931 and parameters: {'embedding_dim': 76, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 30 with value: -0.5843469160308773.
+[I 2025-12-17 21:26:53,524] Trial 35 finished with value: -56.970836974911734 and parameters: {'embedding_dim': 99, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 30 with value: -0.5843469160308773.
+[I 2025-12-17 21:26:59,863] Trial 36 finished with value: -223.39246221300655 and parameters: {'embedding_dim': 80, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 30 with value: -0.5843469160308773.
+[I 2025-12-17 21:27:46,678] Trial 37 finished with value: -3.0182967468616435 and parameters: {'embedding_dim': 67, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 30 with value: -0.5843469160308773.
+[I 2025-12-17 21:28:33,670] Trial 38 finished with value: -9.712188713997213 and parameters: {'embedding_dim': 85, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 30 with value: -0.5843469160308773.
+[I 2025-12-17 21:28:55,790] Trial 39 finished with value: -5.785525448944446 and parameters: {'embedding_dim': 93, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 30 with value: -0.5843469160308773.
+[I 2025-12-17 21:29:30,575] Trial 40 finished with value: -0.011851902349448102 and parameters: {'embedding_dim': 76, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 40 with value: -0.011851902349448102.
+[I 2025-12-17 21:30:05,268] Trial 41 finished with value: -11.134982874623555 and parameters: {'embedding_dim': 77, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 40 with value: -0.011851902349448102.
+[I 2025-12-17 21:30:39,745] Trial 42 finished with value: -40.54460433160523 and parameters: {'embedding_dim': 72, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 40 with value: -0.011851902349448102.
+[I 2025-12-17 21:31:15,911] Trial 43 finished with value: -18.04062022039161 and parameters: {'embedding_dim': 79, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 40 with value: -0.011851902349448102.
+[I 2025-12-17 21:31:37,754] Trial 44 finished with value: -25.858077133054262 and parameters: {'embedding_dim': 75, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 40 with value: -0.011851902349448102.
+[I 2025-12-17 21:31:44,099] Trial 45 finished with value: -12.841472401169002 and parameters: {'embedding_dim': 69, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 40 with value: -0.011851902349448102.
+[I 2025-12-17 21:32:35,789] Trial 46 finished with value: -56.28503397419975 and parameters: {'embedding_dim': 64, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 40 with value: -0.011851902349448102.
+[I 2025-12-17 21:33:13,478] Trial 47 finished with value: -79.93616001815523 and parameters: {'embedding_dim': 122, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 40 with value: -0.011851902349448102.
+[I 2025-12-17 21:34:00,036] Trial 48 finished with value: -9.815718281705072 and parameters: {'embedding_dim': 80, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 40 with value: -0.011851902349448102.
+[I 2025-12-17 21:34:48,053] Trial 49 finished with value: -0.32531474602723837 and parameters: {'embedding_dim': 107, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 40 with value: -0.011851902349448102.
+[I 2025-12-17 21:35:26,152] A new study created in memory with name: no-name-255c1c22-c707-424f-a471-9a89e2975d9c
+[I 2025-12-17 21:36:04,932] Trial 0 finished with value: -1896.842739843579 and parameters: {'embedding_dim': 288, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 0 with value: -1896.842739843579.
+[I 2025-12-17 21:36:20,407] Trial 1 finished with value: -1574.0337810095998 and parameters: {'embedding_dim': 456, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 1}. Best is trial 1 with value: -1574.0337810095998.
+[I 2025-12-17 21:36:39,968] Trial 2 finished with value: -286.3352672847363 and parameters: {'embedding_dim': 229, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 2 with value: -286.3352672847363.
+[I 2025-12-17 21:36:51,555] Trial 3 finished with value: -316.36152459309073 and parameters: {'embedding_dim': 316, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 2 with value: -286.3352672847363.
+[I 2025-12-17 21:37:32,150] Trial 4 finished with value: -695.5602143945324 and parameters: {'embedding_dim': 256, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 2 with value: -286.3352672847363.
+[I 2025-12-17 21:37:49,875] Trial 5 finished with value: -2467.5352256034794 and parameters: {'embedding_dim': 289, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 1}. Best is trial 2 with value: -286.3352672847363.
+[I 2025-12-17 21:38:56,362] Trial 6 finished with value: -906.0617576688044 and parameters: {'embedding_dim': 480, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 2 with value: -286.3352672847363.
+[I 2025-12-17 21:39:45,099] Trial 7 finished with value: -153.6719272644584 and parameters: {'embedding_dim': 265, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 7 with value: -153.6719272644584.
+[I 2025-12-17 21:41:09,959] Trial 8 finished with value: -585.705996203637 and parameters: {'embedding_dim': 128, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 7 with value: -153.6719272644584.
+[I 2025-12-17 21:41:42,062] Trial 9 finished with value: -339.6897275378243 and parameters: {'embedding_dim': 355, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 7 with value: -153.6719272644584.
+[I 2025-12-17 21:42:30,691] Trial 10 finished with value: -212.00428494242536 and parameters: {'embedding_dim': 160, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 7 with value: -153.6719272644584.
+[I 2025-12-17 21:43:20,950] Trial 11 finished with value: -703.0638136138907 and parameters: {'embedding_dim': 162, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 7 with value: -153.6719272644584.
+[I 2025-12-17 21:44:09,448] Trial 12 finished with value: -163.22725992651465 and parameters: {'embedding_dim': 195, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 7 with value: -153.6719272644584.
+[I 2025-12-17 21:44:57,863] Trial 13 finished with value: -157.60032885478324 and parameters: {'embedding_dim': 380, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 7 with value: -153.6719272644584.
+[I 2025-12-17 21:45:16,350] Trial 14 finished with value: -332.8375962094674 and parameters: {'embedding_dim': 386, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 7 with value: -153.6719272644584.
+[I 2025-12-17 21:45:51,252] Trial 15 finished with value: -199.6616780948265 and parameters: {'embedding_dim': 410, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 7 with value: -153.6719272644584.
+[I 2025-12-17 21:46:39,741] Trial 16 finished with value: -92.68838785885319 and parameters: {'embedding_dim': 425, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 16 with value: -92.68838785885319.
+[I 2025-12-17 21:47:22,944] Trial 17 finished with value: -686.1642074473799 and parameters: {'embedding_dim': 510, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 16 with value: -92.68838785885319.
+[I 2025-12-17 21:48:19,247] Trial 18 finished with value: -192.57379472608758 and parameters: {'embedding_dim': 433, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 16 with value: -92.68838785885319.
+[I 2025-12-17 21:48:41,613] Trial 19 finished with value: -247.277357645474 and parameters: {'embedding_dim': 330, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 16 with value: -92.68838785885319.
+[I 2025-12-17 21:49:06,931] Trial 20 finished with value: -924.746590940835 and parameters: {'embedding_dim': 246, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 16 with value: -92.68838785885319.
+[I 2025-12-17 21:49:54,834] Trial 21 finished with value: -272.3348058461231 and parameters: {'embedding_dim': 372, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 16 with value: -92.68838785885319.
+[I 2025-12-17 21:50:41,376] Trial 22 finished with value: -260.8380265696204 and parameters: {'embedding_dim': 404, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 16 with value: -92.68838785885319.
+[I 2025-12-17 21:51:20,969] Trial 23 finished with value: -105.24110777249055 and parameters: {'embedding_dim': 338, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 16 with value: -92.68838785885319.
+[I 2025-12-17 21:52:00,159] Trial 24 finished with value: -86.4385694362128 and parameters: {'embedding_dim': 330, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 24 with value: -86.4385694362128.
+[I 2025-12-17 21:52:39,748] Trial 25 finished with value: -668.2120803943913 and parameters: {'embedding_dim': 348, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 24 with value: -86.4385694362128.
+[I 2025-12-17 21:53:19,773] Trial 26 finished with value: -339.49172381050136 and parameters: {'embedding_dim': 301, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 24 with value: -86.4385694362128.
+[I 2025-12-17 21:54:12,505] Trial 27 finished with value: -1062.0774320338396 and parameters: {'embedding_dim': 433, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 24 with value: -86.4385694362128.
+[I 2025-12-17 21:54:32,305] Trial 28 finished with value: -501.84518081974704 and parameters: {'embedding_dim': 334, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 24 with value: -86.4385694362128.
+[I 2025-12-17 21:55:13,054] Trial 29 finished with value: -963.0727199905054 and parameters: {'embedding_dim': 474, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 24 with value: -86.4385694362128.
+[I 2025-12-17 21:55:53,108] A new study created in memory with name: no-name-d3ac9d14-060a-40a4-83a4-c3b0f3d53d37
+[I 2025-12-17 21:56:07,293] Trial 0 finished with value: -10.46377088063345 and parameters: {'embedding_dim': 72, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 0 with value: -10.46377088063345.
+[I 2025-12-17 21:56:33,033] Trial 1 finished with value: -21.572536729839477 and parameters: {'embedding_dim': 115, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 0 with value: -10.46377088063345.
+[I 2025-12-17 21:56:38,327] Trial 2 finished with value: -78.74119679655823 and parameters: {'embedding_dim': 72, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 0 with value: -10.46377088063345.
+[I 2025-12-17 21:56:44,764] Trial 3 finished with value: -120.18175269848449 and parameters: {'embedding_dim': 65, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 0 with value: -10.46377088063345.
+[I 2025-12-17 21:56:55,694] Trial 4 finished with value: -41.24199213134786 and parameters: {'embedding_dim': 97, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 0 with value: -10.46377088063345.
+[I 2025-12-17 21:57:31,878] Trial 5 finished with value: -12.872458658909768 and parameters: {'embedding_dim': 112, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 0 with value: -10.46377088063345.
+[I 2025-12-17 21:58:25,978] Trial 6 finished with value: -35.462043096666434 and parameters: {'embedding_dim': 91, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 0 with value: -10.46377088063345.
+[I 2025-12-17 21:58:30,530] Trial 7 finished with value: -131.8531116059025 and parameters: {'embedding_dim': 128, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 0 with value: -10.46377088063345.
+[I 2025-12-17 21:58:55,419] Trial 8 finished with value: -210.29084202105307 and parameters: {'embedding_dim': 85, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 0 with value: -10.46377088063345.
+[I 2025-12-17 21:59:03,751] Trial 9 finished with value: -155.70723003578533 and parameters: {'embedding_dim': 114, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 0 with value: -10.46377088063345.
+[I 2025-12-17 21:59:21,896] Trial 10 finished with value: -10.472786715004984 and parameters: {'embedding_dim': 78, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 0 with value: -10.46377088063345.
+[I 2025-12-17 21:59:38,700] Trial 11 finished with value: -5.738387111742241 and parameters: {'embedding_dim': 78, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 11 with value: -5.738387111742241.
+[I 2025-12-17 21:59:55,546] Trial 12 finished with value: -78.0848157418594 and parameters: {'embedding_dim': 78, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 11 with value: -5.738387111742241.
+[I 2025-12-17 22:00:20,708] Trial 13 finished with value: -8.097113059338438 and parameters: {'embedding_dim': 64, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 11 with value: -5.738387111742241.
+[I 2025-12-17 22:00:44,584] Trial 14 finished with value: -26.693146602746303 and parameters: {'embedding_dim': 64, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 11 with value: -5.738387111742241.
+[I 2025-12-17 22:01:07,263] Trial 15 finished with value: -2.1280846098934116 and parameters: {'embedding_dim': 94, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 15 with value: -2.1280846098934116.
+[I 2025-12-17 22:01:26,513] Trial 16 finished with value: -19.05619849235324 and parameters: {'embedding_dim': 100, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 15 with value: -2.1280846098934116.
+[I 2025-12-17 22:01:53,763] Trial 17 finished with value: -47.08032178783028 and parameters: {'embedding_dim': 105, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 15 with value: -2.1280846098934116.
+[I 2025-12-17 22:02:12,212] Trial 18 finished with value: -12.147429437019564 and parameters: {'embedding_dim': 87, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 15 with value: -2.1280846098934116.
+[I 2025-12-17 22:03:04,794] Trial 19 finished with value: -6.618287093863221 and parameters: {'embedding_dim': 81, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 15 with value: -2.1280846098934116.
+[I 2025-12-17 22:03:23,042] Trial 20 finished with value: -3.710088413963669 and parameters: {'embedding_dim': 92, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 15 with value: -2.1280846098934116.
+[I 2025-12-17 22:03:43,398] Trial 21 finished with value: -60.41922459498552 and parameters: {'embedding_dim': 93, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 15 with value: -2.1280846098934116.
+[I 2025-12-17 22:04:00,174] Trial 22 finished with value: -0.9128413507952197 and parameters: {'embedding_dim': 103, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 22 with value: -0.9128413507952197.
+[I 2025-12-17 22:04:18,683] Trial 23 finished with value: -1.6782231395940113 and parameters: {'embedding_dim': 103, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 22 with value: -0.9128413507952197.
+[I 2025-12-17 22:04:42,639] Trial 24 finished with value: -7.904409624863364 and parameters: {'embedding_dim': 105, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 22 with value: -0.9128413507952197.
+[I 2025-12-17 22:05:02,893] Trial 25 finished with value: -48.31735492903966 and parameters: {'embedding_dim': 103, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 22 with value: -0.9128413507952197.
+[I 2025-12-17 22:05:21,201] Trial 26 finished with value: -34.37739857603621 and parameters: {'embedding_dim': 109, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 22 with value: -0.9128413507952197.
+[I 2025-12-17 22:05:47,632] Trial 27 finished with value: -66.34342569548254 and parameters: {'embedding_dim': 124, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 22 with value: -0.9128413507952197.
+[I 2025-12-17 22:05:54,284] Trial 28 finished with value: -5.081499048957502 and parameters: {'embedding_dim': 98, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 22 with value: -0.9128413507952197.
+[I 2025-12-17 22:06:33,732] Trial 29 finished with value: -39.916611629725274 and parameters: {'embedding_dim': 108, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 22 with value: -0.9128413507952197.
+[I 2025-12-17 22:06:57,561] Trial 30 finished with value: -0.8169244178844881 and parameters: {'embedding_dim': 101, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 30 with value: -0.8169244178844881.
+[I 2025-12-17 22:07:20,174] Trial 31 finished with value: -51.27748385973819 and parameters: {'embedding_dim': 119, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 30 with value: -0.8169244178844881.
+[I 2025-12-17 22:07:45,492] Trial 32 finished with value: -76.1029224628832 and parameters: {'embedding_dim': 103, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 30 with value: -0.8169244178844881.
+[I 2025-12-17 22:08:08,093] Trial 33 finished with value: -44.26996526313669 and parameters: {'embedding_dim': 100, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 30 with value: -0.8169244178844881.
+[I 2025-12-17 22:08:30,630] Trial 34 finished with value: -13.724646606664908 and parameters: {'embedding_dim': 95, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 30 with value: -0.8169244178844881.
+[I 2025-12-17 22:08:47,295] Trial 35 finished with value: -59.63821927476074 and parameters: {'embedding_dim': 88, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 30 with value: -0.8169244178844881.
+[I 2025-12-17 22:08:51,824] Trial 36 finished with value: -5.365246729697827 and parameters: {'embedding_dim': 118, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 30 with value: -0.8169244178844881.
+[I 2025-12-17 22:09:14,378] Trial 37 finished with value: -9.49135819991638 and parameters: {'embedding_dim': 110, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 30 with value: -0.8169244178844881.
+[I 2025-12-17 22:09:31,350] Trial 38 finished with value: -13.010904683872202 and parameters: {'embedding_dim': 98, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 30 with value: -0.8169244178844881.
+[I 2025-12-17 22:09:54,498] Trial 39 finished with value: -10.755861786379183 and parameters: {'embedding_dim': 95, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 30 with value: -0.8169244178844881.
+[I 2025-12-17 22:10:01,213] Trial 40 finished with value: -45.66500803916971 and parameters: {'embedding_dim': 90, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 30 with value: -0.8169244178844881.
+[I 2025-12-17 22:10:17,949] Trial 41 finished with value: -1.898091411576603 and parameters: {'embedding_dim': 92, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 30 with value: -0.8169244178844881.
+[I 2025-12-17 22:10:34,595] Trial 42 finished with value: -1.207759162826426 and parameters: {'embedding_dim': 84, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 30 with value: -0.8169244178844881.
+[I 2025-12-17 22:10:51,341] Trial 43 finished with value: -5.301231546906954 and parameters: {'embedding_dim': 84, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 30 with value: -0.8169244178844881.
+[I 2025-12-17 22:11:08,180] Trial 44 finished with value: -18.249751444044747 and parameters: {'embedding_dim': 102, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 30 with value: -0.8169244178844881.
+[I 2025-12-17 22:11:25,062] Trial 45 finished with value: -24.907302363551103 and parameters: {'embedding_dim': 71, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 30 with value: -0.8169244178844881.
+[I 2025-12-17 22:11:41,790] Trial 46 finished with value: -31.774624742036988 and parameters: {'embedding_dim': 83, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 30 with value: -0.8169244178844881.
+[I 2025-12-17 22:12:05,039] Trial 47 finished with value: -15.757773022628434 and parameters: {'embedding_dim': 106, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 30 with value: -0.8169244178844881.
+[I 2025-12-17 22:12:11,728] Trial 48 finished with value: -20.700462978296194 and parameters: {'embedding_dim': 113, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 30 with value: -0.8169244178844881.
+[I 2025-12-17 22:12:28,581] Trial 49 finished with value: -7.162242633219075 and parameters: {'embedding_dim': 89, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 30 with value: -0.8169244178844881.
+[I 2025-12-17 22:12:51,241] A new study created in memory with name: no-name-fd673598-9cfe-4fd0-aacf-0ab484010a4e
+[I 2025-12-17 22:13:34,992] Trial 0 finished with value: -814.7848063642801 and parameters: {'embedding_dim': 234, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 0 with value: -814.7848063642801.
+[I 2025-12-17 22:14:18,154] Trial 1 finished with value: -409.5624843663726 and parameters: {'embedding_dim': 400, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 1 with value: -409.5624843663726.
+[I 2025-12-17 22:14:40,238] Trial 2 finished with value: -3800.6718629493894 and parameters: {'embedding_dim': 494, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 1 with value: -409.5624843663726.
+[I 2025-12-17 22:15:02,701] Trial 3 finished with value: -289.56480070426505 and parameters: {'embedding_dim': 180, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 3 with value: -289.56480070426505.
+[I 2025-12-17 22:15:18,605] Trial 4 finished with value: -516.4985721728667 and parameters: {'embedding_dim': 364, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 3 with value: -289.56480070426505.
+[I 2025-12-17 22:15:46,898] Trial 5 finished with value: -376.26319874170974 and parameters: {'embedding_dim': 347, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 3 with value: -289.56480070426505.
+[I 2025-12-17 22:16:09,113] Trial 6 finished with value: -731.6084197628297 and parameters: {'embedding_dim': 447, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 3 with value: -289.56480070426505.
+[I 2025-12-17 22:16:31,292] Trial 7 finished with value: -402.9059386543007 and parameters: {'embedding_dim': 246, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 3 with value: -289.56480070426505.
+[I 2025-12-17 22:16:53,495] Trial 8 finished with value: -817.8905194335375 and parameters: {'embedding_dim': 190, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 3 with value: -289.56480070426505.
+[I 2025-12-17 22:17:12,507] Trial 9 finished with value: -380.1065659634739 and parameters: {'embedding_dim': 248, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 3 with value: -289.56480070426505.
+[I 2025-12-17 22:17:44,731] Trial 10 finished with value: -306.36947764243337 and parameters: {'embedding_dim': 129, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 3 with value: -289.56480070426505.
+[I 2025-12-17 22:18:17,751] Trial 11 finished with value: -704.796520849058 and parameters: {'embedding_dim': 139, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 3 with value: -289.56480070426505.
+[I 2025-12-17 22:18:50,603] Trial 12 finished with value: -1246.894648970186 and parameters: {'embedding_dim': 133, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 3 with value: -289.56480070426505.
+[I 2025-12-17 22:19:18,005] Trial 13 finished with value: -387.6221249852764 and parameters: {'embedding_dim': 185, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 3 with value: -289.56480070426505.
+[I 2025-12-17 22:19:40,373] Trial 14 finished with value: -735.2359992044821 and parameters: {'embedding_dim': 291, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 3 with value: -289.56480070426505.
+[I 2025-12-17 22:19:57,416] Trial 15 finished with value: -1655.9655475375746 and parameters: {'embedding_dim': 179, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 3 with value: -289.56480070426505.
+[I 2025-12-17 22:20:15,949] Trial 16 finished with value: -375.7790682578003 and parameters: {'embedding_dim': 292, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 3 with value: -289.56480070426505.
+[I 2025-12-17 22:20:38,140] Trial 17 finished with value: -266.4461573923601 and parameters: {'embedding_dim': 129, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 17 with value: -266.4461573923601.
+[I 2025-12-17 22:20:57,479] Trial 18 finished with value: -2499.5778012813876 and parameters: {'embedding_dim': 214, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 17 with value: -266.4461573923601.
+[I 2025-12-17 22:21:09,558] Trial 19 finished with value: -407.0811185828537 and parameters: {'embedding_dim': 166, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 17 with value: -266.4461573923601.
+[I 2025-12-17 22:21:31,421] Trial 20 finished with value: -488.01774939872445 and parameters: {'embedding_dim': 278, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 17 with value: -266.4461573923601.
+[I 2025-12-17 22:22:07,911] Trial 21 finished with value: -282.80656538424984 and parameters: {'embedding_dim': 131, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 17 with value: -266.4461573923601.
+[I 2025-12-17 22:22:30,264] Trial 22 finished with value: -326.09348282300465 and parameters: {'embedding_dim': 164, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 17 with value: -266.4461573923601.
+[I 2025-12-17 22:22:49,159] Trial 23 finished with value: -576.792641973721 and parameters: {'embedding_dim': 220, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 17 with value: -266.4461573923601.
+[I 2025-12-17 22:23:23,476] Trial 24 finished with value: -529.371416599178 and parameters: {'embedding_dim': 154, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 17 with value: -266.4461573923601.
+[I 2025-12-17 22:23:41,762] Trial 25 finished with value: -424.0311944498005 and parameters: {'embedding_dim': 206, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 17 with value: -266.4461573923601.
+[I 2025-12-17 22:24:18,236] Trial 26 finished with value: -204.85872779224206 and parameters: {'embedding_dim': 129, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 26 with value: -204.85872779224206.
+[I 2025-12-17 22:24:44,186] Trial 27 finished with value: -2153.8095615708125 and parameters: {'embedding_dim': 150, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 26 with value: -204.85872779224206.
+[I 2025-12-17 22:25:16,750] Trial 28 finished with value: -1046.8024413646829 and parameters: {'embedding_dim': 272, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 26 with value: -204.85872779224206.
+[I 2025-12-17 22:25:33,461] Trial 29 finished with value: -631.7793514722093 and parameters: {'embedding_dim': 319, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 26 with value: -204.85872779224206.
+Processing ../../data/data_for_modeling/incheon_train.csv: Optimizing CTGAN for class 1...
+Saved CTGAN model for class 0: ../save_model/oversampling_models/smotenc_ctgan_7000_3_incheon_class0.pkl
+Saved CTGAN model for class 1: ../save_model/oversampling_models/smotenc_ctgan_7000_3_incheon_class1.pkl
+Saved augmented data only ../../data/data_oversampled/augmented_only/smotenc_ctgan7000_3_incheon.csv: Class 0=7177 | Class 1=6733
+Saved ../../data/data_oversampled/smotenc_ctgan7000/smotenc_ctgan7000_3_incheon.csv: Class 0=7177 | Class 1=6733 | Class 2=14595
+Processing ../../data/data_for_modeling/seoul_train.csv: Optimizing CTGAN for class 0...
+Processing ../../data/data_for_modeling/seoul_train.csv: Optimizing CTGAN for class 1...
+Saved CTGAN model for class 0: ../save_model/oversampling_models/smotenc_ctgan_7000_3_seoul_class0.pkl
+Saved CTGAN model for class 1: ../save_model/oversampling_models/smotenc_ctgan_7000_3_seoul_class1.pkl
+Saved augmented data only ../../data/data_oversampled/augmented_only/smotenc_ctgan7000_3_seoul.csv: Class 0=7303 | Class 1=6901
+Saved ../../data/data_oversampled/smotenc_ctgan7000/smotenc_ctgan7000_3_seoul.csv: Class 0=7303 | Class 1=6901 | Class 2=15873
+Processing ../../data/data_for_modeling/busan_train.csv: Optimizing CTGAN for class 0...
+Processing ../../data/data_for_modeling/busan_train.csv: Optimizing CTGAN for class 1...
+Saved CTGAN model for class 0: ../save_model/oversampling_models/smotenc_ctgan_7000_3_busan_class0.pkl
+Saved CTGAN model for class 1: ../save_model/oversampling_models/smotenc_ctgan_7000_3_busan_class1.pkl
+Saved augmented data only ../../data/data_oversampled/augmented_only/smotenc_ctgan7000_3_busan.csv: Class 0=7368 | Class 1=6364
+Saved ../../data/data_oversampled/smotenc_ctgan7000/smotenc_ctgan7000_3_busan.csv: Class 0=7368 | Class 1=6364 | Class 2=16439
+Processing ../../data/data_for_modeling/daegu_train.csv: Optimizing CTGAN for class 0...
+Processing ../../data/data_for_modeling/daegu_train.csv: Optimizing CTGAN for class 1...
+Saved CTGAN model for class 0: ../save_model/oversampling_models/smotenc_ctgan_7000_3_daegu_class0.pkl
+Saved CTGAN model for class 1: ../save_model/oversampling_models/smotenc_ctgan_7000_3_daegu_class1.pkl
+Saved augmented data only ../../data/data_oversampled/augmented_only/smotenc_ctgan7000_3_daegu.csv: Class 0=7456 | Class 1=6458
+Saved ../../data/data_oversampled/smotenc_ctgan7000/smotenc_ctgan7000_3_daegu.csv: Class 0=7456 | Class 1=6458 | Class 2=16913
+Processing ../../data/data_for_modeling/daejeon_train.csv: Optimizing CTGAN for class 0...
+Processing ../../data/data_for_modeling/daejeon_train.csv: Optimizing CTGAN for class 1...
+Saved CTGAN model for class 0: ../save_model/oversampling_models/smotenc_ctgan_7000_3_daejeon_class0.pkl
+Saved CTGAN model for class 1: ../save_model/oversampling_models/smotenc_ctgan_7000_3_daejeon_class1.pkl
+Saved augmented data only ../../data/data_oversampled/augmented_only/smotenc_ctgan7000_3_daejeon.csv: Class 0=7114 | Class 1=6636
+Saved ../../data/data_oversampled/smotenc_ctgan7000/smotenc_ctgan7000_3_daejeon.csv: Class 0=7114 | Class 1=6636 | Class 2=15784
+Processing ../../data/data_for_modeling/gwangju_train.csv: Optimizing CTGAN for class 0...
+Processing ../../data/data_for_modeling/gwangju_train.csv: Optimizing CTGAN for class 1...
+Saved CTGAN model for class 0: ../save_model/oversampling_models/smotenc_ctgan_7000_3_gwangju_class0.pkl
+Saved CTGAN model for class 1: ../save_model/oversampling_models/smotenc_ctgan_7000_3_gwangju_class1.pkl
+Saved augmented data only ../../data/data_oversampled/augmented_only/smotenc_ctgan7000_3_gwangju.csv: Class 0=7045 | Class 1=6559
+Saved ../../data/data_oversampled/smotenc_ctgan7000/smotenc_ctgan7000_3_gwangju.csv: Class 0=7045 | Class 1=6559 | Class 2=16144
+
+=== Processing 10000 samples ===
+Running smotenc_ctgan_sample_10000_1.py...
+[I 2025-12-17 22:26:14,456] A new study created in memory with name: no-name-7d940fbd-c1a3-48e2-bf2e-05262192cbc2
+Using device: cuda
+Processing ../../data/data_for_modeling/incheon_train.csv: Optimizing CTGAN for class 0...
+[I 2025-12-17 22:26:28,560] Trial 0 finished with value: -65.05521464731605 and parameters: {'embedding_dim': 116, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 0 with value: -65.05521464731605.
+[I 2025-12-17 22:26:53,496] Trial 1 finished with value: -16.025331677430028 and parameters: {'embedding_dim': 75, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 1 with value: -16.025331677430028.
+[I 2025-12-17 22:27:29,144] Trial 2 finished with value: -9.469083877902982 and parameters: {'embedding_dim': 122, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 2 with value: -9.469083877902982.
+[I 2025-12-17 22:27:48,773] Trial 3 finished with value: -133.63162415115585 and parameters: {'embedding_dim': 94, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 2 with value: -9.469083877902982.
+[I 2025-12-17 22:28:05,226] Trial 4 finished with value: -2.219704967528746 and parameters: {'embedding_dim': 126, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 4 with value: -2.219704967528746.
+[I 2025-12-17 22:28:09,746] Trial 5 finished with value: -141.07048714305017 and parameters: {'embedding_dim': 72, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 4 with value: -2.219704967528746.
+[I 2025-12-17 22:28:45,265] Trial 6 finished with value: -2.1774300525902075 and parameters: {'embedding_dim': 82, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 6 with value: -2.1774300525902075.
+[I 2025-12-17 22:29:20,652] Trial 7 finished with value: -0.8222332063442387 and parameters: {'embedding_dim': 98, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 7 with value: -0.8222332063442387.
+[I 2025-12-17 22:29:29,423] Trial 8 finished with value: -100.85260705782967 and parameters: {'embedding_dim': 64, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 7 with value: -0.8222332063442387.
+[I 2025-12-17 22:29:41,178] Trial 9 finished with value: -92.75688438674372 and parameters: {'embedding_dim': 91, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 7 with value: -0.8222332063442387.
+[I 2025-12-17 22:30:03,904] Trial 10 finished with value: -39.2369192199328 and parameters: {'embedding_dim': 104, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 7 with value: -0.8222332063442387.
+[I 2025-12-17 22:30:39,342] Trial 11 finished with value: -107.89964174825161 and parameters: {'embedding_dim': 84, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 7 with value: -0.8222332063442387.
+[I 2025-12-17 22:31:17,467] Trial 12 finished with value: -13.794994702568802 and parameters: {'embedding_dim': 105, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 7 with value: -0.8222332063442387.
+[I 2025-12-17 22:31:52,874] Trial 13 finished with value: -207.3605572756837 and parameters: {'embedding_dim': 83, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 7 with value: -0.8222332063442387.
+[I 2025-12-17 22:32:15,639] Trial 14 finished with value: -241.26325692965713 and parameters: {'embedding_dim': 105, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 7 with value: -0.8222332063442387.
+[I 2025-12-17 22:33:06,729] Trial 15 finished with value: -27.88238107871362 and parameters: {'embedding_dim': 86, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 7 with value: -0.8222332063442387.
+[I 2025-12-17 22:33:42,292] Trial 16 finished with value: -116.87671329979034 and parameters: {'embedding_dim': 97, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 7 with value: -0.8222332063442387.
+[I 2025-12-17 22:34:06,721] Trial 17 finished with value: -0.5360814789652771 and parameters: {'embedding_dim': 76, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 17 with value: -0.5360814789652771.
+[I 2025-12-17 22:34:29,047] Trial 18 finished with value: -2.976078474347995 and parameters: {'embedding_dim': 115, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 17 with value: -0.5360814789652771.
+[I 2025-12-17 22:34:33,532] Trial 19 finished with value: -15.939425700264184 and parameters: {'embedding_dim': 72, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 17 with value: -0.5360814789652771.
+[I 2025-12-17 22:34:55,129] Trial 20 finished with value: -22.40357535401161 and parameters: {'embedding_dim': 64, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 17 with value: -0.5360814789652771.
+[I 2025-12-17 22:35:28,636] Trial 21 finished with value: -76.35900722317156 and parameters: {'embedding_dim': 80, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 17 with value: -0.5360814789652771.
+[I 2025-12-17 22:36:16,824] Trial 22 finished with value: -19.346420444414754 and parameters: {'embedding_dim': 90, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 17 with value: -0.5360814789652771.
+[I 2025-12-17 22:36:50,288] Trial 23 finished with value: -58.750767915609224 and parameters: {'embedding_dim': 100, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 17 with value: -0.5360814789652771.
+[I 2025-12-17 22:37:13,282] Trial 24 finished with value: -7.165449426201204 and parameters: {'embedding_dim': 75, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 17 with value: -0.5360814789652771.
+[I 2025-12-17 22:37:47,519] Trial 25 finished with value: -41.91369322773134 and parameters: {'embedding_dim': 80, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 17 with value: -0.5360814789652771.
+[I 2025-12-17 22:38:33,204] Trial 26 finished with value: -19.889685601590646 and parameters: {'embedding_dim': 89, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 17 with value: -0.5360814789652771.
+[I 2025-12-17 22:39:09,159] Trial 27 finished with value: -20.70225178451704 and parameters: {'embedding_dim': 111, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 17 with value: -0.5360814789652771.
+[I 2025-12-17 22:39:13,462] Trial 28 finished with value: -4.706252454186373 and parameters: {'embedding_dim': 71, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 17 with value: -0.5360814789652771.
+[I 2025-12-17 22:39:29,448] Trial 29 finished with value: -3.4718518904642846 and parameters: {'embedding_dim': 78, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 17 with value: -0.5360814789652771.
+[I 2025-12-17 22:39:40,211] Trial 30 finished with value: -49.26398767009111 and parameters: {'embedding_dim': 96, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 17 with value: -0.5360814789652771.
+[I 2025-12-17 22:39:56,046] Trial 31 finished with value: -36.46503424333895 and parameters: {'embedding_dim': 123, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 17 with value: -0.5360814789652771.
+[I 2025-12-17 22:40:13,477] Trial 32 finished with value: -0.5746681771063554 and parameters: {'embedding_dim': 118, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 17 with value: -0.5360814789652771.
+[I 2025-12-17 22:40:31,844] Trial 33 finished with value: -32.80521443774454 and parameters: {'embedding_dim': 111, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 17 with value: -0.5360814789652771.
+[I 2025-12-17 22:40:47,799] Trial 34 finished with value: -111.54424542584735 and parameters: {'embedding_dim': 68, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 17 with value: -0.5360814789652771.
+[I 2025-12-17 22:41:09,068] Trial 35 finished with value: -96.64769830646517 and parameters: {'embedding_dim': 128, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 17 with value: -0.5360814789652771.
+[I 2025-12-17 22:41:24,987] Trial 36 finished with value: -232.69206363911977 and parameters: {'embedding_dim': 119, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 17 with value: -0.5360814789652771.
+[I 2025-12-17 22:42:00,620] Trial 37 finished with value: -78.85781834651542 and parameters: {'embedding_dim': 100, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 17 with value: -0.5360814789652771.
+[I 2025-12-17 22:42:22,060] Trial 38 finished with value: -105.16718856816622 and parameters: {'embedding_dim': 76, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 17 with value: -0.5360814789652771.
+[I 2025-12-17 22:42:26,435] Trial 39 finished with value: -4.9434157881715395 and parameters: {'embedding_dim': 111, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 17 with value: -0.5360814789652771.
+[I 2025-12-17 22:43:00,189] Trial 40 finished with value: -18.894607605436534 and parameters: {'embedding_dim': 87, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 17 with value: -0.5360814789652771.
+[I 2025-12-17 22:43:15,859] Trial 41 finished with value: -4.509019500078581 and parameters: {'embedding_dim': 116, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 17 with value: -0.5360814789652771.
+[I 2025-12-17 22:43:32,023] Trial 42 finished with value: -11.160212176962972 and parameters: {'embedding_dim': 126, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 17 with value: -0.5360814789652771.
+[I 2025-12-17 22:43:50,197] Trial 43 finished with value: -10.79940194001001 and parameters: {'embedding_dim': 122, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 17 with value: -0.5360814789652771.
+[I 2025-12-17 22:44:07,643] Trial 44 finished with value: -57.1755903278932 and parameters: {'embedding_dim': 121, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 17 with value: -0.5360814789652771.
+[I 2025-12-17 22:44:14,741] Trial 45 finished with value: -42.972396057390625 and parameters: {'embedding_dim': 126, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 17 with value: -0.5360814789652771.
+[I 2025-12-17 22:44:48,655] Trial 46 finished with value: -13.332009633806152 and parameters: {'embedding_dim': 82, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 17 with value: -0.5360814789652771.
+[I 2025-12-17 22:44:59,169] Trial 47 finished with value: -30.90759226382147 and parameters: {'embedding_dim': 108, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 17 with value: -0.5360814789652771.
+[I 2025-12-17 22:45:48,094] Trial 48 finished with value: -59.55919165670191 and parameters: {'embedding_dim': 93, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 17 with value: -0.5360814789652771.
+[I 2025-12-17 22:46:21,800] Trial 49 finished with value: -38.48952563245724 and parameters: {'embedding_dim': 68, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 17 with value: -0.5360814789652771.
+[I 2025-12-17 22:46:44,015] A new study created in memory with name: no-name-43ea206f-4f2a-4dae-baf4-555bae194dda
+[I 2025-12-17 22:48:01,786] Trial 0 finished with value: -100.1761715431498 and parameters: {'embedding_dim': 140, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 0 with value: -100.1761715431498.
+[I 2025-12-17 22:49:16,991] Trial 1 finished with value: -203.08330533464786 and parameters: {'embedding_dim': 180, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 0 with value: -100.1761715431498.
+[I 2025-12-17 22:49:55,184] Trial 2 finished with value: -115.28041769426727 and parameters: {'embedding_dim': 512, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 0 with value: -100.1761715431498.
+[I 2025-12-17 22:52:00,314] Trial 3 finished with value: -171.7369249308998 and parameters: {'embedding_dim': 216, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 0 with value: -100.1761715431498.
+[I 2025-12-17 22:52:40,474] Trial 4 finished with value: -1831.0977745645478 and parameters: {'embedding_dim': 458, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 0 with value: -100.1761715431498.
+[I 2025-12-17 22:53:15,883] Trial 5 finished with value: -348.67155523951084 and parameters: {'embedding_dim': 362, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 0 with value: -100.1761715431498.
+[I 2025-12-17 22:53:53,488] Trial 6 finished with value: -374.8140753744034 and parameters: {'embedding_dim': 486, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 0 with value: -100.1761715431498.
+[I 2025-12-17 22:55:06,863] Trial 7 finished with value: -4.280683471700326 and parameters: {'embedding_dim': 376, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 7 with value: -4.280683471700326.
+[I 2025-12-17 22:56:01,628] Trial 8 finished with value: -371.4115489824924 and parameters: {'embedding_dim': 243, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 7 with value: -4.280683471700326.
+[I 2025-12-17 22:57:17,798] Trial 9 finished with value: -1106.9031630962827 and parameters: {'embedding_dim': 215, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 7 with value: -4.280683471700326.
+[I 2025-12-17 22:57:57,897] Trial 10 finished with value: -1226.262605023595 and parameters: {'embedding_dim': 366, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 7 with value: -4.280683471700326.
+[I 2025-12-17 22:58:51,009] Trial 11 finished with value: -1.5844888863733915 and parameters: {'embedding_dim': 299, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 11 with value: -1.5844888863733915.
+[I 2025-12-17 22:59:39,921] Trial 12 finished with value: -184.71736849699306 and parameters: {'embedding_dim': 302, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 11 with value: -1.5844888863733915.
+[I 2025-12-17 23:00:16,309] Trial 13 finished with value: -499.98203526455393 and parameters: {'embedding_dim': 420, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 11 with value: -1.5844888863733915.
+[I 2025-12-17 23:00:52,797] Trial 14 finished with value: -525.1162072635681 and parameters: {'embedding_dim': 305, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 11 with value: -1.5844888863733915.
+[I 2025-12-17 23:02:14,958] Trial 15 finished with value: -2443.8253468450584 and parameters: {'embedding_dim': 369, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 11 with value: -1.5844888863733915.
+[I 2025-12-17 23:03:16,984] Trial 16 finished with value: -1109.5912469646519 and parameters: {'embedding_dim': 267, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 11 with value: -1.5844888863733915.
+[I 2025-12-17 23:03:41,304] Trial 17 finished with value: -124.1390887972986 and parameters: {'embedding_dim': 414, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 1}. Best is trial 11 with value: -1.5844888863733915.
+[I 2025-12-17 23:04:42,822] Trial 18 finished with value: -190.13971927764553 and parameters: {'embedding_dim': 335, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 11 with value: -1.5844888863733915.
+[I 2025-12-17 23:05:26,817] Trial 19 finished with value: -412.6011044094581 and parameters: {'embedding_dim': 419, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 11 with value: -1.5844888863733915.
+[I 2025-12-17 23:06:22,586] Trial 20 finished with value: -1.355676732320737 and parameters: {'embedding_dim': 287, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 20 with value: -1.355676732320737.
+[I 2025-12-17 23:07:15,246] Trial 21 finished with value: -61.12862436571004 and parameters: {'embedding_dim': 269, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 20 with value: -1.355676732320737.
+[I 2025-12-17 23:08:08,535] Trial 22 finished with value: -85.49273236474441 and parameters: {'embedding_dim': 295, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 20 with value: -1.355676732320737.
+[I 2025-12-17 23:08:58,981] Trial 23 finished with value: -143.39341185086727 and parameters: {'embedding_dim': 329, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 20 with value: -1.355676732320737.
+[I 2025-12-17 23:09:40,476] Trial 24 finished with value: -922.0929711790351 and parameters: {'embedding_dim': 386, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 20 with value: -1.355676732320737.
+[I 2025-12-17 23:10:45,669] Trial 25 finished with value: -144.76972437892738 and parameters: {'embedding_dim': 274, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 20 with value: -1.355676732320737.
+[I 2025-12-17 23:11:38,250] Trial 26 finished with value: -54.53322714568243 and parameters: {'embedding_dim': 237, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 20 with value: -1.355676732320737.
+[I 2025-12-17 23:12:28,838] Trial 27 finished with value: -256.87678229798985 and parameters: {'embedding_dim': 333, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 20 with value: -1.355676732320737.
+[I 2025-12-17 23:14:11,540] Trial 28 finished with value: -516.0962013612483 and parameters: {'embedding_dim': 391, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 20 with value: -1.355676732320737.
+[I 2025-12-17 23:14:52,104] Trial 29 finished with value: -206.90444707758303 and parameters: {'embedding_dim': 154, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 20 with value: -1.355676732320737.
+[I 2025-12-17 23:15:43,804] A new study created in memory with name: no-name-574ac181-2a30-4cbc-8ca7-210ad6802880
+[I 2025-12-17 23:15:48,393] Trial 0 finished with value: -116.81334211605345 and parameters: {'embedding_dim': 118, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 0 with value: -116.81334211605345.
+[I 2025-12-17 23:16:35,800] Trial 1 finished with value: -16.38606328490452 and parameters: {'embedding_dim': 121, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 1 with value: -16.38606328490452.
+[I 2025-12-17 23:17:24,842] Trial 2 finished with value: -0.8823100370870454 and parameters: {'embedding_dim': 78, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 2 with value: -0.8823100370870454.
+[I 2025-12-17 23:17:31,206] Trial 3 finished with value: -46.294066832890564 and parameters: {'embedding_dim': 107, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 2 with value: -0.8823100370870454.
+[I 2025-12-17 23:17:39,584] Trial 4 finished with value: -1.7753200963136877 and parameters: {'embedding_dim': 78, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 2 with value: -0.8823100370870454.
+[I 2025-12-17 23:18:02,328] Trial 5 finished with value: -7.088208022739278 and parameters: {'embedding_dim': 88, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 2 with value: -0.8823100370870454.
+[I 2025-12-17 23:18:10,810] Trial 6 finished with value: -12.80763434342112 and parameters: {'embedding_dim': 76, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 2 with value: -0.8823100370870454.
+[I 2025-12-17 23:18:15,125] Trial 7 finished with value: -6.0134186076338265 and parameters: {'embedding_dim': 121, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 2 with value: -0.8823100370870454.
+[I 2025-12-17 23:18:37,910] Trial 8 finished with value: -11.625961012337465 and parameters: {'embedding_dim': 67, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 2 with value: -0.8823100370870454.
+[I 2025-12-17 23:18:44,248] Trial 9 finished with value: -20.588742613493768 and parameters: {'embedding_dim': 74, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 2 with value: -0.8823100370870454.
+[I 2025-12-17 23:19:20,214] Trial 10 finished with value: -5.063424117023093 and parameters: {'embedding_dim': 96, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 2 with value: -0.8823100370870454.
+[I 2025-12-17 23:20:10,098] Trial 11 finished with value: -10.283504836485148 and parameters: {'embedding_dim': 84, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 2 with value: -0.8823100370870454.
+[I 2025-12-17 23:20:57,206] Trial 12 finished with value: -10.306996926156273 and parameters: {'embedding_dim': 64, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 2 with value: -0.8823100370870454.
+[I 2025-12-17 23:21:31,359] Trial 13 finished with value: -1.4419838768603934 and parameters: {'embedding_dim': 84, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 2 with value: -0.8823100370870454.
+[I 2025-12-17 23:22:05,367] Trial 14 finished with value: -2.0265027156044773 and parameters: {'embedding_dim': 95, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 2 with value: -0.8823100370870454.
+[I 2025-12-17 23:22:27,149] Trial 15 finished with value: -34.72763880956715 and parameters: {'embedding_dim': 88, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 2 with value: -0.8823100370870454.
+[I 2025-12-17 23:23:01,244] Trial 16 finished with value: -18.903172194268176 and parameters: {'embedding_dim': 109, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 2 with value: -0.8823100370870454.
+[I 2025-12-17 23:23:35,141] Trial 17 finished with value: -4.962446969000292 and parameters: {'embedding_dim': 82, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 2 with value: -0.8823100370870454.
+[I 2025-12-17 23:23:45,423] Trial 18 finished with value: -13.080286506925892 and parameters: {'embedding_dim': 97, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 2 with value: -0.8823100370870454.
+[I 2025-12-17 23:24:19,299] Trial 19 finished with value: -4.998009215620791 and parameters: {'embedding_dim': 69, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 2 with value: -0.8823100370870454.
+[I 2025-12-17 23:24:53,216] Trial 20 finished with value: -14.36437101745503 and parameters: {'embedding_dim': 106, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 2 with value: -0.8823100370870454.
+[I 2025-12-17 23:25:01,549] Trial 21 finished with value: -25.372531491111587 and parameters: {'embedding_dim': 77, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 2 with value: -0.8823100370870454.
+[I 2025-12-17 23:25:09,908] Trial 22 finished with value: -15.064979095393921 and parameters: {'embedding_dim': 81, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 2 with value: -0.8823100370870454.
+[I 2025-12-17 23:25:31,468] Trial 23 finished with value: -3.9686626072700077 and parameters: {'embedding_dim': 71, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 2 with value: -0.8823100370870454.
+[I 2025-12-17 23:26:06,906] Trial 24 finished with value: -3.8420084914328347 and parameters: {'embedding_dim': 90, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 2 with value: -0.8823100370870454.
+[I 2025-12-17 23:26:15,542] Trial 25 finished with value: -5.6523905638026175 and parameters: {'embedding_dim': 79, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 2 with value: -0.8823100370870454.
+[I 2025-12-17 23:27:03,709] Trial 26 finished with value: -10.221720657384754 and parameters: {'embedding_dim': 72, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 2 with value: -0.8823100370870454.
+[I 2025-12-17 23:27:37,495] Trial 27 finished with value: -10.637669236445824 and parameters: {'embedding_dim': 86, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 2 with value: -0.8823100370870454.
+[I 2025-12-17 23:27:59,900] Trial 28 finished with value: -16.56759124917083 and parameters: {'embedding_dim': 100, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 2 with value: -0.8823100370870454.
+[I 2025-12-17 23:28:04,194] Trial 29 finished with value: -15.560057376832788 and parameters: {'embedding_dim': 92, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 2 with value: -0.8823100370870454.
+[I 2025-12-17 23:28:13,165] Trial 30 finished with value: -47.91421420632015 and parameters: {'embedding_dim': 80, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 2 with value: -0.8823100370870454.
+[I 2025-12-17 23:28:47,628] Trial 31 finished with value: -6.860044164267202 and parameters: {'embedding_dim': 102, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 2 with value: -0.8823100370870454.
+[I 2025-12-17 23:29:24,866] Trial 32 finished with value: -12.33104567077781 and parameters: {'embedding_dim': 92, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 2 with value: -0.8823100370870454.
+[I 2025-12-17 23:29:58,674] Trial 33 finished with value: -8.562744813249168 and parameters: {'embedding_dim': 84, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 2 with value: -0.8823100370870454.
+[I 2025-12-17 23:30:37,409] Trial 34 finished with value: -3.236307522462431 and parameters: {'embedding_dim': 116, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 2 with value: -0.8823100370870454.
+[I 2025-12-17 23:31:15,316] Trial 35 finished with value: -30.972468455509286 and parameters: {'embedding_dim': 93, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 2 with value: -0.8823100370870454.
+[I 2025-12-17 23:31:19,802] Trial 36 finished with value: -24.50435304284413 and parameters: {'embedding_dim': 77, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 2 with value: -0.8823100370870454.
+[I 2025-12-17 23:32:10,774] Trial 37 finished with value: -16.939640066328288 and parameters: {'embedding_dim': 127, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 2 with value: -0.8823100370870454.
+[I 2025-12-17 23:32:28,239] Trial 38 finished with value: -9.340278793573473 and parameters: {'embedding_dim': 74, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 2 with value: -0.8823100370870454.
+[I 2025-12-17 23:32:37,801] Trial 39 finished with value: -9.111048740509911 and parameters: {'embedding_dim': 88, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 2 with value: -0.8823100370870454.
+[I 2025-12-17 23:33:15,510] Trial 40 finished with value: -9.395291180509929 and parameters: {'embedding_dim': 85, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 2 with value: -0.8823100370870454.
+[I 2025-12-17 23:33:52,573] Trial 41 finished with value: -8.062999219594696 and parameters: {'embedding_dim': 113, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 2 with value: -0.8823100370870454.
+[I 2025-12-17 23:34:28,342] Trial 42 finished with value: -20.134564021353953 and parameters: {'embedding_dim': 116, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 2 with value: -0.8823100370870454.
+[I 2025-12-17 23:35:05,078] Trial 43 finished with value: -16.294483071768216 and parameters: {'embedding_dim': 125, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 2 with value: -0.8823100370870454.
+[I 2025-12-17 23:35:41,002] Trial 44 finished with value: -9.59250175142656 and parameters: {'embedding_dim': 103, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 2 with value: -0.8823100370870454.
+[I 2025-12-17 23:36:14,892] Trial 45 finished with value: -8.05391148620065 and parameters: {'embedding_dim': 66, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 2 with value: -0.8823100370870454.
+[I 2025-12-17 23:36:36,728] Trial 46 finished with value: -5.510437551949908 and parameters: {'embedding_dim': 98, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 2 with value: -0.8823100370870454.
+[I 2025-12-17 23:36:45,212] Trial 47 finished with value: -9.548985090214968 and parameters: {'embedding_dim': 75, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 2 with value: -0.8823100370870454.
+[I 2025-12-17 23:37:19,073] Trial 48 finished with value: -6.55046551738242 and parameters: {'embedding_dim': 111, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 2 with value: -0.8823100370870454.
+[I 2025-12-17 23:37:40,348] Trial 49 finished with value: -7.140963310194918 and parameters: {'embedding_dim': 121, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 2 with value: -0.8823100370870454.
+[I 2025-12-17 23:38:26,798] A new study created in memory with name: no-name-01e03cba-1a20-4e9a-96ce-2c58d2cb8270
+[I 2025-12-17 23:39:24,082] Trial 0 finished with value: -1137.2989280514994 and parameters: {'embedding_dim': 461, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 0 with value: -1137.2989280514994.
+[I 2025-12-17 23:40:02,351] Trial 1 finished with value: -559.7187665634876 and parameters: {'embedding_dim': 372, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 1 with value: -559.7187665634876.
+[I 2025-12-17 23:41:31,964] Trial 2 finished with value: -515.9524482556102 and parameters: {'embedding_dim': 232, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 2 with value: -515.9524482556102.
+[I 2025-12-17 23:41:49,994] Trial 3 finished with value: -618.4721148831688 and parameters: {'embedding_dim': 458, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 2 with value: -515.9524482556102.
+[I 2025-12-17 23:42:05,340] Trial 4 finished with value: -605.4574649719029 and parameters: {'embedding_dim': 387, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 1}. Best is trial 2 with value: -515.9524482556102.
+[I 2025-12-17 23:42:27,606] Trial 5 finished with value: -450.3352666296857 and parameters: {'embedding_dim': 413, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 5 with value: -450.3352666296857.
+[I 2025-12-17 23:42:55,969] Trial 6 finished with value: -581.3017365358934 and parameters: {'embedding_dim': 399, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 5 with value: -450.3352666296857.
+[I 2025-12-17 23:43:34,625] Trial 7 finished with value: -190.10464154260475 and parameters: {'embedding_dim': 473, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 7 with value: -190.10464154260475.
+[I 2025-12-17 23:44:47,365] Trial 8 finished with value: -776.9836595325115 and parameters: {'embedding_dim': 184, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 7 with value: -190.10464154260475.
+[I 2025-12-17 23:45:24,310] Trial 9 finished with value: -245.02687913350343 and parameters: {'embedding_dim': 155, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 7 with value: -190.10464154260475.
+[I 2025-12-17 23:45:48,023] Trial 10 finished with value: -624.3003386133154 and parameters: {'embedding_dim': 503, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 7 with value: -190.10464154260475.
+[I 2025-12-17 23:46:19,064] Trial 11 finished with value: -1751.3408316405676 and parameters: {'embedding_dim': 282, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 7 with value: -190.10464154260475.
+[I 2025-12-17 23:46:57,134] Trial 12 finished with value: -1029.8822301776584 and parameters: {'embedding_dim': 140, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 7 with value: -190.10464154260475.
+[I 2025-12-17 23:47:42,658] Trial 13 finished with value: -757.4274019907051 and parameters: {'embedding_dim': 296, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 7 with value: -190.10464154260475.
+[I 2025-12-17 23:48:13,276] Trial 14 finished with value: -238.23006823230332 and parameters: {'embedding_dim': 240, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 7 with value: -190.10464154260475.
+[I 2025-12-17 23:48:36,406] Trial 15 finished with value: -87.54712771838211 and parameters: {'embedding_dim': 241, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 15 with value: -87.54712771838211.
+[I 2025-12-17 23:48:48,988] Trial 16 finished with value: -464.7243913019689 and parameters: {'embedding_dim': 336, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 15 with value: -87.54712771838211.
+[I 2025-12-17 23:49:12,074] Trial 17 finished with value: -439.4555847406392 and parameters: {'embedding_dim': 228, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 15 with value: -87.54712771838211.
+[I 2025-12-17 23:49:35,529] Trial 18 finished with value: -1022.0469994775867 and parameters: {'embedding_dim': 349, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 15 with value: -87.54712771838211.
+[I 2025-12-17 23:49:44,856] Trial 19 finished with value: -5174.7659307348595 and parameters: {'embedding_dim': 295, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 15 with value: -87.54712771838211.
+[I 2025-12-17 23:50:15,678] Trial 20 finished with value: -369.79509491133217 and parameters: {'embedding_dim': 192, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 15 with value: -87.54712771838211.
+[I 2025-12-17 23:50:47,602] Trial 21 finished with value: -331.00318873909936 and parameters: {'embedding_dim': 252, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 15 with value: -87.54712771838211.
+[I 2025-12-17 23:51:12,050] Trial 22 finished with value: -270.6771779116561 and parameters: {'embedding_dim': 208, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 15 with value: -87.54712771838211.
+[I 2025-12-17 23:51:43,499] Trial 23 finished with value: -539.8608883257965 and parameters: {'embedding_dim': 265, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 15 with value: -87.54712771838211.
+[I 2025-12-17 23:52:21,094] Trial 24 finished with value: -83.06203333888709 and parameters: {'embedding_dim': 319, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 24 with value: -83.06203333888709.
+[I 2025-12-17 23:52:59,015] Trial 25 finished with value: -529.5377251400457 and parameters: {'embedding_dim': 307, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 24 with value: -83.06203333888709.
+[I 2025-12-17 23:53:45,183] Trial 26 finished with value: -631.2052981445795 and parameters: {'embedding_dim': 333, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 24 with value: -83.06203333888709.
+[I 2025-12-17 23:54:28,890] Trial 27 finished with value: -441.57320802781965 and parameters: {'embedding_dim': 435, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 24 with value: -83.06203333888709.
+[I 2025-12-17 23:56:00,164] Trial 28 finished with value: -55.424039154963516 and parameters: {'embedding_dim': 503, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 28 with value: -55.424039154963516.
+[I 2025-12-17 23:57:36,055] Trial 29 finished with value: -778.9016356660377 and parameters: {'embedding_dim': 355, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 28 with value: -55.424039154963516.
+[I 2025-12-17 23:59:05,047] A new study created in memory with name: no-name-bd20209f-636b-4be6-b72e-2fb585330c3e
+[I 2025-12-17 23:59:13,511] Trial 0 finished with value: -16.440889499079628 and parameters: {'embedding_dim': 97, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 0 with value: -16.440889499079628.
+[I 2025-12-18 00:00:02,168] Trial 1 finished with value: -13.783448302670799 and parameters: {'embedding_dim': 110, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 1 with value: -13.783448302670799.
+[I 2025-12-18 00:00:08,505] Trial 2 finished with value: -34.43799709354937 and parameters: {'embedding_dim': 101, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 1 with value: -13.783448302670799.
+[I 2025-12-18 00:00:13,682] Trial 3 finished with value: -80.35221452522994 and parameters: {'embedding_dim': 105, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 1 with value: -13.783448302670799.
+[I 2025-12-18 00:00:23,653] Trial 4 finished with value: -4.011822247722022 and parameters: {'embedding_dim': 95, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 4 with value: -4.011822247722022.
+[I 2025-12-18 00:00:30,095] Trial 5 finished with value: -46.80137718011186 and parameters: {'embedding_dim': 66, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 4 with value: -4.011822247722022.
+[I 2025-12-18 00:00:40,646] Trial 6 finished with value: -44.589239479343085 and parameters: {'embedding_dim': 88, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 4 with value: -4.011822247722022.
+[I 2025-12-18 00:01:16,299] Trial 7 finished with value: -5.510414732858525 and parameters: {'embedding_dim': 114, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 4 with value: -4.011822247722022.
+[I 2025-12-18 00:01:22,772] Trial 8 finished with value: -8.947612934959418 and parameters: {'embedding_dim': 88, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 4 with value: -4.011822247722022.
+[I 2025-12-18 00:01:31,376] Trial 9 finished with value: -11.28440434790466 and parameters: {'embedding_dim': 126, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 4 with value: -4.011822247722022.
+[I 2025-12-18 00:01:53,160] Trial 10 finished with value: -4.146953939819951 and parameters: {'embedding_dim': 74, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 4 with value: -4.011822247722022.
+[I 2025-12-18 00:02:16,024] Trial 11 finished with value: -38.10276962740281 and parameters: {'embedding_dim': 68, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 4 with value: -4.011822247722022.
+[I 2025-12-18 00:02:37,628] Trial 12 finished with value: -54.891646534154155 and parameters: {'embedding_dim': 78, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 4 with value: -4.011822247722022.
+[I 2025-12-18 00:03:00,303] Trial 13 finished with value: -24.401539037634265 and parameters: {'embedding_dim': 81, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 4 with value: -4.011822247722022.
+[I 2025-12-18 00:03:21,672] Trial 14 finished with value: -28.20678904653934 and parameters: {'embedding_dim': 74, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 4 with value: -4.011822247722022.
+[I 2025-12-18 00:04:09,439] Trial 15 finished with value: -129.71088515096153 and parameters: {'embedding_dim': 87, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 4 with value: -4.011822247722022.
+[I 2025-12-18 00:04:39,717] Trial 16 finished with value: -11.933579962416758 and parameters: {'embedding_dim': 121, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 4 with value: -4.011822247722022.
+[I 2025-12-18 00:05:03,473] Trial 17 finished with value: -23.11938336148866 and parameters: {'embedding_dim': 93, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 4 with value: -4.011822247722022.
+[I 2025-12-18 00:05:07,985] Trial 18 finished with value: -19.826106017759262 and parameters: {'embedding_dim': 73, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 4 with value: -4.011822247722022.
+[I 2025-12-18 00:05:42,064] Trial 19 finished with value: -8.342527750867287 and parameters: {'embedding_dim': 82, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 4 with value: -4.011822247722022.
+[I 2025-12-18 00:05:52,021] Trial 20 finished with value: -1.1371898217889391 and parameters: {'embedding_dim': 93, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 20 with value: -1.1371898217889391.
+[I 2025-12-18 00:06:00,529] Trial 21 finished with value: -3.716539548248127 and parameters: {'embedding_dim': 95, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 20 with value: -1.1371898217889391.
+[I 2025-12-18 00:06:09,121] Trial 22 finished with value: -72.2759751716689 and parameters: {'embedding_dim': 95, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 20 with value: -1.1371898217889391.
+[I 2025-12-18 00:06:17,491] Trial 23 finished with value: -64.67965979563847 and parameters: {'embedding_dim': 102, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 20 with value: -1.1371898217889391.
+[I 2025-12-18 00:06:27,318] Trial 24 finished with value: -2.3900499954506484 and parameters: {'embedding_dim': 109, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 20 with value: -1.1371898217889391.
+[I 2025-12-18 00:06:33,677] Trial 25 finished with value: -99.54189053927908 and parameters: {'embedding_dim': 111, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 20 with value: -1.1371898217889391.
+[I 2025-12-18 00:06:42,039] Trial 26 finished with value: -48.65455323339493 and parameters: {'embedding_dim': 118, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 20 with value: -1.1371898217889391.
+[I 2025-12-18 00:06:50,404] Trial 27 finished with value: -19.615591008298033 and parameters: {'embedding_dim': 106, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 20 with value: -1.1371898217889391.
+[I 2025-12-18 00:06:56,822] Trial 28 finished with value: -11.330125741375724 and parameters: {'embedding_dim': 99, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 20 with value: -1.1371898217889391.
+[I 2025-12-18 00:07:05,213] Trial 29 finished with value: -7.279205678722093 and parameters: {'embedding_dim': 92, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 20 with value: -1.1371898217889391.
+[I 2025-12-18 00:07:15,153] Trial 30 finished with value: -59.24346837566517 and parameters: {'embedding_dim': 107, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 20 with value: -1.1371898217889391.
+[I 2025-12-18 00:07:23,592] Trial 31 finished with value: -20.186456097585324 and parameters: {'embedding_dim': 97, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 20 with value: -1.1371898217889391.
+[I 2025-12-18 00:07:31,963] Trial 32 finished with value: -157.92950912350673 and parameters: {'embedding_dim': 91, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 20 with value: -1.1371898217889391.
+[I 2025-12-18 00:07:42,747] Trial 33 finished with value: -4.816434472577101 and parameters: {'embedding_dim': 102, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 20 with value: -1.1371898217889391.
+[I 2025-12-18 00:07:51,190] Trial 34 finished with value: -2.6435762954034843 and parameters: {'embedding_dim': 97, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 20 with value: -1.1371898217889391.
+[I 2025-12-18 00:08:38,958] Trial 35 finished with value: -25.88412269359859 and parameters: {'embedding_dim': 109, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 20 with value: -1.1371898217889391.
+[I 2025-12-18 00:08:47,399] Trial 36 finished with value: -38.737409316595816 and parameters: {'embedding_dim': 101, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 20 with value: -1.1371898217889391.
+[I 2025-12-18 00:08:53,707] Trial 37 finished with value: -3.2522196260304863 and parameters: {'embedding_dim': 85, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 20 with value: -1.1371898217889391.
+[I 2025-12-18 00:09:00,186] Trial 38 finished with value: -12.174727321905145 and parameters: {'embedding_dim': 86, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 20 with value: -1.1371898217889391.
+[I 2025-12-18 00:09:04,696] Trial 39 finished with value: -145.49209120356088 and parameters: {'embedding_dim': 83, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 20 with value: -1.1371898217889391.
+[I 2025-12-18 00:09:41,809] Trial 40 finished with value: -2.8650419434844574 and parameters: {'embedding_dim': 114, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 20 with value: -1.1371898217889391.
+[I 2025-12-18 00:10:17,252] Trial 41 finished with value: -22.127286040537673 and parameters: {'embedding_dim': 115, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 20 with value: -1.1371898217889391.
+[I 2025-12-18 00:10:53,177] Trial 42 finished with value: -3.879909062456012 and parameters: {'embedding_dim': 128, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 20 with value: -1.1371898217889391.
+[I 2025-12-18 00:11:29,217] Trial 43 finished with value: -12.992750380593591 and parameters: {'embedding_dim': 121, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 20 with value: -1.1371898217889391.
+[I 2025-12-18 00:12:06,078] Trial 44 finished with value: -1.7932718365351543 and parameters: {'embedding_dim': 112, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 20 with value: -1.1371898217889391.
+[I 2025-12-18 00:12:27,927] Trial 45 finished with value: -14.148474016564174 and parameters: {'embedding_dim': 113, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 20 with value: -1.1371898217889391.
+[I 2025-12-18 00:13:03,822] Trial 46 finished with value: -37.55998313087252 and parameters: {'embedding_dim': 104, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 20 with value: -1.1371898217889391.
+[I 2025-12-18 00:13:40,545] Trial 47 finished with value: -17.390376352361006 and parameters: {'embedding_dim': 117, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 20 with value: -1.1371898217889391.
+[I 2025-12-18 00:14:32,207] Trial 48 finished with value: -4.2192700771149525 and parameters: {'embedding_dim': 122, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 20 with value: -1.1371898217889391.
+[I 2025-12-18 00:15:10,422] Trial 49 finished with value: -1.855131223203276 and parameters: {'embedding_dim': 110, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 20 with value: -1.1371898217889391.
+[I 2025-12-18 00:15:19,031] A new study created in memory with name: no-name-9610f15f-6091-4356-ba32-f4be4095706f
+[I 2025-12-18 00:15:39,134] Trial 0 finished with value: -1666.3289492578067 and parameters: {'embedding_dim': 466, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 0 with value: -1666.3289492578067.
+[I 2025-12-18 00:15:59,495] Trial 1 finished with value: -569.7218907353604 and parameters: {'embedding_dim': 168, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 1 with value: -569.7218907353604.
+[I 2025-12-18 00:16:25,716] Trial 2 finished with value: -509.2449264182973 and parameters: {'embedding_dim': 287, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 2 with value: -509.2449264182973.
+[I 2025-12-18 00:16:38,381] Trial 3 finished with value: -464.520414876552 and parameters: {'embedding_dim': 257, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 3 with value: -464.520414876552.
+[I 2025-12-18 00:17:11,475] Trial 4 finished with value: -878.6055666050323 and parameters: {'embedding_dim': 498, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 3 with value: -464.520414876552.
+[I 2025-12-18 00:17:31,708] Trial 5 finished with value: -427.04476224627945 and parameters: {'embedding_dim': 261, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 5 with value: -427.04476224627945.
+[I 2025-12-18 00:17:43,521] Trial 6 finished with value: -1161.518076452766 and parameters: {'embedding_dim': 442, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 5 with value: -427.04476224627945.
+[I 2025-12-18 00:18:10,006] Trial 7 finished with value: -218.59652466914238 and parameters: {'embedding_dim': 399, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 7 with value: -218.59652466914238.
+[I 2025-12-18 00:18:18,004] Trial 8 finished with value: -12966.059742493351 and parameters: {'embedding_dim': 312, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 7 with value: -218.59652466914238.
+[I 2025-12-18 00:18:37,258] Trial 9 finished with value: -1263.780191347888 and parameters: {'embedding_dim': 310, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 7 with value: -218.59652466914238.
+[I 2025-12-18 00:18:54,858] Trial 10 finished with value: -852.7340266408107 and parameters: {'embedding_dim': 383, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 7 with value: -218.59652466914238.
+[I 2025-12-18 00:19:07,533] Trial 11 finished with value: -3459.799969669406 and parameters: {'embedding_dim': 198, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 7 with value: -218.59652466914238.
+[I 2025-12-18 00:19:28,094] Trial 12 finished with value: -814.1726134118874 and parameters: {'embedding_dim': 386, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 7 with value: -218.59652466914238.
+[I 2025-12-18 00:20:00,471] Trial 13 finished with value: -683.6061747700678 and parameters: {'embedding_dim': 231, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 7 with value: -218.59652466914238.
+[I 2025-12-18 00:20:11,440] Trial 14 finished with value: -235.9959140090435 and parameters: {'embedding_dim': 393, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 7 with value: -218.59652466914238.
+[I 2025-12-18 00:20:32,021] Trial 15 finished with value: -872.1487173853466 and parameters: {'embedding_dim': 373, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 7 with value: -218.59652466914238.
+[I 2025-12-18 00:20:42,720] Trial 16 finished with value: -1543.71333509439 and parameters: {'embedding_dim': 411, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 7 with value: -218.59652466914238.
+[I 2025-12-18 00:20:54,063] Trial 17 finished with value: -1978.351371364047 and parameters: {'embedding_dim': 349, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 7 with value: -218.59652466914238.
+[I 2025-12-18 00:21:13,081] Trial 18 finished with value: -1836.8805762880318 and parameters: {'embedding_dim': 433, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 7 with value: -218.59652466914238.
+[I 2025-12-18 00:21:31,722] Trial 19 finished with value: -1576.4405164628863 and parameters: {'embedding_dim': 503, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 7 with value: -218.59652466914238.
+[I 2025-12-18 00:21:44,125] Trial 20 finished with value: -780.0675200857355 and parameters: {'embedding_dim': 344, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 7 with value: -218.59652466914238.
+[I 2025-12-18 00:22:05,369] Trial 21 finished with value: -1246.370305682246 and parameters: {'embedding_dim': 259, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 7 with value: -218.59652466914238.
+[I 2025-12-18 00:22:24,920] Trial 22 finished with value: -1137.9822417840892 and parameters: {'embedding_dim': 340, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 7 with value: -218.59652466914238.
+[I 2025-12-18 00:22:37,784] Trial 23 finished with value: -498.409127758515 and parameters: {'embedding_dim': 415, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 7 with value: -218.59652466914238.
+[I 2025-12-18 00:22:58,409] Trial 24 finished with value: -1232.7770124983754 and parameters: {'embedding_dim': 274, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 7 with value: -218.59652466914238.
+[I 2025-12-18 00:23:12,980] Trial 25 finished with value: -2615.322321757191 and parameters: {'embedding_dim': 141, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 7 with value: -218.59652466914238.
+[I 2025-12-18 00:23:31,713] Trial 26 finished with value: -160.00921259803954 and parameters: {'embedding_dim': 224, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 26 with value: -160.00921259803954.
+[I 2025-12-18 00:23:58,271] Trial 27 finished with value: -1168.284534017664 and parameters: {'embedding_dim': 217, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 26 with value: -160.00921259803954.
+[I 2025-12-18 00:24:06,399] Trial 28 finished with value: -559.4882594636057 and parameters: {'embedding_dim': 470, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 1}. Best is trial 26 with value: -160.00921259803954.
+[I 2025-12-18 00:24:17,850] Trial 29 finished with value: -2074.68881330807 and parameters: {'embedding_dim': 441, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 26 with value: -160.00921259803954.
+[I 2025-12-18 00:24:39,269] A new study created in memory with name: no-name-ed15c8bb-bcd0-45ee-a382-8f87adf85f7f
+[I 2025-12-18 00:24:52,040] Trial 0 finished with value: -32.61674818805686 and parameters: {'embedding_dim': 110, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 0 with value: -32.61674818805686.
+[I 2025-12-18 00:25:16,941] Trial 1 finished with value: -24.48815975003093 and parameters: {'embedding_dim': 99, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 1 with value: -24.48815975003093.
+[I 2025-12-18 00:25:28,103] Trial 2 finished with value: -9.68373348470197 and parameters: {'embedding_dim': 79, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 2 with value: -9.68373348470197.
+[I 2025-12-18 00:25:43,479] Trial 3 finished with value: -40.304805397393125 and parameters: {'embedding_dim': 68, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 2 with value: -9.68373348470197.
+[I 2025-12-18 00:26:10,841] Trial 4 finished with value: -14.732935432677738 and parameters: {'embedding_dim': 125, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 2 with value: -9.68373348470197.
+[I 2025-12-18 00:26:19,246] Trial 5 finished with value: -32.69551108104217 and parameters: {'embedding_dim': 82, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 2 with value: -9.68373348470197.
+[I 2025-12-18 00:26:27,524] Trial 6 finished with value: -63.040034399318195 and parameters: {'embedding_dim': 114, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 2 with value: -9.68373348470197.
+[I 2025-12-18 00:27:04,562] Trial 7 finished with value: -12.100411006445283 and parameters: {'embedding_dim': 104, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 2 with value: -9.68373348470197.
+[I 2025-12-18 00:27:11,757] Trial 8 finished with value: -77.8614610394087 and parameters: {'embedding_dim': 120, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 2 with value: -9.68373348470197.
+[I 2025-12-18 00:27:36,387] Trial 9 finished with value: -14.017072207416266 and parameters: {'embedding_dim': 114, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 2 with value: -9.68373348470197.
+[I 2025-12-18 00:28:01,635] Trial 10 finished with value: -111.84735400762143 and parameters: {'embedding_dim': 82, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 2 with value: -9.68373348470197.
+[I 2025-12-18 00:28:37,672] Trial 11 finished with value: -30.23523718104927 and parameters: {'embedding_dim': 93, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 2 with value: -9.68373348470197.
+[I 2025-12-18 00:29:14,056] Trial 12 finished with value: -4.1010746344101285 and parameters: {'embedding_dim': 64, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 12 with value: -4.1010746344101285.
+[I 2025-12-18 00:29:20,641] Trial 13 finished with value: -63.620572771704545 and parameters: {'embedding_dim': 64, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 12 with value: -4.1010746344101285.
+[I 2025-12-18 00:29:59,729] Trial 14 finished with value: -8.608336233579584 and parameters: {'embedding_dim': 74, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 12 with value: -4.1010746344101285.
+[I 2025-12-18 00:30:22,380] Trial 15 finished with value: -56.35443131149094 and parameters: {'embedding_dim': 73, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 12 with value: -4.1010746344101285.
+[I 2025-12-18 00:30:59,061] Trial 16 finished with value: -7.006719226865428 and parameters: {'embedding_dim': 73, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 12 with value: -4.1010746344101285.
+[I 2025-12-18 00:31:50,438] Trial 17 finished with value: -18.670899058684544 and parameters: {'embedding_dim': 88, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 12 with value: -4.1010746344101285.
+[I 2025-12-18 00:32:13,763] Trial 18 finished with value: -27.23839010569602 and parameters: {'embedding_dim': 64, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 12 with value: -4.1010746344101285.
+[I 2025-12-18 00:33:01,187] Trial 19 finished with value: -13.640264812743895 and parameters: {'embedding_dim': 72, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 12 with value: -4.1010746344101285.
+[I 2025-12-18 00:33:44,752] Trial 20 finished with value: -14.576631610583362 and parameters: {'embedding_dim': 89, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 12 with value: -4.1010746344101285.
+[I 2025-12-18 00:34:18,378] Trial 21 finished with value: -6.445748030828957 and parameters: {'embedding_dim': 76, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 12 with value: -4.1010746344101285.
+[I 2025-12-18 00:34:52,238] Trial 22 finished with value: -47.01014932019241 and parameters: {'embedding_dim': 78, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 12 with value: -4.1010746344101285.
+[I 2025-12-18 00:35:26,392] Trial 23 finished with value: -1.955702896502834 and parameters: {'embedding_dim': 69, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 23 with value: -1.955702896502834.
+[I 2025-12-18 00:36:00,102] Trial 24 finished with value: -49.14200680506109 and parameters: {'embedding_dim': 67, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 23 with value: -1.955702896502834.
+[I 2025-12-18 00:36:46,128] Trial 25 finished with value: -5.35858400087317 and parameters: {'embedding_dim': 86, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 23 with value: -1.955702896502834.
+[I 2025-12-18 00:37:31,896] Trial 26 finished with value: -35.46287822504689 and parameters: {'embedding_dim': 86, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 23 with value: -1.955702896502834.
+[I 2025-12-18 00:38:17,885] Trial 27 finished with value: -38.26862317879575 and parameters: {'embedding_dim': 95, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 23 with value: -1.955702896502834.
+[I 2025-12-18 00:39:04,099] Trial 28 finished with value: -18.933135707567473 and parameters: {'embedding_dim': 101, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 23 with value: -1.955702896502834.
+[I 2025-12-18 00:39:25,978] Trial 29 finished with value: -176.0196879546827 and parameters: {'embedding_dim': 68, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 23 with value: -1.955702896502834.
+[I 2025-12-18 00:39:47,138] Trial 30 finished with value: -25.311903814420685 and parameters: {'embedding_dim': 83, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 23 with value: -1.955702896502834.
+[I 2025-12-18 00:40:20,790] Trial 31 finished with value: -2.6799225389375985 and parameters: {'embedding_dim': 75, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 23 with value: -1.955702896502834.
+[I 2025-12-18 00:40:54,468] Trial 32 finished with value: -2.7501280267777872 and parameters: {'embedding_dim': 71, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 23 with value: -1.955702896502834.
+[I 2025-12-18 00:41:28,212] Trial 33 finished with value: -25.799752114886886 and parameters: {'embedding_dim': 71, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 23 with value: -1.955702896502834.
+[I 2025-12-18 00:42:02,201] Trial 34 finished with value: -27.836388891151202 and parameters: {'embedding_dim': 69, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 23 with value: -1.955702896502834.
+[I 2025-12-18 00:42:17,882] Trial 35 finished with value: -4.3052410700720705 and parameters: {'embedding_dim': 64, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 23 with value: -1.955702896502834.
+[I 2025-12-18 00:42:51,803] Trial 36 finished with value: -4.590513420317936 and parameters: {'embedding_dim': 78, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 23 with value: -1.955702896502834.
+[I 2025-12-18 00:42:58,129] Trial 37 finished with value: -22.465233334488232 and parameters: {'embedding_dim': 68, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 23 with value: -1.955702896502834.
+[I 2025-12-18 00:43:13,966] Trial 38 finished with value: -111.47757447909574 and parameters: {'embedding_dim': 76, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 23 with value: -1.955702896502834.
+[I 2025-12-18 00:43:35,528] Trial 39 finished with value: -2.294518506689887 and parameters: {'embedding_dim': 81, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 23 with value: -1.955702896502834.
+[I 2025-12-18 00:43:39,773] Trial 40 finished with value: -29.41808376922283 and parameters: {'embedding_dim': 82, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 23 with value: -1.955702896502834.
+[I 2025-12-18 00:44:01,363] Trial 41 finished with value: -8.303441594486522 and parameters: {'embedding_dim': 71, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 23 with value: -1.955702896502834.
+[I 2025-12-18 00:44:22,938] Trial 42 finished with value: -74.51088045246847 and parameters: {'embedding_dim': 80, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 23 with value: -1.955702896502834.
+[I 2025-12-18 00:44:56,405] Trial 43 finished with value: -5.014371247966849 and parameters: {'embedding_dim': 67, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 23 with value: -1.955702896502834.
+[I 2025-12-18 00:45:18,113] Trial 44 finished with value: -60.12223405782197 and parameters: {'embedding_dim': 75, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 23 with value: -1.955702896502834.
+[I 2025-12-18 00:45:51,884] Trial 45 finished with value: -50.324779536667684 and parameters: {'embedding_dim': 108, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 23 with value: -1.955702896502834.
+[I 2025-12-18 00:46:07,781] Trial 46 finished with value: -20.721954529736003 and parameters: {'embedding_dim': 69, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 23 with value: -1.955702896502834.
+[I 2025-12-18 00:46:12,185] Trial 47 finished with value: -1.4415049695075792 and parameters: {'embedding_dim': 65, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 47 with value: -1.4415049695075792.
+[I 2025-12-18 00:46:16,577] Trial 48 finished with value: -27.520353699810563 and parameters: {'embedding_dim': 127, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 47 with value: -1.4415049695075792.
+[I 2025-12-18 00:46:20,849] Trial 49 finished with value: -7.298584036926158 and parameters: {'embedding_dim': 79, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 47 with value: -1.4415049695075792.
+[I 2025-12-18 00:46:25,471] A new study created in memory with name: no-name-440f97c1-c9c2-4832-a540-119d2d894a89
+[I 2025-12-18 00:46:37,020] Trial 0 finished with value: -2197.432579896551 and parameters: {'embedding_dim': 444, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 0 with value: -2197.432579896551.
+[I 2025-12-18 00:47:18,226] Trial 1 finished with value: -91.56061192944284 and parameters: {'embedding_dim': 413, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 1 with value: -91.56061192944284.
+[I 2025-12-18 00:47:31,265] Trial 2 finished with value: -1990.1877764043313 and parameters: {'embedding_dim': 302, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 1 with value: -91.56061192944284.
+[I 2025-12-18 00:47:37,991] Trial 3 finished with value: -1401.131934720754 and parameters: {'embedding_dim': 416, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 1}. Best is trial 1 with value: -91.56061192944284.
+[I 2025-12-18 00:47:45,348] Trial 4 finished with value: -3967.231670707725 and parameters: {'embedding_dim': 492, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 1}. Best is trial 1 with value: -91.56061192944284.
+[I 2025-12-18 00:48:03,022] Trial 5 finished with value: -2689.99470153903 and parameters: {'embedding_dim': 308, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 1 with value: -91.56061192944284.
+[I 2025-12-18 00:48:54,656] Trial 6 finished with value: -387.93594342381573 and parameters: {'embedding_dim': 148, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 1 with value: -91.56061192944284.
+[I 2025-12-18 00:49:20,865] Trial 7 finished with value: -225.178893079802 and parameters: {'embedding_dim': 468, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 1 with value: -91.56061192944284.
+[I 2025-12-18 00:49:56,538] Trial 8 finished with value: -252.91465699887203 and parameters: {'embedding_dim': 471, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 1 with value: -91.56061192944284.
+[I 2025-12-18 00:50:06,183] Trial 9 finished with value: -7820.800258160754 and parameters: {'embedding_dim': 147, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 1}. Best is trial 1 with value: -91.56061192944284.
+[I 2025-12-18 00:50:41,249] Trial 10 finished with value: -453.00026681762995 and parameters: {'embedding_dim': 361, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 1 with value: -91.56061192944284.
+[I 2025-12-18 00:51:00,677] Trial 11 finished with value: -299.1581127503854 and parameters: {'embedding_dim': 400, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 1 with value: -91.56061192944284.
+[I 2025-12-18 00:51:23,955] Trial 12 finished with value: -569.1697274912224 and parameters: {'embedding_dim': 239, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 1 with value: -91.56061192944284.
+[I 2025-12-18 00:51:38,678] Trial 13 finished with value: -624.2050027584867 and parameters: {'embedding_dim': 496, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 1 with value: -91.56061192944284.
+[I 2025-12-18 00:52:18,709] Trial 14 finished with value: -210.8384183606134 and parameters: {'embedding_dim': 366, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 1 with value: -91.56061192944284.
+[I 2025-12-18 00:52:49,881] Trial 15 finished with value: -440.2754945597788 and parameters: {'embedding_dim': 378, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 1 with value: -91.56061192944284.
+[I 2025-12-18 00:53:32,221] Trial 16 finished with value: -448.7966361287803 and parameters: {'embedding_dim': 248, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 1 with value: -91.56061192944284.
+[I 2025-12-18 00:53:51,483] Trial 17 finished with value: -2227.306035766874 and parameters: {'embedding_dim': 343, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 1 with value: -91.56061192944284.
+[I 2025-12-18 00:54:26,298] Trial 18 finished with value: -2328.49547642221 and parameters: {'embedding_dim': 252, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 1 with value: -91.56061192944284.
+[I 2025-12-18 00:54:52,903] Trial 19 finished with value: -310.42054389961316 and parameters: {'embedding_dim': 423, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 1 with value: -91.56061192944284.
+[I 2025-12-18 00:55:30,180] Trial 20 finished with value: -412.4576015831885 and parameters: {'embedding_dim': 332, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 1 with value: -91.56061192944284.
+[I 2025-12-18 00:55:55,886] Trial 21 finished with value: -319.291854254781 and parameters: {'embedding_dim': 450, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 1 with value: -91.56061192944284.
+[I 2025-12-18 00:56:16,116] Trial 22 finished with value: -506.24372224766216 and parameters: {'embedding_dim': 392, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 1 with value: -91.56061192944284.
+[I 2025-12-18 00:56:47,879] Trial 23 finished with value: -81.03303497932845 and parameters: {'embedding_dim': 460, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 23 with value: -81.03303497932845.
+[I 2025-12-18 00:57:19,964] Trial 24 finished with value: -95.36059410169877 and parameters: {'embedding_dim': 438, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 23 with value: -81.03303497932845.
+[I 2025-12-18 00:57:55,832] Trial 25 finished with value: -308.4900257222346 and parameters: {'embedding_dim': 425, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 23 with value: -81.03303497932845.
+[I 2025-12-18 00:58:27,056] Trial 26 finished with value: -318.5274804526986 and parameters: {'embedding_dim': 506, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 23 with value: -81.03303497932845.
+[I 2025-12-18 00:59:01,331] Trial 27 finished with value: -38.674518485767 and parameters: {'embedding_dim': 457, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 27 with value: -38.674518485767.
+[I 2025-12-18 00:59:34,940] Trial 28 finished with value: -70.04613450428684 and parameters: {'embedding_dim': 470, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 27 with value: -38.674518485767.
+[I 2025-12-18 00:59:57,528] Trial 29 finished with value: -1419.315066659444 and parameters: {'embedding_dim': 467, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 27 with value: -38.674518485767.
+[I 2025-12-18 01:00:32,884] A new study created in memory with name: no-name-32310615-1994-4bfb-a91d-ad59ef38eaa2
+[I 2025-12-18 01:00:50,849] Trial 0 finished with value: -8.783187789586089 and parameters: {'embedding_dim': 66, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 0 with value: -8.783187789586089.
+[I 2025-12-18 01:01:01,539] Trial 1 finished with value: -38.60902258422841 and parameters: {'embedding_dim': 92, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 0 with value: -8.783187789586089.
+[I 2025-12-18 01:01:18,756] Trial 2 finished with value: -30.702950533970903 and parameters: {'embedding_dim': 116, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 0 with value: -8.783187789586089.
+[I 2025-12-18 01:01:54,942] Trial 3 finished with value: -0.24718006827076042 and parameters: {'embedding_dim': 122, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 3 with value: -0.24718006827076042.
+[I 2025-12-18 01:01:59,329] Trial 4 finished with value: -88.73379943759677 and parameters: {'embedding_dim': 113, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 3 with value: -0.24718006827076042.
+[I 2025-12-18 01:02:23,517] Trial 5 finished with value: -13.901136187265504 and parameters: {'embedding_dim': 96, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 3 with value: -0.24718006827076042.
+[I 2025-12-18 01:02:32,018] Trial 6 finished with value: -0.9532505975338019 and parameters: {'embedding_dim': 122, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 3 with value: -0.24718006827076042.
+[I 2025-12-18 01:02:38,456] Trial 7 finished with value: -2.070898055160728 and parameters: {'embedding_dim': 65, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 3 with value: -0.24718006827076042.
+[I 2025-12-18 01:02:50,645] Trial 8 finished with value: -108.4926413139208 and parameters: {'embedding_dim': 67, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 3 with value: -0.24718006827076042.
+[I 2025-12-18 01:03:06,865] Trial 9 finished with value: -0.48413470820276605 and parameters: {'embedding_dim': 78, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 3 with value: -0.24718006827076042.
+[I 2025-12-18 01:03:57,386] Trial 10 finished with value: -3.9274027283940405 and parameters: {'embedding_dim': 128, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 3 with value: -0.24718006827076042.
+[I 2025-12-18 01:04:31,373] Trial 11 finished with value: -12.998277705391821 and parameters: {'embedding_dim': 82, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 3 with value: -0.24718006827076042.
+[I 2025-12-18 01:05:07,267] Trial 12 finished with value: -1.2311436805676395 and parameters: {'embedding_dim': 83, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 3 with value: -0.24718006827076042.
+[I 2025-12-18 01:05:44,544] Trial 13 finished with value: -5.019672855122223 and parameters: {'embedding_dim': 110, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 3 with value: -0.24718006827076042.
+[I 2025-12-18 01:06:08,355] Trial 14 finished with value: -8.18329232257884 and parameters: {'embedding_dim': 104, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 3 with value: -0.24718006827076042.
+[I 2025-12-18 01:06:29,629] Trial 15 finished with value: -0.586779526766465 and parameters: {'embedding_dim': 82, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 3 with value: -0.24718006827076042.
+[I 2025-12-18 01:07:03,771] Trial 16 finished with value: -2.6059392775613843 and parameters: {'embedding_dim': 76, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 3 with value: -0.24718006827076042.
+[I 2025-12-18 01:07:25,324] Trial 17 finished with value: -40.34765359015458 and parameters: {'embedding_dim': 103, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 3 with value: -0.24718006827076042.
+[I 2025-12-18 01:08:01,925] Trial 18 finished with value: -10.68716387267657 and parameters: {'embedding_dim': 90, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 3 with value: -0.24718006827076042.
+[I 2025-12-18 01:08:06,321] Trial 19 finished with value: -47.38875335839017 and parameters: {'embedding_dim': 100, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 3 with value: -0.24718006827076042.
+[I 2025-12-18 01:08:40,344] Trial 20 finished with value: -0.5898467464477078 and parameters: {'embedding_dim': 77, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 3 with value: -0.24718006827076042.
+[I 2025-12-18 01:09:01,919] Trial 21 finished with value: -11.824750249720072 and parameters: {'embedding_dim': 74, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 3 with value: -0.24718006827076042.
+[I 2025-12-18 01:09:23,099] Trial 22 finished with value: -1.6268173532738563 and parameters: {'embedding_dim': 87, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 3 with value: -0.24718006827076042.
+[I 2025-12-18 01:09:44,408] Trial 23 finished with value: -4.420540178379612 and parameters: {'embedding_dim': 72, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 3 with value: -0.24718006827076042.
+[I 2025-12-18 01:10:02,070] Trial 24 finished with value: -14.468225031479239 and parameters: {'embedding_dim': 82, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 3 with value: -0.24718006827076042.
+[I 2025-12-18 01:10:17,985] Trial 25 finished with value: -9.454307764795715 and parameters: {'embedding_dim': 95, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 3 with value: -0.24718006827076042.
+[I 2025-12-18 01:10:39,290] Trial 26 finished with value: -0.46787092662508467 and parameters: {'embedding_dim': 85, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 3 with value: -0.24718006827076042.
+[I 2025-12-18 01:10:55,141] Trial 27 finished with value: -21.505130959608287 and parameters: {'embedding_dim': 88, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 3 with value: -0.24718006827076042.
+[I 2025-12-18 01:11:03,552] Trial 28 finished with value: -4.327558389434953 and parameters: {'embedding_dim': 108, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 3 with value: -0.24718006827076042.
+[I 2025-12-18 01:11:37,635] Trial 29 finished with value: -41.49985164521942 and parameters: {'embedding_dim': 70, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 3 with value: -0.24718006827076042.
+[I 2025-12-18 01:11:48,089] Trial 30 finished with value: -0.40383618546707845 and parameters: {'embedding_dim': 122, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 3 with value: -0.24718006827076042.
+[I 2025-12-18 01:11:58,375] Trial 31 finished with value: -45.10590100953589 and parameters: {'embedding_dim': 120, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 3 with value: -0.24718006827076042.
+[I 2025-12-18 01:12:08,610] Trial 32 finished with value: -18.02953029188513 and parameters: {'embedding_dim': 126, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 3 with value: -0.24718006827076042.
+[I 2025-12-18 01:12:18,845] Trial 33 finished with value: -7.944587509025975 and parameters: {'embedding_dim': 117, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 3 with value: -0.24718006827076042.
+[I 2025-12-18 01:12:29,329] Trial 34 finished with value: -7.704672459945581 and parameters: {'embedding_dim': 122, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 3 with value: -0.24718006827076042.
+[I 2025-12-18 01:12:45,225] Trial 35 finished with value: -11.723687112524818 and parameters: {'embedding_dim': 115, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 3 with value: -0.24718006827076042.
+[I 2025-12-18 01:12:55,539] Trial 36 finished with value: -75.44749341001604 and parameters: {'embedding_dim': 93, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 3 with value: -0.24718006827076042.
+[I 2025-12-18 01:13:01,942] Trial 37 finished with value: -194.66417270888604 and parameters: {'embedding_dim': 111, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 3 with value: -0.24718006827076042.
+[I 2025-12-18 01:13:17,880] Trial 38 finished with value: -1.2629644527608859 and parameters: {'embedding_dim': 86, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 3 with value: -0.24718006827076042.
+[I 2025-12-18 01:13:39,380] Trial 39 finished with value: -0.5750727701560874 and parameters: {'embedding_dim': 123, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 3 with value: -0.24718006827076042.
+[I 2025-12-18 01:13:45,802] Trial 40 finished with value: -21.554145698893784 and parameters: {'embedding_dim': 78, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 3 with value: -0.24718006827076042.
+[I 2025-12-18 01:14:07,320] Trial 41 finished with value: -2.4302411945971794 and parameters: {'embedding_dim': 124, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 3 with value: -0.24718006827076042.
+[I 2025-12-18 01:14:28,886] Trial 42 finished with value: -8.14512252766359 and parameters: {'embedding_dim': 118, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 3 with value: -0.24718006827076042.
+[I 2025-12-18 01:14:50,420] Trial 43 finished with value: -12.638090109605654 and parameters: {'embedding_dim': 128, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 3 with value: -0.24718006827076042.
+[I 2025-12-18 01:15:12,437] Trial 44 finished with value: -40.34814938873461 and parameters: {'embedding_dim': 121, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 3 with value: -0.24718006827076042.
+[I 2025-12-18 01:16:01,464] Trial 45 finished with value: -20.99083845633123 and parameters: {'embedding_dim': 113, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 3 with value: -0.24718006827076042.
+[I 2025-12-18 01:16:24,475] Trial 46 finished with value: -54.510593929717274 and parameters: {'embedding_dim': 125, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 3 with value: -0.24718006827076042.
+[I 2025-12-18 01:16:58,338] Trial 47 finished with value: -42.75613710510111 and parameters: {'embedding_dim': 99, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 3 with value: -0.24718006827076042.
+[I 2025-12-18 01:17:09,862] Trial 48 finished with value: -13.484166163331054 and parameters: {'embedding_dim': 107, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 3 with value: -0.24718006827076042.
+[I 2025-12-18 01:17:59,757] Trial 49 finished with value: -1.9646351611885775 and parameters: {'embedding_dim': 80, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 3 with value: -0.24718006827076042.
+[I 2025-12-18 01:18:35,683] A new study created in memory with name: no-name-b98fca19-c911-449e-a325-f01237cfdd11
+[I 2025-12-18 01:19:03,921] Trial 0 finished with value: -1617.2712005724663 and parameters: {'embedding_dim': 370, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 0 with value: -1617.2712005724663.
+[I 2025-12-18 01:19:36,573] Trial 1 finished with value: -139.32142452931558 and parameters: {'embedding_dim': 285, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 1 with value: -139.32142452931558.
+[I 2025-12-18 01:20:06,357] Trial 2 finished with value: -351.5041425618096 and parameters: {'embedding_dim': 467, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 1 with value: -139.32142452931558.
+[I 2025-12-18 01:20:18,212] Trial 3 finished with value: -217.93759435257167 and parameters: {'embedding_dim': 368, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 1 with value: -139.32142452931558.
+[I 2025-12-18 01:20:44,186] Trial 4 finished with value: -318.0460673264461 and parameters: {'embedding_dim': 281, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 1 with value: -139.32142452931558.
+[I 2025-12-18 01:21:26,673] Trial 5 finished with value: -427.84898725815566 and parameters: {'embedding_dim': 449, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 1 with value: -139.32142452931558.
+[I 2025-12-18 01:21:47,480] Trial 6 finished with value: -209.12746331449 and parameters: {'embedding_dim': 273, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 1 with value: -139.32142452931558.
+[I 2025-12-18 01:22:34,779] Trial 7 finished with value: -813.6998887528828 and parameters: {'embedding_dim': 408, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 1 with value: -139.32142452931558.
+[I 2025-12-18 01:22:50,932] Trial 8 finished with value: -761.4528892699975 and parameters: {'embedding_dim': 258, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 1 with value: -139.32142452931558.
+[I 2025-12-18 01:23:20,308] Trial 9 finished with value: -691.7066191558974 and parameters: {'embedding_dim': 476, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 1 with value: -139.32142452931558.
+[I 2025-12-18 01:23:52,786] Trial 10 finished with value: -1661.197339329162 and parameters: {'embedding_dim': 131, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 1 with value: -139.32142452931558.
+[I 2025-12-18 01:24:32,565] Trial 11 finished with value: -147.44308753073457 and parameters: {'embedding_dim': 215, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 1 with value: -139.32142452931558.
+[I 2025-12-18 01:25:10,994] Trial 12 finished with value: -267.7883022461658 and parameters: {'embedding_dim': 192, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 1 with value: -139.32142452931558.
+[I 2025-12-18 01:25:36,557] Trial 13 finished with value: -513.1670385564306 and parameters: {'embedding_dim': 205, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 1 with value: -139.32142452931558.
+[I 2025-12-18 01:26:11,507] Trial 14 finished with value: -81.06542268971909 and parameters: {'embedding_dim': 218, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 14 with value: -81.06542268971909.
+[I 2025-12-18 01:26:34,226] Trial 15 finished with value: -70.20910700755292 and parameters: {'embedding_dim': 347, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 15 with value: -70.20910700755292.
+[I 2025-12-18 01:26:57,552] Trial 16 finished with value: -569.334030421028 and parameters: {'embedding_dim': 340, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 15 with value: -70.20910700755292.
+[I 2025-12-18 01:27:21,805] Trial 17 finished with value: -36.909101182778464 and parameters: {'embedding_dim': 138, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 17 with value: -36.909101182778464.
+[I 2025-12-18 01:27:46,254] Trial 18 finished with value: -1886.0573702182342 and parameters: {'embedding_dim': 414, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 17 with value: -36.909101182778464.
+[I 2025-12-18 01:28:29,186] Trial 19 finished with value: -2066.098243732795 and parameters: {'embedding_dim': 154, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 17 with value: -36.909101182778464.
+[I 2025-12-18 01:28:45,540] Trial 20 finished with value: -2459.249405735797 and parameters: {'embedding_dim': 512, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 1}. Best is trial 17 with value: -36.909101182778464.
+[I 2025-12-18 01:29:17,089] Trial 21 finished with value: -31.156421732509784 and parameters: {'embedding_dim': 168, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 21 with value: -31.156421732509784.
+[I 2025-12-18 01:29:51,330] Trial 22 finished with value: -79.37752182928756 and parameters: {'embedding_dim': 168, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 21 with value: -31.156421732509784.
+[I 2025-12-18 01:30:14,921] Trial 23 finished with value: -296.3803732035466 and parameters: {'embedding_dim': 318, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 21 with value: -31.156421732509784.
+[I 2025-12-18 01:30:39,128] Trial 24 finished with value: -316.9926826054952 and parameters: {'embedding_dim': 136, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 21 with value: -31.156421732509784.
+[I 2025-12-18 01:31:12,483] Trial 25 finished with value: -559.0471531974895 and parameters: {'embedding_dim': 179, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 21 with value: -31.156421732509784.
+[I 2025-12-18 01:31:34,904] Trial 26 finished with value: -392.8716143672431 and parameters: {'embedding_dim': 249, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 21 with value: -31.156421732509784.
+[I 2025-12-18 01:32:06,423] Trial 27 finished with value: -114.65495933408444 and parameters: {'embedding_dim': 327, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 21 with value: -31.156421732509784.
+[I 2025-12-18 01:32:34,727] Trial 28 finished with value: -4352.475582750155 and parameters: {'embedding_dim': 236, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 21 with value: -31.156421732509784.
+[I 2025-12-18 01:32:44,238] Trial 29 finished with value: -595.6914503464733 and parameters: {'embedding_dim': 383, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 21 with value: -31.156421732509784.
+[I 2025-12-18 01:33:15,980] A new study created in memory with name: no-name-4b8ad854-5a27-4b6c-bc17-92f7cfeb73a3
+[I 2025-12-18 01:33:49,694] Trial 0 finished with value: -4.3247428176326395 and parameters: {'embedding_dim': 82, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 0 with value: -4.3247428176326395.
+[I 2025-12-18 01:34:11,639] Trial 1 finished with value: -28.262188560020313 and parameters: {'embedding_dim': 100, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 0 with value: -4.3247428176326395.
+[I 2025-12-18 01:34:33,478] Trial 2 finished with value: -31.81342894117747 and parameters: {'embedding_dim': 72, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 0 with value: -4.3247428176326395.
+[I 2025-12-18 01:35:07,333] Trial 3 finished with value: -81.76676217677192 and parameters: {'embedding_dim': 78, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 0 with value: -4.3247428176326395.
+[I 2025-12-18 01:35:22,989] Trial 4 finished with value: -10.858408193341537 and parameters: {'embedding_dim': 77, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 0 with value: -4.3247428176326395.
+[I 2025-12-18 01:35:38,585] Trial 5 finished with value: -42.01921696310425 and parameters: {'embedding_dim': 80, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 0 with value: -4.3247428176326395.
+[I 2025-12-18 01:35:59,672] Trial 6 finished with value: -61.27172173811515 and parameters: {'embedding_dim': 84, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 0 with value: -4.3247428176326395.
+[I 2025-12-18 01:36:15,187] Trial 7 finished with value: -15.03242107371713 and parameters: {'embedding_dim': 78, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 0 with value: -4.3247428176326395.
+[I 2025-12-18 01:36:36,657] Trial 8 finished with value: -62.97068544048966 and parameters: {'embedding_dim': 123, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 0 with value: -4.3247428176326395.
+[I 2025-12-18 01:36:42,884] Trial 9 finished with value: -21.122077299107602 and parameters: {'embedding_dim': 106, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 0 with value: -4.3247428176326395.
+[I 2025-12-18 01:36:51,521] Trial 10 finished with value: -16.505793827030843 and parameters: {'embedding_dim': 65, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 0 with value: -4.3247428176326395.
+[I 2025-12-18 01:37:12,545] Trial 11 finished with value: -67.83425509283379 and parameters: {'embedding_dim': 90, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 0 with value: -4.3247428176326395.
+[I 2025-12-18 01:37:48,228] Trial 12 finished with value: -48.237976012453366 and parameters: {'embedding_dim': 94, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 0 with value: -4.3247428176326395.
+[I 2025-12-18 01:38:04,804] Trial 13 finished with value: -25.336277807882915 and parameters: {'embedding_dim': 64, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 0 with value: -4.3247428176326395.
+[I 2025-12-18 01:38:10,632] Trial 14 finished with value: -7.305096663754778 and parameters: {'embedding_dim': 109, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 0 with value: -4.3247428176326395.
+[I 2025-12-18 01:38:14,982] Trial 15 finished with value: -322.1613457360079 and parameters: {'embedding_dim': 112, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 0 with value: -4.3247428176326395.
+[I 2025-12-18 01:38:20,358] Trial 16 finished with value: -104.4187025430369 and parameters: {'embedding_dim': 118, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 0 with value: -4.3247428176326395.
+[I 2025-12-18 01:38:24,749] Trial 17 finished with value: -4.82019200685102 and parameters: {'embedding_dim': 128, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 0 with value: -4.3247428176326395.
+[I 2025-12-18 01:39:12,489] Trial 18 finished with value: -4.009839393848617 and parameters: {'embedding_dim': 128, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 18 with value: -4.009839393848617.
+[I 2025-12-18 01:40:02,669] Trial 19 finished with value: -9.192984633109601 and parameters: {'embedding_dim': 88, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 18 with value: -4.009839393848617.
+[I 2025-12-18 01:40:53,323] Trial 20 finished with value: -7.024111073494152 and parameters: {'embedding_dim': 101, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 18 with value: -4.009839393848617.
+[I 2025-12-18 01:41:44,184] Trial 21 finished with value: -24.405854998912872 and parameters: {'embedding_dim': 128, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 18 with value: -4.009839393848617.
+[I 2025-12-18 01:41:50,436] Trial 22 finished with value: -19.892949195600174 and parameters: {'embedding_dim': 120, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 18 with value: -4.009839393848617.
+[I 2025-12-18 01:42:13,191] Trial 23 finished with value: -69.12113758103612 and parameters: {'embedding_dim': 127, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 18 with value: -4.009839393848617.
+[I 2025-12-18 01:43:01,579] Trial 24 finished with value: -6.15096053196064 and parameters: {'embedding_dim': 114, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 18 with value: -4.009839393848617.
+[I 2025-12-18 01:43:07,848] Trial 25 finished with value: -6.920653694622958 and parameters: {'embedding_dim': 123, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 18 with value: -4.009839393848617.
+[I 2025-12-18 01:43:31,614] Trial 26 finished with value: -37.22145011698815 and parameters: {'embedding_dim': 116, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 18 with value: -4.009839393848617.
+[I 2025-12-18 01:43:39,961] Trial 27 finished with value: -34.5575647049197 and parameters: {'embedding_dim': 104, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 18 with value: -4.009839393848617.
+[I 2025-12-18 01:44:14,608] Trial 28 finished with value: -35.50342951165787 and parameters: {'embedding_dim': 71, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 18 with value: -4.009839393848617.
+[I 2025-12-18 01:44:37,387] Trial 29 finished with value: -99.45426411642609 and parameters: {'embedding_dim': 97, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 18 with value: -4.009839393848617.
+[I 2025-12-18 01:44:44,990] Trial 30 finished with value: -78.50754486152097 and parameters: {'embedding_dim': 124, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 18 with value: -4.009839393848617.
+[I 2025-12-18 01:45:32,488] Trial 31 finished with value: -7.472548325907992 and parameters: {'embedding_dim': 114, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 18 with value: -4.009839393848617.
+[I 2025-12-18 01:46:21,992] Trial 32 finished with value: -9.167041864946821 and parameters: {'embedding_dim': 120, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 18 with value: -4.009839393848617.
+[I 2025-12-18 01:47:08,985] Trial 33 finished with value: -15.755906500432653 and parameters: {'embedding_dim': 128, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 18 with value: -4.009839393848617.
+[I 2025-12-18 01:47:54,912] Trial 34 finished with value: -61.76792570096998 and parameters: {'embedding_dim': 110, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 18 with value: -4.009839393848617.
+[I 2025-12-18 01:48:40,783] Trial 35 finished with value: -54.831552867213006 and parameters: {'embedding_dim': 124, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 18 with value: -4.009839393848617.
+[I 2025-12-18 01:49:14,515] Trial 36 finished with value: -43.703518511799636 and parameters: {'embedding_dim': 73, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 18 with value: -4.009839393848617.
+[I 2025-12-18 01:50:00,366] Trial 37 finished with value: -50.66076555840163 and parameters: {'embedding_dim': 82, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 18 with value: -4.009839393848617.
+[I 2025-12-18 01:50:21,941] Trial 38 finished with value: -77.4391679770988 and parameters: {'embedding_dim': 118, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 18 with value: -4.009839393848617.
+[I 2025-12-18 01:50:37,433] Trial 39 finished with value: -9.853592955453571 and parameters: {'embedding_dim': 88, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 18 with value: -4.009839393848617.
+[I 2025-12-18 01:51:23,314] Trial 40 finished with value: -31.446621864208666 and parameters: {'embedding_dim': 106, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 18 with value: -4.009839393848617.
+[I 2025-12-18 01:51:29,853] Trial 41 finished with value: -37.31438149024697 and parameters: {'embedding_dim': 123, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 18 with value: -4.009839393848617.
+[I 2025-12-18 01:51:36,142] Trial 42 finished with value: -30.39113691033162 and parameters: {'embedding_dim': 121, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 18 with value: -4.009839393848617.
+[I 2025-12-18 01:51:42,609] Trial 43 finished with value: -13.769416364120286 and parameters: {'embedding_dim': 124, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 18 with value: -4.009839393848617.
+[I 2025-12-18 01:51:49,006] Trial 44 finished with value: -23.88353289851438 and parameters: {'embedding_dim': 126, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 18 with value: -4.009839393848617.
+[I 2025-12-18 01:51:55,555] Trial 45 finished with value: -2.737514008753448 and parameters: {'embedding_dim': 93, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 45 with value: -2.737514008753448.
+[I 2025-12-18 01:52:11,150] Trial 46 finished with value: -16.755885054903914 and parameters: {'embedding_dim': 93, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 45 with value: -2.737514008753448.
+[I 2025-12-18 01:52:17,535] Trial 47 finished with value: -219.5302222794421 and parameters: {'embedding_dim': 84, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 45 with value: -2.737514008753448.
+[I 2025-12-18 01:52:22,014] Trial 48 finished with value: -53.2386783775978 and parameters: {'embedding_dim': 97, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 45 with value: -2.737514008753448.
+[I 2025-12-18 01:52:43,429] Trial 49 finished with value: -82.86072220972684 and parameters: {'embedding_dim': 101, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 45 with value: -2.737514008753448.
+[I 2025-12-18 01:52:49,803] A new study created in memory with name: no-name-c19e6d08-f458-4f34-ad1e-d7d0494125c5
+[I 2025-12-18 01:53:05,341] Trial 0 finished with value: -359.8501307879072 and parameters: {'embedding_dim': 257, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 1}. Best is trial 0 with value: -359.8501307879072.
+[I 2025-12-18 01:53:27,638] Trial 1 finished with value: -618.7874109012369 and parameters: {'embedding_dim': 467, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 0 with value: -359.8501307879072.
+[I 2025-12-18 01:53:54,691] Trial 2 finished with value: -5257.240215657796 and parameters: {'embedding_dim': 264, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 0 with value: -359.8501307879072.
+[I 2025-12-18 01:54:06,524] Trial 3 finished with value: -165.4196489135433 and parameters: {'embedding_dim': 142, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 3 with value: -165.4196489135433.
+[I 2025-12-18 01:54:15,825] Trial 4 finished with value: -2753.484098245553 and parameters: {'embedding_dim': 189, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 3 with value: -165.4196489135433.
+[I 2025-12-18 01:55:00,210] Trial 5 finished with value: -601.3313430625603 and parameters: {'embedding_dim': 381, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 3 with value: -165.4196489135433.
+[I 2025-12-18 01:55:15,739] Trial 6 finished with value: -592.1128026515848 and parameters: {'embedding_dim': 441, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 3 with value: -165.4196489135433.
+[I 2025-12-18 01:55:24,754] Trial 7 finished with value: -1677.5412051718731 and parameters: {'embedding_dim': 427, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 3 with value: -165.4196489135433.
+[I 2025-12-18 01:56:06,744] Trial 8 finished with value: -5460.844572068998 and parameters: {'embedding_dim': 171, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 3 with value: -165.4196489135433.
+[I 2025-12-18 01:56:27,937] Trial 9 finished with value: -490.15277148673306 and parameters: {'embedding_dim': 230, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 3 with value: -165.4196489135433.
+[I 2025-12-18 01:57:24,164] Trial 10 finished with value: -205.33052018979984 and parameters: {'embedding_dim': 136, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 3 with value: -165.4196489135433.
+[I 2025-12-18 01:58:19,962] Trial 11 finished with value: -189.67360161268437 and parameters: {'embedding_dim': 144, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 3 with value: -165.4196489135433.
+[I 2025-12-18 01:59:30,577] Trial 12 finished with value: -489.16780749495547 and parameters: {'embedding_dim': 129, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 3 with value: -165.4196489135433.
+[I 2025-12-18 02:00:12,602] Trial 13 finished with value: -71.67478123001153 and parameters: {'embedding_dim': 317, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 13 with value: -71.67478123001153.
+[I 2025-12-18 02:00:34,950] Trial 14 finished with value: -1073.2197394004536 and parameters: {'embedding_dim': 333, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 13 with value: -71.67478123001153.
+[I 2025-12-18 02:00:47,530] Trial 15 finished with value: -1083.812189526821 and parameters: {'embedding_dim': 323, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 13 with value: -71.67478123001153.
+[I 2025-12-18 02:01:29,749] Trial 16 finished with value: -899.4061449932377 and parameters: {'embedding_dim': 512, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 13 with value: -71.67478123001153.
+[I 2025-12-18 02:02:39,649] Trial 17 finished with value: -21.621585401178177 and parameters: {'embedding_dim': 225, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 17 with value: -21.621585401178177.
+[I 2025-12-18 02:03:50,840] Trial 18 finished with value: -99.38152694403894 and parameters: {'embedding_dim': 280, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 17 with value: -21.621585401178177.
+[I 2025-12-18 02:05:00,442] Trial 19 finished with value: -1100.8386174671718 and parameters: {'embedding_dim': 363, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 17 with value: -21.621585401178177.
+[I 2025-12-18 02:05:55,919] Trial 20 finished with value: -11.009598165391504 and parameters: {'embedding_dim': 217, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 20 with value: -11.009598165391504.
+[I 2025-12-18 02:06:51,195] Trial 21 finished with value: -1131.8666413260341 and parameters: {'embedding_dim': 211, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 20 with value: -11.009598165391504.
+[I 2025-12-18 02:08:11,853] Trial 22 finished with value: -455.9110903347115 and parameters: {'embedding_dim': 290, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 20 with value: -11.009598165391504.
+[I 2025-12-18 02:09:23,804] Trial 23 finished with value: -200.51829917068673 and parameters: {'embedding_dim': 206, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 20 with value: -11.009598165391504.
+[I 2025-12-18 02:10:25,116] Trial 24 finished with value: -454.0432023686247 and parameters: {'embedding_dim': 238, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 20 with value: -11.009598165391504.
+[I 2025-12-18 02:11:41,242] Trial 25 finished with value: -550.8555339726977 and parameters: {'embedding_dim': 288, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 20 with value: -11.009598165391504.
+[I 2025-12-18 02:12:05,732] Trial 26 finished with value: -468.5036476429714 and parameters: {'embedding_dim': 357, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 20 with value: -11.009598165391504.
+[I 2025-12-18 02:13:11,235] Trial 27 finished with value: -1311.5347703634914 and parameters: {'embedding_dim': 177, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 20 with value: -11.009598165391504.
+[I 2025-12-18 02:14:09,109] Trial 28 finished with value: -489.7679319623506 and parameters: {'embedding_dim': 235, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 20 with value: -11.009598165391504.
+[I 2025-12-18 02:14:50,839] Trial 29 finished with value: -544.5075207113041 and parameters: {'embedding_dim': 314, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 20 with value: -11.009598165391504.
+Processing ../../data/data_for_modeling/incheon_train.csv: Optimizing CTGAN for class 1...
+Saved CTGAN model for class 0: ../save_model/oversampling_models/smotenc_ctgan_10000_1_incheon_class0.pkl
+Saved CTGAN model for class 1: ../save_model/oversampling_models/smotenc_ctgan_10000_1_incheon_class1.pkl
+Saved augmented data only ../../data/data_oversampled/augmented_only/smotenc_ctgan10000_1_incheon.csv: Class 0=9660 | Class 1=9755
+Saved ../../data/data_oversampled/smotenc_ctgan10000/smotenc_ctgan10000_1_incheon.csv: Class 0=9660 | Class 1=9755 | Class 2=14554
+Processing ../../data/data_for_modeling/seoul_train.csv: Optimizing CTGAN for class 0...
+Processing ../../data/data_for_modeling/seoul_train.csv: Optimizing CTGAN for class 1...
+Saved CTGAN model for class 0: ../save_model/oversampling_models/smotenc_ctgan_10000_1_seoul_class0.pkl
+Saved CTGAN model for class 1: ../save_model/oversampling_models/smotenc_ctgan_10000_1_seoul_class1.pkl
+Saved augmented data only ../../data/data_oversampled/augmented_only/smotenc_ctgan10000_1_seoul.csv: Class 0=10462 | Class 1=9312
+Saved ../../data/data_oversampled/smotenc_ctgan10000/smotenc_ctgan10000_1_seoul.csv: Class 0=10462 | Class 1=9312 | Class 2=15676
+Processing ../../data/data_for_modeling/busan_train.csv: Optimizing CTGAN for class 0...
+Processing ../../data/data_for_modeling/busan_train.csv: Optimizing CTGAN for class 1...
+Saved CTGAN model for class 0: ../save_model/oversampling_models/smotenc_ctgan_10000_1_busan_class0.pkl
+Saved CTGAN model for class 1: ../save_model/oversampling_models/smotenc_ctgan_10000_1_busan_class1.pkl
+Saved augmented data only ../../data/data_oversampled/augmented_only/smotenc_ctgan10000_1_busan.csv: Class 0=10301 | Class 1=9250
+Saved ../../data/data_oversampled/smotenc_ctgan10000/smotenc_ctgan10000_1_busan.csv: Class 0=10301 | Class 1=9250 | Class 2=16492
+Processing ../../data/data_for_modeling/daegu_train.csv: Optimizing CTGAN for class 0...
+Processing ../../data/data_for_modeling/daegu_train.csv: Optimizing CTGAN for class 1...
+Saved CTGAN model for class 0: ../save_model/oversampling_models/smotenc_ctgan_10000_1_daegu_class0.pkl
+Saved CTGAN model for class 1: ../save_model/oversampling_models/smotenc_ctgan_10000_1_daegu_class1.pkl
+Saved augmented data only ../../data/data_oversampled/augmented_only/smotenc_ctgan10000_1_daegu.csv: Class 0=10327 | Class 1=9480
+Saved ../../data/data_oversampled/smotenc_ctgan10000/smotenc_ctgan10000_1_daegu.csv: Class 0=10327 | Class 1=9480 | Class 2=16582
+Processing ../../data/data_for_modeling/daejeon_train.csv: Optimizing CTGAN for class 0...
+Processing ../../data/data_for_modeling/daejeon_train.csv: Optimizing CTGAN for class 1...
+Saved CTGAN model for class 0: ../save_model/oversampling_models/smotenc_ctgan_10000_1_daejeon_class0.pkl
+Saved CTGAN model for class 1: ../save_model/oversampling_models/smotenc_ctgan_10000_1_daejeon_class1.pkl
+Saved augmented data only ../../data/data_oversampled/augmented_only/smotenc_ctgan10000_1_daejeon.csv: Class 0=9911 | Class 1=9398
+Saved ../../data/data_oversampled/smotenc_ctgan10000/smotenc_ctgan10000_1_daejeon.csv: Class 0=9911 | Class 1=9398 | Class 2=15441
+Processing ../../data/data_for_modeling/gwangju_train.csv: Optimizing CTGAN for class 0...
+Processing ../../data/data_for_modeling/gwangju_train.csv: Optimizing CTGAN for class 1...
+Saved CTGAN model for class 0: ../save_model/oversampling_models/smotenc_ctgan_10000_1_gwangju_class0.pkl
+Saved CTGAN model for class 1: ../save_model/oversampling_models/smotenc_ctgan_10000_1_gwangju_class1.pkl
+Saved augmented data only ../../data/data_oversampled/augmented_only/smotenc_ctgan10000_1_gwangju.csv: Class 0=9550 | Class 1=9696
+Saved ../../data/data_oversampled/smotenc_ctgan10000/smotenc_ctgan10000_1_gwangju.csv: Class 0=9550 | Class 1=9696 | Class 2=15692
+
+Running smotenc_ctgan_sample_10000_2.py...
+/opt/conda/envs/py39/lib/python3.9/site-packages/sklearn/base.py:484: FutureWarning: `BaseEstimator._check_n_features` is deprecated in 1.6 and will be removed in 1.7. Use `sklearn.utils.validation._check_n_features` instead.
+  warnings.warn(
+/opt/conda/envs/py39/lib/python3.9/site-packages/sklearn/base.py:493: FutureWarning: `BaseEstimator._check_feature_names` is deprecated in 1.6 and will be removed in 1.7. Use `sklearn.utils.validation._check_feature_names` instead.
+  warnings.warn(
+[I 2025-12-18 02:15:54,386] A new study created in memory with name: no-name-f8b0e203-a10d-48c3-8631-513ef433b5e3
+Using device: cuda
+Processing ../../data/data_for_modeling/incheon_train.csv: Optimizing CTGAN for class 0...
+[I 2025-12-18 02:16:10,515] Trial 0 finished with value: -8.41700246450705 and parameters: {'embedding_dim': 114, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 0 with value: -8.41700246450705.
+[I 2025-12-18 02:16:26,368] Trial 1 finished with value: -13.188191340058518 and parameters: {'embedding_dim': 111, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 0 with value: -8.41700246450705.
+[I 2025-12-18 02:16:36,908] Trial 2 finished with value: -8.181814665774565 and parameters: {'embedding_dim': 94, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 2 with value: -8.181814665774565.
+[I 2025-12-18 02:16:45,638] Trial 3 finished with value: -107.27997735538146 and parameters: {'embedding_dim': 116, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 2 with value: -8.181814665774565.
+[I 2025-12-18 02:17:09,952] Trial 4 finished with value: -4.552698810281637 and parameters: {'embedding_dim': 122, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 4 with value: -4.552698810281637.
+[I 2025-12-18 02:17:31,550] Trial 5 finished with value: -9.65264843838187 and parameters: {'embedding_dim': 116, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 4 with value: -4.552698810281637.
+[I 2025-12-18 02:17:53,285] Trial 6 finished with value: -595.9120687033727 and parameters: {'embedding_dim': 91, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 4 with value: -4.552698810281637.
+[I 2025-12-18 02:18:16,582] Trial 7 finished with value: -20.19091141006728 and parameters: {'embedding_dim': 115, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 4 with value: -4.552698810281637.
+[I 2025-12-18 02:19:03,467] Trial 8 finished with value: -10.577879268170769 and parameters: {'embedding_dim': 74, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 4 with value: -4.552698810281637.
+[I 2025-12-18 02:19:38,962] Trial 9 finished with value: -7.484610071193634 and parameters: {'embedding_dim': 91, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 4 with value: -4.552698810281637.
+[I 2025-12-18 02:19:45,661] Trial 10 finished with value: -0.5219835586266215 and parameters: {'embedding_dim': 127, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 10 with value: -0.5219835586266215.
+[I 2025-12-18 02:19:52,024] Trial 11 finished with value: -413.1709831121142 and parameters: {'embedding_dim': 128, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 10 with value: -0.5219835586266215.
+[I 2025-12-18 02:19:58,358] Trial 12 finished with value: -10.636539607727418 and parameters: {'embedding_dim': 127, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 10 with value: -0.5219835586266215.
+[I 2025-12-18 02:20:07,098] Trial 13 finished with value: -237.4818873400115 and parameters: {'embedding_dim': 104, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 10 with value: -0.5219835586266215.
+[I 2025-12-18 02:20:15,196] Trial 14 finished with value: -145.57480504197383 and parameters: {'embedding_dim': 67, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 10 with value: -0.5219835586266215.
+[I 2025-12-18 02:20:36,952] Trial 15 finished with value: -2.7382701095127526 and parameters: {'embedding_dim': 124, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 10 with value: -0.5219835586266215.
+[I 2025-12-18 02:20:45,316] Trial 16 finished with value: -0.877247998275397 and parameters: {'embedding_dim': 102, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 10 with value: -0.5219835586266215.
+[I 2025-12-18 02:20:53,754] Trial 17 finished with value: -23.967550501397866 and parameters: {'embedding_dim': 83, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 10 with value: -0.5219835586266215.
+[I 2025-12-18 02:21:03,545] Trial 18 finished with value: -3.8319132201572597 and parameters: {'embedding_dim': 104, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 10 with value: -0.5219835586266215.
+[I 2025-12-18 02:21:10,857] Trial 19 finished with value: -218.91881754392713 and parameters: {'embedding_dim': 103, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 10 with value: -0.5219835586266215.
+[I 2025-12-18 02:21:19,195] Trial 20 finished with value: -12.403720812685368 and parameters: {'embedding_dim': 81, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 10 with value: -0.5219835586266215.
+[I 2025-12-18 02:21:25,689] Trial 21 finished with value: -24.54435022820978 and parameters: {'embedding_dim': 122, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 10 with value: -0.5219835586266215.
+[I 2025-12-18 02:22:13,444] Trial 22 finished with value: -102.74357144873738 and parameters: {'embedding_dim': 122, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 10 with value: -0.5219835586266215.
+[I 2025-12-18 02:22:24,045] Trial 23 finished with value: -352.1994513658928 and parameters: {'embedding_dim': 108, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 10 with value: -0.5219835586266215.
+[I 2025-12-18 02:22:30,730] Trial 24 finished with value: -9.349046805949058 and parameters: {'embedding_dim': 122, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 10 with value: -0.5219835586266215.
+[I 2025-12-18 02:23:06,348] Trial 25 finished with value: -1.3093578936560566 and parameters: {'embedding_dim': 101, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 10 with value: -0.5219835586266215.
+[I 2025-12-18 02:23:13,021] Trial 26 finished with value: -2.1769535123528367 and parameters: {'embedding_dim': 99, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 10 with value: -0.5219835586266215.
+[I 2025-12-18 02:23:19,656] Trial 27 finished with value: -13.954636214527918 and parameters: {'embedding_dim': 85, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 10 with value: -0.5219835586266215.
+[I 2025-12-18 02:23:35,494] Trial 28 finished with value: -18.75866451361236 and parameters: {'embedding_dim': 98, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 10 with value: -0.5219835586266215.
+[I 2025-12-18 02:24:23,005] Trial 29 finished with value: -405.5623322728198 and parameters: {'embedding_dim': 109, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 10 with value: -0.5219835586266215.
+[I 2025-12-18 02:24:40,465] Trial 30 finished with value: -57.73902086899987 and parameters: {'embedding_dim': 77, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 10 with value: -0.5219835586266215.
+[I 2025-12-18 02:24:47,059] Trial 31 finished with value: -5.58685321240416 and parameters: {'embedding_dim': 97, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 10 with value: -0.5219835586266215.
+[I 2025-12-18 02:24:53,345] Trial 32 finished with value: -15.06079351317478 and parameters: {'embedding_dim': 101, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 10 with value: -0.5219835586266215.
+[I 2025-12-18 02:24:59,985] Trial 33 finished with value: -10.2804131360061 and parameters: {'embedding_dim': 89, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 10 with value: -0.5219835586266215.
+[I 2025-12-18 02:25:06,299] Trial 34 finished with value: -13.539456305386746 and parameters: {'embedding_dim': 94, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 10 with value: -0.5219835586266215.
+[I 2025-12-18 02:25:21,965] Trial 35 finished with value: -7.975765936485658 and parameters: {'embedding_dim': 113, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 10 with value: -0.5219835586266215.
+[I 2025-12-18 02:25:29,965] Trial 36 finished with value: -43.363045969550946 and parameters: {'embedding_dim': 107, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 10 with value: -0.5219835586266215.
+[I 2025-12-18 02:26:18,425] Trial 37 finished with value: -76.84212369489298 and parameters: {'embedding_dim': 99, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 10 with value: -0.5219835586266215.
+[I 2025-12-18 02:26:22,877] Trial 38 finished with value: -62.14528656802117 and parameters: {'embedding_dim': 94, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 10 with value: -0.5219835586266215.
+[I 2025-12-18 02:26:56,934] Trial 39 finished with value: -105.17764938311204 and parameters: {'embedding_dim': 118, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 10 with value: -0.5219835586266215.
+[I 2025-12-18 02:27:12,707] Trial 40 finished with value: -38.20178650458324 and parameters: {'embedding_dim': 87, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 10 with value: -0.5219835586266215.
+[I 2025-12-18 02:27:34,815] Trial 41 finished with value: -23.306629557474174 and parameters: {'embedding_dim': 126, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 10 with value: -0.5219835586266215.
+[I 2025-12-18 02:27:56,742] Trial 42 finished with value: -7.291292373466412 and parameters: {'embedding_dim': 119, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 10 with value: -0.5219835586266215.
+[I 2025-12-18 02:28:18,493] Trial 43 finished with value: -439.97667907073884 and parameters: {'embedding_dim': 113, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 10 with value: -0.5219835586266215.
+[I 2025-12-18 02:28:40,195] Trial 44 finished with value: -14.001562973268502 and parameters: {'embedding_dim': 125, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 10 with value: -0.5219835586266215.
+[I 2025-12-18 02:29:26,322] Trial 45 finished with value: -48.50053605720913 and parameters: {'embedding_dim': 106, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 10 with value: -0.5219835586266215.
+[I 2025-12-18 02:30:00,129] Trial 46 finished with value: -37.80631861662273 and parameters: {'embedding_dim': 110, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 10 with value: -0.5219835586266215.
+[I 2025-12-18 02:30:04,410] Trial 47 finished with value: -9.185147516107982 and parameters: {'embedding_dim': 102, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 10 with value: -0.5219835586266215.
+[I 2025-12-18 02:30:38,608] Trial 48 finished with value: -40.558491471014655 and parameters: {'embedding_dim': 92, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 10 with value: -0.5219835586266215.
+[I 2025-12-18 02:30:47,192] Trial 49 finished with value: -61.9101434547712 and parameters: {'embedding_dim': 115, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 10 with value: -0.5219835586266215.
+[I 2025-12-18 02:30:57,175] A new study created in memory with name: no-name-4a236cb5-5a03-49e6-92df-e55b21b91e3c
+[I 2025-12-18 02:33:06,198] Trial 0 finished with value: -766.7637284756619 and parameters: {'embedding_dim': 368, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 0 with value: -766.7637284756619.
+[I 2025-12-18 02:34:31,697] Trial 1 finished with value: -581.0982360224489 and parameters: {'embedding_dim': 267, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 1 with value: -581.0982360224489.
+[I 2025-12-18 02:35:58,780] Trial 2 finished with value: -212.4733053964906 and parameters: {'embedding_dim': 378, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 2 with value: -212.4733053964906.
+[I 2025-12-18 02:36:25,925] Trial 3 finished with value: -6073.070731904821 and parameters: {'embedding_dim': 411, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 1}. Best is trial 2 with value: -212.4733053964906.
+[I 2025-12-18 02:37:06,152] Trial 4 finished with value: -520.4815251780803 and parameters: {'embedding_dim': 388, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 2 with value: -212.4733053964906.
+[I 2025-12-18 02:37:22,609] Trial 5 finished with value: -478.77410078800085 and parameters: {'embedding_dim': 499, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 2 with value: -212.4733053964906.
+[I 2025-12-18 02:38:04,784] Trial 6 finished with value: -1709.806002487483 and parameters: {'embedding_dim': 248, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 2 with value: -212.4733053964906.
+[I 2025-12-18 02:38:29,406] Trial 7 finished with value: -581.7032658356438 and parameters: {'embedding_dim': 174, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 2 with value: -212.4733053964906.
+[I 2025-12-18 02:39:52,710] Trial 8 finished with value: -981.5481561399397 and parameters: {'embedding_dim': 202, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 2 with value: -212.4733053964906.
+[I 2025-12-18 02:40:25,787] Trial 9 finished with value: -89.007464190843 and parameters: {'embedding_dim': 409, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 9 with value: -89.007464190843.
+[I 2025-12-18 02:41:06,898] Trial 10 finished with value: -126.14755329329361 and parameters: {'embedding_dim': 508, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 9 with value: -89.007464190843.
+[I 2025-12-18 02:41:48,682] Trial 11 finished with value: -133.64739388079903 and parameters: {'embedding_dim': 510, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 9 with value: -89.007464190843.
+[I 2025-12-18 02:42:22,172] Trial 12 finished with value: -345.61552712114576 and parameters: {'embedding_dim': 446, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 9 with value: -89.007464190843.
+[I 2025-12-18 02:42:57,501] Trial 13 finished with value: -267.99636959888306 and parameters: {'embedding_dim': 453, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 9 with value: -89.007464190843.
+[I 2025-12-18 02:43:31,413] Trial 14 finished with value: -199.93084826794123 and parameters: {'embedding_dim': 317, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 9 with value: -89.007464190843.
+[I 2025-12-18 02:44:14,457] Trial 15 finished with value: -202.2751775074463 and parameters: {'embedding_dim': 457, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 9 with value: -89.007464190843.
+[I 2025-12-18 02:44:49,061] Trial 16 finished with value: -211.83083751538845 and parameters: {'embedding_dim': 337, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 9 with value: -89.007464190843.
+[I 2025-12-18 02:46:05,696] Trial 17 finished with value: -217.8961889292028 and parameters: {'embedding_dim': 428, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 9 with value: -89.007464190843.
+[I 2025-12-18 02:46:41,494] Trial 18 finished with value: -1207.528828591972 and parameters: {'embedding_dim': 482, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 9 with value: -89.007464190843.
+[I 2025-12-18 02:47:21,281] Trial 19 finished with value: -186.10762829511472 and parameters: {'embedding_dim': 296, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 9 with value: -89.007464190843.
+[I 2025-12-18 02:48:25,766] Trial 20 finished with value: -357.29559533995445 and parameters: {'embedding_dim': 137, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 9 with value: -89.007464190843.
+[I 2025-12-18 02:49:08,241] Trial 21 finished with value: -85.694393902486 and parameters: {'embedding_dim': 506, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 21 with value: -85.694393902486.
+[I 2025-12-18 02:49:48,071] Trial 22 finished with value: -213.55268677792 and parameters: {'embedding_dim': 480, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 21 with value: -85.694393902486.
+[I 2025-12-18 02:50:29,508] Trial 23 finished with value: -137.97946563590617 and parameters: {'embedding_dim': 413, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 21 with value: -85.694393902486.
+[I 2025-12-18 02:51:04,353] Trial 24 finished with value: -174.4073724675053 and parameters: {'embedding_dim': 476, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 21 with value: -85.694393902486.
+[I 2025-12-18 02:51:45,893] Trial 25 finished with value: -156.31493123326604 and parameters: {'embedding_dim': 510, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 21 with value: -85.694393902486.
+[I 2025-12-18 02:52:21,032] Trial 26 finished with value: -1152.5450633119726 and parameters: {'embedding_dim': 435, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 21 with value: -85.694393902486.
+[I 2025-12-18 02:53:00,735] Trial 27 finished with value: -68.94050063308818 and parameters: {'embedding_dim': 355, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 27 with value: -68.94050063308818.
+[I 2025-12-18 02:54:03,138] Trial 28 finished with value: -586.4626799778118 and parameters: {'embedding_dim': 355, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 27 with value: -68.94050063308818.
+[I 2025-12-18 02:54:44,774] Trial 29 finished with value: -271.7794144709479 and parameters: {'embedding_dim': 395, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 27 with value: -68.94050063308818.
+/opt/conda/envs/py39/lib/python3.9/site-packages/sklearn/base.py:484: FutureWarning: `BaseEstimator._check_n_features` is deprecated in 1.6 and will be removed in 1.7. Use `sklearn.utils.validation._check_n_features` instead.
+  warnings.warn(
+/opt/conda/envs/py39/lib/python3.9/site-packages/sklearn/base.py:493: FutureWarning: `BaseEstimator._check_feature_names` is deprecated in 1.6 and will be removed in 1.7. Use `sklearn.utils.validation._check_feature_names` instead.
+  warnings.warn(
+[I 2025-12-18 02:55:25,042] A new study created in memory with name: no-name-bf45bca5-1c09-4442-9787-690de4612b2e
+[I 2025-12-18 02:55:35,509] Trial 0 finished with value: -16.76708333791372 and parameters: {'embedding_dim': 72, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 0 with value: -16.76708333791372.
+[I 2025-12-18 02:55:57,347] Trial 1 finished with value: -113.0575515191458 and parameters: {'embedding_dim': 91, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 0 with value: -16.76708333791372.
+[I 2025-12-18 02:56:19,108] Trial 2 finished with value: -8.12163440875643 and parameters: {'embedding_dim': 120, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 2 with value: -8.12163440875643.
+[I 2025-12-18 02:56:40,776] Trial 3 finished with value: -25.682030433247828 and parameters: {'embedding_dim': 100, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 2 with value: -8.12163440875643.
+[I 2025-12-18 02:57:02,639] Trial 4 finished with value: -3.8706863408978704 and parameters: {'embedding_dim': 117, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 4 with value: -3.8706863408978704.
+[I 2025-12-18 02:57:10,935] Trial 5 finished with value: -5.8671256980717486 and parameters: {'embedding_dim': 125, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 4 with value: -3.8706863408978704.
+[I 2025-12-18 02:57:26,660] Trial 6 finished with value: -10.695208146481999 and parameters: {'embedding_dim': 79, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 4 with value: -3.8706863408978704.
+[I 2025-12-18 02:57:35,444] Trial 7 finished with value: -1.2020500604971782 and parameters: {'embedding_dim': 70, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 7 with value: -1.2020500604971782.
+[I 2025-12-18 02:57:39,908] Trial 8 finished with value: -21.90236512552879 and parameters: {'embedding_dim': 114, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 7 with value: -1.2020500604971782.
+[I 2025-12-18 02:57:50,305] Trial 9 finished with value: -6.824755871713678 and parameters: {'embedding_dim': 92, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 7 with value: -1.2020500604971782.
+[I 2025-12-18 02:57:56,560] Trial 10 finished with value: -2.7658547809814773 and parameters: {'embedding_dim': 64, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 7 with value: -1.2020500604971782.
+[I 2025-12-18 02:58:02,837] Trial 11 finished with value: -18.04909600899299 and parameters: {'embedding_dim': 64, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 7 with value: -1.2020500604971782.
+[I 2025-12-18 02:58:11,134] Trial 12 finished with value: -4.285480075276688 and parameters: {'embedding_dim': 79, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 7 with value: -1.2020500604971782.
+[I 2025-12-18 02:58:17,620] Trial 13 finished with value: -11.282961930753277 and parameters: {'embedding_dim': 66, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 7 with value: -1.2020500604971782.
+[I 2025-12-18 02:58:26,070] Trial 14 finished with value: -10.323377713747973 and parameters: {'embedding_dim': 77, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 7 with value: -1.2020500604971782.
+[I 2025-12-18 02:58:32,390] Trial 15 finished with value: -2.4716950012518173 and parameters: {'embedding_dim': 86, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 7 with value: -1.2020500604971782.
+[I 2025-12-18 02:58:38,691] Trial 16 finished with value: -27.106142558024416 and parameters: {'embedding_dim': 102, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 7 with value: -1.2020500604971782.
+[I 2025-12-18 02:58:47,035] Trial 17 finished with value: -4.181933104265262 and parameters: {'embedding_dim': 86, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 7 with value: -1.2020500604971782.
+[I 2025-12-18 02:58:53,285] Trial 18 finished with value: -69.70549828471664 and parameters: {'embedding_dim': 106, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 7 with value: -1.2020500604971782.
+[I 2025-12-18 02:59:39,521] Trial 19 finished with value: -0.2751853868452574 and parameters: {'embedding_dim': 84, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 19 with value: -0.2751853868452574.
+[I 2025-12-18 03:00:28,773] Trial 20 finished with value: -7.505043435234067 and parameters: {'embedding_dim': 72, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 19 with value: -0.2751853868452574.
+[I 2025-12-18 03:01:17,283] Trial 21 finished with value: -0.35659286708116494 and parameters: {'embedding_dim': 85, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 19 with value: -0.2751853868452574.
+[I 2025-12-18 03:02:05,244] Trial 22 finished with value: -9.323462482537703 and parameters: {'embedding_dim': 86, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 19 with value: -0.2751853868452574.
+[I 2025-12-18 03:02:55,899] Trial 23 finished with value: -1.012727823820912 and parameters: {'embedding_dim': 72, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 19 with value: -0.2751853868452574.
+[I 2025-12-18 03:03:44,220] Trial 24 finished with value: -7.968586123061453 and parameters: {'embedding_dim': 82, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 19 with value: -0.2751853868452574.
+[I 2025-12-18 03:04:34,868] Trial 25 finished with value: -6.022153457642185 and parameters: {'embedding_dim': 93, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 19 with value: -0.2751853868452574.
+[I 2025-12-18 03:05:24,740] Trial 26 finished with value: -2.8415792979113768 and parameters: {'embedding_dim': 75, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 19 with value: -0.2751853868452574.
+[I 2025-12-18 03:06:10,591] Trial 27 finished with value: -2.38731297329023 and parameters: {'embedding_dim': 81, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 19 with value: -0.2751853868452574.
+[I 2025-12-18 03:06:58,935] Trial 28 finished with value: -10.04106504989316 and parameters: {'embedding_dim': 98, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 19 with value: -0.2751853868452574.
+[I 2025-12-18 03:07:45,054] Trial 29 finished with value: -7.358317364736347 and parameters: {'embedding_dim': 70, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 19 with value: -0.2751853868452574.
+[I 2025-12-18 03:08:21,889] Trial 30 finished with value: -0.41742886909204413 and parameters: {'embedding_dim': 88, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 19 with value: -0.2751853868452574.
+[I 2025-12-18 03:08:55,761] Trial 31 finished with value: -15.91905707361076 and parameters: {'embedding_dim': 84, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 19 with value: -0.2751853868452574.
+[I 2025-12-18 03:09:29,693] Trial 32 finished with value: -0.5605235824924645 and parameters: {'embedding_dim': 89, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 19 with value: -0.2751853868452574.
+[I 2025-12-18 03:10:06,300] Trial 33 finished with value: -2.108607437006979 and parameters: {'embedding_dim': 89, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 19 with value: -0.2751853868452574.
+[I 2025-12-18 03:10:40,178] Trial 34 finished with value: -14.919455367071535 and parameters: {'embedding_dim': 95, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 19 with value: -0.2751853868452574.
+[I 2025-12-18 03:11:13,946] Trial 35 finished with value: -34.2279091638285 and parameters: {'embedding_dim': 106, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 19 with value: -0.2751853868452574.
+[I 2025-12-18 03:11:32,424] Trial 36 finished with value: -10.710421064963915 and parameters: {'embedding_dim': 89, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 19 with value: -0.2751853868452574.
+[I 2025-12-18 03:11:54,083] Trial 37 finished with value: -4.242596478790789 and parameters: {'embedding_dim': 90, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 19 with value: -0.2751853868452574.
+[I 2025-12-18 03:12:27,683] Trial 38 finished with value: -5.587511263218135 and parameters: {'embedding_dim': 96, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 19 with value: -0.2751853868452574.
+[I 2025-12-18 03:12:46,011] Trial 39 finished with value: -4.477747512641196 and parameters: {'embedding_dim': 102, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 19 with value: -0.2751853868452574.
+[I 2025-12-18 03:13:20,131] Trial 40 finished with value: -3.1757416348471583 and parameters: {'embedding_dim': 83, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 19 with value: -0.2751853868452574.
+[I 2025-12-18 03:14:08,001] Trial 41 finished with value: -0.49372581450721653 and parameters: {'embedding_dim': 75, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 19 with value: -0.2751853868452574.
+[I 2025-12-18 03:14:54,037] Trial 42 finished with value: -11.660812023632076 and parameters: {'embedding_dim': 76, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 19 with value: -0.2751853868452574.
+[I 2025-12-18 03:15:42,226] Trial 43 finished with value: -4.222757810950264 and parameters: {'embedding_dim': 79, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 19 with value: -0.2751853868452574.
+[I 2025-12-18 03:16:30,493] Trial 44 finished with value: -0.73538223418531 and parameters: {'embedding_dim': 87, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 19 with value: -0.2751853868452574.
+[I 2025-12-18 03:16:52,121] Trial 45 finished with value: -81.35082005508045 and parameters: {'embedding_dim': 93, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 19 with value: -0.2751853868452574.
+[I 2025-12-18 03:17:09,246] Trial 46 finished with value: -9.083030600262417 and parameters: {'embedding_dim': 81, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 19 with value: -0.2751853868452574.
+[I 2025-12-18 03:17:45,041] Trial 47 finished with value: -1.4101993588383708 and parameters: {'embedding_dim': 68, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 19 with value: -0.2751853868452574.
+[I 2025-12-18 03:18:30,962] Trial 48 finished with value: -2.479059005484448 and parameters: {'embedding_dim': 74, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 19 with value: -0.2751853868452574.
+[I 2025-12-18 03:19:19,250] Trial 49 finished with value: -2.2645021977277042 and parameters: {'embedding_dim': 79, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 19 with value: -0.2751853868452574.
+[I 2025-12-18 03:20:07,895] A new study created in memory with name: no-name-10c53de5-31bb-4915-bc45-0b9bf7608364
+[I 2025-12-18 03:20:38,544] Trial 0 finished with value: -363.11304377352377 and parameters: {'embedding_dim': 265, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 0 with value: -363.11304377352377.
+[I 2025-12-18 03:21:16,631] Trial 1 finished with value: -563.8623487552452 and parameters: {'embedding_dim': 186, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 0 with value: -363.11304377352377.
+[I 2025-12-18 03:21:42,375] Trial 2 finished with value: -524.7774097763565 and parameters: {'embedding_dim': 485, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 0 with value: -363.11304377352377.
+[I 2025-12-18 03:22:04,142] Trial 3 finished with value: -575.4033305019485 and parameters: {'embedding_dim': 390, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 0 with value: -363.11304377352377.
+[I 2025-12-18 03:22:28,178] Trial 4 finished with value: -561.1646057735286 and parameters: {'embedding_dim': 220, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 0 with value: -363.11304377352377.
+[I 2025-12-18 03:23:46,449] Trial 5 finished with value: -1489.2917007301394 and parameters: {'embedding_dim': 490, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 0 with value: -363.11304377352377.
+[I 2025-12-18 03:23:58,361] Trial 6 finished with value: -692.5943829756918 and parameters: {'embedding_dim': 373, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 0 with value: -363.11304377352377.
+[I 2025-12-18 03:24:17,226] Trial 7 finished with value: -697.4552537762024 and parameters: {'embedding_dim': 329, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 0 with value: -363.11304377352377.
+[I 2025-12-18 03:24:44,652] Trial 8 finished with value: -1332.017076241252 and parameters: {'embedding_dim': 493, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 0 with value: -363.11304377352377.
+[I 2025-12-18 03:25:15,202] Trial 9 finished with value: -600.2537457372962 and parameters: {'embedding_dim': 452, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 0 with value: -363.11304377352377.
+[I 2025-12-18 03:25:47,256] Trial 10 finished with value: -182.76928474524072 and parameters: {'embedding_dim': 260, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 10 with value: -182.76928474524072.
+[I 2025-12-18 03:26:18,051] Trial 11 finished with value: -271.7952193032472 and parameters: {'embedding_dim': 257, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 10 with value: -182.76928474524072.
+[I 2025-12-18 03:26:58,525] Trial 12 finished with value: -798.1101201248272 and parameters: {'embedding_dim': 134, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 10 with value: -182.76928474524072.
+[I 2025-12-18 03:27:28,445] Trial 13 finished with value: -363.47027922170224 and parameters: {'embedding_dim': 275, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 10 with value: -182.76928474524072.
+[I 2025-12-18 03:27:43,815] Trial 14 finished with value: -446.0349970857719 and parameters: {'embedding_dim': 282, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 1}. Best is trial 10 with value: -182.76928474524072.
+[I 2025-12-18 03:28:48,971] Trial 15 finished with value: -39.858989414537724 and parameters: {'embedding_dim': 221, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 15 with value: -39.858989414537724.
+[I 2025-12-18 03:29:53,274] Trial 16 finished with value: -913.8978150208344 and parameters: {'embedding_dim': 180, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 15 with value: -39.858989414537724.
+[I 2025-12-18 03:31:10,444] Trial 17 finished with value: -119.30731281094488 and parameters: {'embedding_dim': 327, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 15 with value: -39.858989414537724.
+[I 2025-12-18 03:32:26,993] Trial 18 finished with value: -299.5109333535505 and parameters: {'embedding_dim': 351, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 15 with value: -39.858989414537724.
+[I 2025-12-18 03:33:40,479] Trial 19 finished with value: -280.88532202174616 and parameters: {'embedding_dim': 415, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 15 with value: -39.858989414537724.
+[I 2025-12-18 03:34:42,499] Trial 20 finished with value: -158.0582535390396 and parameters: {'embedding_dim': 308, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 15 with value: -39.858989414537724.
+[I 2025-12-18 03:35:45,046] Trial 21 finished with value: -41.48690477797739 and parameters: {'embedding_dim': 309, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 15 with value: -39.858989414537724.
+[I 2025-12-18 03:36:59,117] Trial 22 finished with value: -258.4324453654244 and parameters: {'embedding_dim': 222, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 15 with value: -39.858989414537724.
+[I 2025-12-18 03:38:00,955] Trial 23 finished with value: -84.44722849624208 and parameters: {'embedding_dim': 310, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 15 with value: -39.858989414537724.
+[I 2025-12-18 03:39:07,570] Trial 24 finished with value: -450.2680206656414 and parameters: {'embedding_dim': 229, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 15 with value: -39.858989414537724.
+[I 2025-12-18 03:40:13,920] Trial 25 finished with value: -31.271058756703447 and parameters: {'embedding_dim': 298, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 25 with value: -31.271058756703447.
+[I 2025-12-18 03:41:20,254] Trial 26 finished with value: -18.425772648815606 and parameters: {'embedding_dim': 177, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 26 with value: -18.425772648815606.
+[I 2025-12-18 03:42:11,522] Trial 27 finished with value: -11.395572962884978 and parameters: {'embedding_dim': 163, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 27 with value: -11.395572962884978.
+[I 2025-12-18 03:43:02,227] Trial 28 finished with value: -173.06436155970695 and parameters: {'embedding_dim': 137, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 27 with value: -11.395572962884978.
+[I 2025-12-18 03:43:15,706] Trial 29 finished with value: -1916.823747301154 and parameters: {'embedding_dim': 169, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 27 with value: -11.395572962884978.
+/opt/conda/envs/py39/lib/python3.9/site-packages/sklearn/base.py:484: FutureWarning: `BaseEstimator._check_n_features` is deprecated in 1.6 and will be removed in 1.7. Use `sklearn.utils.validation._check_n_features` instead.
+  warnings.warn(
+/opt/conda/envs/py39/lib/python3.9/site-packages/sklearn/base.py:493: FutureWarning: `BaseEstimator._check_feature_names` is deprecated in 1.6 and will be removed in 1.7. Use `sklearn.utils.validation._check_feature_names` instead.
+  warnings.warn(
+[I 2025-12-18 03:44:05,833] A new study created in memory with name: no-name-046d5b35-f7de-4d63-b569-907e068a55d5
+[I 2025-12-18 03:44:14,310] Trial 0 finished with value: -8.672207451053428 and parameters: {'embedding_dim': 119, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 0 with value: -8.672207451053428.
+[I 2025-12-18 03:44:35,416] Trial 1 finished with value: -7.6061580107802325 and parameters: {'embedding_dim': 128, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 1 with value: -7.6061580107802325.
+[I 2025-12-18 03:44:51,432] Trial 2 finished with value: -13.181985264043071 and parameters: {'embedding_dim': 81, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 1 with value: -7.6061580107802325.
+[I 2025-12-18 03:45:01,684] Trial 3 finished with value: -25.833860788861855 and parameters: {'embedding_dim': 94, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 1 with value: -7.6061580107802325.
+[I 2025-12-18 03:45:24,780] Trial 4 finished with value: -20.488005531511533 and parameters: {'embedding_dim': 76, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 1 with value: -7.6061580107802325.
+[I 2025-12-18 03:45:29,097] Trial 5 finished with value: -149.4549570892736 and parameters: {'embedding_dim': 103, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 1 with value: -7.6061580107802325.
+[I 2025-12-18 03:46:16,905] Trial 6 finished with value: -11.898274128764049 and parameters: {'embedding_dim': 66, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 1 with value: -7.6061580107802325.
+[I 2025-12-18 03:46:21,418] Trial 7 finished with value: -22.18821549369014 and parameters: {'embedding_dim': 64, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 1 with value: -7.6061580107802325.
+[I 2025-12-18 03:46:25,744] Trial 8 finished with value: -10.670857804973503 and parameters: {'embedding_dim': 86, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 1 with value: -7.6061580107802325.
+[I 2025-12-18 03:46:33,667] Trial 9 finished with value: -2.142712002347985 and parameters: {'embedding_dim': 99, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 9 with value: -2.142712002347985.
+[I 2025-12-18 03:47:07,946] Trial 10 finished with value: -1.6927803503550212 and parameters: {'embedding_dim': 107, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 10 with value: -1.6927803503550212.
+[I 2025-12-18 03:47:43,687] Trial 11 finished with value: -65.48082502978906 and parameters: {'embedding_dim': 108, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 10 with value: -1.6927803503550212.
+[I 2025-12-18 03:48:21,918] Trial 12 finished with value: -6.71458739870363 and parameters: {'embedding_dim': 109, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 10 with value: -1.6927803503550212.
+[I 2025-12-18 03:48:58,118] Trial 13 finished with value: -39.62601094199696 and parameters: {'embedding_dim': 97, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 10 with value: -1.6927803503550212.
+[I 2025-12-18 03:49:04,484] Trial 14 finished with value: -4.754292724566516 and parameters: {'embedding_dim': 116, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 10 with value: -1.6927803503550212.
+[I 2025-12-18 03:49:52,105] Trial 15 finished with value: -7.738844039991324 and parameters: {'embedding_dim': 92, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 10 with value: -1.6927803503550212.
+[I 2025-12-18 03:49:58,467] Trial 16 finished with value: -105.17412155510974 and parameters: {'embedding_dim': 101, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 10 with value: -1.6927803503550212.
+[I 2025-12-18 03:50:48,229] Trial 17 finished with value: -4.053250729501553 and parameters: {'embedding_dim': 121, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 10 with value: -1.6927803503550212.
+[I 2025-12-18 03:50:52,525] Trial 18 finished with value: -54.49637755467447 and parameters: {'embedding_dim': 110, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 10 with value: -1.6927803503550212.
+[I 2025-12-18 03:51:28,200] Trial 19 finished with value: -16.062773137798303 and parameters: {'embedding_dim': 87, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 10 with value: -1.6927803503550212.
+[I 2025-12-18 03:51:36,874] Trial 20 finished with value: -50.61559622856025 and parameters: {'embedding_dim': 104, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 10 with value: -1.6927803503550212.
+[I 2025-12-18 03:52:24,831] Trial 21 finished with value: -62.33218982939248 and parameters: {'embedding_dim': 127, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 10 with value: -1.6927803503550212.
+[I 2025-12-18 03:53:14,717] Trial 22 finished with value: -17.61683853972654 and parameters: {'embedding_dim': 119, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 10 with value: -1.6927803503550212.
+[I 2025-12-18 03:54:03,606] Trial 23 finished with value: -6.594239576806256 and parameters: {'embedding_dim': 115, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 10 with value: -1.6927803503550212.
+[I 2025-12-18 03:54:39,420] Trial 24 finished with value: -15.155719299365153 and parameters: {'embedding_dim': 123, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 10 with value: -1.6927803503550212.
+[I 2025-12-18 03:55:14,066] Trial 25 finished with value: -22.8881991814461 and parameters: {'embedding_dim': 113, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 10 with value: -1.6927803503550212.
+[I 2025-12-18 03:56:01,977] Trial 26 finished with value: -11.536949432910038 and parameters: {'embedding_dim': 100, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 10 with value: -1.6927803503550212.
+[I 2025-12-18 03:56:36,204] Trial 27 finished with value: -25.360950172891663 and parameters: {'embedding_dim': 107, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 10 with value: -1.6927803503550212.
+[I 2025-12-18 03:56:57,523] Trial 28 finished with value: -14.209885357671785 and parameters: {'embedding_dim': 122, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 10 with value: -1.6927803503550212.
+[I 2025-12-18 03:57:03,893] Trial 29 finished with value: -21.0762204881602 and parameters: {'embedding_dim': 90, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 10 with value: -1.6927803503550212.
+[I 2025-12-18 03:57:08,438] Trial 30 finished with value: -2.8853396779769156 and parameters: {'embedding_dim': 120, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 10 with value: -1.6927803503550212.
+[I 2025-12-18 03:57:12,837] Trial 31 finished with value: -69.93551911106498 and parameters: {'embedding_dim': 120, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 10 with value: -1.6927803503550212.
+[I 2025-12-18 03:57:17,202] Trial 32 finished with value: -4.439970756527212 and parameters: {'embedding_dim': 125, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 10 with value: -1.6927803503550212.
+[I 2025-12-18 03:57:21,593] Trial 33 finished with value: -1.1744220873345173 and parameters: {'embedding_dim': 113, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 33 with value: -1.1744220873345173.
+[I 2025-12-18 03:57:25,936] Trial 34 finished with value: -4.220716519910661 and parameters: {'embedding_dim': 112, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 33 with value: -1.1744220873345173.
+[I 2025-12-18 03:57:30,219] Trial 35 finished with value: -8.63501872957676 and parameters: {'embedding_dim': 97, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 33 with value: -1.1744220873345173.
+[I 2025-12-18 03:57:41,162] Trial 36 finished with value: -12.902814702648147 and parameters: {'embedding_dim': 117, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 33 with value: -1.1744220873345173.
+[I 2025-12-18 03:57:45,538] Trial 37 finished with value: -225.03103310375727 and parameters: {'embedding_dim': 107, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 33 with value: -1.1744220873345173.
+[I 2025-12-18 03:57:49,870] Trial 38 finished with value: -51.10521798158331 and parameters: {'embedding_dim': 105, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 33 with value: -1.1744220873345173.
+[I 2025-12-18 03:58:00,113] Trial 39 finished with value: -15.313076073613408 and parameters: {'embedding_dim': 80, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 33 with value: -1.1744220873345173.
+[I 2025-12-18 03:58:06,486] Trial 40 finished with value: -15.188778012611817 and parameters: {'embedding_dim': 100, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 33 with value: -1.1744220873345173.
+[I 2025-12-18 03:58:12,910] Trial 41 finished with value: -11.177870285540479 and parameters: {'embedding_dim': 128, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 33 with value: -1.1744220873345173.
+[I 2025-12-18 03:58:17,232] Trial 42 finished with value: -76.02781690264118 and parameters: {'embedding_dim': 112, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 33 with value: -1.1744220873345173.
+[I 2025-12-18 03:58:33,131] Trial 43 finished with value: -6.6224215797061 and parameters: {'embedding_dim': 121, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 33 with value: -1.1744220873345173.
+[I 2025-12-18 03:58:41,839] Trial 44 finished with value: -28.219006326444106 and parameters: {'embedding_dim': 116, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 33 with value: -1.1744220873345173.
+[I 2025-12-18 03:59:03,848] Trial 45 finished with value: -9.911413592755718 and parameters: {'embedding_dim': 124, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 33 with value: -1.1744220873345173.
+[I 2025-12-18 03:59:10,175] Trial 46 finished with value: -7.737979858918775 and parameters: {'embedding_dim': 110, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 33 with value: -1.1744220873345173.
+[I 2025-12-18 03:59:44,377] Trial 47 finished with value: -1.049647278080877 and parameters: {'embedding_dim': 118, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 47 with value: -1.049647278080877.
+[I 2025-12-18 03:59:50,715] Trial 48 finished with value: -15.960908991284315 and parameters: {'embedding_dim': 95, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 47 with value: -1.049647278080877.
+[I 2025-12-18 04:00:24,977] Trial 49 finished with value: -4.402486859530978 and parameters: {'embedding_dim': 118, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 47 with value: -1.049647278080877.
+[I 2025-12-18 04:01:04,619] A new study created in memory with name: no-name-f49bc7b3-d5d0-413d-b029-864dcde88ce1
+[I 2025-12-18 04:01:26,392] Trial 0 finished with value: -644.4591984740891 and parameters: {'embedding_dim': 158, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 0 with value: -644.4591984740891.
+[I 2025-12-18 04:01:44,926] Trial 1 finished with value: -824.5416568685519 and parameters: {'embedding_dim': 296, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 0 with value: -644.4591984740891.
+[I 2025-12-18 04:02:21,442] Trial 2 finished with value: -365.6604059909312 and parameters: {'embedding_dim': 259, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 2 with value: -365.6604059909312.
+[I 2025-12-18 04:02:31,071] Trial 3 finished with value: -1706.3936300120477 and parameters: {'embedding_dim': 349, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 2 with value: -365.6604059909312.
+[I 2025-12-18 04:03:07,128] Trial 4 finished with value: -1291.5699420082453 and parameters: {'embedding_dim': 311, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 2 with value: -365.6604059909312.
+[I 2025-12-18 04:03:23,389] Trial 5 finished with value: -353.432960459346 and parameters: {'embedding_dim': 393, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 5 with value: -353.432960459346.
+[I 2025-12-18 04:03:46,262] Trial 6 finished with value: -723.3947438497007 and parameters: {'embedding_dim': 481, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 5 with value: -353.432960459346.
+[I 2025-12-18 04:04:09,592] Trial 7 finished with value: -588.10436217406 and parameters: {'embedding_dim': 409, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 5 with value: -353.432960459346.
+[I 2025-12-18 04:04:36,565] Trial 8 finished with value: -439.5252498053895 and parameters: {'embedding_dim': 276, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 5 with value: -353.432960459346.
+[I 2025-12-18 04:05:04,578] Trial 9 finished with value: -663.6412817222503 and parameters: {'embedding_dim': 457, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 5 with value: -353.432960459346.
+[I 2025-12-18 04:05:13,115] Trial 10 finished with value: -3761.056632705473 and parameters: {'embedding_dim': 384, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 5 with value: -353.432960459346.
+[I 2025-12-18 04:05:51,439] Trial 11 finished with value: -515.5194658645885 and parameters: {'embedding_dim': 206, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 5 with value: -353.432960459346.
+[I 2025-12-18 04:06:39,217] Trial 12 finished with value: -1530.8483767580617 and parameters: {'embedding_dim': 251, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 5 with value: -353.432960459346.
+[I 2025-12-18 04:07:07,416] Trial 13 finished with value: -328.9130904564021 and parameters: {'embedding_dim': 422, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 13 with value: -328.9130904564021.
+[I 2025-12-18 04:07:18,601] Trial 14 finished with value: -502.1239991213045 and parameters: {'embedding_dim': 431, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 13 with value: -328.9130904564021.
+[I 2025-12-18 04:07:44,526] Trial 15 finished with value: -582.8735325624584 and parameters: {'embedding_dim': 363, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 13 with value: -328.9130904564021.
+[I 2025-12-18 04:08:27,046] Trial 16 finished with value: -982.5118925582533 and parameters: {'embedding_dim': 505, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 13 with value: -328.9130904564021.
+[I 2025-12-18 04:08:34,909] Trial 17 finished with value: -463.60973791393485 and parameters: {'embedding_dim': 438, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 13 with value: -328.9130904564021.
+[I 2025-12-18 04:09:00,461] Trial 18 finished with value: -886.9617119239152 and parameters: {'embedding_dim': 396, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 13 with value: -328.9130904564021.
+[I 2025-12-18 04:09:14,429] Trial 19 finished with value: -3175.2520667278086 and parameters: {'embedding_dim': 339, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 13 with value: -328.9130904564021.
+[I 2025-12-18 04:09:32,668] Trial 20 finished with value: -426.0812504906424 and parameters: {'embedding_dim': 512, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 13 with value: -328.9130904564021.
+[I 2025-12-18 04:10:05,837] Trial 21 finished with value: -618.3790461193157 and parameters: {'embedding_dim': 241, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 13 with value: -328.9130904564021.
+[I 2025-12-18 04:10:39,508] Trial 22 finished with value: -224.38300188467514 and parameters: {'embedding_dim': 195, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 22 with value: -224.38300188467514.
+[I 2025-12-18 04:11:04,391] Trial 23 finished with value: -512.4921131057624 and parameters: {'embedding_dim': 166, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 22 with value: -224.38300188467514.
+[I 2025-12-18 04:11:39,130] Trial 24 finished with value: -1192.3343670524148 and parameters: {'embedding_dim': 132, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 22 with value: -224.38300188467514.
+[I 2025-12-18 04:12:13,374] Trial 25 finished with value: -4389.286055491674 and parameters: {'embedding_dim': 217, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 22 with value: -224.38300188467514.
+[I 2025-12-18 04:12:57,182] Trial 26 finished with value: -1493.6493451750193 and parameters: {'embedding_dim': 369, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 22 with value: -224.38300188467514.
+[I 2025-12-18 04:13:22,626] Trial 27 finished with value: -434.07394289535483 and parameters: {'embedding_dim': 414, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 22 with value: -224.38300188467514.
+[I 2025-12-18 04:13:33,569] Trial 28 finished with value: -995.7085634323596 and parameters: {'embedding_dim': 328, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 1}. Best is trial 22 with value: -224.38300188467514.
+[I 2025-12-18 04:13:48,693] Trial 29 finished with value: -511.55554354223074 and parameters: {'embedding_dim': 470, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 22 with value: -224.38300188467514.
+/opt/conda/envs/py39/lib/python3.9/site-packages/sklearn/base.py:484: FutureWarning: `BaseEstimator._check_n_features` is deprecated in 1.6 and will be removed in 1.7. Use `sklearn.utils.validation._check_n_features` instead.
+  warnings.warn(
+/opt/conda/envs/py39/lib/python3.9/site-packages/sklearn/base.py:493: FutureWarning: `BaseEstimator._check_feature_names` is deprecated in 1.6 and will be removed in 1.7. Use `sklearn.utils.validation._check_feature_names` instead.
+  warnings.warn(
+[I 2025-12-18 04:14:23,831] A new study created in memory with name: no-name-2676501b-664d-4efa-b1b9-ea82f3a9fabc
+[I 2025-12-18 04:15:10,763] Trial 0 finished with value: -27.71142269785034 and parameters: {'embedding_dim': 92, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 0 with value: -27.71142269785034.
+[I 2025-12-18 04:15:15,190] Trial 1 finished with value: -8.672877028403567 and parameters: {'embedding_dim': 112, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 1 with value: -8.672877028403567.
+[I 2025-12-18 04:15:19,765] Trial 2 finished with value: -5.020779172065198 and parameters: {'embedding_dim': 128, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 2 with value: -5.020779172065198.
+[I 2025-12-18 04:15:53,595] Trial 3 finished with value: -4.174959158281004 and parameters: {'embedding_dim': 88, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 3 with value: -4.174959158281004.
+[I 2025-12-18 04:16:04,267] Trial 4 finished with value: -0.9397850949896597 and parameters: {'embedding_dim': 82, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 4 with value: -0.9397850949896597.
+[I 2025-12-18 04:16:14,909] Trial 5 finished with value: -20.81954252716626 and parameters: {'embedding_dim': 66, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 4 with value: -0.9397850949896597.
+[I 2025-12-18 04:16:30,878] Trial 6 finished with value: -2.7939235598472285 and parameters: {'embedding_dim': 124, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 4 with value: -0.9397850949896597.
+[I 2025-12-18 04:16:52,645] Trial 7 finished with value: -48.01169221955493 and parameters: {'embedding_dim': 126, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 4 with value: -0.9397850949896597.
+[I 2025-12-18 04:16:58,953] Trial 8 finished with value: -2.7074718903900337 and parameters: {'embedding_dim': 115, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 4 with value: -0.9397850949896597.
+[I 2025-12-18 04:17:33,154] Trial 9 finished with value: -46.999208623483504 and parameters: {'embedding_dim': 66, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 4 with value: -0.9397850949896597.
+[I 2025-12-18 04:17:54,540] Trial 10 finished with value: -18.85230080090918 and parameters: {'embedding_dim': 81, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 4 with value: -0.9397850949896597.
+[I 2025-12-18 04:18:00,902] Trial 11 finished with value: -5.49314186370043 and parameters: {'embedding_dim': 106, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 4 with value: -0.9397850949896597.
+[I 2025-12-18 04:18:09,253] Trial 12 finished with value: -2.5676963601411895 and parameters: {'embedding_dim': 104, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 4 with value: -0.9397850949896597.
+[I 2025-12-18 04:18:30,498] Trial 13 finished with value: -9.219762506240068 and parameters: {'embedding_dim': 102, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 4 with value: -0.9397850949896597.
+[I 2025-12-18 04:18:38,868] Trial 14 finished with value: -2.5455451939722806 and parameters: {'embedding_dim': 79, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 4 with value: -0.9397850949896597.
+[I 2025-12-18 04:19:00,376] Trial 15 finished with value: -4.844340985549333 and parameters: {'embedding_dim': 78, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 4 with value: -0.9397850949896597.
+[I 2025-12-18 04:19:11,193] Trial 16 finished with value: -52.28379328784691 and parameters: {'embedding_dim': 77, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 4 with value: -0.9397850949896597.
+[I 2025-12-18 04:19:17,528] Trial 17 finished with value: -4.360642249524975 and parameters: {'embedding_dim': 86, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 4 with value: -0.9397850949896597.
+[I 2025-12-18 04:19:33,321] Trial 18 finished with value: -1.971209879008915 and parameters: {'embedding_dim': 72, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 4 with value: -0.9397850949896597.
+[I 2025-12-18 04:19:43,603] Trial 19 finished with value: -2.5394837854240655 and parameters: {'embedding_dim': 71, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 4 with value: -0.9397850949896597.
+[I 2025-12-18 04:19:53,956] Trial 20 finished with value: -3.001182080195909 and parameters: {'embedding_dim': 73, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 4 with value: -0.9397850949896597.
+[I 2025-12-18 04:20:04,272] Trial 21 finished with value: -56.10183686743601 and parameters: {'embedding_dim': 71, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 4 with value: -0.9397850949896597.
+[I 2025-12-18 04:20:14,596] Trial 22 finished with value: -11.904462861596262 and parameters: {'embedding_dim': 64, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 4 with value: -0.9397850949896597.
+[I 2025-12-18 04:20:30,499] Trial 23 finished with value: -39.65553671402566 and parameters: {'embedding_dim': 73, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 4 with value: -0.9397850949896597.
+[I 2025-12-18 04:20:40,767] Trial 24 finished with value: -15.72188396092923 and parameters: {'embedding_dim': 83, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 4 with value: -0.9397850949896597.
+[I 2025-12-18 04:20:51,051] Trial 25 finished with value: -58.5455155196536 and parameters: {'embedding_dim': 96, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 4 with value: -0.9397850949896597.
+[I 2025-12-18 04:21:06,838] Trial 26 finished with value: -1.886157218160324 and parameters: {'embedding_dim': 72, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 4 with value: -0.9397850949896597.
+[I 2025-12-18 04:21:22,620] Trial 27 finished with value: -0.6152057005720097 and parameters: {'embedding_dim': 91, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 27 with value: -0.6152057005720097.
+[I 2025-12-18 04:21:38,764] Trial 28 finished with value: -30.07496283593761 and parameters: {'embedding_dim': 96, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 27 with value: -0.6152057005720097.
+[I 2025-12-18 04:22:12,988] Trial 29 finished with value: -13.123221955378058 and parameters: {'embedding_dim': 91, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 27 with value: -0.6152057005720097.
+[I 2025-12-18 04:22:28,791] Trial 30 finished with value: -2.9819576728730492 and parameters: {'embedding_dim': 91, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 27 with value: -0.6152057005720097.
+[I 2025-12-18 04:22:44,765] Trial 31 finished with value: -8.939439679126636 and parameters: {'embedding_dim': 84, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 27 with value: -0.6152057005720097.
+[I 2025-12-18 04:23:00,647] Trial 32 finished with value: -3.646073550447744 and parameters: {'embedding_dim': 76, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 27 with value: -0.6152057005720097.
+[I 2025-12-18 04:23:16,600] Trial 33 finished with value: -2.0611210608973156 and parameters: {'embedding_dim': 68, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 27 with value: -0.6152057005720097.
+[I 2025-12-18 04:23:32,600] Trial 34 finished with value: -47.68081052105044 and parameters: {'embedding_dim': 88, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 27 with value: -0.6152057005720097.
+[I 2025-12-18 04:24:08,262] Trial 35 finished with value: -20.972535936690335 and parameters: {'embedding_dim': 82, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 27 with value: -0.6152057005720097.
+[I 2025-12-18 04:24:30,342] Trial 36 finished with value: -10.136537294175012 and parameters: {'embedding_dim': 75, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 27 with value: -0.6152057005720097.
+[I 2025-12-18 04:24:46,916] Trial 37 finished with value: -11.137329726413958 and parameters: {'embedding_dim': 69, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 27 with value: -0.6152057005720097.
+[I 2025-12-18 04:25:02,684] Trial 38 finished with value: -3.5120285949785037 and parameters: {'embedding_dim': 99, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 27 with value: -0.6152057005720097.
+[I 2025-12-18 04:25:36,438] Trial 39 finished with value: -2.175984811583136 and parameters: {'embedding_dim': 87, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 27 with value: -0.6152057005720097.
+[I 2025-12-18 04:25:49,633] Trial 40 finished with value: -37.273528668639436 and parameters: {'embedding_dim': 94, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 27 with value: -0.6152057005720097.
+[I 2025-12-18 04:26:05,648] Trial 41 finished with value: -23.159984036169 and parameters: {'embedding_dim': 67, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 27 with value: -0.6152057005720097.
+[I 2025-12-18 04:26:21,261] Trial 42 finished with value: -4.126067938489154 and parameters: {'embedding_dim': 64, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 27 with value: -0.6152057005720097.
+[I 2025-12-18 04:26:37,209] Trial 43 finished with value: -1.7385114080743143 and parameters: {'embedding_dim': 70, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 27 with value: -0.6152057005720097.
+[I 2025-12-18 04:26:55,471] Trial 44 finished with value: -6.650023483407454 and parameters: {'embedding_dim': 79, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 27 with value: -0.6152057005720097.
+[I 2025-12-18 04:27:12,364] Trial 45 finished with value: -5.306472701550529 and parameters: {'embedding_dim': 73, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 27 with value: -0.6152057005720097.
+[I 2025-12-18 04:27:20,780] Trial 46 finished with value: -7.728807153720462 and parameters: {'embedding_dim': 70, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 27 with value: -0.6152057005720097.
+[I 2025-12-18 04:27:56,088] Trial 47 finished with value: -2.0475297416631943 and parameters: {'embedding_dim': 112, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 27 with value: -0.6152057005720097.
+[I 2025-12-18 04:28:13,387] Trial 48 finished with value: -5.255860394755813 and parameters: {'embedding_dim': 80, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 27 with value: -0.6152057005720097.
+[I 2025-12-18 04:28:22,586] Trial 49 finished with value: -5.522801307382776 and parameters: {'embedding_dim': 75, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 27 with value: -0.6152057005720097.
+[I 2025-12-18 04:28:40,628] A new study created in memory with name: no-name-9ac29682-8e66-4fd4-8a3a-835077d177ca
+[I 2025-12-18 04:28:48,327] Trial 0 finished with value: -572.5890559345731 and parameters: {'embedding_dim': 368, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 0 with value: -572.5890559345731.
+[I 2025-12-18 04:29:07,923] Trial 1 finished with value: -662.0150052698518 and parameters: {'embedding_dim': 320, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 0 with value: -572.5890559345731.
+[I 2025-12-18 04:29:23,025] Trial 2 finished with value: -643.9159983093953 and parameters: {'embedding_dim': 355, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 0 with value: -572.5890559345731.
+[I 2025-12-18 04:29:35,672] Trial 3 finished with value: -4416.114598807293 and parameters: {'embedding_dim': 309, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 0 with value: -572.5890559345731.
+[I 2025-12-18 04:29:44,678] Trial 4 finished with value: -896.3028155513348 and parameters: {'embedding_dim': 396, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 0 with value: -572.5890559345731.
+[I 2025-12-18 04:30:08,413] Trial 5 finished with value: -734.3566460611086 and parameters: {'embedding_dim': 355, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 0 with value: -572.5890559345731.
+[I 2025-12-18 04:30:18,708] Trial 6 finished with value: -514.5142328173246 and parameters: {'embedding_dim': 288, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 6 with value: -514.5142328173246.
+[I 2025-12-18 04:30:28,356] Trial 7 finished with value: -913.1371954223476 and parameters: {'embedding_dim': 303, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 6 with value: -514.5142328173246.
+[I 2025-12-18 04:30:42,429] Trial 8 finished with value: -1696.6391323818748 and parameters: {'embedding_dim': 506, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 6 with value: -514.5142328173246.
+[I 2025-12-18 04:30:58,005] Trial 9 finished with value: -599.6382367361857 and parameters: {'embedding_dim': 321, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 6 with value: -514.5142328173246.
+[I 2025-12-18 04:31:08,052] Trial 10 finished with value: -344.41218722423946 and parameters: {'embedding_dim': 159, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 10 with value: -344.41218722423946.
+[I 2025-12-18 04:31:17,838] Trial 11 finished with value: -716.2256103124145 and parameters: {'embedding_dim': 144, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 10 with value: -344.41218722423946.
+[I 2025-12-18 04:31:30,092] Trial 12 finished with value: -960.7227235719228 and parameters: {'embedding_dim': 155, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 10 with value: -344.41218722423946.
+[I 2025-12-18 04:31:35,238] Trial 13 finished with value: -1337.695306021753 and parameters: {'embedding_dim': 225, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 1}. Best is trial 10 with value: -344.41218722423946.
+[I 2025-12-18 04:31:50,345] Trial 14 finished with value: -265.1714040039683 and parameters: {'embedding_dim': 220, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 14 with value: -265.1714040039683.
+[I 2025-12-18 04:32:05,253] Trial 15 finished with value: -857.1955773148766 and parameters: {'embedding_dim': 203, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 14 with value: -265.1714040039683.
+[I 2025-12-18 04:32:42,707] Trial 16 finished with value: -99.62693378356921 and parameters: {'embedding_dim': 230, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 16 with value: -99.62693378356921.
+[I 2025-12-18 04:33:20,230] Trial 17 finished with value: -206.13079765892573 and parameters: {'embedding_dim': 233, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 16 with value: -99.62693378356921.
+[I 2025-12-18 04:33:57,505] Trial 18 finished with value: -66.34293133560737 and parameters: {'embedding_dim': 260, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 18 with value: -66.34293133560737.
+[I 2025-12-18 04:34:29,168] Trial 19 finished with value: -389.76877299884757 and parameters: {'embedding_dim': 272, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 18 with value: -66.34293133560737.
+[I 2025-12-18 04:35:06,019] Trial 20 finished with value: -213.1972632738884 and parameters: {'embedding_dim': 256, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 18 with value: -66.34293133560737.
+[I 2025-12-18 04:35:44,914] Trial 21 finished with value: -86.19293592610434 and parameters: {'embedding_dim': 241, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 18 with value: -66.34293133560737.
+[I 2025-12-18 04:36:22,077] Trial 22 finished with value: -166.07577202812806 and parameters: {'embedding_dim': 190, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 18 with value: -66.34293133560737.
+[I 2025-12-18 04:36:51,474] Trial 23 finished with value: -243.6211621887496 and parameters: {'embedding_dim': 240, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 18 with value: -66.34293133560737.
+[I 2025-12-18 04:37:29,025] Trial 24 finished with value: -494.25297242242675 and parameters: {'embedding_dim': 191, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 18 with value: -66.34293133560737.
+[I 2025-12-18 04:37:58,496] Trial 25 finished with value: -50.51689303060572 and parameters: {'embedding_dim': 260, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 25 with value: -50.51689303060572.
+[I 2025-12-18 04:38:29,276] Trial 26 finished with value: -219.8074748147115 and parameters: {'embedding_dim': 271, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 25 with value: -50.51689303060572.
+[I 2025-12-18 04:38:58,822] Trial 27 finished with value: -178.21302132232455 and parameters: {'embedding_dim': 387, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 25 with value: -50.51689303060572.
+[I 2025-12-18 04:39:29,894] Trial 28 finished with value: -451.464155312245 and parameters: {'embedding_dim': 470, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 25 with value: -50.51689303060572.
+[I 2025-12-18 04:40:05,454] Trial 29 finished with value: -302.7069697258377 and parameters: {'embedding_dim': 175, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 25 with value: -50.51689303060572.
+/opt/conda/envs/py39/lib/python3.9/site-packages/sklearn/base.py:484: FutureWarning: `BaseEstimator._check_n_features` is deprecated in 1.6 and will be removed in 1.7. Use `sklearn.utils.validation._check_n_features` instead.
+  warnings.warn(
+/opt/conda/envs/py39/lib/python3.9/site-packages/sklearn/base.py:493: FutureWarning: `BaseEstimator._check_feature_names` is deprecated in 1.6 and will be removed in 1.7. Use `sklearn.utils.validation._check_feature_names` instead.
+  warnings.warn(
+[I 2025-12-18 04:40:37,642] A new study created in memory with name: no-name-f44e1f88-8dd9-44a1-9b35-af44fc1be2b3
+[I 2025-12-18 04:40:59,566] Trial 0 finished with value: -13.866215406799377 and parameters: {'embedding_dim': 97, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 0 with value: -13.866215406799377.
+[I 2025-12-18 04:41:09,934] Trial 1 finished with value: -84.46039100810856 and parameters: {'embedding_dim': 79, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 0 with value: -13.866215406799377.
+[I 2025-12-18 04:41:18,373] Trial 2 finished with value: -46.22602564509729 and parameters: {'embedding_dim': 104, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 0 with value: -13.866215406799377.
+[I 2025-12-18 04:42:06,052] Trial 3 finished with value: -26.283168879726805 and parameters: {'embedding_dim': 102, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 0 with value: -13.866215406799377.
+[I 2025-12-18 04:42:16,419] Trial 4 finished with value: -68.3868836455298 and parameters: {'embedding_dim': 102, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 0 with value: -13.866215406799377.
+[I 2025-12-18 04:42:39,151] Trial 5 finished with value: -4.268683931064441 and parameters: {'embedding_dim': 89, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 5 with value: -4.268683931064441.
+[I 2025-12-18 04:42:43,593] Trial 6 finished with value: -45.82430151539598 and parameters: {'embedding_dim': 120, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 5 with value: -4.268683931064441.
+[I 2025-12-18 04:42:52,067] Trial 7 finished with value: -50.30587294152033 and parameters: {'embedding_dim': 117, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 5 with value: -4.268683931064441.
+[I 2025-12-18 04:43:13,852] Trial 8 finished with value: -19.35081394280197 and parameters: {'embedding_dim': 83, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 5 with value: -4.268683931064441.
+[I 2025-12-18 04:43:26,568] Trial 9 finished with value: -73.4594083311539 and parameters: {'embedding_dim': 70, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 5 with value: -4.268683931064441.
+[I 2025-12-18 04:43:42,608] Trial 10 finished with value: -13.844404074922126 and parameters: {'embedding_dim': 64, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 5 with value: -4.268683931064441.
+[I 2025-12-18 04:43:58,756] Trial 11 finished with value: -146.12732155734378 and parameters: {'embedding_dim': 64, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 5 with value: -4.268683931064441.
+[I 2025-12-18 04:44:14,836] Trial 12 finished with value: -19.979572024563446 and parameters: {'embedding_dim': 83, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 5 with value: -4.268683931064441.
+[I 2025-12-18 04:44:31,832] Trial 13 finished with value: -51.22554512948855 and parameters: {'embedding_dim': 89, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 5 with value: -4.268683931064441.
+[I 2025-12-18 04:44:54,682] Trial 14 finished with value: -36.154573200732074 and parameters: {'embedding_dim': 73, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 5 with value: -4.268683931064441.
+[I 2025-12-18 04:45:12,827] Trial 15 finished with value: -0.05136486012619281 and parameters: {'embedding_dim': 127, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 15 with value: -0.05136486012619281.
+[I 2025-12-18 04:45:31,075] Trial 16 finished with value: -5.946371308148617 and parameters: {'embedding_dim': 127, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 15 with value: -0.05136486012619281.
+[I 2025-12-18 04:45:52,583] Trial 17 finished with value: -25.622856611223572 and parameters: {'embedding_dim': 111, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 15 with value: -0.05136486012619281.
+[I 2025-12-18 04:45:59,039] Trial 18 finished with value: -132.6208505645531 and parameters: {'embedding_dim': 93, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 15 with value: -0.05136486012619281.
+[I 2025-12-18 04:46:45,414] Trial 19 finished with value: -150.7055356339506 and parameters: {'embedding_dim': 126, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 15 with value: -0.05136486012619281.
+[I 2025-12-18 04:47:01,354] Trial 20 finished with value: -20.392156606558494 and parameters: {'embedding_dim': 111, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 15 with value: -0.05136486012619281.
+[I 2025-12-18 04:47:17,344] Trial 21 finished with value: -5.876258226657847 and parameters: {'embedding_dim': 125, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 15 with value: -0.05136486012619281.
+[I 2025-12-18 04:47:33,308] Trial 22 finished with value: -16.775576189230712 and parameters: {'embedding_dim': 118, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 15 with value: -0.05136486012619281.
+[I 2025-12-18 04:47:49,597] Trial 23 finished with value: -6.487329138456113 and parameters: {'embedding_dim': 123, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 15 with value: -0.05136486012619281.
+[I 2025-12-18 04:48:11,661] Trial 24 finished with value: -2.1261712438835536 and parameters: {'embedding_dim': 113, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 15 with value: -0.05136486012619281.
+[I 2025-12-18 04:48:33,287] Trial 25 finished with value: -3.8596531993618615 and parameters: {'embedding_dim': 109, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 15 with value: -0.05136486012619281.
+[I 2025-12-18 04:48:54,767] Trial 26 finished with value: -14.134004725170104 and parameters: {'embedding_dim': 109, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 15 with value: -0.05136486012619281.
+[I 2025-12-18 04:49:16,241] Trial 27 finished with value: -33.41794720040722 and parameters: {'embedding_dim': 115, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 15 with value: -0.05136486012619281.
+[I 2025-12-18 04:50:02,668] Trial 28 finished with value: -3.5437068470020923 and parameters: {'embedding_dim': 106, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 15 with value: -0.05136486012619281.
+[I 2025-12-18 04:50:49,522] Trial 29 finished with value: -9.403510773017512 and parameters: {'embedding_dim': 96, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 15 with value: -0.05136486012619281.
+[I 2025-12-18 04:51:39,265] Trial 30 finished with value: -20.29875479149308 and parameters: {'embedding_dim': 105, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 15 with value: -0.05136486012619281.
+[I 2025-12-18 04:52:26,951] Trial 31 finished with value: -28.768371975561582 and parameters: {'embedding_dim': 108, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 15 with value: -0.05136486012619281.
+[I 2025-12-18 04:53:14,844] Trial 32 finished with value: -5.694420921335154 and parameters: {'embedding_dim': 121, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 15 with value: -0.05136486012619281.
+[I 2025-12-18 04:54:05,876] Trial 33 finished with value: -14.808969768458383 and parameters: {'embedding_dim': 99, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 15 with value: -0.05136486012619281.
+[I 2025-12-18 04:54:15,810] Trial 34 finished with value: -92.65991223158241 and parameters: {'embedding_dim': 107, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 15 with value: -0.05136486012619281.
+[I 2025-12-18 04:55:03,916] Trial 35 finished with value: -17.463464779876755 and parameters: {'embedding_dim': 114, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 15 with value: -0.05136486012619281.
+[I 2025-12-18 04:55:21,815] Trial 36 finished with value: -17.777114309238414 and parameters: {'embedding_dim': 100, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 15 with value: -0.05136486012619281.
+[I 2025-12-18 04:55:32,102] Trial 37 finished with value: -34.182127294162775 and parameters: {'embedding_dim': 114, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 15 with value: -0.05136486012619281.
+[I 2025-12-18 04:55:55,475] Trial 38 finished with value: -22.823307743148177 and parameters: {'embedding_dim': 104, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 15 with value: -0.05136486012619281.
+[I 2025-12-18 04:56:43,971] Trial 39 finished with value: -1.2647287626061081 and parameters: {'embedding_dim': 95, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 15 with value: -0.05136486012619281.
+[I 2025-12-18 04:57:07,634] Trial 40 finished with value: -52.89465451748819 and parameters: {'embedding_dim': 92, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 15 with value: -0.05136486012619281.
+[I 2025-12-18 04:57:55,433] Trial 41 finished with value: -13.81158439887185 and parameters: {'embedding_dim': 101, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 15 with value: -0.05136486012619281.
+[I 2025-12-18 04:58:45,025] Trial 42 finished with value: -47.53641101065559 and parameters: {'embedding_dim': 97, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 15 with value: -0.05136486012619281.
+[I 2025-12-18 04:59:32,753] Trial 43 finished with value: -1.2819032475396936 and parameters: {'embedding_dim': 111, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 15 with value: -0.05136486012619281.
+[I 2025-12-18 05:00:20,346] Trial 44 finished with value: -12.431078594717174 and parameters: {'embedding_dim': 118, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 15 with value: -0.05136486012619281.
+[I 2025-12-18 05:00:53,950] Trial 45 finished with value: -41.91066552973392 and parameters: {'embedding_dim': 105, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 15 with value: -0.05136486012619281.
+[I 2025-12-18 05:01:43,295] Trial 46 finished with value: -0.46175273426130914 and parameters: {'embedding_dim': 121, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 15 with value: -0.05136486012619281.
+[I 2025-12-18 05:02:30,740] Trial 47 finished with value: -10.480366516665686 and parameters: {'embedding_dim': 128, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 15 with value: -0.05136486012619281.
+[I 2025-12-18 05:03:04,552] Trial 48 finished with value: -1.7967473198738808 and parameters: {'embedding_dim': 122, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 15 with value: -0.05136486012619281.
+[I 2025-12-18 05:03:40,490] Trial 49 finished with value: -49.19501896676741 and parameters: {'embedding_dim': 123, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 15 with value: -0.05136486012619281.
+[I 2025-12-18 05:03:57,505] A new study created in memory with name: no-name-ae58e35c-b740-4f48-9d89-6cbb674bdc4c
+[I 2025-12-18 05:04:08,783] Trial 0 finished with value: -1327.8590268408318 and parameters: {'embedding_dim': 134, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 0 with value: -1327.8590268408318.
+[I 2025-12-18 05:04:29,362] Trial 1 finished with value: -314.75338144776623 and parameters: {'embedding_dim': 474, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 1 with value: -314.75338144776623.
+[I 2025-12-18 05:04:51,623] Trial 2 finished with value: -273.92448696081505 and parameters: {'embedding_dim': 496, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 2 with value: -273.92448696081505.
+[I 2025-12-18 05:06:05,497] Trial 3 finished with value: -55.17533192708309 and parameters: {'embedding_dim': 416, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 3 with value: -55.17533192708309.
+[I 2025-12-18 05:06:19,040] Trial 4 finished with value: -329.35514723877105 and parameters: {'embedding_dim': 511, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 3 with value: -55.17533192708309.
+[I 2025-12-18 05:06:58,331] Trial 5 finished with value: -725.3727357963548 and parameters: {'embedding_dim': 162, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 3 with value: -55.17533192708309.
+[I 2025-12-18 05:07:56,352] Trial 6 finished with value: -43.86101636254433 and parameters: {'embedding_dim': 433, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 6 with value: -43.86101636254433.
+[I 2025-12-18 05:09:25,337] Trial 7 finished with value: -383.76943827252757 and parameters: {'embedding_dim': 501, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 6 with value: -43.86101636254433.
+[I 2025-12-18 05:09:47,874] Trial 8 finished with value: -183.2823331346875 and parameters: {'embedding_dim': 337, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 6 with value: -43.86101636254433.
+[I 2025-12-18 05:10:05,657] Trial 9 finished with value: -386.80404968313985 and parameters: {'embedding_dim': 457, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 6 with value: -43.86101636254433.
+[I 2025-12-18 05:10:49,027] Trial 10 finished with value: -542.1229482455142 and parameters: {'embedding_dim': 348, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 6 with value: -43.86101636254433.
+[I 2025-12-18 05:11:46,809] Trial 11 finished with value: -33.41309080072068 and parameters: {'embedding_dim': 380, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 11 with value: -33.41309080072068.
+[I 2025-12-18 05:12:43,418] Trial 12 finished with value: -310.90471079540754 and parameters: {'embedding_dim': 252, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 11 with value: -33.41309080072068.
+[I 2025-12-18 05:13:26,479] Trial 13 finished with value: -1020.1250118147407 and parameters: {'embedding_dim': 392, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 11 with value: -33.41309080072068.
+[I 2025-12-18 05:13:58,372] Trial 14 finished with value: -390.0266106336125 and parameters: {'embedding_dim': 276, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 11 with value: -33.41309080072068.
+[I 2025-12-18 05:14:26,469] Trial 15 finished with value: -1678.519013985368 and parameters: {'embedding_dim': 392, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 11 with value: -33.41309080072068.
+[I 2025-12-18 05:15:08,582] Trial 16 finished with value: -1104.0924822209558 and parameters: {'embedding_dim': 430, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 11 with value: -33.41309080072068.
+[I 2025-12-18 05:16:19,860] Trial 17 finished with value: -537.9046411559123 and parameters: {'embedding_dim': 283, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 11 with value: -33.41309080072068.
+[I 2025-12-18 05:16:51,077] Trial 18 finished with value: -2617.221198747992 and parameters: {'embedding_dim': 374, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 11 with value: -33.41309080072068.
+[I 2025-12-18 05:17:33,469] Trial 19 finished with value: -232.02804670205913 and parameters: {'embedding_dim': 223, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 11 with value: -33.41309080072068.
+[I 2025-12-18 05:18:46,157] Trial 20 finished with value: -775.3763117745511 and parameters: {'embedding_dim': 442, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 11 with value: -33.41309080072068.
+[I 2025-12-18 05:20:02,193] Trial 21 finished with value: -380.43414997112455 and parameters: {'embedding_dim': 419, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 11 with value: -33.41309080072068.
+[I 2025-12-18 05:21:02,067] Trial 22 finished with value: -89.94296692686956 and parameters: {'embedding_dim': 366, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 11 with value: -33.41309080072068.
+[I 2025-12-18 05:22:16,976] Trial 23 finished with value: -1644.9609545298053 and parameters: {'embedding_dim': 310, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 11 with value: -33.41309080072068.
+[I 2025-12-18 05:23:18,522] Trial 24 finished with value: -1156.498493906214 and parameters: {'embedding_dim': 422, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 11 with value: -33.41309080072068.
+[I 2025-12-18 05:23:58,713] Trial 25 finished with value: -362.151229121071 and parameters: {'embedding_dim': 316, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 11 with value: -33.41309080072068.
+[I 2025-12-18 05:24:59,881] Trial 26 finished with value: -186.8024080778494 and parameters: {'embedding_dim': 389, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 11 with value: -33.41309080072068.
+[I 2025-12-18 05:25:56,841] Trial 27 finished with value: -152.29883229951213 and parameters: {'embedding_dim': 472, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 11 with value: -33.41309080072068.
+[I 2025-12-18 05:27:25,880] Trial 28 finished with value: -389.3961500273088 and parameters: {'embedding_dim': 398, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 11 with value: -33.41309080072068.
+[I 2025-12-18 05:27:44,948] Trial 29 finished with value: -3593.99366212003 and parameters: {'embedding_dim': 354, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 1}. Best is trial 11 with value: -33.41309080072068.
+/opt/conda/envs/py39/lib/python3.9/site-packages/sklearn/base.py:484: FutureWarning: `BaseEstimator._check_n_features` is deprecated in 1.6 and will be removed in 1.7. Use `sklearn.utils.validation._check_n_features` instead.
+  warnings.warn(
+/opt/conda/envs/py39/lib/python3.9/site-packages/sklearn/base.py:493: FutureWarning: `BaseEstimator._check_feature_names` is deprecated in 1.6 and will be removed in 1.7. Use `sklearn.utils.validation._check_feature_names` instead.
+  warnings.warn(
+[I 2025-12-18 05:28:43,802] A new study created in memory with name: no-name-2cc08250-3110-48a5-a7af-cbf340d23c4e
+[I 2025-12-18 05:29:00,913] Trial 0 finished with value: -0.2544050390476769 and parameters: {'embedding_dim': 67, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 0 with value: -0.2544050390476769.
+[I 2025-12-18 05:29:13,257] Trial 1 finished with value: -56.59261968369113 and parameters: {'embedding_dim': 70, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 0 with value: -0.2544050390476769.
+[I 2025-12-18 05:30:01,537] Trial 2 finished with value: -15.553567465419398 and parameters: {'embedding_dim': 93, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 0 with value: -0.2544050390476769.
+[I 2025-12-18 05:30:19,371] Trial 3 finished with value: -6.819295129241731 and parameters: {'embedding_dim': 68, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 0 with value: -0.2544050390476769.
+[I 2025-12-18 05:30:40,591] Trial 4 finished with value: -16.087952097022107 and parameters: {'embedding_dim': 123, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 0 with value: -0.2544050390476769.
+[I 2025-12-18 05:31:28,908] Trial 5 finished with value: -14.193966387838278 and parameters: {'embedding_dim': 126, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 0 with value: -0.2544050390476769.
+[I 2025-12-18 05:31:35,317] Trial 6 finished with value: -83.02066790228845 and parameters: {'embedding_dim': 69, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 0 with value: -0.2544050390476769.
+[I 2025-12-18 05:32:11,340] Trial 7 finished with value: -26.411521232932564 and parameters: {'embedding_dim': 74, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 0 with value: -0.2544050390476769.
+[I 2025-12-18 05:32:18,049] Trial 8 finished with value: -18.12388836811461 and parameters: {'embedding_dim': 109, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 0 with value: -0.2544050390476769.
+[I 2025-12-18 05:32:28,342] Trial 9 finished with value: -123.18869599213517 and parameters: {'embedding_dim': 72, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 0 with value: -0.2544050390476769.
+[I 2025-12-18 05:32:38,775] Trial 10 finished with value: -104.92545253302238 and parameters: {'embedding_dim': 88, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 0 with value: -0.2544050390476769.
+[I 2025-12-18 05:32:54,639] Trial 11 finished with value: -29.980514001153132 and parameters: {'embedding_dim': 82, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 0 with value: -0.2544050390476769.
+[I 2025-12-18 05:33:12,982] Trial 12 finished with value: -67.4890737791806 and parameters: {'embedding_dim': 101, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 0 with value: -0.2544050390476769.
+[I 2025-12-18 05:33:28,888] Trial 13 finished with value: -35.593933249889524 and parameters: {'embedding_dim': 81, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 0 with value: -0.2544050390476769.
+[I 2025-12-18 05:33:52,525] Trial 14 finished with value: -34.93920921234541 and parameters: {'embedding_dim': 66, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 0 with value: -0.2544050390476769.
+[I 2025-12-18 05:33:57,037] Trial 15 finished with value: -251.4029526620487 and parameters: {'embedding_dim': 64, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 0 with value: -0.2544050390476769.
+[I 2025-12-18 05:34:13,130] Trial 16 finished with value: -13.551172540838431 and parameters: {'embedding_dim': 78, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 0 with value: -0.2544050390476769.
+[I 2025-12-18 05:34:34,644] Trial 17 finished with value: -5.071113407993803 and parameters: {'embedding_dim': 106, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 0 with value: -0.2544050390476769.
+[I 2025-12-18 05:34:43,077] Trial 18 finished with value: -6.234813629902787 and parameters: {'embedding_dim': 110, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 0 with value: -0.2544050390476769.
+[I 2025-12-18 05:35:32,372] Trial 19 finished with value: -28.30563747036275 and parameters: {'embedding_dim': 104, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 0 with value: -0.2544050390476769.
+[I 2025-12-18 05:35:55,997] Trial 20 finished with value: -9.989908129891361 and parameters: {'embedding_dim': 117, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 0 with value: -0.2544050390476769.
+[I 2025-12-18 05:36:04,484] Trial 21 finished with value: -22.6317591297732 and parameters: {'embedding_dim': 112, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 0 with value: -0.2544050390476769.
+[I 2025-12-18 05:36:13,273] Trial 22 finished with value: -9.727516556399564 and parameters: {'embedding_dim': 99, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 0 with value: -0.2544050390476769.
+[I 2025-12-18 05:36:23,992] Trial 23 finished with value: -28.902686561716926 and parameters: {'embedding_dim': 93, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 0 with value: -0.2544050390476769.
+[I 2025-12-18 05:36:32,761] Trial 24 finished with value: -3.7744237928978035 and parameters: {'embedding_dim': 110, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 0 with value: -0.2544050390476769.
+[I 2025-12-18 05:36:39,451] Trial 25 finished with value: -0.7832958538888503 and parameters: {'embedding_dim': 118, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 0 with value: -0.2544050390476769.
+[I 2025-12-18 05:36:46,035] Trial 26 finished with value: -28.333125004197115 and parameters: {'embedding_dim': 118, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 0 with value: -0.2544050390476769.
+[I 2025-12-18 05:36:52,413] Trial 27 finished with value: -1.6831949915177455 and parameters: {'embedding_dim': 116, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 0 with value: -0.2544050390476769.
+[I 2025-12-18 05:36:59,022] Trial 28 finished with value: -0.5125989808167712 and parameters: {'embedding_dim': 118, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 0 with value: -0.2544050390476769.
+[I 2025-12-18 05:37:03,757] Trial 29 finished with value: -115.63827882133127 and parameters: {'embedding_dim': 128, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 0 with value: -0.2544050390476769.
+[I 2025-12-18 05:37:12,829] Trial 30 finished with value: -2.8357016635784573 and parameters: {'embedding_dim': 120, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 0 with value: -0.2544050390476769.
+[I 2025-12-18 05:37:19,220] Trial 31 finished with value: -26.137335352397816 and parameters: {'embedding_dim': 115, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 0 with value: -0.2544050390476769.
+[I 2025-12-18 05:37:25,630] Trial 32 finished with value: -10.84106614930642 and parameters: {'embedding_dim': 122, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 0 with value: -0.2544050390476769.
+[I 2025-12-18 05:37:31,999] Trial 33 finished with value: -161.88502973956872 and parameters: {'embedding_dim': 115, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 0 with value: -0.2544050390476769.
+[I 2025-12-18 05:38:10,183] Trial 34 finished with value: -2.4039223659477194 and parameters: {'embedding_dim': 88, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 0 with value: -0.2544050390476769.
+[I 2025-12-18 05:38:16,573] Trial 35 finished with value: -8.39349572106323 and parameters: {'embedding_dim': 125, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 0 with value: -0.2544050390476769.
+[I 2025-12-18 05:38:22,988] Trial 36 finished with value: -37.014760933209004 and parameters: {'embedding_dim': 122, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 0 with value: -0.2544050390476769.
+[I 2025-12-18 05:38:47,594] Trial 37 finished with value: -18.90295382139369 and parameters: {'embedding_dim': 104, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 0 with value: -0.2544050390476769.
+[I 2025-12-18 05:38:54,081] Trial 38 finished with value: -0.36918384518603486 and parameters: {'embedding_dim': 113, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 0 with value: -0.2544050390476769.
+[I 2025-12-18 05:39:00,488] Trial 39 finished with value: -49.21488034957446 and parameters: {'embedding_dim': 97, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 0 with value: -0.2544050390476769.
+[I 2025-12-18 05:39:36,588] Trial 40 finished with value: -162.74448350494433 and parameters: {'embedding_dim': 112, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 0 with value: -0.2544050390476769.
+[I 2025-12-18 05:39:43,226] Trial 41 finished with value: -46.251701762234525 and parameters: {'embedding_dim': 115, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 0 with value: -0.2544050390476769.
+[I 2025-12-18 05:39:49,967] Trial 42 finished with value: -2.3611314982724423 and parameters: {'embedding_dim': 119, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 0 with value: -0.2544050390476769.
+[I 2025-12-18 05:39:56,406] Trial 43 finished with value: -31.415582577986786 and parameters: {'embedding_dim': 124, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 0 with value: -0.2544050390476769.
+[I 2025-12-18 05:40:03,109] Trial 44 finished with value: -14.475838487923834 and parameters: {'embedding_dim': 128, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 0 with value: -0.2544050390476769.
+[I 2025-12-18 05:40:21,693] Trial 45 finished with value: -14.14241252269313 and parameters: {'embedding_dim': 107, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 0 with value: -0.2544050390476769.
+[I 2025-12-18 05:40:28,402] Trial 46 finished with value: -14.380869115682405 and parameters: {'embedding_dim': 121, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 0 with value: -0.2544050390476769.
+[I 2025-12-18 05:40:38,942] Trial 47 finished with value: -22.960865338272637 and parameters: {'embedding_dim': 87, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 0 with value: -0.2544050390476769.
+[I 2025-12-18 05:40:45,593] Trial 48 finished with value: -51.95810629051738 and parameters: {'embedding_dim': 113, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 0 with value: -0.2544050390476769.
+[I 2025-12-18 05:41:03,871] Trial 49 finished with value: -2.141694263668393 and parameters: {'embedding_dim': 92, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 0 with value: -0.2544050390476769.
+[I 2025-12-18 05:41:20,226] A new study created in memory with name: no-name-135a1057-0968-436f-add5-efa759a50922
+[I 2025-12-18 05:41:47,972] Trial 0 finished with value: -747.9138139133464 and parameters: {'embedding_dim': 445, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 0 with value: -747.9138139133464.
+[I 2025-12-18 05:42:18,995] Trial 1 finished with value: -1034.505326588374 and parameters: {'embedding_dim': 458, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 0 with value: -747.9138139133464.
+[I 2025-12-18 05:43:33,565] Trial 2 finished with value: -679.3156808305685 and parameters: {'embedding_dim': 491, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 2 with value: -679.3156808305685.
+[I 2025-12-18 05:43:52,794] Trial 3 finished with value: -1120.1823593514991 and parameters: {'embedding_dim': 313, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 1}. Best is trial 2 with value: -679.3156808305685.
+[I 2025-12-18 05:44:21,369] Trial 4 finished with value: -449.982120682096 and parameters: {'embedding_dim': 137, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 4 with value: -449.982120682096.
+[I 2025-12-18 05:45:08,541] Trial 5 finished with value: -1941.0377054320957 and parameters: {'embedding_dim': 342, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 4 with value: -449.982120682096.
+[I 2025-12-18 05:45:47,336] Trial 6 finished with value: -597.0788383454324 and parameters: {'embedding_dim': 276, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 4 with value: -449.982120682096.
+[I 2025-12-18 05:45:59,958] Trial 7 finished with value: -1806.7347555242725 and parameters: {'embedding_dim': 442, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 4 with value: -449.982120682096.
+[I 2025-12-18 05:46:36,713] Trial 8 finished with value: -638.966220477363 and parameters: {'embedding_dim': 370, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 4 with value: -449.982120682096.
+[I 2025-12-18 05:47:48,530] Trial 9 finished with value: -59.54823376685692 and parameters: {'embedding_dim': 352, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 9 with value: -59.54823376685692.
+[I 2025-12-18 05:48:10,240] Trial 10 finished with value: -428.0203646992793 and parameters: {'embedding_dim': 232, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 9 with value: -59.54823376685692.
+[I 2025-12-18 05:48:31,698] Trial 11 finished with value: -720.522095786477 and parameters: {'embedding_dim': 223, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 9 with value: -59.54823376685692.
+[I 2025-12-18 05:48:53,210] Trial 12 finished with value: -426.9275492970433 and parameters: {'embedding_dim': 213, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 9 with value: -59.54823376685692.
+[I 2025-12-18 05:49:08,273] Trial 13 finished with value: -671.6365330724589 and parameters: {'embedding_dim': 157, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 9 with value: -59.54823376685692.
+[I 2025-12-18 05:49:29,501] Trial 14 finished with value: -417.9125668192224 and parameters: {'embedding_dim': 383, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 9 with value: -59.54823376685692.
+[I 2025-12-18 05:50:26,640] Trial 15 finished with value: -111.84875772624171 and parameters: {'embedding_dim': 402, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 9 with value: -59.54823376685692.
+[I 2025-12-18 05:51:27,463] Trial 16 finished with value: -754.5946808738315 and parameters: {'embedding_dim': 400, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 9 with value: -59.54823376685692.
+[I 2025-12-18 05:52:12,474] Trial 17 finished with value: -847.2390404397678 and parameters: {'embedding_dim': 309, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 9 with value: -59.54823376685692.
+[I 2025-12-18 05:53:13,937] Trial 18 finished with value: -25.639474257129535 and parameters: {'embedding_dim': 408, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 18 with value: -25.639474257129535.
+[I 2025-12-18 05:54:00,366] Trial 19 finished with value: -1428.8963301388703 and parameters: {'embedding_dim': 495, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 18 with value: -25.639474257129535.
+[I 2025-12-18 05:55:13,459] Trial 20 finished with value: -87.5237923603021 and parameters: {'embedding_dim': 272, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 18 with value: -25.639474257129535.
+[I 2025-12-18 05:56:29,346] Trial 21 finished with value: -179.6608154166418 and parameters: {'embedding_dim': 270, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 18 with value: -25.639474257129535.
+[I 2025-12-18 05:57:46,850] Trial 22 finished with value: -2329.0339927079194 and parameters: {'embedding_dim': 345, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 18 with value: -25.639474257129535.
+[I 2025-12-18 05:58:48,018] Trial 23 finished with value: -48.974297522843926 and parameters: {'embedding_dim': 291, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 18 with value: -25.639474257129535.
+[I 2025-12-18 05:59:47,758] Trial 24 finished with value: -858.0936530001052 and parameters: {'embedding_dim': 351, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 18 with value: -25.639474257129535.
+[I 2025-12-18 06:00:19,780] Trial 25 finished with value: -1263.262995224501 and parameters: {'embedding_dim': 418, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 18 with value: -25.639474257129535.
+[I 2025-12-18 06:01:02,559] Trial 26 finished with value: -138.66517767782676 and parameters: {'embedding_dim': 190, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 18 with value: -25.639474257129535.
+[I 2025-12-18 06:02:06,213] Trial 27 finished with value: -348.78068301722595 and parameters: {'embedding_dim': 306, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 18 with value: -25.639474257129535.
+[I 2025-12-18 06:02:55,013] Trial 28 finished with value: -144.2964151447721 and parameters: {'embedding_dim': 251, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 18 with value: -25.639474257129535.
+[I 2025-12-18 06:03:55,368] Trial 29 finished with value: -1.3354618009404158 and parameters: {'embedding_dim': 435, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 29 with value: -1.3354618009404158.
+Processing ../../data/data_for_modeling/incheon_train.csv: Optimizing CTGAN for class 1...
+Saved CTGAN model for class 0: ../save_model/oversampling_models/smotenc_ctgan_10000_2_incheon_class0.pkl
+Saved CTGAN model for class 1: ../save_model/oversampling_models/smotenc_ctgan_10000_2_incheon_class1.pkl
+Saved augmented data only ../../data/data_oversampled/augmented_only/smotenc_ctgan10000_2_incheon.csv: Class 0=9070 | Class 1=6999
+Saved ../../data/data_oversampled/smotenc_ctgan10000/smotenc_ctgan10000_2_incheon.csv: Class 0=9432 | Class 1=9544 | Class 2=14637
+Processing ../../data/data_for_modeling/seoul_train.csv: Optimizing CTGAN for class 0...
+Processing ../../data/data_for_modeling/seoul_train.csv: Optimizing CTGAN for class 1...
+Saved CTGAN model for class 0: ../save_model/oversampling_models/smotenc_ctgan_10000_2_seoul_class0.pkl
+Saved CTGAN model for class 1: ../save_model/oversampling_models/smotenc_ctgan_10000_2_seoul_class1.pkl
+Saved augmented data only ../../data/data_oversampled/augmented_only/smotenc_ctgan10000_2_seoul.csv: Class 0=10341 | Class 1=8190
+Saved ../../data/data_oversampled/smotenc_ctgan10000/smotenc_ctgan10000_2_seoul.csv: Class 0=10370 | Class 1=9882 | Class 2=15823
+Processing ../../data/data_for_modeling/busan_train.csv: Optimizing CTGAN for class 0...
+Processing ../../data/data_for_modeling/busan_train.csv: Optimizing CTGAN for class 1...
+Saved CTGAN model for class 0: ../save_model/oversampling_models/smotenc_ctgan_10000_2_busan_class0.pkl
+Saved CTGAN model for class 1: ../save_model/oversampling_models/smotenc_ctgan_10000_2_busan_class1.pkl
+Saved augmented data only ../../data/data_oversampled/augmented_only/smotenc_ctgan10000_2_busan.csv: Class 0=10102 | Class 1=8052
+Saved ../../data/data_oversampled/smotenc_ctgan10000/smotenc_ctgan10000_2_busan.csv: Class 0=10177 | Class 1=9064 | Class 2=16457
+Processing ../../data/data_for_modeling/daegu_train.csv: Optimizing CTGAN for class 0...
+Processing ../../data/data_for_modeling/daegu_train.csv: Optimizing CTGAN for class 1...
+Saved CTGAN model for class 0: ../save_model/oversampling_models/smotenc_ctgan_10000_2_daegu_class0.pkl
+Saved CTGAN model for class 1: ../save_model/oversampling_models/smotenc_ctgan_10000_2_daegu_class1.pkl
+Saved augmented data only ../../data/data_oversampled/augmented_only/smotenc_ctgan10000_2_daegu.csv: Class 0=10471 | Class 1=8742
+Saved ../../data/data_oversampled/smotenc_ctgan10000/smotenc_ctgan10000_2_daegu.csv: Class 0=10500 | Class 1=9454 | Class 2=16803
+Processing ../../data/data_for_modeling/daejeon_train.csv: Optimizing CTGAN for class 0...
+Processing ../../data/data_for_modeling/daejeon_train.csv: Optimizing CTGAN for class 1...
+Saved CTGAN model for class 0: ../save_model/oversampling_models/smotenc_ctgan_10000_2_daejeon_class0.pkl
+Saved CTGAN model for class 1: ../save_model/oversampling_models/smotenc_ctgan_10000_2_daejeon_class1.pkl
+Saved augmented data only ../../data/data_oversampled/augmented_only/smotenc_ctgan10000_2_daejeon.csv: Class 0=9889 | Class 1=8100
+Saved ../../data/data_oversampled/smotenc_ctgan10000/smotenc_ctgan10000_2_daejeon.csv: Class 0=10005 | Class 1=9811 | Class 2=15717
+Processing ../../data/data_for_modeling/gwangju_train.csv: Optimizing CTGAN for class 0...
+Processing ../../data/data_for_modeling/gwangju_train.csv: Optimizing CTGAN for class 1...
+Saved CTGAN model for class 0: ../save_model/oversampling_models/smotenc_ctgan_10000_2_gwangju_class0.pkl
+Saved CTGAN model for class 1: ../save_model/oversampling_models/smotenc_ctgan_10000_2_gwangju_class1.pkl
+Saved augmented data only ../../data/data_oversampled/augmented_only/smotenc_ctgan10000_2_gwangju.csv: Class 0=8952 | Class 1=7887
+Saved ../../data/data_oversampled/smotenc_ctgan10000/smotenc_ctgan10000_2_gwangju.csv: Class 0=9031 | Class 1=9592 | Class 2=15760
+
+Running smotenc_ctgan_sample_10000_3.py...
+/opt/conda/envs/py39/lib/python3.9/site-packages/sklearn/base.py:484: FutureWarning: `BaseEstimator._check_n_features` is deprecated in 1.6 and will be removed in 1.7. Use `sklearn.utils.validation._check_n_features` instead.
+  warnings.warn(
+/opt/conda/envs/py39/lib/python3.9/site-packages/sklearn/base.py:493: FutureWarning: `BaseEstimator._check_feature_names` is deprecated in 1.6 and will be removed in 1.7. Use `sklearn.utils.validation._check_feature_names` instead.
+  warnings.warn(
+[I 2025-12-18 06:05:01,010] A new study created in memory with name: no-name-c9fcb3da-6fb5-4e19-96ba-d63790650190
+Using device: cuda
+Processing ../../data/data_for_modeling/incheon_train.csv: Optimizing CTGAN for class 0...
+[I 2025-12-18 06:05:27,929] Trial 0 finished with value: -8.331819100618182 and parameters: {'embedding_dim': 96, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 0 with value: -8.331819100618182.
+[I 2025-12-18 06:05:37,368] Trial 1 finished with value: -78.82615741666825 and parameters: {'embedding_dim': 85, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 0 with value: -8.331819100618182.
+[I 2025-12-18 06:05:59,184] Trial 2 finished with value: -198.39878540286256 and parameters: {'embedding_dim': 68, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 0 with value: -8.331819100618182.
+[I 2025-12-18 06:06:05,856] Trial 3 finished with value: -23.091530782404988 and parameters: {'embedding_dim': 65, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 0 with value: -8.331819100618182.
+[I 2025-12-18 06:06:17,664] Trial 4 finished with value: -58.60090678665496 and parameters: {'embedding_dim': 105, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 0 with value: -8.331819100618182.
+[I 2025-12-18 06:06:54,069] Trial 5 finished with value: -60.44790606655957 and parameters: {'embedding_dim': 96, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 0 with value: -8.331819100618182.
+[I 2025-12-18 06:06:59,464] Trial 6 finished with value: -5.8596763417091875 and parameters: {'embedding_dim': 108, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 6 with value: -5.8596763417091875.
+[I 2025-12-18 06:07:04,960] Trial 7 finished with value: -28.446910962471833 and parameters: {'embedding_dim': 91, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 6 with value: -5.8596763417091875.
+[I 2025-12-18 06:07:13,352] Trial 8 finished with value: -32.32030217706395 and parameters: {'embedding_dim': 113, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 6 with value: -5.8596763417091875.
+[I 2025-12-18 06:07:17,669] Trial 9 finished with value: -76.66320882518644 and parameters: {'embedding_dim': 124, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 6 with value: -5.8596763417091875.
+[I 2025-12-18 06:07:33,997] Trial 10 finished with value: -39.28286341588256 and parameters: {'embedding_dim': 122, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 6 with value: -5.8596763417091875.
+[I 2025-12-18 06:07:55,477] Trial 11 finished with value: -20.40228428232213 and parameters: {'embedding_dim': 105, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 6 with value: -5.8596763417091875.
+[I 2025-12-18 06:08:16,721] Trial 12 finished with value: -41.736536541006885 and parameters: {'embedding_dim': 81, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 6 with value: -5.8596763417091875.
+[I 2025-12-18 06:08:32,456] Trial 13 finished with value: -5.491522454890464 and parameters: {'embedding_dim': 106, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 13 with value: -5.491522454890464.
+[I 2025-12-18 06:09:06,168] Trial 14 finished with value: -155.44529545605877 and parameters: {'embedding_dim': 112, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 13 with value: -5.491522454890464.
+[I 2025-12-18 06:09:10,476] Trial 15 finished with value: -85.45533410492864 and parameters: {'embedding_dim': 108, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 13 with value: -5.491522454890464.
+[I 2025-12-18 06:09:26,170] Trial 16 finished with value: -17.328058426714296 and parameters: {'embedding_dim': 117, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 13 with value: -5.491522454890464.
+[I 2025-12-18 06:09:36,552] Trial 17 finished with value: -35.44256991334797 and parameters: {'embedding_dim': 103, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 13 with value: -5.491522454890464.
+[I 2025-12-18 06:09:43,002] Trial 18 finished with value: -71.68821212878022 and parameters: {'embedding_dim': 99, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 13 with value: -5.491522454890464.
+[I 2025-12-18 06:10:16,838] Trial 19 finished with value: -12.728424743819087 and parameters: {'embedding_dim': 118, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 13 with value: -5.491522454890464.
+[I 2025-12-18 06:10:21,140] Trial 20 finished with value: -53.256129405773386 and parameters: {'embedding_dim': 87, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 13 with value: -5.491522454890464.
+[I 2025-12-18 06:10:42,412] Trial 21 finished with value: -30.158671101683478 and parameters: {'embedding_dim': 93, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 13 with value: -5.491522454890464.
+[I 2025-12-18 06:11:03,519] Trial 22 finished with value: -67.8104880285845 and parameters: {'embedding_dim': 102, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 13 with value: -5.491522454890464.
+[I 2025-12-18 06:11:24,673] Trial 23 finished with value: -18.39829317824921 and parameters: {'embedding_dim': 80, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 13 with value: -5.491522454890464.
+[I 2025-12-18 06:11:40,345] Trial 24 finished with value: -18.116241975045433 and parameters: {'embedding_dim': 98, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 13 with value: -5.491522454890464.
+[I 2025-12-18 06:11:57,440] Trial 25 finished with value: -19.967982249766266 and parameters: {'embedding_dim': 128, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 13 with value: -5.491522454890464.
+[I 2025-12-18 06:12:13,184] Trial 26 finished with value: -75.7558775617322 and parameters: {'embedding_dim': 110, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 13 with value: -5.491522454890464.
+[I 2025-12-18 06:12:35,496] Trial 27 finished with value: -68.84048494307646 and parameters: {'embedding_dim': 73, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 13 with value: -5.491522454890464.
+[I 2025-12-18 06:12:59,420] Trial 28 finished with value: -177.41968589917474 and parameters: {'embedding_dim': 92, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 13 with value: -5.491522454890464.
+[I 2025-12-18 06:13:07,754] Trial 29 finished with value: -155.20627203651387 and parameters: {'embedding_dim': 86, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 13 with value: -5.491522454890464.
+[I 2025-12-18 06:13:15,320] Trial 30 finished with value: -35.816644445597206 and parameters: {'embedding_dim': 116, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 13 with value: -5.491522454890464.
+[I 2025-12-18 06:13:51,421] Trial 31 finished with value: -211.6005426898254 and parameters: {'embedding_dim': 119, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 13 with value: -5.491522454890464.
+[I 2025-12-18 06:14:26,927] Trial 32 finished with value: -329.42184523530017 and parameters: {'embedding_dim': 108, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 13 with value: -5.491522454890464.
+[I 2025-12-18 06:15:03,373] Trial 33 finished with value: -231.12817253543398 and parameters: {'embedding_dim': 114, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 13 with value: -5.491522454890464.
+[I 2025-12-18 06:15:27,426] Trial 34 finished with value: -97.30727086720442 and parameters: {'embedding_dim': 101, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 13 with value: -5.491522454890464.
+[I 2025-12-18 06:16:04,314] Trial 35 finished with value: -65.37680506264506 and parameters: {'embedding_dim': 106, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 13 with value: -5.491522454890464.
+[I 2025-12-18 06:16:28,793] Trial 36 finished with value: -228.603536965632 and parameters: {'embedding_dim': 122, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 13 with value: -5.491522454890464.
+[I 2025-12-18 06:16:37,146] Trial 37 finished with value: -194.57463282057813 and parameters: {'embedding_dim': 94, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 13 with value: -5.491522454890464.
+[I 2025-12-18 06:16:54,096] Trial 38 finished with value: -9.30924719807635 and parameters: {'embedding_dim': 110, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 13 with value: -5.491522454890464.
+[I 2025-12-18 06:17:05,511] Trial 39 finished with value: -6.334490772926497 and parameters: {'embedding_dim': 89, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 13 with value: -5.491522454890464.
+[I 2025-12-18 06:17:16,038] Trial 40 finished with value: -25.08741325850962 and parameters: {'embedding_dim': 89, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 13 with value: -5.491522454890464.
+[I 2025-12-18 06:17:29,139] Trial 41 finished with value: -76.92774976289039 and parameters: {'embedding_dim': 97, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 13 with value: -5.491522454890464.
+[I 2025-12-18 06:17:41,376] Trial 42 finished with value: -52.120527504420586 and parameters: {'embedding_dim': 79, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 13 with value: -5.491522454890464.
+[I 2025-12-18 06:17:52,026] Trial 43 finished with value: -290.60959909519494 and parameters: {'embedding_dim': 110, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 13 with value: -5.491522454890464.
+[I 2025-12-18 06:18:09,500] Trial 44 finished with value: -20.589823958437073 and parameters: {'embedding_dim': 95, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 13 with value: -5.491522454890464.
+[I 2025-12-18 06:18:20,891] Trial 45 finished with value: -144.95660150557617 and parameters: {'embedding_dim': 105, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 13 with value: -5.491522454890464.
+[I 2025-12-18 06:18:32,457] Trial 46 finished with value: -107.91003039575338 and parameters: {'embedding_dim': 84, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 13 with value: -5.491522454890464.
+[I 2025-12-18 06:18:38,960] Trial 47 finished with value: -5.364924770257339 and parameters: {'embedding_dim': 101, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 47 with value: -5.364924770257339.
+[I 2025-12-18 06:18:43,560] Trial 48 finished with value: -68.6167667329182 and parameters: {'embedding_dim': 90, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 47 with value: -5.364924770257339.
+[I 2025-12-18 06:18:51,049] Trial 49 finished with value: -151.42705808931237 and parameters: {'embedding_dim': 101, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 47 with value: -5.364924770257339.
+[I 2025-12-18 06:18:57,820] A new study created in memory with name: no-name-56d7d112-1cc5-48be-9f1a-270fa7540967
+[I 2025-12-18 06:19:37,004] Trial 0 finished with value: -44.52560169161746 and parameters: {'embedding_dim': 130, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 0 with value: -44.52560169161746.
+[I 2025-12-18 06:20:12,718] Trial 1 finished with value: -444.7319851755525 and parameters: {'embedding_dim': 200, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 0 with value: -44.52560169161746.
+[I 2025-12-18 06:20:41,448] Trial 2 finished with value: -440.4868112276623 and parameters: {'embedding_dim': 193, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 0 with value: -44.52560169161746.
+[I 2025-12-18 06:21:09,835] Trial 3 finished with value: -532.0706351406668 and parameters: {'embedding_dim': 331, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 1}. Best is trial 0 with value: -44.52560169161746.
+[I 2025-12-18 06:21:49,408] Trial 4 finished with value: -844.6464198142787 and parameters: {'embedding_dim': 184, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 0 with value: -44.52560169161746.
+[I 2025-12-18 06:22:27,298] Trial 5 finished with value: -1797.1946745076798 and parameters: {'embedding_dim': 344, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 0 with value: -44.52560169161746.
+[I 2025-12-18 06:23:16,662] Trial 6 finished with value: -5.796210450977993 and parameters: {'embedding_dim': 358, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 6 with value: -5.796210450977993.
+[I 2025-12-18 06:23:53,978] Trial 7 finished with value: -136.04795119430065 and parameters: {'embedding_dim': 484, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 6 with value: -5.796210450977993.
+[I 2025-12-18 06:24:30,982] Trial 8 finished with value: -335.85753019176644 and parameters: {'embedding_dim': 361, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 6 with value: -5.796210450977993.
+[I 2025-12-18 06:25:04,009] Trial 9 finished with value: -365.22564430762486 and parameters: {'embedding_dim': 178, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 6 with value: -5.796210450977993.
+[I 2025-12-18 06:27:07,934] Trial 10 finished with value: -680.9605511680795 and parameters: {'embedding_dim': 438, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 6 with value: -5.796210450977993.
+[I 2025-12-18 06:27:57,675] Trial 11 finished with value: -235.91777013795414 and parameters: {'embedding_dim': 274, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 6 with value: -5.796210450977993.
+[I 2025-12-18 06:28:47,003] Trial 12 finished with value: -0.4867830151176225 and parameters: {'embedding_dim': 275, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 12 with value: -0.4867830151176225.
+[I 2025-12-18 06:29:49,385] Trial 13 finished with value: -428.6318466523811 and parameters: {'embedding_dim': 268, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 12 with value: -0.4867830151176225.
+[I 2025-12-18 06:30:39,487] Trial 14 finished with value: -603.6339570382104 and parameters: {'embedding_dim': 403, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 12 with value: -0.4867830151176225.
+[I 2025-12-18 06:32:42,466] Trial 15 finished with value: -1484.2004165071978 and parameters: {'embedding_dim': 278, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 12 with value: -0.4867830151176225.
+[I 2025-12-18 06:33:44,307] Trial 16 finished with value: -587.1437970644705 and parameters: {'embedding_dim': 400, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 12 with value: -0.4867830151176225.
+[I 2025-12-18 06:34:34,291] Trial 17 finished with value: -14.860323167236544 and parameters: {'embedding_dim': 248, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 12 with value: -0.4867830151176225.
+[I 2025-12-18 06:35:02,455] Trial 18 finished with value: -1151.0881263307647 and parameters: {'embedding_dim': 511, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 12 with value: -0.4867830151176225.
+[I 2025-12-18 06:36:01,720] Trial 19 finished with value: -887.7337173344496 and parameters: {'embedding_dim': 303, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 12 with value: -0.4867830151176225.
+[I 2025-12-18 06:37:04,367] Trial 20 finished with value: -665.311543731952 and parameters: {'embedding_dim': 398, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 12 with value: -0.4867830151176225.
+[I 2025-12-18 06:37:54,225] Trial 21 finished with value: -28.29623645427501 and parameters: {'embedding_dim': 236, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 12 with value: -0.4867830151176225.
+[I 2025-12-18 06:38:49,967] Trial 22 finished with value: -518.618226754313 and parameters: {'embedding_dim': 245, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 12 with value: -0.4867830151176225.
+[I 2025-12-18 06:39:44,494] Trial 23 finished with value: -441.2820691211956 and parameters: {'embedding_dim': 312, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 12 with value: -0.4867830151176225.
+[I 2025-12-18 06:40:21,325] Trial 24 finished with value: -31.707681628672887 and parameters: {'embedding_dim': 363, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 12 with value: -0.4867830151176225.
+[I 2025-12-18 06:41:15,919] Trial 25 finished with value: -24.318188238606485 and parameters: {'embedding_dim': 227, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 12 with value: -0.4867830151176225.
+[I 2025-12-18 06:42:22,580] Trial 26 finished with value: -360.4052236925053 and parameters: {'embedding_dim': 290, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 12 with value: -0.4867830151176225.
+[I 2025-12-18 06:43:03,487] Trial 27 finished with value: -516.7052378857255 and parameters: {'embedding_dim': 153, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 12 with value: -0.4867830151176225.
+[I 2025-12-18 06:43:38,163] Trial 28 finished with value: -360.57562764124333 and parameters: {'embedding_dim': 371, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 12 with value: -0.4867830151176225.
+[I 2025-12-18 06:44:19,485] Trial 29 finished with value: -316.54373421470905 and parameters: {'embedding_dim': 128, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 12 with value: -0.4867830151176225.
+/opt/conda/envs/py39/lib/python3.9/site-packages/sklearn/base.py:484: FutureWarning: `BaseEstimator._check_n_features` is deprecated in 1.6 and will be removed in 1.7. Use `sklearn.utils.validation._check_n_features` instead.
+  warnings.warn(
+/opt/conda/envs/py39/lib/python3.9/site-packages/sklearn/base.py:493: FutureWarning: `BaseEstimator._check_feature_names` is deprecated in 1.6 and will be removed in 1.7. Use `sklearn.utils.validation._check_feature_names` instead.
+  warnings.warn(
+[I 2025-12-18 06:45:12,209] A new study created in memory with name: no-name-553123f7-8a2c-4dba-9660-5baf2ee4288c
+[I 2025-12-18 06:45:33,826] Trial 0 finished with value: -7.934988113907795 and parameters: {'embedding_dim': 123, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 0 with value: -7.934988113907795.
+[I 2025-12-18 06:45:51,323] Trial 1 finished with value: -20.34652674241843 and parameters: {'embedding_dim': 86, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 0 with value: -7.934988113907795.
+[I 2025-12-18 06:45:57,676] Trial 2 finished with value: -14.845260529529153 and parameters: {'embedding_dim': 128, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 0 with value: -7.934988113907795.
+[I 2025-12-18 06:46:18,860] Trial 3 finished with value: -3.7400711358996994 and parameters: {'embedding_dim': 65, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 3 with value: -3.7400711358996994.
+[I 2025-12-18 06:47:05,559] Trial 4 finished with value: -1.63505171018829 and parameters: {'embedding_dim': 71, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 4 with value: -1.63505171018829.
+[I 2025-12-18 06:47:24,065] Trial 5 finished with value: -7.65856767312329 and parameters: {'embedding_dim': 102, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 4 with value: -1.63505171018829.
+[I 2025-12-18 06:47:28,506] Trial 6 finished with value: -7.680287506920947 and parameters: {'embedding_dim': 123, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 4 with value: -1.63505171018829.
+[I 2025-12-18 06:47:44,178] Trial 7 finished with value: -7.5891107374618265 and parameters: {'embedding_dim': 76, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 4 with value: -1.63505171018829.
+[I 2025-12-18 06:48:05,831] Trial 8 finished with value: -15.11859875103253 and parameters: {'embedding_dim': 101, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 4 with value: -1.63505171018829.
+[I 2025-12-18 06:48:55,053] Trial 9 finished with value: -12.008635072551238 and parameters: {'embedding_dim': 105, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 4 with value: -1.63505171018829.
+[I 2025-12-18 06:49:42,453] Trial 10 finished with value: -3.264937768556091 and parameters: {'embedding_dim': 64, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 4 with value: -1.63505171018829.
+[I 2025-12-18 06:50:29,745] Trial 11 finished with value: -13.101658889897688 and parameters: {'embedding_dim': 64, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 4 with value: -1.63505171018829.
+[I 2025-12-18 06:51:16,380] Trial 12 finished with value: -3.8890880148320814 and parameters: {'embedding_dim': 77, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 4 with value: -1.63505171018829.
+[I 2025-12-18 06:52:03,873] Trial 13 finished with value: -1.2328431364047618 and parameters: {'embedding_dim': 75, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 13 with value: -1.2328431364047618.
+[I 2025-12-18 06:52:54,868] Trial 14 finished with value: -8.64441534796533 and parameters: {'embedding_dim': 88, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 13 with value: -1.2328431364047618.
+[I 2025-12-18 06:53:40,090] Trial 15 finished with value: -2.748199489374276 and parameters: {'embedding_dim': 76, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 13 with value: -1.2328431364047618.
+[I 2025-12-18 06:53:47,713] Trial 16 finished with value: -1.952040066886746 and parameters: {'embedding_dim': 90, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 13 with value: -1.2328431364047618.
+[I 2025-12-18 06:54:35,220] Trial 17 finished with value: -4.767217850897102 and parameters: {'embedding_dim': 72, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 13 with value: -1.2328431364047618.
+[I 2025-12-18 06:55:11,656] Trial 18 finished with value: -33.65567227327686 and parameters: {'embedding_dim': 83, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 13 with value: -1.2328431364047618.
+[I 2025-12-18 06:55:21,327] Trial 19 finished with value: -45.08891750035565 and parameters: {'embedding_dim': 71, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 13 with value: -1.2328431364047618.
+[I 2025-12-18 06:55:54,869] Trial 20 finished with value: -53.366777719724254 and parameters: {'embedding_dim': 111, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 13 with value: -1.2328431364047618.
+[I 2025-12-18 06:56:01,388] Trial 21 finished with value: -3.5566921797473756 and parameters: {'embedding_dim': 95, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 13 with value: -1.2328431364047618.
+[I 2025-12-18 06:56:08,050] Trial 22 finished with value: -3.6926169708838157 and parameters: {'embedding_dim': 93, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 13 with value: -1.2328431364047618.
+[I 2025-12-18 06:56:14,421] Trial 23 finished with value: -28.63424976030531 and parameters: {'embedding_dim': 82, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 13 with value: -1.2328431364047618.
+[I 2025-12-18 06:56:25,855] Trial 24 finished with value: -10.16427678623058 and parameters: {'embedding_dim': 89, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 13 with value: -1.2328431364047618.
+[I 2025-12-18 06:56:31,313] Trial 25 finished with value: -6.028454171915526 and parameters: {'embedding_dim': 70, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 13 with value: -1.2328431364047618.
+[I 2025-12-18 06:57:17,326] Trial 26 finished with value: -8.975761924333582 and parameters: {'embedding_dim': 82, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 13 with value: -1.2328431364047618.
+[I 2025-12-18 06:57:51,102] Trial 27 finished with value: -28.462242437984045 and parameters: {'embedding_dim': 79, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 13 with value: -1.2328431364047618.
+[I 2025-12-18 06:58:12,250] Trial 28 finished with value: -0.5041221806449905 and parameters: {'embedding_dim': 69, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 28 with value: -0.5041221806449905.
+[I 2025-12-18 06:58:33,568] Trial 29 finished with value: -9.53373056933243 and parameters: {'embedding_dim': 69, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 28 with value: -0.5041221806449905.
+[I 2025-12-18 06:58:54,722] Trial 30 finished with value: -7.193589708272658 and parameters: {'embedding_dim': 74, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 28 with value: -0.5041221806449905.
+[I 2025-12-18 06:59:15,976] Trial 31 finished with value: -2.329434503604402 and parameters: {'embedding_dim': 68, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 28 with value: -0.5041221806449905.
+[I 2025-12-18 06:59:31,842] Trial 32 finished with value: -7.532868549794167 and parameters: {'embedding_dim': 80, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 28 with value: -0.5041221806449905.
+[I 2025-12-18 06:59:53,041] Trial 33 finished with value: -12.35367734196024 and parameters: {'embedding_dim': 86, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 28 with value: -0.5041221806449905.
+[I 2025-12-18 07:00:01,363] Trial 34 finished with value: -19.14745314059736 and parameters: {'embedding_dim': 91, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 28 with value: -0.5041221806449905.
+[I 2025-12-18 07:00:17,170] Trial 35 finished with value: -14.113212796914187 and parameters: {'embedding_dim': 67, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 28 with value: -0.5041221806449905.
+[I 2025-12-18 07:00:38,911] Trial 36 finished with value: -55.539334331964426 and parameters: {'embedding_dim': 73, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 28 with value: -0.5041221806449905.
+[I 2025-12-18 07:00:45,333] Trial 37 finished with value: -5.7942492151580165 and parameters: {'embedding_dim': 85, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 28 with value: -0.5041221806449905.
+[I 2025-12-18 07:01:06,543] Trial 38 finished with value: -20.116084686882544 and parameters: {'embedding_dim': 117, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 28 with value: -0.5041221806449905.
+[I 2025-12-18 07:01:54,919] Trial 39 finished with value: -6.7742000007775225 and parameters: {'embedding_dim': 77, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 28 with value: -0.5041221806449905.
+[I 2025-12-18 07:02:12,134] Trial 40 finished with value: -8.310977127503337 and parameters: {'embedding_dim': 67, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 28 with value: -0.5041221806449905.
+[I 2025-12-18 07:02:34,748] Trial 41 finished with value: -3.0960242972344245 and parameters: {'embedding_dim': 68, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 28 with value: -0.5041221806449905.
+[I 2025-12-18 07:02:55,696] Trial 42 finished with value: -23.692089727013162 and parameters: {'embedding_dim': 98, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 28 with value: -0.5041221806449905.
+[I 2025-12-18 07:03:16,845] Trial 43 finished with value: -3.0583564014136173 and parameters: {'embedding_dim': 74, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 28 with value: -0.5041221806449905.
+[I 2025-12-18 07:03:39,178] Trial 44 finished with value: -6.535999274998157 and parameters: {'embedding_dim': 64, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 28 with value: -0.5041221806449905.
+[I 2025-12-18 07:04:00,411] Trial 45 finished with value: -16.060713782806683 and parameters: {'embedding_dim': 67, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 28 with value: -0.5041221806449905.
+[I 2025-12-18 07:04:50,087] Trial 46 finished with value: -8.023641848582493 and parameters: {'embedding_dim': 106, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 28 with value: -0.5041221806449905.
+[I 2025-12-18 07:05:38,218] Trial 47 finished with value: -4.5654498159277495 and parameters: {'embedding_dim': 79, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 28 with value: -0.5041221806449905.
+[I 2025-12-18 07:05:42,734] Trial 48 finished with value: -11.882336235045937 and parameters: {'embedding_dim': 71, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 28 with value: -0.5041221806449905.
+[I 2025-12-18 07:06:33,103] Trial 49 finished with value: -6.178349576912905 and parameters: {'embedding_dim': 75, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 28 with value: -0.5041221806449905.
+[I 2025-12-18 07:06:56,305] A new study created in memory with name: no-name-0c598ad4-d86a-4c37-b14f-8b27b67736e4
+[I 2025-12-18 07:07:49,388] Trial 0 finished with value: -153.52110071111937 and parameters: {'embedding_dim': 178, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 0 with value: -153.52110071111937.
+[I 2025-12-18 07:08:04,022] Trial 1 finished with value: -285.7835784829649 and parameters: {'embedding_dim': 209, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 0 with value: -153.52110071111937.
+[I 2025-12-18 07:08:13,533] Trial 2 finished with value: -738.1027954060227 and parameters: {'embedding_dim': 403, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 0 with value: -153.52110071111937.
+[I 2025-12-18 07:09:17,278] Trial 3 finished with value: -94.29568291866374 and parameters: {'embedding_dim': 416, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 3 with value: -94.29568291866374.
+[I 2025-12-18 07:10:08,365] Trial 4 finished with value: -190.5620588049222 and parameters: {'embedding_dim': 155, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 3 with value: -94.29568291866374.
+[I 2025-12-18 07:10:31,985] Trial 5 finished with value: -596.1575539718899 and parameters: {'embedding_dim': 508, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 3 with value: -94.29568291866374.
+[I 2025-12-18 07:10:56,362] Trial 6 finished with value: -903.5830307219925 and parameters: {'embedding_dim': 165, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 3 with value: -94.29568291866374.
+[I 2025-12-18 07:12:03,025] Trial 7 finished with value: -98.64484652610012 and parameters: {'embedding_dim': 264, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 3 with value: -94.29568291866374.
+[I 2025-12-18 07:12:28,187] Trial 8 finished with value: -7001.863699028996 and parameters: {'embedding_dim': 153, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 3 with value: -94.29568291866374.
+[I 2025-12-18 07:12:41,462] Trial 9 finished with value: -512.5295258622334 and parameters: {'embedding_dim': 150, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 3 with value: -94.29568291866374.
+[I 2025-12-18 07:13:35,112] Trial 10 finished with value: -477.6400718297911 and parameters: {'embedding_dim': 377, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 3 with value: -94.29568291866374.
+[I 2025-12-18 07:14:38,495] Trial 11 finished with value: -620.0275326059991 and parameters: {'embedding_dim': 278, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 3 with value: -94.29568291866374.
+[I 2025-12-18 07:15:40,815] Trial 12 finished with value: -116.32575724996835 and parameters: {'embedding_dim': 294, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 3 with value: -94.29568291866374.
+[I 2025-12-18 07:16:43,449] Trial 13 finished with value: -316.0954140947234 and parameters: {'embedding_dim': 453, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 3 with value: -94.29568291866374.
+[I 2025-12-18 07:17:47,202] Trial 14 finished with value: -1310.3689636015076 and parameters: {'embedding_dim': 349, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 3 with value: -94.29568291866374.
+[I 2025-12-18 07:18:36,333] Trial 15 finished with value: -195.14438121888782 and parameters: {'embedding_dim': 431, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 3 with value: -94.29568291866374.
+[I 2025-12-18 07:19:12,249] Trial 16 finished with value: -433.69472678321455 and parameters: {'embedding_dim': 244, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 3 with value: -94.29568291866374.
+[I 2025-12-18 07:19:50,946] Trial 17 finished with value: -276.81431953743504 and parameters: {'embedding_dim': 325, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 3 with value: -94.29568291866374.
+[I 2025-12-18 07:20:41,227] Trial 18 finished with value: -1277.0917178545392 and parameters: {'embedding_dim': 253, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 3 with value: -94.29568291866374.
+[I 2025-12-18 07:21:44,032] Trial 19 finished with value: -153.79411389156996 and parameters: {'embedding_dim': 479, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 3 with value: -94.29568291866374.
+[I 2025-12-18 07:22:08,002] Trial 20 finished with value: -84.43662995122398 and parameters: {'embedding_dim': 363, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 20 with value: -84.43662995122398.
+[I 2025-12-18 07:22:31,197] Trial 21 finished with value: -133.32306398937794 and parameters: {'embedding_dim': 373, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 20 with value: -84.43662995122398.
+[I 2025-12-18 07:22:54,405] Trial 22 finished with value: -503.3517853368678 and parameters: {'embedding_dim': 333, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 20 with value: -84.43662995122398.
+[I 2025-12-18 07:23:24,867] Trial 23 finished with value: -51.50185316149896 and parameters: {'embedding_dim': 416, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 23 with value: -51.50185316149896.
+[I 2025-12-18 07:23:48,996] Trial 24 finished with value: -201.35050571234666 and parameters: {'embedding_dim': 418, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 23 with value: -51.50185316149896.
+[I 2025-12-18 07:24:19,376] Trial 25 finished with value: -72.82064733610258 and parameters: {'embedding_dim': 386, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 23 with value: -51.50185316149896.
+[I 2025-12-18 07:24:49,996] Trial 26 finished with value: -2285.515910742512 and parameters: {'embedding_dim': 382, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 23 with value: -51.50185316149896.
+[I 2025-12-18 07:25:05,701] Trial 27 finished with value: -1953.8277966801506 and parameters: {'embedding_dim': 453, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 1}. Best is trial 23 with value: -51.50185316149896.
+[I 2025-12-18 07:25:28,266] Trial 28 finished with value: -193.543721847336 and parameters: {'embedding_dim': 358, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 23 with value: -51.50185316149896.
+[I 2025-12-18 07:25:59,665] Trial 29 finished with value: -132.33903256557366 and parameters: {'embedding_dim': 308, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 23 with value: -51.50185316149896.
+/opt/conda/envs/py39/lib/python3.9/site-packages/sklearn/base.py:484: FutureWarning: `BaseEstimator._check_n_features` is deprecated in 1.6 and will be removed in 1.7. Use `sklearn.utils.validation._check_n_features` instead.
+  warnings.warn(
+/opt/conda/envs/py39/lib/python3.9/site-packages/sklearn/base.py:493: FutureWarning: `BaseEstimator._check_feature_names` is deprecated in 1.6 and will be removed in 1.7. Use `sklearn.utils.validation._check_feature_names` instead.
+  warnings.warn(
+[I 2025-12-18 07:26:30,757] A new study created in memory with name: no-name-54c9b691-0c2f-4e6b-867b-a52e83d0811f
+[I 2025-12-18 07:26:35,351] Trial 0 finished with value: -33.66923250661326 and parameters: {'embedding_dim': 69, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 0 with value: -33.66923250661326.
+[I 2025-12-18 07:26:39,882] Trial 1 finished with value: -15.35017122375276 and parameters: {'embedding_dim': 81, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 1 with value: -15.35017122375276.
+[I 2025-12-18 07:26:44,592] Trial 2 finished with value: -5.639042996635129 and parameters: {'embedding_dim': 108, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 2 with value: -5.639042996635129.
+[I 2025-12-18 07:27:18,056] Trial 3 finished with value: -11.515573041335356 and parameters: {'embedding_dim': 89, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 2 with value: -5.639042996635129.
+[I 2025-12-18 07:27:26,408] Trial 4 finished with value: -3.9414758645506067 and parameters: {'embedding_dim': 73, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 4 with value: -3.9414758645506067.
+[I 2025-12-18 07:27:36,656] Trial 5 finished with value: -4.248346929727209 and parameters: {'embedding_dim': 125, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 4 with value: -3.9414758645506067.
+[I 2025-12-18 07:27:58,079] Trial 6 finished with value: -9.046820291588512 and parameters: {'embedding_dim': 66, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 4 with value: -3.9414758645506067.
+[I 2025-12-18 07:28:43,686] Trial 7 finished with value: -20.662971043115355 and parameters: {'embedding_dim': 97, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 4 with value: -3.9414758645506067.
+[I 2025-12-18 07:28:52,311] Trial 8 finished with value: -18.538697224805983 and parameters: {'embedding_dim': 105, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 4 with value: -3.9414758645506067.
+[I 2025-12-18 07:29:03,115] Trial 9 finished with value: -79.92315850392741 and parameters: {'embedding_dim': 102, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 4 with value: -3.9414758645506067.
+[I 2025-12-18 07:29:09,444] Trial 10 finished with value: -3.1697940108307248 and parameters: {'embedding_dim': 77, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 10 with value: -3.1697940108307248.
+[I 2025-12-18 07:29:15,696] Trial 11 finished with value: -73.14377025361152 and parameters: {'embedding_dim': 81, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 10 with value: -3.1697940108307248.
+[I 2025-12-18 07:29:24,262] Trial 12 finished with value: -0.9551901900324772 and parameters: {'embedding_dim': 76, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 12 with value: -0.9551901900324772.
+[I 2025-12-18 07:29:30,650] Trial 13 finished with value: -3.0428697144747434 and parameters: {'embedding_dim': 81, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 12 with value: -0.9551901900324772.
+[I 2025-12-18 07:29:39,338] Trial 14 finished with value: -34.11629170999924 and parameters: {'embedding_dim': 89, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 12 with value: -0.9551901900324772.
+[I 2025-12-18 07:29:56,073] Trial 15 finished with value: -15.802702560138698 and parameters: {'embedding_dim': 88, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 12 with value: -0.9551901900324772.
+[I 2025-12-18 07:30:02,484] Trial 16 finished with value: -7.305977646620592 and parameters: {'embedding_dim': 115, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 12 with value: -0.9551901900324772.
+[I 2025-12-18 07:30:10,731] Trial 17 finished with value: -8.92316326959201 and parameters: {'embedding_dim': 64, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 12 with value: -0.9551901900324772.
+[I 2025-12-18 07:30:26,477] Trial 18 finished with value: -31.01098698295464 and parameters: {'embedding_dim': 83, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 12 with value: -0.9551901900324772.
+[I 2025-12-18 07:31:00,091] Trial 19 finished with value: -6.632458847791448 and parameters: {'embedding_dim': 73, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 12 with value: -0.9551901900324772.
+[I 2025-12-18 07:31:08,413] Trial 20 finished with value: -19.331215605759645 and parameters: {'embedding_dim': 93, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 12 with value: -0.9551901900324772.
+[I 2025-12-18 07:31:14,702] Trial 21 finished with value: -87.04265271695368 and parameters: {'embedding_dim': 76, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 12 with value: -0.9551901900324772.
+[I 2025-12-18 07:31:21,197] Trial 22 finished with value: -32.10841408588804 and parameters: {'embedding_dim': 77, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 12 with value: -0.9551901900324772.
+[I 2025-12-18 07:31:27,855] Trial 23 finished with value: -7.135620779046972 and parameters: {'embedding_dim': 84, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 12 with value: -0.9551901900324772.
+[I 2025-12-18 07:31:36,565] Trial 24 finished with value: -15.053301285251916 and parameters: {'embedding_dim': 70, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 12 with value: -0.9551901900324772.
+[I 2025-12-18 07:31:43,079] Trial 25 finished with value: -25.951842126350037 and parameters: {'embedding_dim': 78, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 12 with value: -0.9551901900324772.
+[I 2025-12-18 07:31:49,507] Trial 26 finished with value: -17.880488935263884 and parameters: {'embedding_dim': 94, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 12 with value: -0.9551901900324772.
+[I 2025-12-18 07:31:58,353] Trial 27 finished with value: -2.485031373478018 and parameters: {'embedding_dim': 86, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 12 with value: -0.9551901900324772.
+[I 2025-12-18 07:32:19,862] Trial 28 finished with value: -0.8475053817433922 and parameters: {'embedding_dim': 86, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 28 with value: -0.8475053817433922.
+[I 2025-12-18 07:32:40,906] Trial 29 finished with value: -0.6716884604034656 and parameters: {'embedding_dim': 99, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 29 with value: -0.6716884604034656.
+[I 2025-12-18 07:33:02,488] Trial 30 finished with value: -24.308322044257245 and parameters: {'embedding_dim': 99, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 29 with value: -0.6716884604034656.
+[I 2025-12-18 07:33:24,657] Trial 31 finished with value: -1.1940125620098407 and parameters: {'embedding_dim': 87, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 29 with value: -0.6716884604034656.
+[I 2025-12-18 07:33:46,889] Trial 32 finished with value: -0.6765535135202823 and parameters: {'embedding_dim': 109, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 29 with value: -0.6716884604034656.
+[I 2025-12-18 07:34:08,678] Trial 33 finished with value: -18.65053097278013 and parameters: {'embedding_dim': 110, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 29 with value: -0.6716884604034656.
+[I 2025-12-18 07:34:30,288] Trial 34 finished with value: -7.650859679824693 and parameters: {'embedding_dim': 114, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 29 with value: -0.6716884604034656.
+[I 2025-12-18 07:34:51,880] Trial 35 finished with value: -5.875232284818624 and parameters: {'embedding_dim': 121, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 29 with value: -0.6716884604034656.
+[I 2025-12-18 07:35:12,939] Trial 36 finished with value: -2.5825400691488496 and parameters: {'embedding_dim': 102, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 29 with value: -0.6716884604034656.
+[I 2025-12-18 07:35:33,956] Trial 37 finished with value: -8.928019047083056 and parameters: {'embedding_dim': 92, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 29 with value: -0.6716884604034656.
+[I 2025-12-18 07:35:55,148] Trial 38 finished with value: -2.3435916237075025 and parameters: {'embedding_dim': 110, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 29 with value: -0.6716884604034656.
+[I 2025-12-18 07:36:16,267] Trial 39 finished with value: -2.9735312182013383 and parameters: {'embedding_dim': 98, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 29 with value: -0.6716884604034656.
+[I 2025-12-18 07:37:01,971] Trial 40 finished with value: -17.932711099101134 and parameters: {'embedding_dim': 106, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 29 with value: -0.6716884604034656.
+[I 2025-12-18 07:37:23,943] Trial 41 finished with value: -4.52464176664204 and parameters: {'embedding_dim': 91, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 29 with value: -0.6716884604034656.
+[I 2025-12-18 07:37:45,681] Trial 42 finished with value: -1.0803210975619497 and parameters: {'embedding_dim': 86, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 29 with value: -0.6716884604034656.
+[I 2025-12-18 07:38:07,551] Trial 43 finished with value: -21.14473154987685 and parameters: {'embedding_dim': 100, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 29 with value: -0.6716884604034656.
+[I 2025-12-18 07:38:28,972] Trial 44 finished with value: -7.651065248744932 and parameters: {'embedding_dim': 96, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 29 with value: -0.6716884604034656.
+[I 2025-12-18 07:38:50,418] Trial 45 finished with value: -4.628857309549491 and parameters: {'embedding_dim': 71, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 29 with value: -0.6716884604034656.
+[I 2025-12-18 07:39:12,224] Trial 46 finished with value: -6.72993803550924 and parameters: {'embedding_dim': 115, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 29 with value: -0.6716884604034656.
+[I 2025-12-18 07:39:57,483] Trial 47 finished with value: -2.2049794073240268 and parameters: {'embedding_dim': 104, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 29 with value: -0.6716884604034656.
+[I 2025-12-18 07:40:19,083] Trial 48 finished with value: -12.61904226838633 and parameters: {'embedding_dim': 84, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 29 with value: -0.6716884604034656.
+[I 2025-12-18 07:40:29,220] Trial 49 finished with value: -27.198188241071037 and parameters: {'embedding_dim': 127, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 29 with value: -0.6716884604034656.
+[I 2025-12-18 07:40:51,552] A new study created in memory with name: no-name-35328e74-91d4-4c2c-bd90-7302098d537d
+[I 2025-12-18 07:40:59,104] Trial 0 finished with value: -2349.778987843587 and parameters: {'embedding_dim': 320, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 0 with value: -2349.778987843587.
+[I 2025-12-18 07:41:24,696] Trial 1 finished with value: -203.09480105420334 and parameters: {'embedding_dim': 234, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 1 with value: -203.09480105420334.
+[I 2025-12-18 07:41:40,037] Trial 2 finished with value: -1220.608891186138 and parameters: {'embedding_dim': 352, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 1 with value: -203.09480105420334.
+[I 2025-12-18 07:41:56,481] Trial 3 finished with value: -794.3800094378837 and parameters: {'embedding_dim': 192, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 1 with value: -203.09480105420334.
+[I 2025-12-18 07:42:07,449] Trial 4 finished with value: -2223.2771875288026 and parameters: {'embedding_dim': 245, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 1 with value: -203.09480105420334.
+[I 2025-12-18 07:42:32,048] Trial 5 finished with value: -1123.8061969631758 and parameters: {'embedding_dim': 388, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 1 with value: -203.09480105420334.
+[I 2025-12-18 07:42:49,777] Trial 6 finished with value: -325.23472035500254 and parameters: {'embedding_dim': 206, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 1 with value: -203.09480105420334.
+[I 2025-12-18 07:43:32,310] Trial 7 finished with value: -829.8579107104359 and parameters: {'embedding_dim': 253, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 1 with value: -203.09480105420334.
+[I 2025-12-18 07:44:23,434] Trial 8 finished with value: -226.15507492225814 and parameters: {'embedding_dim': 204, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 1 with value: -203.09480105420334.
+[I 2025-12-18 07:45:05,122] Trial 9 finished with value: -143.0632571537413 and parameters: {'embedding_dim': 437, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 9 with value: -143.0632571537413.
+[I 2025-12-18 07:45:35,811] Trial 10 finished with value: -753.2520014042857 and parameters: {'embedding_dim': 508, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 9 with value: -143.0632571537413.
+[I 2025-12-18 07:46:09,856] Trial 11 finished with value: -220.48432294356684 and parameters: {'embedding_dim': 483, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 9 with value: -143.0632571537413.
+[I 2025-12-18 07:46:42,606] Trial 12 finished with value: -175.03303731624223 and parameters: {'embedding_dim': 429, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 9 with value: -143.0632571537413.
+[I 2025-12-18 07:47:25,355] Trial 13 finished with value: -217.09827822965957 and parameters: {'embedding_dim': 448, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 9 with value: -143.0632571537413.
+[I 2025-12-18 07:47:57,964] Trial 14 finished with value: -188.7046562970915 and parameters: {'embedding_dim': 414, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 9 with value: -143.0632571537413.
+[I 2025-12-18 07:48:23,300] Trial 15 finished with value: -299.0338319456032 and parameters: {'embedding_dim': 314, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 9 with value: -143.0632571537413.
+[I 2025-12-18 07:48:56,483] Trial 16 finished with value: -322.3595796376049 and parameters: {'embedding_dim': 444, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 9 with value: -143.0632571537413.
+[I 2025-12-18 07:49:47,411] Trial 17 finished with value: -343.7685058282636 and parameters: {'embedding_dim': 378, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 9 with value: -143.0632571537413.
+[I 2025-12-18 07:50:05,456] Trial 18 finished with value: -921.4083973168547 and parameters: {'embedding_dim': 452, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 9 with value: -143.0632571537413.
+[I 2025-12-18 07:50:26,726] Trial 19 finished with value: -1301.0363747713013 and parameters: {'embedding_dim': 290, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 9 with value: -143.0632571537413.
+[I 2025-12-18 07:50:59,655] Trial 20 finished with value: -296.07847821380744 and parameters: {'embedding_dim': 130, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 9 with value: -143.0632571537413.
+[I 2025-12-18 07:51:33,960] Trial 21 finished with value: -961.5429980095512 and parameters: {'embedding_dim': 425, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 9 with value: -143.0632571537413.
+[I 2025-12-18 07:52:06,913] Trial 22 finished with value: -630.1233464750771 and parameters: {'embedding_dim': 401, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 9 with value: -143.0632571537413.
+[I 2025-12-18 07:52:48,615] Trial 23 finished with value: -98.28337923304434 and parameters: {'embedding_dim': 360, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 23 with value: -98.28337923304434.
+[I 2025-12-18 07:53:30,547] Trial 24 finished with value: -351.97515666146 and parameters: {'embedding_dim': 365, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 23 with value: -98.28337923304434.
+[I 2025-12-18 07:54:21,442] Trial 25 finished with value: -1332.7783651682157 and parameters: {'embedding_dim': 467, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 23 with value: -98.28337923304434.
+[I 2025-12-18 07:55:04,357] Trial 26 finished with value: -2414.7299872381795 and parameters: {'embedding_dim': 351, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 23 with value: -98.28337923304434.
+[I 2025-12-18 07:55:47,381] Trial 27 finished with value: -192.1332033842361 and parameters: {'embedding_dim': 502, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 23 with value: -98.28337923304434.
+[I 2025-12-18 07:56:08,011] Trial 28 finished with value: -541.4258927207994 and parameters: {'embedding_dim': 424, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 23 with value: -98.28337923304434.
+[I 2025-12-18 07:56:19,000] Trial 29 finished with value: -1017.7762618983254 and parameters: {'embedding_dim': 298, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 1}. Best is trial 23 with value: -98.28337923304434.
+/opt/conda/envs/py39/lib/python3.9/site-packages/sklearn/base.py:484: FutureWarning: `BaseEstimator._check_n_features` is deprecated in 1.6 and will be removed in 1.7. Use `sklearn.utils.validation._check_n_features` instead.
+  warnings.warn(
+/opt/conda/envs/py39/lib/python3.9/site-packages/sklearn/base.py:493: FutureWarning: `BaseEstimator._check_feature_names` is deprecated in 1.6 and will be removed in 1.7. Use `sklearn.utils.validation._check_feature_names` instead.
+  warnings.warn(
+[I 2025-12-18 07:57:02,409] A new study created in memory with name: no-name-8bf5643d-b986-4f69-ba9e-732b95d98940
+[I 2025-12-18 07:57:24,013] Trial 0 finished with value: -8.306813042851761 and parameters: {'embedding_dim': 64, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 0 with value: -8.306813042851761.
+[I 2025-12-18 07:57:28,350] Trial 1 finished with value: -87.39291330752309 and parameters: {'embedding_dim': 79, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 0 with value: -8.306813042851761.
+[I 2025-12-18 07:58:13,758] Trial 2 finished with value: -7.003765396125658 and parameters: {'embedding_dim': 95, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 2 with value: -7.003765396125658.
+[I 2025-12-18 07:58:35,122] Trial 3 finished with value: -51.52561410163226 and parameters: {'embedding_dim': 121, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 2 with value: -7.003765396125658.
+[I 2025-12-18 07:58:39,399] Trial 4 finished with value: -7.970473484251549 and parameters: {'embedding_dim': 88, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 2 with value: -7.003765396125658.
+[I 2025-12-18 07:58:43,615] Trial 5 finished with value: -64.31614665490578 and parameters: {'embedding_dim': 96, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 2 with value: -7.003765396125658.
+[I 2025-12-18 07:58:47,691] Trial 6 finished with value: -1.8937491936546766 and parameters: {'embedding_dim': 123, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 6 with value: -1.8937491936546766.
+[I 2025-12-18 07:58:56,196] Trial 7 finished with value: -28.553516274209986 and parameters: {'embedding_dim': 124, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 6 with value: -1.8937491936546766.
+[I 2025-12-18 07:59:12,832] Trial 8 finished with value: -15.692564196599319 and parameters: {'embedding_dim': 127, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 6 with value: -1.8937491936546766.
+[I 2025-12-18 07:59:17,022] Trial 9 finished with value: -1.25158278659255 and parameters: {'embedding_dim': 108, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 9 with value: -1.25158278659255.
+[I 2025-12-18 07:59:50,308] Trial 10 finished with value: -76.59961588073713 and parameters: {'embedding_dim': 110, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 9 with value: -1.25158278659255.
+[I 2025-12-18 07:59:54,489] Trial 11 finished with value: -49.86961669777921 and parameters: {'embedding_dim': 112, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 9 with value: -1.25158278659255.
+[I 2025-12-18 08:00:00,815] Trial 12 finished with value: -38.697450474507036 and parameters: {'embedding_dim': 110, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 9 with value: -1.25158278659255.
+[I 2025-12-18 08:00:04,885] Trial 13 finished with value: -32.10821512115214 and parameters: {'embedding_dim': 114, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 9 with value: -1.25158278659255.
+[I 2025-12-18 08:00:09,165] Trial 14 finished with value: -64.62076297780533 and parameters: {'embedding_dim': 101, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 9 with value: -1.25158278659255.
+[I 2025-12-18 08:00:43,071] Trial 15 finished with value: -43.66929011040432 and parameters: {'embedding_dim': 103, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 9 with value: -1.25158278659255.
+[I 2025-12-18 08:00:47,228] Trial 16 finished with value: -1.9643791960640593 and parameters: {'embedding_dim': 117, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 9 with value: -1.25158278659255.
+[I 2025-12-18 08:00:53,323] Trial 17 finished with value: -36.50782514391253 and parameters: {'embedding_dim': 127, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 9 with value: -1.25158278659255.
+[I 2025-12-18 08:01:15,765] Trial 18 finished with value: -101.33222618886056 and parameters: {'embedding_dim': 104, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 9 with value: -1.25158278659255.
+[I 2025-12-18 08:01:31,653] Trial 19 finished with value: -19.98923786499922 and parameters: {'embedding_dim': 86, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 9 with value: -1.25158278659255.
+[I 2025-12-18 08:01:35,910] Trial 20 finished with value: -2.740171446007672 and parameters: {'embedding_dim': 118, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 9 with value: -1.25158278659255.
+[I 2025-12-18 08:01:40,045] Trial 21 finished with value: -14.59002673430706 and parameters: {'embedding_dim': 117, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 9 with value: -1.25158278659255.
+[I 2025-12-18 08:01:44,284] Trial 22 finished with value: -35.55501441805217 and parameters: {'embedding_dim': 121, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 9 with value: -1.25158278659255.
+[I 2025-12-18 08:01:48,417] Trial 23 finished with value: -1.643473080802186 and parameters: {'embedding_dim': 107, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 9 with value: -1.25158278659255.
+[I 2025-12-18 08:01:52,485] Trial 24 finished with value: -11.044760684594372 and parameters: {'embedding_dim': 105, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 9 with value: -1.25158278659255.
+[I 2025-12-18 08:01:58,693] Trial 25 finished with value: -11.355127345407928 and parameters: {'embedding_dim': 95, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 9 with value: -1.25158278659255.
+[I 2025-12-18 08:02:02,892] Trial 26 finished with value: -12.667513916779718 and parameters: {'embedding_dim': 99, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 9 with value: -1.25158278659255.
+[I 2025-12-18 08:02:07,038] Trial 27 finished with value: -1.2883788809831023 and parameters: {'embedding_dim': 108, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 9 with value: -1.25158278659255.
+[I 2025-12-18 08:02:40,145] Trial 28 finished with value: -17.35480438029053 and parameters: {'embedding_dim': 107, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 9 with value: -1.25158278659255.
+[I 2025-12-18 08:02:50,161] Trial 29 finished with value: -5.920319188800929 and parameters: {'embedding_dim': 64, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 9 with value: -1.25158278659255.
+[I 2025-12-18 08:03:00,263] Trial 30 finished with value: -8.725415341913727 and parameters: {'embedding_dim': 89, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 9 with value: -1.25158278659255.
+[I 2025-12-18 08:03:04,581] Trial 31 finished with value: -76.85892820555851 and parameters: {'embedding_dim': 109, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 9 with value: -1.25158278659255.
+[I 2025-12-18 08:03:08,719] Trial 32 finished with value: -10.291622147535934 and parameters: {'embedding_dim': 116, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 9 with value: -1.25158278659255.
+[I 2025-12-18 08:03:12,892] Trial 33 finished with value: -2.286912321857977 and parameters: {'embedding_dim': 107, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 9 with value: -1.25158278659255.
+[I 2025-12-18 08:03:16,979] Trial 34 finished with value: -20.047303215245236 and parameters: {'embedding_dim': 99, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 9 with value: -1.25158278659255.
+[I 2025-12-18 08:03:21,205] Trial 35 finished with value: -24.466518717790184 and parameters: {'embedding_dim': 122, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 9 with value: -1.25158278659255.
+[I 2025-12-18 08:03:29,943] Trial 36 finished with value: -15.958609572281475 and parameters: {'embedding_dim': 75, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 9 with value: -1.25158278659255.
+[I 2025-12-18 08:03:34,319] Trial 37 finished with value: -19.597581423126783 and parameters: {'embedding_dim': 113, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 9 with value: -1.25158278659255.
+[I 2025-12-18 08:03:56,107] Trial 38 finished with value: -57.533190404076606 and parameters: {'embedding_dim': 90, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 9 with value: -1.25158278659255.
+[I 2025-12-18 08:04:11,797] Trial 39 finished with value: -9.023111487305773 and parameters: {'embedding_dim': 124, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 9 with value: -1.25158278659255.
+[I 2025-12-18 08:04:16,110] Trial 40 finished with value: -14.107010769918936 and parameters: {'embedding_dim': 92, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 9 with value: -1.25158278659255.
+[I 2025-12-18 08:04:20,255] Trial 41 finished with value: -3.665216057091709 and parameters: {'embedding_dim': 119, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 9 with value: -1.25158278659255.
+[I 2025-12-18 08:04:24,526] Trial 42 finished with value: -10.832739990830166 and parameters: {'embedding_dim': 114, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 9 with value: -1.25158278659255.
+[I 2025-12-18 08:04:28,867] Trial 43 finished with value: -17.43659292107575 and parameters: {'embedding_dim': 111, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 9 with value: -1.25158278659255.
+[I 2025-12-18 08:04:33,093] Trial 44 finished with value: -3.183621586086972 and parameters: {'embedding_dim': 125, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 9 with value: -1.25158278659255.
+[I 2025-12-18 08:04:37,451] Trial 45 finished with value: -10.53104084663574 and parameters: {'embedding_dim': 115, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 9 with value: -1.25158278659255.
+[I 2025-12-18 08:04:45,785] Trial 46 finished with value: -22.13107197280281 and parameters: {'embedding_dim': 107, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 9 with value: -1.25158278659255.
+[I 2025-12-18 08:04:51,935] Trial 47 finished with value: -55.16052373523726 and parameters: {'embedding_dim': 120, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 9 with value: -1.25158278659255.
+[I 2025-12-18 08:05:13,335] Trial 48 finished with value: -35.274381162313134 and parameters: {'embedding_dim': 103, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 9 with value: -1.25158278659255.
+[I 2025-12-18 08:05:17,584] Trial 49 finished with value: -12.914538799290252 and parameters: {'embedding_dim': 98, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 9 with value: -1.25158278659255.
+[I 2025-12-18 08:05:22,068] A new study created in memory with name: no-name-ae43d4e4-8bc6-415e-bcd6-536ee9552eb6
+[I 2025-12-18 08:05:34,362] Trial 0 finished with value: -316.18093356235187 and parameters: {'embedding_dim': 278, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 0 with value: -316.18093356235187.
+[I 2025-12-18 08:05:43,247] Trial 1 finished with value: -673.5309381434272 and parameters: {'embedding_dim': 479, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 0 with value: -316.18093356235187.
+[I 2025-12-18 08:05:55,301] Trial 2 finished with value: -1673.2570240866662 and parameters: {'embedding_dim': 469, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 0 with value: -316.18093356235187.
+[I 2025-12-18 08:06:11,791] Trial 3 finished with value: -983.5155856924873 and parameters: {'embedding_dim': 394, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 0 with value: -316.18093356235187.
+[I 2025-12-18 08:06:19,711] Trial 4 finished with value: -111.29063205043497 and parameters: {'embedding_dim': 360, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 4 with value: -111.29063205043497.
+[I 2025-12-18 08:06:31,617] Trial 5 finished with value: -263.6060449012396 and parameters: {'embedding_dim': 258, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 4 with value: -111.29063205043497.
+[I 2025-12-18 08:06:50,133] Trial 6 finished with value: -412.41272969832016 and parameters: {'embedding_dim': 462, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 4 with value: -111.29063205043497.
+[I 2025-12-18 08:07:15,021] Trial 7 finished with value: -348.54122435477694 and parameters: {'embedding_dim': 186, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 4 with value: -111.29063205043497.
+[I 2025-12-18 08:07:23,748] Trial 8 finished with value: -424.7403570700708 and parameters: {'embedding_dim': 161, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 4 with value: -111.29063205043497.
+[I 2025-12-18 08:07:38,818] Trial 9 finished with value: -430.7325698082898 and parameters: {'embedding_dim': 391, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 4 with value: -111.29063205043497.
+[I 2025-12-18 08:07:47,063] Trial 10 finished with value: -71.30126692753741 and parameters: {'embedding_dim': 350, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 10 with value: -71.30126692753741.
+[I 2025-12-18 08:07:54,976] Trial 11 finished with value: -1813.0531089937963 and parameters: {'embedding_dim': 349, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 10 with value: -71.30126692753741.
+[I 2025-12-18 08:08:02,689] Trial 12 finished with value: -6567.4442744066955 and parameters: {'embedding_dim': 322, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 10 with value: -71.30126692753741.
+[I 2025-12-18 08:08:10,252] Trial 13 finished with value: -846.6987294304529 and parameters: {'embedding_dim': 392, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 10 with value: -71.30126692753741.
+[I 2025-12-18 08:08:17,341] Trial 14 finished with value: -513.5107439473655 and parameters: {'embedding_dim': 250, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 10 with value: -71.30126692753741.
+[I 2025-12-18 08:08:24,993] Trial 15 finished with value: -7455.1531445225355 and parameters: {'embedding_dim': 352, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 10 with value: -71.30126692753741.
+[I 2025-12-18 08:08:37,065] Trial 16 finished with value: -2228.7553577399167 and parameters: {'embedding_dim': 435, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 10 with value: -71.30126692753741.
+[I 2025-12-18 08:08:45,225] Trial 17 finished with value: -672.2390094154376 and parameters: {'embedding_dim': 280, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 10 with value: -71.30126692753741.
+[I 2025-12-18 08:08:52,482] Trial 18 finished with value: -2739.47907600902 and parameters: {'embedding_dim': 218, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 10 with value: -71.30126692753741.
+[I 2025-12-18 08:09:00,326] Trial 19 finished with value: -4317.1430904967 and parameters: {'embedding_dim': 334, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 10 with value: -71.30126692753741.
+[I 2025-12-18 08:09:20,776] Trial 20 finished with value: -839.315799837867 and parameters: {'embedding_dim': 413, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 10 with value: -71.30126692753741.
+[I 2025-12-18 08:09:32,358] Trial 21 finished with value: -501.3591691928581 and parameters: {'embedding_dim': 289, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 10 with value: -71.30126692753741.
+[I 2025-12-18 08:09:41,277] Trial 22 finished with value: -263.6639866500691 and parameters: {'embedding_dim': 233, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 10 with value: -71.30126692753741.
+[I 2025-12-18 08:09:53,154] Trial 23 finished with value: -313.97514971920185 and parameters: {'embedding_dim': 365, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 10 with value: -71.30126692753741.
+[I 2025-12-18 08:10:09,332] Trial 24 finished with value: -505.1075326524568 and parameters: {'embedding_dim': 511, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 10 with value: -71.30126692753741.
+[I 2025-12-18 08:10:15,112] Trial 25 finished with value: -254.1148273233222 and parameters: {'embedding_dim': 302, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 10 with value: -71.30126692753741.
+[I 2025-12-18 08:10:23,282] Trial 26 finished with value: -2547.7235902215953 and parameters: {'embedding_dim': 319, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 10 with value: -71.30126692753741.
+[I 2025-12-18 08:10:31,120] Trial 27 finished with value: -1395.531265085439 and parameters: {'embedding_dim': 309, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 10 with value: -71.30126692753741.
+[I 2025-12-18 08:10:38,626] Trial 28 finished with value: -632.6890267691022 and parameters: {'embedding_dim': 369, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 10 with value: -71.30126692753741.
+[I 2025-12-18 08:10:44,320] Trial 29 finished with value: -1540.125037589493 and parameters: {'embedding_dim': 295, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 10 with value: -71.30126692753741.
+/opt/conda/envs/py39/lib/python3.9/site-packages/sklearn/base.py:484: FutureWarning: `BaseEstimator._check_n_features` is deprecated in 1.6 and will be removed in 1.7. Use `sklearn.utils.validation._check_n_features` instead.
+  warnings.warn(
+/opt/conda/envs/py39/lib/python3.9/site-packages/sklearn/base.py:493: FutureWarning: `BaseEstimator._check_feature_names` is deprecated in 1.6 and will be removed in 1.7. Use `sklearn.utils.validation._check_feature_names` instead.
+  warnings.warn(
+[I 2025-12-18 08:10:53,216] A new study created in memory with name: no-name-e8e54abc-1069-4b7b-8807-9a200441defc
+[I 2025-12-18 08:10:57,772] Trial 0 finished with value: -42.31400582894207 and parameters: {'embedding_dim': 107, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 0 with value: -42.31400582894207.
+[I 2025-12-18 08:11:32,966] Trial 1 finished with value: -0.7383089806050342 and parameters: {'embedding_dim': 78, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 1 with value: -0.7383089806050342.
+[I 2025-12-18 08:11:41,650] Trial 2 finished with value: -8.446639762115648 and parameters: {'embedding_dim': 127, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 1 with value: -0.7383089806050342.
+[I 2025-12-18 08:12:04,223] Trial 3 finished with value: -21.56363686787659 and parameters: {'embedding_dim': 83, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 1 with value: -0.7383089806050342.
+[I 2025-12-18 08:12:25,817] Trial 4 finished with value: -22.982745916271206 and parameters: {'embedding_dim': 90, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 1 with value: -0.7383089806050342.
+[I 2025-12-18 08:12:35,983] Trial 5 finished with value: -38.6527407241462 and parameters: {'embedding_dim': 73, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 1 with value: -0.7383089806050342.
+[I 2025-12-18 08:12:51,801] Trial 6 finished with value: -8.539432177820672 and parameters: {'embedding_dim': 105, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 1 with value: -0.7383089806050342.
+[I 2025-12-18 08:13:37,756] Trial 7 finished with value: -61.82604900518612 and parameters: {'embedding_dim': 79, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 1 with value: -0.7383089806050342.
+[I 2025-12-18 08:14:23,383] Trial 8 finished with value: -0.5903060030049747 and parameters: {'embedding_dim': 81, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 8 with value: -0.5903060030049747.
+[I 2025-12-18 08:14:29,623] Trial 9 finished with value: -2.0434784925562504 and parameters: {'embedding_dim': 93, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 8 with value: -0.5903060030049747.
+[I 2025-12-18 08:15:16,322] Trial 10 finished with value: -0.5931682579306818 and parameters: {'embedding_dim': 64, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 8 with value: -0.5903060030049747.
+[I 2025-12-18 08:16:03,049] Trial 11 finished with value: -12.749998469695436 and parameters: {'embedding_dim': 66, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 8 with value: -0.5903060030049747.
+[I 2025-12-18 08:16:48,774] Trial 12 finished with value: -2.643816023103691 and parameters: {'embedding_dim': 64, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 8 with value: -0.5903060030049747.
+[I 2025-12-18 08:17:34,631] Trial 13 finished with value: -13.867569082853274 and parameters: {'embedding_dim': 71, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 8 with value: -0.5903060030049747.
+[I 2025-12-18 08:18:08,361] Trial 14 finished with value: -1.368349372443255 and parameters: {'embedding_dim': 86, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 8 with value: -0.5903060030049747.
+[I 2025-12-18 08:18:54,174] Trial 15 finished with value: -16.42697890219705 and parameters: {'embedding_dim': 103, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 8 with value: -0.5903060030049747.
+[I 2025-12-18 08:19:28,681] Trial 16 finished with value: -9.64720238651109 and parameters: {'embedding_dim': 72, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 8 with value: -0.5903060030049747.
+[I 2025-12-18 08:20:14,479] Trial 17 finished with value: -14.37166497352209 and parameters: {'embedding_dim': 126, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 8 with value: -0.5903060030049747.
+[I 2025-12-18 08:20:22,795] Trial 18 finished with value: -3.162709041645395 and parameters: {'embedding_dim': 96, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 8 with value: -0.5903060030049747.
+[I 2025-12-18 08:20:38,739] Trial 19 finished with value: -2.9259637123135125 and parameters: {'embedding_dim': 117, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 8 with value: -0.5903060030049747.
+[I 2025-12-18 08:21:11,977] Trial 20 finished with value: -1.3783927653252854 and parameters: {'embedding_dim': 78, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 8 with value: -0.5903060030049747.
+[I 2025-12-18 08:21:45,472] Trial 21 finished with value: -1.0284062824419649 and parameters: {'embedding_dim': 78, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 8 with value: -0.5903060030049747.
+[I 2025-12-18 08:22:19,284] Trial 22 finished with value: -68.9263517924361 and parameters: {'embedding_dim': 69, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 8 with value: -0.5903060030049747.
+[I 2025-12-18 08:22:52,610] Trial 23 finished with value: -61.66076072326864 and parameters: {'embedding_dim': 86, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 8 with value: -0.5903060030049747.
+[I 2025-12-18 08:23:38,248] Trial 24 finished with value: -39.7758913882355 and parameters: {'embedding_dim': 75, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 8 with value: -0.5903060030049747.
+[I 2025-12-18 08:23:59,914] Trial 25 finished with value: -16.95786549121072 and parameters: {'embedding_dim': 82, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 8 with value: -0.5903060030049747.
+[I 2025-12-18 08:24:46,659] Trial 26 finished with value: -31.026797669773316 and parameters: {'embedding_dim': 64, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 8 with value: -0.5903060030049747.
+[I 2025-12-18 08:25:20,328] Trial 27 finished with value: -4.014700341900457 and parameters: {'embedding_dim': 89, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 8 with value: -0.5903060030049747.
+[I 2025-12-18 08:25:28,959] Trial 28 finished with value: -5.870600401718668 and parameters: {'embedding_dim': 76, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 8 with value: -0.5903060030049747.
+[I 2025-12-18 08:25:39,487] Trial 29 finished with value: -65.53331845491218 and parameters: {'embedding_dim': 68, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 8 with value: -0.5903060030049747.
+[I 2025-12-18 08:25:48,432] Trial 30 finished with value: -6.450237599294566 and parameters: {'embedding_dim': 98, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 8 with value: -0.5903060030049747.
+[I 2025-12-18 08:26:22,518] Trial 31 finished with value: -15.79971473444358 and parameters: {'embedding_dim': 80, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 8 with value: -0.5903060030049747.
+[I 2025-12-18 08:26:55,994] Trial 32 finished with value: -40.57795666504399 and parameters: {'embedding_dim': 84, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 8 with value: -0.5903060030049747.
+[I 2025-12-18 08:27:30,582] Trial 33 finished with value: -45.093681486446364 and parameters: {'embedding_dim': 78, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 8 with value: -0.5903060030049747.
+[I 2025-12-18 08:28:04,468] Trial 34 finished with value: -75.16375152561614 and parameters: {'embedding_dim': 89, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 8 with value: -0.5903060030049747.
+[I 2025-12-18 08:28:26,192] Trial 35 finished with value: -11.541809019758176 and parameters: {'embedding_dim': 75, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 8 with value: -0.5903060030049747.
+[I 2025-12-18 08:28:42,367] Trial 36 finished with value: -149.67581925310665 and parameters: {'embedding_dim': 69, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 8 with value: -0.5903060030049747.
+[I 2025-12-18 08:29:16,684] Trial 37 finished with value: -9.248137751995742 and parameters: {'embedding_dim': 83, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 8 with value: -0.5903060030049747.
+[I 2025-12-18 08:29:21,012] Trial 38 finished with value: -95.70724464778759 and parameters: {'embedding_dim': 92, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 8 with value: -0.5903060030049747.
+[I 2025-12-18 08:30:07,757] Trial 39 finished with value: -11.063788431981195 and parameters: {'embedding_dim': 113, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 8 with value: -0.5903060030049747.
+[I 2025-12-18 08:30:41,283] Trial 40 finished with value: -4.882820337541673 and parameters: {'embedding_dim': 100, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 8 with value: -0.5903060030049747.
+[I 2025-12-18 08:31:14,504] Trial 41 finished with value: -27.639290876954824 and parameters: {'embedding_dim': 86, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 8 with value: -0.5903060030049747.
+[I 2025-12-18 08:31:48,556] Trial 42 finished with value: -9.414593795620268 and parameters: {'embedding_dim': 81, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 8 with value: -0.5903060030049747.
+[I 2025-12-18 08:32:22,237] Trial 43 finished with value: -1.6311901927606893 and parameters: {'embedding_dim': 87, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 8 with value: -0.5903060030049747.
+[I 2025-12-18 08:32:37,926] Trial 44 finished with value: -52.16579513704553 and parameters: {'embedding_dim': 72, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 8 with value: -0.5903060030049747.
+[I 2025-12-18 08:33:23,414] Trial 45 finished with value: -0.9954535124694766 and parameters: {'embedding_dim': 92, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 8 with value: -0.5903060030049747.
+[I 2025-12-18 08:34:09,393] Trial 46 finished with value: -20.24883514018564 and parameters: {'embedding_dim': 93, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 8 with value: -0.5903060030049747.
+[I 2025-12-18 08:34:55,203] Trial 47 finished with value: -5.102548048813497 and parameters: {'embedding_dim': 108, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 8 with value: -0.5903060030049747.
+[I 2025-12-18 08:35:40,993] Trial 48 finished with value: -9.219638672702729 and parameters: {'embedding_dim': 67, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 8 with value: -0.5903060030049747.
+[I 2025-12-18 08:35:49,192] Trial 49 finished with value: -81.61692508488385 and parameters: {'embedding_dim': 77, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 8 with value: -0.5903060030049747.
+[I 2025-12-18 08:36:35,665] A new study created in memory with name: no-name-17efec81-f158-430f-a473-9e59347ca3eb
+[I 2025-12-18 08:37:49,947] Trial 0 finished with value: -1656.7065170839508 and parameters: {'embedding_dim': 470, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 0 with value: -1656.7065170839508.
+[I 2025-12-18 08:38:26,533] Trial 1 finished with value: -937.0652391452272 and parameters: {'embedding_dim': 442, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 1 with value: -937.0652391452272.
+[I 2025-12-18 08:38:48,409] Trial 2 finished with value: -553.622655334529 and parameters: {'embedding_dim': 336, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 2 with value: -553.622655334529.
+[I 2025-12-18 08:39:04,283] Trial 3 finished with value: -226.50659883338804 and parameters: {'embedding_dim': 454, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 3 with value: -226.50659883338804.
+[I 2025-12-18 08:39:17,046] Trial 4 finished with value: -971.8810538318501 and parameters: {'embedding_dim': 419, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 3 with value: -226.50659883338804.
+[I 2025-12-18 08:39:33,261] Trial 5 finished with value: -1873.0195558101514 and parameters: {'embedding_dim': 448, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 1}. Best is trial 3 with value: -226.50659883338804.
+[I 2025-12-18 08:40:04,493] Trial 6 finished with value: -294.85036069731746 and parameters: {'embedding_dim': 387, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 3 with value: -226.50659883338804.
+[I 2025-12-18 08:40:20,581] Trial 7 finished with value: -1130.9756711258854 and parameters: {'embedding_dim': 342, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 1}. Best is trial 3 with value: -226.50659883338804.
+[I 2025-12-18 08:40:35,824] Trial 8 finished with value: -534.1488234413039 and parameters: {'embedding_dim': 503, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 3 with value: -226.50659883338804.
+[I 2025-12-18 08:40:59,185] Trial 9 finished with value: -1864.311592016763 and parameters: {'embedding_dim': 243, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 3 with value: -226.50659883338804.
+[I 2025-12-18 08:42:01,878] Trial 10 finished with value: -1294.6814491096939 and parameters: {'embedding_dim': 164, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 3 with value: -226.50659883338804.
+[I 2025-12-18 08:42:16,496] Trial 11 finished with value: -527.1712969578408 and parameters: {'embedding_dim': 373, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 3 with value: -226.50659883338804.
+[I 2025-12-18 08:42:53,288] Trial 12 finished with value: -120.06789148734349 and parameters: {'embedding_dim': 279, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 12 with value: -120.06789148734349.
+[I 2025-12-18 08:43:11,284] Trial 13 finished with value: -405.4808178678589 and parameters: {'embedding_dim': 264, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 12 with value: -120.06789148734349.
+[I 2025-12-18 08:44:13,583] Trial 14 finished with value: -444.4783307179072 and parameters: {'embedding_dim': 263, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 12 with value: -120.06789148734349.
+[I 2025-12-18 08:44:37,475] Trial 15 finished with value: -2855.2473637163534 and parameters: {'embedding_dim': 180, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 12 with value: -120.06789148734349.
+[I 2025-12-18 08:44:58,599] Trial 16 finished with value: -556.4071627752139 and parameters: {'embedding_dim': 213, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 12 with value: -120.06789148734349.
+[I 2025-12-18 08:45:15,881] Trial 17 finished with value: -373.8665905421711 and parameters: {'embedding_dim': 301, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 12 with value: -120.06789148734349.
+[I 2025-12-18 08:45:45,360] Trial 18 finished with value: -362.1067687065863 and parameters: {'embedding_dim': 300, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 12 with value: -120.06789148734349.
+[I 2025-12-18 08:46:34,561] Trial 19 finished with value: -599.8862655420102 and parameters: {'embedding_dim': 392, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 12 with value: -120.06789148734349.
+[I 2025-12-18 08:46:46,186] Trial 20 finished with value: -2865.2852686380675 and parameters: {'embedding_dim': 217, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 12 with value: -120.06789148734349.
+[I 2025-12-18 08:47:15,752] Trial 21 finished with value: -495.1372283371312 and parameters: {'embedding_dim': 386, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 12 with value: -120.06789148734349.
+[I 2025-12-18 08:47:45,827] Trial 22 finished with value: -42.28438134567276 and parameters: {'embedding_dim': 493, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 22 with value: -42.28438134567276.
+[I 2025-12-18 08:48:23,307] Trial 23 finished with value: -419.9276488969496 and parameters: {'embedding_dim': 505, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 22 with value: -42.28438134567276.
+[I 2025-12-18 08:48:53,878] Trial 24 finished with value: -500.504027130252 and parameters: {'embedding_dim': 475, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 22 with value: -42.28438134567276.
+[I 2025-12-18 08:49:17,142] Trial 25 finished with value: -567.6412153267526 and parameters: {'embedding_dim': 423, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 22 with value: -42.28438134567276.
+[I 2025-12-18 08:49:54,993] Trial 26 finished with value: -383.95507439641915 and parameters: {'embedding_dim': 134, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 22 with value: -42.28438134567276.
+[I 2025-12-18 08:50:33,239] Trial 27 finished with value: -362.46413075747114 and parameters: {'embedding_dim': 485, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 22 with value: -42.28438134567276.
+[I 2025-12-18 08:51:22,013] Trial 28 finished with value: -477.74448332477886 and parameters: {'embedding_dim': 355, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 22 with value: -42.28438134567276.
+[I 2025-12-18 08:51:43,702] Trial 29 finished with value: -290.84008523165005 and parameters: {'embedding_dim': 308, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 22 with value: -42.28438134567276.
+/opt/conda/envs/py39/lib/python3.9/site-packages/sklearn/base.py:484: FutureWarning: `BaseEstimator._check_n_features` is deprecated in 1.6 and will be removed in 1.7. Use `sklearn.utils.validation._check_n_features` instead.
+  warnings.warn(
+/opt/conda/envs/py39/lib/python3.9/site-packages/sklearn/base.py:493: FutureWarning: `BaseEstimator._check_feature_names` is deprecated in 1.6 and will be removed in 1.7. Use `sklearn.utils.validation._check_feature_names` instead.
+  warnings.warn(
+[I 2025-12-18 08:52:15,503] A new study created in memory with name: no-name-9c4aab2d-59e0-4dd3-adef-d317d56dceea
+[I 2025-12-18 08:53:01,567] Trial 0 finished with value: -57.15149884697763 and parameters: {'embedding_dim': 82, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 0 with value: -57.15149884697763.
+[I 2025-12-18 08:53:36,034] Trial 1 finished with value: -0.8104636190311557 and parameters: {'embedding_dim': 72, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 1 with value: -0.8104636190311557.
+[I 2025-12-18 08:53:42,290] Trial 2 finished with value: -22.105481683043017 and parameters: {'embedding_dim': 118, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 1 with value: -0.8104636190311557.
+[I 2025-12-18 08:54:04,665] Trial 3 finished with value: -44.94475880225106 and parameters: {'embedding_dim': 70, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 1 with value: -0.8104636190311557.
+[I 2025-12-18 08:54:38,834] Trial 4 finished with value: -0.2496333906720688 and parameters: {'embedding_dim': 93, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 4 with value: -0.2496333906720688.
+[I 2025-12-18 08:55:12,841] Trial 5 finished with value: -32.686814212743506 and parameters: {'embedding_dim': 89, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 4 with value: -0.2496333906720688.
+[I 2025-12-18 08:55:23,275] Trial 6 finished with value: -103.32963581868793 and parameters: {'embedding_dim': 96, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 4 with value: -0.2496333906720688.
+[I 2025-12-18 08:55:38,767] Trial 7 finished with value: -60.180060384662234 and parameters: {'embedding_dim': 109, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 4 with value: -0.2496333906720688.
+[I 2025-12-18 08:55:43,143] Trial 8 finished with value: -50.30420034812607 and parameters: {'embedding_dim': 90, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 4 with value: -0.2496333906720688.
+[I 2025-12-18 08:55:51,905] Trial 9 finished with value: -36.47698059800566 and parameters: {'embedding_dim': 118, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 4 with value: -0.2496333906720688.
+[I 2025-12-18 08:56:38,108] Trial 10 finished with value: -34.12072629048489 and parameters: {'embedding_dim': 106, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 4 with value: -0.2496333906720688.
+[I 2025-12-18 08:57:11,425] Trial 11 finished with value: -6.659918571859585 and parameters: {'embedding_dim': 64, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 4 with value: -0.2496333906720688.
+[I 2025-12-18 08:57:46,490] Trial 12 finished with value: -1.6613247421812487 and parameters: {'embedding_dim': 75, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 4 with value: -0.2496333906720688.
+[I 2025-12-18 08:58:20,790] Trial 13 finished with value: -18.746318245555134 and parameters: {'embedding_dim': 128, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 4 with value: -0.2496333906720688.
+[I 2025-12-18 08:59:07,507] Trial 14 finished with value: -5.345754534098697 and parameters: {'embedding_dim': 82, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 4 with value: -0.2496333906720688.
+[I 2025-12-18 08:59:17,784] Trial 15 finished with value: -112.50774387448048 and parameters: {'embedding_dim': 103, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 4 with value: -0.2496333906720688.
+[I 2025-12-18 08:59:51,764] Trial 16 finished with value: -5.202692560246912 and parameters: {'embedding_dim': 77, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 4 with value: -0.2496333906720688.
+[I 2025-12-18 09:00:13,692] Trial 17 finished with value: -85.35788849991519 and parameters: {'embedding_dim': 93, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 4 with value: -0.2496333906720688.
+[I 2025-12-18 09:00:22,474] Trial 18 finished with value: -29.109790998443213 and parameters: {'embedding_dim': 65, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 4 with value: -0.2496333906720688.
+[I 2025-12-18 09:00:38,070] Trial 19 finished with value: -17.96153937816174 and parameters: {'embedding_dim': 100, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 4 with value: -0.2496333906720688.
+[I 2025-12-18 09:01:11,656] Trial 20 finished with value: -163.3047578411191 and parameters: {'embedding_dim': 87, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 4 with value: -0.2496333906720688.
+[I 2025-12-18 09:01:45,511] Trial 21 finished with value: -15.924177922720073 and parameters: {'embedding_dim': 73, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 4 with value: -0.2496333906720688.
+[I 2025-12-18 09:02:19,322] Trial 22 finished with value: -33.046042517893994 and parameters: {'embedding_dim': 80, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 4 with value: -0.2496333906720688.
+[I 2025-12-18 09:02:53,153] Trial 23 finished with value: -6.8741041194408545 and parameters: {'embedding_dim': 72, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 4 with value: -0.2496333906720688.
+[I 2025-12-18 09:03:26,706] Trial 24 finished with value: -2.674684990255133 and parameters: {'embedding_dim': 76, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 4 with value: -0.2496333906720688.
+[I 2025-12-18 09:04:12,850] Trial 25 finished with value: -15.179345376174462 and parameters: {'embedding_dim': 84, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 4 with value: -0.2496333906720688.
+[I 2025-12-18 09:04:35,208] Trial 26 finished with value: -75.25520429156094 and parameters: {'embedding_dim': 71, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 4 with value: -0.2496333906720688.
+[I 2025-12-18 09:05:09,239] Trial 27 finished with value: -13.932076809262364 and parameters: {'embedding_dim': 68, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 4 with value: -0.2496333906720688.
+[I 2025-12-18 09:05:24,733] Trial 28 finished with value: -61.02275028035866 and parameters: {'embedding_dim': 77, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 4 with value: -0.2496333906720688.
+[I 2025-12-18 09:05:33,531] Trial 29 finished with value: -4.390558226657161 and parameters: {'embedding_dim': 84, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 4 with value: -0.2496333906720688.
+[I 2025-12-18 09:06:07,816] Trial 30 finished with value: -21.992632823809917 and parameters: {'embedding_dim': 113, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 4 with value: -0.2496333906720688.
+[I 2025-12-18 09:06:41,340] Trial 31 finished with value: -53.16025740103312 and parameters: {'embedding_dim': 77, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 4 with value: -0.2496333906720688.
+[I 2025-12-18 09:07:15,315] Trial 32 finished with value: -111.77696579709624 and parameters: {'embedding_dim': 75, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 4 with value: -0.2496333906720688.
+[I 2025-12-18 09:07:49,032] Trial 33 finished with value: -38.62048868163504 and parameters: {'embedding_dim': 68, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 4 with value: -0.2496333906720688.
+[I 2025-12-18 09:08:22,797] Trial 34 finished with value: -108.30118044971566 and parameters: {'embedding_dim': 80, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 4 with value: -0.2496333906720688.
+[I 2025-12-18 09:08:57,170] Trial 35 finished with value: -93.76791993889903 and parameters: {'embedding_dim': 94, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 4 with value: -0.2496333906720688.
+[I 2025-12-18 09:09:31,413] Trial 36 finished with value: -2.4484741347869954 and parameters: {'embedding_dim': 87, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 4 with value: -0.2496333906720688.
+[I 2025-12-18 09:09:35,636] Trial 37 finished with value: -189.35291540845606 and parameters: {'embedding_dim': 89, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 4 with value: -0.2496333906720688.
+[I 2025-12-18 09:09:51,017] Trial 38 finished with value: -15.352236897506463 and parameters: {'embedding_dim': 92, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 4 with value: -0.2496333906720688.
+[I 2025-12-18 09:10:24,685] Trial 39 finished with value: -34.17925149171786 and parameters: {'embedding_dim': 98, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 4 with value: -0.2496333906720688.
+[I 2025-12-18 09:10:46,316] Trial 40 finished with value: -36.836054227841856 and parameters: {'embedding_dim': 86, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 4 with value: -0.2496333906720688.
+[I 2025-12-18 09:11:21,040] Trial 41 finished with value: -13.940394589931426 and parameters: {'embedding_dim': 79, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 4 with value: -0.2496333906720688.
+[I 2025-12-18 09:11:54,624] Trial 42 finished with value: -19.233819770581114 and parameters: {'embedding_dim': 74, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 4 with value: -0.2496333906720688.
+[I 2025-12-18 09:12:28,160] Trial 43 finished with value: -19.84651746140245 and parameters: {'embedding_dim': 83, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 4 with value: -0.2496333906720688.
+[I 2025-12-18 09:13:01,921] Trial 44 finished with value: -4.170867636647317 and parameters: {'embedding_dim': 68, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 4 with value: -0.2496333906720688.
+[I 2025-12-18 09:13:08,246] Trial 45 finished with value: -71.55093676387698 and parameters: {'embedding_dim': 87, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 4 with value: -0.2496333906720688.
+[I 2025-12-18 09:13:41,613] Trial 46 finished with value: -0.9618804705354288 and parameters: {'embedding_dim': 96, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 4 with value: -0.2496333906720688.
+[I 2025-12-18 09:14:27,329] Trial 47 finished with value: -6.842874833657767 and parameters: {'embedding_dim': 102, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 4 with value: -0.2496333906720688.
+[I 2025-12-18 09:14:43,106] Trial 48 finished with value: -61.30207497596351 and parameters: {'embedding_dim': 95, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 4 with value: -0.2496333906720688.
+[I 2025-12-18 09:15:16,496] Trial 49 finished with value: -10.297277224885582 and parameters: {'embedding_dim': 110, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 4 with value: -0.2496333906720688.
+[I 2025-12-18 09:15:50,848] A new study created in memory with name: no-name-9622f1fa-3b1d-4367-b456-9b2d32e7e2af
+[I 2025-12-18 09:16:12,348] Trial 0 finished with value: -766.4939225331451 and parameters: {'embedding_dim': 427, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 0 with value: -766.4939225331451.
+[I 2025-12-18 09:16:33,441] Trial 1 finished with value: -1573.1537735772545 and parameters: {'embedding_dim': 427, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 0 with value: -766.4939225331451.
+[I 2025-12-18 09:17:00,000] Trial 2 finished with value: -536.9436181286451 and parameters: {'embedding_dim': 264, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 2 with value: -536.9436181286451.
+[I 2025-12-18 09:17:11,492] Trial 3 finished with value: -521.4823289519913 and parameters: {'embedding_dim': 181, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 1}. Best is trial 3 with value: -521.4823289519913.
+[I 2025-12-18 09:17:28,206] Trial 4 finished with value: -451.5645689078043 and parameters: {'embedding_dim': 206, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 4 with value: -451.5645689078043.
+[I 2025-12-18 09:17:48,913] Trial 5 finished with value: -779.0947373004852 and parameters: {'embedding_dim': 308, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 4 with value: -451.5645689078043.
+[I 2025-12-18 09:18:52,385] Trial 6 finished with value: -972.5061236904651 and parameters: {'embedding_dim': 424, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 4 with value: -451.5645689078043.
+[I 2025-12-18 09:19:13,167] Trial 7 finished with value: -507.9039252811227 and parameters: {'embedding_dim': 251, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 4 with value: -451.5645689078043.
+[I 2025-12-18 09:19:34,309] Trial 8 finished with value: -6633.699449008986 and parameters: {'embedding_dim': 310, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 4 with value: -451.5645689078043.
+[I 2025-12-18 09:19:56,455] Trial 9 finished with value: -391.5023190075208 and parameters: {'embedding_dim': 206, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 9 with value: -391.5023190075208.
+[I 2025-12-18 09:20:14,698] Trial 10 finished with value: -134.7271086139484 and parameters: {'embedding_dim': 143, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 10 with value: -134.7271086139484.
+[I 2025-12-18 09:20:32,195] Trial 11 finished with value: -551.1727020252787 and parameters: {'embedding_dim': 135, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 10 with value: -134.7271086139484.
+[I 2025-12-18 09:20:49,764] Trial 12 finished with value: -191.7090513931726 and parameters: {'embedding_dim': 132, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 10 with value: -134.7271086139484.
+[I 2025-12-18 09:21:07,773] Trial 13 finished with value: -287.6266733825859 and parameters: {'embedding_dim': 130, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 10 with value: -134.7271086139484.
+[I 2025-12-18 09:21:22,227] Trial 14 finished with value: -524.4580997971325 and parameters: {'embedding_dim': 170, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 10 with value: -134.7271086139484.
+[I 2025-12-18 09:21:39,806] Trial 15 finished with value: -2304.5379515596283 and parameters: {'embedding_dim': 358, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 10 with value: -134.7271086139484.
+[I 2025-12-18 09:21:53,867] Trial 16 finished with value: -742.7034628390768 and parameters: {'embedding_dim': 250, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 10 with value: -134.7271086139484.
+[I 2025-12-18 09:22:05,053] Trial 17 finished with value: -554.8793413157887 and parameters: {'embedding_dim': 498, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 10 with value: -134.7271086139484.
+[I 2025-12-18 09:22:23,850] Trial 18 finished with value: -476.16820244074455 and parameters: {'embedding_dim': 164, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 10 with value: -134.7271086139484.
+[I 2025-12-18 09:22:38,835] Trial 19 finished with value: -986.5348333804168 and parameters: {'embedding_dim': 224, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 10 with value: -134.7271086139484.
+[I 2025-12-18 09:22:50,523] Trial 20 finished with value: -1991.57589531955 and parameters: {'embedding_dim': 362, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 10 with value: -134.7271086139484.
+[I 2025-12-18 09:23:08,743] Trial 21 finished with value: -1416.3168474193742 and parameters: {'embedding_dim': 128, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 10 with value: -134.7271086139484.
+[I 2025-12-18 09:23:26,404] Trial 22 finished with value: -2441.3757523576132 and parameters: {'embedding_dim': 129, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 10 with value: -134.7271086139484.
+[I 2025-12-18 09:23:47,519] Trial 23 finished with value: -1549.0203576367308 and parameters: {'embedding_dim': 166, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 10 with value: -134.7271086139484.
+[I 2025-12-18 09:24:06,227] Trial 24 finished with value: -495.64895737412894 and parameters: {'embedding_dim': 194, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 10 with value: -134.7271086139484.
+[I 2025-12-18 09:24:21,006] Trial 25 finished with value: -2431.585399528839 and parameters: {'embedding_dim': 154, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 10 with value: -134.7271086139484.
+[I 2025-12-18 09:24:41,313] Trial 26 finished with value: -380.1787652692849 and parameters: {'embedding_dim': 236, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 10 with value: -134.7271086139484.
+[I 2025-12-18 09:24:59,318] Trial 27 finished with value: -1461.8738156933498 and parameters: {'embedding_dim': 150, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 10 with value: -134.7271086139484.
+[I 2025-12-18 09:25:51,875] Trial 28 finished with value: -2.4881262762573906 and parameters: {'embedding_dim': 272, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 28 with value: -2.4881262762573906.
+[I 2025-12-18 09:26:54,242] Trial 29 finished with value: -1056.5473098626583 and parameters: {'embedding_dim': 290, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 28 with value: -2.4881262762573906.
+Processing ../../data/data_for_modeling/incheon_train.csv: Optimizing CTGAN for class 1...
+Saved CTGAN model for class 0: ../save_model/oversampling_models/smotenc_ctgan_10000_3_incheon_class0.pkl
+Saved CTGAN model for class 1: ../save_model/oversampling_models/smotenc_ctgan_10000_3_incheon_class1.pkl
+Saved augmented data only ../../data/data_oversampled/augmented_only/smotenc_ctgan10000_3_incheon.csv: Class 0=9124 | Class 1=7251
+Saved ../../data/data_oversampled/smotenc_ctgan10000/smotenc_ctgan10000_3_incheon.csv: Class 0=9431 | Class 1=9893 | Class 2=14595
+Processing ../../data/data_for_modeling/seoul_train.csv: Optimizing CTGAN for class 0...
+Processing ../../data/data_for_modeling/seoul_train.csv: Optimizing CTGAN for class 1...
+Saved CTGAN model for class 0: ../save_model/oversampling_models/smotenc_ctgan_10000_3_seoul_class0.pkl
+Saved CTGAN model for class 1: ../save_model/oversampling_models/smotenc_ctgan_10000_3_seoul_class1.pkl
+Saved augmented data only ../../data/data_oversampled/augmented_only/smotenc_ctgan10000_3_seoul.csv: Class 0=10380 | Class 1=7769
+Saved ../../data/data_oversampled/smotenc_ctgan10000/smotenc_ctgan10000_3_seoul.csv: Class 0=10396 | Class 1=9424 | Class 2=15873
+Processing ../../data/data_for_modeling/busan_train.csv: Optimizing CTGAN for class 0...
+Processing ../../data/data_for_modeling/busan_train.csv: Optimizing CTGAN for class 1...
+Saved CTGAN model for class 0: ../save_model/oversampling_models/smotenc_ctgan_10000_3_busan_class0.pkl
+Saved CTGAN model for class 1: ../save_model/oversampling_models/smotenc_ctgan_10000_3_busan_class1.pkl
+Saved augmented data only ../../data/data_oversampled/augmented_only/smotenc_ctgan10000_3_busan.csv: Class 0=10404 | Class 1=8351
+Saved ../../data/data_oversampled/smotenc_ctgan10000/smotenc_ctgan10000_3_busan.csv: Class 0=10464 | Class 1=9396 | Class 2=16439
+Processing ../../data/data_for_modeling/daegu_train.csv: Optimizing CTGAN for class 0...
+Processing ../../data/data_for_modeling/daegu_train.csv: Optimizing CTGAN for class 1...
+Saved CTGAN model for class 0: ../save_model/oversampling_models/smotenc_ctgan_10000_3_daegu_class0.pkl
+Saved CTGAN model for class 1: ../save_model/oversampling_models/smotenc_ctgan_10000_3_daegu_class1.pkl
+Saved augmented data only ../../data/data_oversampled/augmented_only/smotenc_ctgan10000_3_daegu.csv: Class 0=10260 | Class 1=8680
+Saved ../../data/data_oversampled/smotenc_ctgan10000/smotenc_ctgan10000_3_daegu.csv: Class 0=10293 | Class 1=9278 | Class 2=16913
+Processing ../../data/data_for_modeling/daejeon_train.csv: Optimizing CTGAN for class 0...
+Processing ../../data/data_for_modeling/daejeon_train.csv: Optimizing CTGAN for class 1...
+Saved CTGAN model for class 0: ../save_model/oversampling_models/smotenc_ctgan_10000_3_daejeon_class0.pkl
+Saved CTGAN model for class 1: ../save_model/oversampling_models/smotenc_ctgan_10000_3_daejeon_class1.pkl
+Saved augmented data only ../../data/data_oversampled/augmented_only/smotenc_ctgan10000_3_daejeon.csv: Class 0=10194 | Class 1=7720
+Saved ../../data/data_oversampled/smotenc_ctgan10000/smotenc_ctgan10000_3_daejeon.csv: Class 0=10279 | Class 1=9395 | Class 2=15784
+Processing ../../data/data_for_modeling/gwangju_train.csv: Optimizing CTGAN for class 0...
+Processing ../../data/data_for_modeling/gwangju_train.csv: Optimizing CTGAN for class 1...
+Saved CTGAN model for class 0: ../save_model/oversampling_models/smotenc_ctgan_10000_3_gwangju_class0.pkl
+Saved CTGAN model for class 1: ../save_model/oversampling_models/smotenc_ctgan_10000_3_gwangju_class1.pkl
+Saved augmented data only ../../data/data_oversampled/augmented_only/smotenc_ctgan10000_3_gwangju.csv: Class 0=10006 | Class 1=8338
+Saved ../../data/data_oversampled/smotenc_ctgan10000/smotenc_ctgan10000_3_gwangju.csv: Class 0=10057 | Class 1=9687 | Class 2=16144
+
+=== Processing 20000 samples ===
+Running smotenc_ctgan_sample_20000_1.py...
+/opt/conda/envs/py39/lib/python3.9/site-packages/sklearn/base.py:484: FutureWarning: `BaseEstimator._check_n_features` is deprecated in 1.6 and will be removed in 1.7. Use `sklearn.utils.validation._check_n_features` instead.
+  warnings.warn(
+/opt/conda/envs/py39/lib/python3.9/site-packages/sklearn/base.py:493: FutureWarning: `BaseEstimator._check_feature_names` is deprecated in 1.6 and will be removed in 1.7. Use `sklearn.utils.validation._check_feature_names` instead.
+  warnings.warn(
+[I 2025-12-18 09:27:50,290] A new study created in memory with name: no-name-9685d679-c887-4285-98f3-5f529cc3a61d
+Using device: cuda
+Processing ../../data/data_for_modeling/incheon_train.csv: Optimizing CTGAN for class 0...
+[I 2025-12-18 09:28:02,219] Trial 0 finished with value: -90.0526745437926 and parameters: {'embedding_dim': 79, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 0 with value: -90.0526745437926.
+[I 2025-12-18 09:28:06,730] Trial 1 finished with value: -24.81336231311588 and parameters: {'embedding_dim': 70, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 1 with value: -24.81336231311588.
+[I 2025-12-18 09:28:15,020] Trial 2 finished with value: -45.05874589885323 and parameters: {'embedding_dim': 81, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 1 with value: -24.81336231311588.
+[I 2025-12-18 09:28:23,648] Trial 3 finished with value: -24.477259800398606 and parameters: {'embedding_dim': 78, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 3 with value: -24.477259800398606.
+[I 2025-12-18 09:28:28,159] Trial 4 finished with value: -21.521544749615025 and parameters: {'embedding_dim': 86, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 4 with value: -21.521544749615025.
+[I 2025-12-18 09:28:36,485] Trial 5 finished with value: -93.22301180154084 and parameters: {'embedding_dim': 68, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 4 with value: -21.521544749615025.
+[I 2025-12-18 09:28:58,991] Trial 6 finished with value: -13.340734132179453 and parameters: {'embedding_dim': 128, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 6 with value: -13.340734132179453.
+[I 2025-12-18 09:29:09,828] Trial 7 finished with value: -125.81577432205277 and parameters: {'embedding_dim': 86, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 6 with value: -13.340734132179453.
+[I 2025-12-18 09:29:31,279] Trial 8 finished with value: -56.130060224179275 and parameters: {'embedding_dim': 113, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 6 with value: -13.340734132179453.
+[I 2025-12-18 09:29:38,045] Trial 9 finished with value: -68.15569553230331 and parameters: {'embedding_dim': 65, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 6 with value: -13.340734132179453.
+[I 2025-12-18 09:29:54,156] Trial 10 finished with value: -66.85607668372754 and parameters: {'embedding_dim': 128, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 6 with value: -13.340734132179453.
+[I 2025-12-18 09:30:10,264] Trial 11 finished with value: -151.35439134327981 and parameters: {'embedding_dim': 100, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 6 with value: -13.340734132179453.
+[I 2025-12-18 09:30:32,108] Trial 12 finished with value: -78.36972706101903 and parameters: {'embedding_dim': 99, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 6 with value: -13.340734132179453.
+[I 2025-12-18 09:30:48,655] Trial 13 finished with value: -43.520909983542296 and parameters: {'embedding_dim': 113, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 6 with value: -13.340734132179453.
+[I 2025-12-18 09:31:04,398] Trial 14 finished with value: -13.882267369994837 and parameters: {'embedding_dim': 127, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 6 with value: -13.340734132179453.
+[I 2025-12-18 09:31:20,255] Trial 15 finished with value: -59.84468607772392 and parameters: {'embedding_dim': 128, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 6 with value: -13.340734132179453.
+[I 2025-12-18 09:31:41,567] Trial 16 finished with value: -17.275938037249503 and parameters: {'embedding_dim': 117, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 6 with value: -13.340734132179453.
+[I 2025-12-18 09:31:57,268] Trial 17 finished with value: -12.32410817645884 and parameters: {'embedding_dim': 120, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 17 with value: -12.32410817645884.
+[I 2025-12-18 09:32:13,863] Trial 18 finished with value: -11.20085818722193 and parameters: {'embedding_dim': 120, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 18 with value: -11.20085818722193.
+[I 2025-12-18 09:32:47,574] Trial 19 finished with value: -35.08183357684971 and parameters: {'embedding_dim': 108, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 18 with value: -11.20085818722193.
+[I 2025-12-18 09:33:03,371] Trial 20 finished with value: -5.7597308636668405 and parameters: {'embedding_dim': 119, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 20 with value: -5.7597308636668405.
+[I 2025-12-18 09:33:18,967] Trial 21 finished with value: -110.25855559227756 and parameters: {'embedding_dim': 117, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 20 with value: -5.7597308636668405.
+[I 2025-12-18 09:33:34,615] Trial 22 finished with value: -71.0989422611765 and parameters: {'embedding_dim': 121, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 20 with value: -5.7597308636668405.
+[I 2025-12-18 09:33:50,297] Trial 23 finished with value: -16.403744347366775 and parameters: {'embedding_dim': 106, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 20 with value: -5.7597308636668405.
+[I 2025-12-18 09:34:06,020] Trial 24 finished with value: -151.245865846103 and parameters: {'embedding_dim': 119, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 20 with value: -5.7597308636668405.
+[I 2025-12-18 09:34:21,830] Trial 25 finished with value: -8.071358674743003 and parameters: {'embedding_dim': 106, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 20 with value: -5.7597308636668405.
+[I 2025-12-18 09:34:55,518] Trial 26 finished with value: -103.58774426659338 and parameters: {'embedding_dim': 106, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 20 with value: -5.7597308636668405.
+[I 2025-12-18 09:35:06,110] Trial 27 finished with value: -3.873135430231117 and parameters: {'embedding_dim': 110, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 27 with value: -3.873135430231117.
+[I 2025-12-18 09:35:16,569] Trial 28 finished with value: -82.3538520162795 and parameters: {'embedding_dim': 96, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 27 with value: -3.873135430231117.
+[I 2025-12-18 09:35:27,154] Trial 29 finished with value: -12.51620174150758 and parameters: {'embedding_dim': 94, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 27 with value: -3.873135430231117.
+[I 2025-12-18 09:35:49,082] Trial 30 finished with value: -366.37587917953834 and parameters: {'embedding_dim': 111, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 27 with value: -3.873135430231117.
+[I 2025-12-18 09:36:04,971] Trial 31 finished with value: -17.381872506622976 and parameters: {'embedding_dim': 101, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 27 with value: -3.873135430231117.
+[I 2025-12-18 09:36:15,550] Trial 32 finished with value: -96.11361742526006 and parameters: {'embedding_dim': 124, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 27 with value: -3.873135430231117.
+[I 2025-12-18 09:36:37,186] Trial 33 finished with value: -8.784368105547069 and parameters: {'embedding_dim': 110, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 27 with value: -3.873135430231117.
+[I 2025-12-18 09:36:58,402] Trial 34 finished with value: -23.716370602291057 and parameters: {'embedding_dim': 109, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 27 with value: -3.873135430231117.
+[I 2025-12-18 09:37:19,363] Trial 35 finished with value: -8.46336039614015 and parameters: {'embedding_dim': 103, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 27 with value: -3.873135430231117.
+[I 2025-12-18 09:37:27,574] Trial 36 finished with value: -7.025401521510638 and parameters: {'embedding_dim': 103, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 27 with value: -3.873135430231117.
+[I 2025-12-18 09:37:36,439] Trial 37 finished with value: -48.40976647291503 and parameters: {'embedding_dim': 94, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 27 with value: -3.873135430231117.
+[I 2025-12-18 09:37:44,797] Trial 38 finished with value: -114.55977300678185 and parameters: {'embedding_dim': 89, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 27 with value: -3.873135430231117.
+[I 2025-12-18 09:37:49,386] Trial 39 finished with value: -168.85410127392964 and parameters: {'embedding_dim': 114, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 27 with value: -3.873135430231117.
+[I 2025-12-18 09:37:58,139] Trial 40 finished with value: -18.055042010927327 and parameters: {'embedding_dim': 115, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 27 with value: -3.873135430231117.
+[I 2025-12-18 09:38:06,878] Trial 41 finished with value: -13.114798322890085 and parameters: {'embedding_dim': 102, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 27 with value: -3.873135430231117.
+[I 2025-12-18 09:38:15,111] Trial 42 finished with value: -1.1364699647335617 and parameters: {'embedding_dim': 104, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 42 with value: -1.1364699647335617.
+[I 2025-12-18 09:38:23,963] Trial 43 finished with value: -11.737347867776991 and parameters: {'embedding_dim': 105, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 42 with value: -1.1364699647335617.
+[I 2025-12-18 09:38:32,574] Trial 44 finished with value: -9.869425517916147 and parameters: {'embedding_dim': 75, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 42 with value: -1.1364699647335617.
+[I 2025-12-18 09:38:40,791] Trial 45 finished with value: -24.222803759572635 and parameters: {'embedding_dim': 92, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 42 with value: -1.1364699647335617.
+[I 2025-12-18 09:38:49,202] Trial 46 finished with value: -28.515215435678726 and parameters: {'embedding_dim': 97, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 42 with value: -1.1364699647335617.
+[I 2025-12-18 09:38:55,437] Trial 47 finished with value: -71.88643527551733 and parameters: {'embedding_dim': 105, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 42 with value: -1.1364699647335617.
+[I 2025-12-18 09:38:59,829] Trial 48 finished with value: -13.313421273610714 and parameters: {'embedding_dim': 112, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 42 with value: -1.1364699647335617.
+[I 2025-12-18 09:39:34,050] Trial 49 finished with value: -11.784755027098196 and parameters: {'embedding_dim': 123, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 42 with value: -1.1364699647335617.
+[I 2025-12-18 09:39:42,656] A new study created in memory with name: no-name-7df09cb9-6175-4337-8c41-ea703c8fa0d1
+[I 2025-12-18 09:40:19,089] Trial 0 finished with value: -461.1343936835058 and parameters: {'embedding_dim': 152, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 0 with value: -461.1343936835058.
+[I 2025-12-18 09:40:39,566] Trial 1 finished with value: -323.5387196231581 and parameters: {'embedding_dim': 222, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 1 with value: -323.5387196231581.
+[I 2025-12-18 09:40:55,179] Trial 2 finished with value: -717.2755807920195 and parameters: {'embedding_dim': 224, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 1 with value: -323.5387196231581.
+[I 2025-12-18 09:43:00,138] Trial 3 finished with value: -426.394387969043 and parameters: {'embedding_dim': 437, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 1 with value: -323.5387196231581.
+[I 2025-12-18 09:44:03,126] Trial 4 finished with value: -1933.1020592243117 and parameters: {'embedding_dim': 330, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 1 with value: -323.5387196231581.
+[I 2025-12-18 09:45:25,371] Trial 5 finished with value: -425.9288262870122 and parameters: {'embedding_dim': 322, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 1 with value: -323.5387196231581.
+[I 2025-12-18 09:45:53,218] Trial 6 finished with value: -322.54805610707746 and parameters: {'embedding_dim': 448, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 6 with value: -322.54805610707746.
+[I 2025-12-18 09:46:27,105] Trial 7 finished with value: -547.8441289738392 and parameters: {'embedding_dim': 401, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 6 with value: -322.54805610707746.
+[I 2025-12-18 09:47:02,563] Trial 8 finished with value: -1274.6909969971705 and parameters: {'embedding_dim': 348, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 6 with value: -322.54805610707746.
+[I 2025-12-18 09:47:16,638] Trial 9 finished with value: -732.3366524753702 and parameters: {'embedding_dim': 472, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 6 with value: -322.54805610707746.
+[I 2025-12-18 09:47:42,999] Trial 10 finished with value: -291.6146041616974 and parameters: {'embedding_dim': 496, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 10 with value: -291.6146041616974.
+[I 2025-12-18 09:48:09,968] Trial 11 finished with value: -670.6337849019928 and parameters: {'embedding_dim': 497, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 10 with value: -291.6146041616974.
+[I 2025-12-18 09:48:43,634] Trial 12 finished with value: -833.9360066307005 and parameters: {'embedding_dim': 410, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 10 with value: -291.6146041616974.
+[I 2025-12-18 09:49:11,753] Trial 13 finished with value: -380.05477478103865 and parameters: {'embedding_dim': 505, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 10 with value: -291.6146041616974.
+[I 2025-12-18 09:49:51,907] Trial 14 finished with value: -183.55292246042757 and parameters: {'embedding_dim': 449, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 14 with value: -183.55292246042757.
+[I 2025-12-18 09:51:53,983] Trial 15 finished with value: -132.09248298244827 and parameters: {'embedding_dim': 378, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 15 with value: -132.09248298244827.
+[I 2025-12-18 09:53:57,570] Trial 16 finished with value: -401.19925292662265 and parameters: {'embedding_dim': 383, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 15 with value: -132.09248298244827.
+[I 2025-12-18 09:55:59,291] Trial 17 finished with value: -236.6254690546961 and parameters: {'embedding_dim': 282, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 15 with value: -132.09248298244827.
+[I 2025-12-18 09:58:03,113] Trial 18 finished with value: -300.17516059936867 and parameters: {'embedding_dim': 364, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 15 with value: -132.09248298244827.
+[I 2025-12-18 09:59:46,038] Trial 19 finished with value: -39.16007395168329 and parameters: {'embedding_dim': 283, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 19 with value: -39.16007395168329.
+[I 2025-12-18 10:01:27,602] Trial 20 finished with value: -1493.9199005988164 and parameters: {'embedding_dim': 284, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 19 with value: -39.16007395168329.
+[I 2025-12-18 10:03:31,497] Trial 21 finished with value: -30.64733086694374 and parameters: {'embedding_dim': 275, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 21 with value: -30.64733086694374.
+[I 2025-12-18 10:05:12,228] Trial 22 finished with value: -354.4495804048223 and parameters: {'embedding_dim': 273, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 21 with value: -30.64733086694374.
+[I 2025-12-18 10:07:14,996] Trial 23 finished with value: -50.38333509310528 and parameters: {'embedding_dim': 236, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 21 with value: -30.64733086694374.
+[I 2025-12-18 10:08:57,255] Trial 24 finished with value: -1040.1507595618211 and parameters: {'embedding_dim': 219, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 21 with value: -30.64733086694374.
+[I 2025-12-18 10:11:00,310] Trial 25 finished with value: -189.5882583133951 and parameters: {'embedding_dim': 174, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 21 with value: -30.64733086694374.
+[I 2025-12-18 10:12:44,326] Trial 26 finished with value: -796.2559078855655 and parameters: {'embedding_dim': 251, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 21 with value: -30.64733086694374.
+[I 2025-12-18 10:14:46,359] Trial 27 finished with value: -432.83725507376033 and parameters: {'embedding_dim': 185, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 21 with value: -30.64733086694374.
+[I 2025-12-18 10:16:29,190] Trial 28 finished with value: -996.5304657231666 and parameters: {'embedding_dim': 257, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 21 with value: -30.64733086694374.
+[I 2025-12-18 10:17:43,056] Trial 29 finished with value: -553.4764918345136 and parameters: {'embedding_dim': 151, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 21 with value: -30.64733086694374.
+/opt/conda/envs/py39/lib/python3.9/site-packages/sklearn/base.py:484: FutureWarning: `BaseEstimator._check_n_features` is deprecated in 1.6 and will be removed in 1.7. Use `sklearn.utils.validation._check_n_features` instead.
+  warnings.warn(
+/opt/conda/envs/py39/lib/python3.9/site-packages/sklearn/base.py:493: FutureWarning: `BaseEstimator._check_feature_names` is deprecated in 1.6 and will be removed in 1.7. Use `sklearn.utils.validation._check_feature_names` instead.
+  warnings.warn(
+[I 2025-12-18 10:19:48,509] A new study created in memory with name: no-name-08efbcdf-fd9b-407c-9d92-ed6545cb6661
+[I 2025-12-18 10:19:53,160] Trial 0 finished with value: -8.565636657690174 and parameters: {'embedding_dim': 125, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 0 with value: -8.565636657690174.
+[I 2025-12-18 10:20:15,054] Trial 1 finished with value: -23.29437385117685 and parameters: {'embedding_dim': 103, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 0 with value: -8.565636657690174.
+[I 2025-12-18 10:20:48,869] Trial 2 finished with value: -6.3860656048497315 and parameters: {'embedding_dim': 69, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 2 with value: -6.3860656048497315.
+[I 2025-12-18 10:21:04,826] Trial 3 finished with value: -14.087060798521795 and parameters: {'embedding_dim': 123, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 2 with value: -6.3860656048497315.
+[I 2025-12-18 10:21:11,108] Trial 4 finished with value: -11.166328727456031 and parameters: {'embedding_dim': 68, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 2 with value: -6.3860656048497315.
+[I 2025-12-18 10:21:21,232] Trial 5 finished with value: -4.765507566477034 and parameters: {'embedding_dim': 76, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 5 with value: -4.765507566477034.
+[I 2025-12-18 10:21:31,692] Trial 6 finished with value: -4.626740344451417 and parameters: {'embedding_dim': 108, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 6 with value: -4.626740344451417.
+[I 2025-12-18 10:21:41,922] Trial 7 finished with value: -5.345432087257096 and parameters: {'embedding_dim': 83, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 6 with value: -4.626740344451417.
+[I 2025-12-18 10:21:52,096] Trial 8 finished with value: -13.07371854061127 and parameters: {'embedding_dim': 68, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 6 with value: -4.626740344451417.
+[I 2025-12-18 10:22:26,258] Trial 9 finished with value: -1.5079378128791547 and parameters: {'embedding_dim': 126, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 9 with value: -1.5079378128791547.
+[I 2025-12-18 10:23:11,934] Trial 10 finished with value: -3.0758668657125914 and parameters: {'embedding_dim': 90, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 9 with value: -1.5079378128791547.
+[I 2025-12-18 10:23:57,594] Trial 11 finished with value: -12.10471904879748 and parameters: {'embedding_dim': 90, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 9 with value: -1.5079378128791547.
+[I 2025-12-18 10:24:43,119] Trial 12 finished with value: -13.769379062358158 and parameters: {'embedding_dim': 109, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 9 with value: -1.5079378128791547.
+[I 2025-12-18 10:25:29,515] Trial 13 finished with value: -1.7585860397450892 and parameters: {'embedding_dim': 95, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 9 with value: -1.5079378128791547.
+[I 2025-12-18 10:26:15,555] Trial 14 finished with value: -13.914678053170253 and parameters: {'embedding_dim': 116, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 9 with value: -1.5079378128791547.
+[I 2025-12-18 10:26:49,180] Trial 15 finished with value: -15.25473798226398 and parameters: {'embedding_dim': 99, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 9 with value: -1.5079378128791547.
+[I 2025-12-18 10:27:23,214] Trial 16 finished with value: -8.07004559264604 and parameters: {'embedding_dim': 94, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 9 with value: -1.5079378128791547.
+[I 2025-12-18 10:27:31,968] Trial 17 finished with value: -3.5894127162933955 and parameters: {'embedding_dim': 118, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 9 with value: -1.5079378128791547.
+[I 2025-12-18 10:28:05,785] Trial 18 finished with value: -0.21830717941641856 and parameters: {'embedding_dim': 81, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 18 with value: -0.21830717941641856.
+[I 2025-12-18 10:28:39,494] Trial 19 finished with value: -15.535366913841669 and parameters: {'embedding_dim': 82, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 18 with value: -0.21830717941641856.
+[I 2025-12-18 10:28:46,023] Trial 20 finished with value: -11.73755849405789 and parameters: {'embedding_dim': 79, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 18 with value: -0.21830717941641856.
+[I 2025-12-18 10:29:19,643] Trial 21 finished with value: -6.362887643991247 and parameters: {'embedding_dim': 89, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 18 with value: -0.21830717941641856.
+[I 2025-12-18 10:29:53,712] Trial 22 finished with value: -0.09009233584072066 and parameters: {'embedding_dim': 100, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 22 with value: -0.09009233584072066.
+[I 2025-12-18 10:30:27,472] Trial 23 finished with value: -13.2716394340983 and parameters: {'embedding_dim': 112, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 22 with value: -0.09009233584072066.
+[I 2025-12-18 10:31:01,665] Trial 24 finished with value: -2.039525281401156 and parameters: {'embedding_dim': 127, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 22 with value: -0.09009233584072066.
+[I 2025-12-18 10:31:35,466] Trial 25 finished with value: -1.035821909203739 and parameters: {'embedding_dim': 75, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 22 with value: -0.09009233584072066.
+[I 2025-12-18 10:32:09,406] Trial 26 finished with value: -7.971368191218727 and parameters: {'embedding_dim': 73, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 22 with value: -0.09009233584072066.
+[I 2025-12-18 10:32:43,102] Trial 27 finished with value: -11.32685916179991 and parameters: {'embedding_dim': 64, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 22 with value: -0.09009233584072066.
+[I 2025-12-18 10:32:49,491] Trial 28 finished with value: -25.252928475512405 and parameters: {'embedding_dim': 85, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 22 with value: -0.09009233584072066.
+[I 2025-12-18 10:33:11,482] Trial 29 finished with value: -8.338893348043706 and parameters: {'embedding_dim': 75, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 22 with value: -0.09009233584072066.
+[I 2025-12-18 10:33:18,064] Trial 30 finished with value: -19.644705722205074 and parameters: {'embedding_dim': 103, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 22 with value: -0.09009233584072066.
+[I 2025-12-18 10:33:51,686] Trial 31 finished with value: -5.800196313436041 and parameters: {'embedding_dim': 121, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 22 with value: -0.09009233584072066.
+[I 2025-12-18 10:34:25,238] Trial 32 finished with value: -6.9776310489545 and parameters: {'embedding_dim': 101, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 22 with value: -0.09009233584072066.
+[I 2025-12-18 10:34:59,121] Trial 33 finished with value: -7.730638753563881 and parameters: {'embedding_dim': 71, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 22 with value: -0.09009233584072066.
+[I 2025-12-18 10:35:32,560] Trial 34 finished with value: -1.7410174192630776 and parameters: {'embedding_dim': 79, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 22 with value: -0.09009233584072066.
+[I 2025-12-18 10:36:06,259] Trial 35 finished with value: -4.695535862801003 and parameters: {'embedding_dim': 65, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 22 with value: -0.09009233584072066.
+[I 2025-12-18 10:36:39,786] Trial 36 finished with value: -9.6339623640415 and parameters: {'embedding_dim': 128, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 22 with value: -0.09009233584072066.
+[I 2025-12-18 10:36:50,171] Trial 37 finished with value: -13.14353492615475 and parameters: {'embedding_dim': 78, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 22 with value: -0.09009233584072066.
+[I 2025-12-18 10:37:11,913] Trial 38 finished with value: -3.8960863972841655 and parameters: {'embedding_dim': 86, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 22 with value: -0.09009233584072066.
+[I 2025-12-18 10:37:27,854] Trial 39 finished with value: -32.3545661535116 and parameters: {'embedding_dim': 109, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 22 with value: -0.09009233584072066.
+[I 2025-12-18 10:38:01,654] Trial 40 finished with value: -2.7392356575176167 and parameters: {'embedding_dim': 98, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 22 with value: -0.09009233584072066.
+[I 2025-12-18 10:38:35,981] Trial 41 finished with value: -1.6764352260854596 and parameters: {'embedding_dim': 78, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 22 with value: -0.09009233584072066.
+[I 2025-12-18 10:39:09,932] Trial 42 finished with value: -4.493176716790468 and parameters: {'embedding_dim': 71, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 22 with value: -0.09009233584072066.
+[I 2025-12-18 10:39:43,454] Trial 43 finished with value: -7.121143511836253 and parameters: {'embedding_dim': 75, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 22 with value: -0.09009233584072066.
+[I 2025-12-18 10:40:17,218] Trial 44 finished with value: -0.861515613926685 and parameters: {'embedding_dim': 81, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 22 with value: -0.09009233584072066.
+[I 2025-12-18 10:40:33,538] Trial 45 finished with value: -4.035095575953854 and parameters: {'embedding_dim': 92, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 22 with value: -0.09009233584072066.
+[I 2025-12-18 10:41:19,445] Trial 46 finished with value: -2.176082186313454 and parameters: {'embedding_dim': 83, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 22 with value: -0.09009233584072066.
+[I 2025-12-18 10:41:53,383] Trial 47 finished with value: -5.258503494405822 and parameters: {'embedding_dim': 88, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 22 with value: -0.09009233584072066.
+[I 2025-12-18 10:41:57,658] Trial 48 finished with value: -31.87718079535056 and parameters: {'embedding_dim': 67, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 22 with value: -0.09009233584072066.
+[I 2025-12-18 10:42:31,176] Trial 49 finished with value: -1.3419132611861986 and parameters: {'embedding_dim': 113, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 22 with value: -0.09009233584072066.
+[I 2025-12-18 10:43:05,684] A new study created in memory with name: no-name-f68c8a26-eb7e-4f59-bbba-c498eabbe6f3
+[I 2025-12-18 10:43:29,360] Trial 0 finished with value: -955.9760089768961 and parameters: {'embedding_dim': 158, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 0 with value: -955.9760089768961.
+[I 2025-12-18 10:43:44,542] Trial 1 finished with value: -287.77769892524884 and parameters: {'embedding_dim': 271, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 1 with value: -287.77769892524884.
+[I 2025-12-18 10:44:26,042] Trial 2 finished with value: -239.75703322701165 and parameters: {'embedding_dim': 445, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 2 with value: -239.75703322701165.
+[I 2025-12-18 10:44:56,009] Trial 3 finished with value: -636.6389784089608 and parameters: {'embedding_dim': 337, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 2 with value: -239.75703322701165.
+[I 2025-12-18 10:45:17,508] Trial 4 finished with value: -351.1149608714277 and parameters: {'embedding_dim': 371, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 2 with value: -239.75703322701165.
+[I 2025-12-18 10:46:29,586] Trial 5 finished with value: -937.2773771458402 and parameters: {'embedding_dim': 437, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 2 with value: -239.75703322701165.
+[I 2025-12-18 10:46:57,349] Trial 6 finished with value: -4298.3776705088385 and parameters: {'embedding_dim': 159, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 2 with value: -239.75703322701165.
+[I 2025-12-18 10:47:34,413] Trial 7 finished with value: -639.4542070716807 and parameters: {'embedding_dim': 143, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 2 with value: -239.75703322701165.
+[I 2025-12-18 10:48:47,019] Trial 8 finished with value: -1716.5962298727559 and parameters: {'embedding_dim': 398, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 2 with value: -239.75703322701165.
+[I 2025-12-18 10:50:14,063] Trial 9 finished with value: -610.5575642519884 and parameters: {'embedding_dim': 241, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 2 with value: -239.75703322701165.
+[I 2025-12-18 10:50:43,148] Trial 10 finished with value: -859.2079393602053 and parameters: {'embedding_dim': 498, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 2 with value: -239.75703322701165.
+[I 2025-12-18 10:50:55,341] Trial 11 finished with value: -448.0040155157159 and parameters: {'embedding_dim': 262, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 2 with value: -239.75703322701165.
+[I 2025-12-18 10:51:07,502] Trial 12 finished with value: -1946.3540046745015 and parameters: {'embedding_dim': 268, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 2 with value: -239.75703322701165.
+[I 2025-12-18 10:51:22,145] Trial 13 finished with value: -558.850640398731 and parameters: {'embedding_dim': 471, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 2 with value: -239.75703322701165.
+[I 2025-12-18 10:51:34,811] Trial 14 finished with value: -1710.0345717581208 and parameters: {'embedding_dim': 305, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 2 with value: -239.75703322701165.
+[I 2025-12-18 10:52:33,142] Trial 15 finished with value: -329.31353156646315 and parameters: {'embedding_dim': 214, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 2 with value: -239.75703322701165.
+[I 2025-12-18 10:52:42,466] Trial 16 finished with value: -294.19099638302527 and parameters: {'embedding_dim': 416, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 2 with value: -239.75703322701165.
+[I 2025-12-18 10:52:54,219] Trial 17 finished with value: -537.2384255037832 and parameters: {'embedding_dim': 331, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 2 with value: -239.75703322701165.
+[I 2025-12-18 10:53:53,041] Trial 18 finished with value: -580.524480860813 and parameters: {'embedding_dim': 213, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 2 with value: -239.75703322701165.
+[I 2025-12-18 10:54:31,427] Trial 19 finished with value: -739.3217540654598 and parameters: {'embedding_dim': 365, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 2 with value: -239.75703322701165.
+[I 2025-12-18 10:54:43,375] Trial 20 finished with value: -347.8257153408904 and parameters: {'embedding_dim': 297, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 2 with value: -239.75703322701165.
+[I 2025-12-18 10:54:52,682] Trial 21 finished with value: -1731.7456805552322 and parameters: {'embedding_dim': 428, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 2 with value: -239.75703322701165.
+[I 2025-12-18 10:55:02,264] Trial 22 finished with value: -325.60251877546153 and parameters: {'embedding_dim': 449, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 2 with value: -239.75703322701165.
+[I 2025-12-18 10:55:11,891] Trial 23 finished with value: -1621.757487490502 and parameters: {'embedding_dim': 511, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 2 with value: -239.75703322701165.
+[I 2025-12-18 10:55:24,141] Trial 24 finished with value: -881.3104552722527 and parameters: {'embedding_dim': 402, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 2 with value: -239.75703322701165.
+[I 2025-12-18 10:55:52,689] Trial 25 finished with value: -1033.1938047846838 and parameters: {'embedding_dim': 471, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 2 with value: -239.75703322701165.
+[I 2025-12-18 10:56:07,397] Trial 26 finished with value: -467.0402722242602 and parameters: {'embedding_dim': 404, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 2 with value: -239.75703322701165.
+[I 2025-12-18 10:56:19,147] Trial 27 finished with value: -1684.4651506513428 and parameters: {'embedding_dim': 364, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 2 with value: -239.75703322701165.
+[I 2025-12-18 10:56:34,910] Trial 28 finished with value: -799.6908666209808 and parameters: {'embedding_dim': 481, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 1}. Best is trial 2 with value: -239.75703322701165.
+[I 2025-12-18 10:57:32,823] Trial 29 finished with value: -556.4493022221993 and parameters: {'embedding_dim': 286, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 2 with value: -239.75703322701165.
+/opt/conda/envs/py39/lib/python3.9/site-packages/sklearn/base.py:484: FutureWarning: `BaseEstimator._check_n_features` is deprecated in 1.6 and will be removed in 1.7. Use `sklearn.utils.validation._check_n_features` instead.
+  warnings.warn(
+/opt/conda/envs/py39/lib/python3.9/site-packages/sklearn/base.py:493: FutureWarning: `BaseEstimator._check_feature_names` is deprecated in 1.6 and will be removed in 1.7. Use `sklearn.utils.validation._check_feature_names` instead.
+  warnings.warn(
+[I 2025-12-18 10:58:18,363] A new study created in memory with name: no-name-2e6cdc8d-28d8-4ffc-ae98-27029615ff19
+[I 2025-12-18 10:58:34,453] Trial 0 finished with value: -7.196421109404462 and parameters: {'embedding_dim': 83, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 0 with value: -7.196421109404462.
+[I 2025-12-18 10:58:50,642] Trial 1 finished with value: -4.092249053435873 and parameters: {'embedding_dim': 82, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 1 with value: -4.092249053435873.
+[I 2025-12-18 10:59:01,111] Trial 2 finished with value: -77.31826945064789 and parameters: {'embedding_dim': 121, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 1 with value: -4.092249053435873.
+[I 2025-12-18 10:59:23,080] Trial 3 finished with value: -3.88395373715308 and parameters: {'embedding_dim': 97, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 3 with value: -3.88395373715308.
+[I 2025-12-18 10:59:31,465] Trial 4 finished with value: -18.257041161655938 and parameters: {'embedding_dim': 79, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 3 with value: -3.88395373715308.
+[I 2025-12-18 11:00:18,659] Trial 5 finished with value: -4.2824684496179195 and parameters: {'embedding_dim': 66, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 3 with value: -3.88395373715308.
+[I 2025-12-18 11:00:27,223] Trial 6 finished with value: -7.558779576685351 and parameters: {'embedding_dim': 106, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 3 with value: -3.88395373715308.
+[I 2025-12-18 11:00:48,734] Trial 7 finished with value: -9.317779942815863 and parameters: {'embedding_dim': 118, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 3 with value: -3.88395373715308.
+[I 2025-12-18 11:00:53,049] Trial 8 finished with value: -8.737809218372352 and parameters: {'embedding_dim': 73, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 3 with value: -3.88395373715308.
+[I 2025-12-18 11:01:01,327] Trial 9 finished with value: -73.88040371413958 and parameters: {'embedding_dim': 123, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 3 with value: -3.88395373715308.
+[I 2025-12-18 11:01:36,134] Trial 10 finished with value: -2.7360740735337403 and parameters: {'embedding_dim': 96, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 10 with value: -2.7360740735337403.
+[I 2025-12-18 11:02:09,860] Trial 11 finished with value: -47.94334577229303 and parameters: {'embedding_dim': 98, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 10 with value: -2.7360740735337403.
+[I 2025-12-18 11:02:43,836] Trial 12 finished with value: -5.581827710063302 and parameters: {'embedding_dim': 96, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 10 with value: -2.7360740735337403.
+[I 2025-12-18 11:03:05,591] Trial 13 finished with value: -21.40587544724879 and parameters: {'embedding_dim': 96, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 10 with value: -2.7360740735337403.
+[I 2025-12-18 11:03:21,601] Trial 14 finished with value: -5.924987340382743 and parameters: {'embedding_dim': 108, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 10 with value: -2.7360740735337403.
+[I 2025-12-18 11:03:55,754] Trial 15 finished with value: -0.48670606734453775 and parameters: {'embedding_dim': 90, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 15 with value: -0.48670606734453775.
+[I 2025-12-18 11:04:29,687] Trial 16 finished with value: -1.8793184322737195 and parameters: {'embedding_dim': 88, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 15 with value: -0.48670606734453775.
+[I 2025-12-18 11:04:51,538] Trial 17 finished with value: -19.504923113277535 and parameters: {'embedding_dim': 87, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 15 with value: -0.48670606734453775.
+[I 2025-12-18 11:05:25,240] Trial 18 finished with value: -41.87694493899503 and parameters: {'embedding_dim': 88, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 15 with value: -0.48670606734453775.
+[I 2025-12-18 11:05:46,895] Trial 19 finished with value: -12.942441886719593 and parameters: {'embedding_dim': 74, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 15 with value: -0.48670606734453775.
+[I 2025-12-18 11:06:20,955] Trial 20 finished with value: -2.0663661016187604 and parameters: {'embedding_dim': 107, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 15 with value: -0.48670606734453775.
+[I 2025-12-18 11:06:54,722] Trial 21 finished with value: -8.395709668594327 and parameters: {'embedding_dim': 110, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 15 with value: -0.48670606734453775.
+[I 2025-12-18 11:07:29,459] Trial 22 finished with value: -8.317236498684323 and parameters: {'embedding_dim': 104, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 15 with value: -0.48670606734453775.
+[I 2025-12-18 11:08:03,643] Trial 23 finished with value: -1.1179484285212395 and parameters: {'embedding_dim': 89, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 15 with value: -0.48670606734453775.
+[I 2025-12-18 11:08:37,303] Trial 24 finished with value: -0.4918609214420142 and parameters: {'embedding_dim': 87, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 15 with value: -0.48670606734453775.
+[I 2025-12-18 11:09:11,050] Trial 25 finished with value: -3.008888409217562 and parameters: {'embedding_dim': 91, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 15 with value: -0.48670606734453775.
+[I 2025-12-18 11:09:32,688] Trial 26 finished with value: -14.353704693397999 and parameters: {'embedding_dim': 77, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 15 with value: -0.48670606734453775.
+[I 2025-12-18 11:10:07,419] Trial 27 finished with value: -0.6865724531015879 and parameters: {'embedding_dim': 67, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 15 with value: -0.48670606734453775.
+[I 2025-12-18 11:10:43,032] Trial 28 finished with value: -4.956543849338516 and parameters: {'embedding_dim': 66, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 15 with value: -0.48670606734453775.
+[I 2025-12-18 11:10:49,671] Trial 29 finished with value: -9.941078565450171 and parameters: {'embedding_dim': 72, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 15 with value: -0.48670606734453775.
+[I 2025-12-18 11:11:23,797] Trial 30 finished with value: -5.521813269552505 and parameters: {'embedding_dim': 84, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 15 with value: -0.48670606734453775.
+[I 2025-12-18 11:11:57,765] Trial 31 finished with value: -0.05567726462356086 and parameters: {'embedding_dim': 102, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 31 with value: -0.05567726462356086.
+[I 2025-12-18 11:12:32,037] Trial 32 finished with value: -23.978218953019844 and parameters: {'embedding_dim': 101, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 31 with value: -0.05567726462356086.
+[I 2025-12-18 11:13:05,838] Trial 33 finished with value: -10.365245364476731 and parameters: {'embedding_dim': 113, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 31 with value: -0.05567726462356086.
+[I 2025-12-18 11:13:21,694] Trial 34 finished with value: -12.081248251227622 and parameters: {'embedding_dim': 92, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 31 with value: -0.05567726462356086.
+[I 2025-12-18 11:13:56,124] Trial 35 finished with value: -3.997854520411562 and parameters: {'embedding_dim': 82, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 31 with value: -0.05567726462356086.
+[I 2025-12-18 11:14:41,924] Trial 36 finished with value: -0.8555940262990543 and parameters: {'embedding_dim': 102, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 31 with value: -0.05567726462356086.
+[I 2025-12-18 11:14:52,418] Trial 37 finished with value: -19.99894085399155 and parameters: {'embedding_dim': 64, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 31 with value: -0.05567726462356086.
+[I 2025-12-18 11:15:37,803] Trial 38 finished with value: -23.100148796905298 and parameters: {'embedding_dim': 115, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 31 with value: -0.05567726462356086.
+[I 2025-12-18 11:15:44,156] Trial 39 finished with value: -16.97384487208463 and parameters: {'embedding_dim': 70, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 31 with value: -0.05567726462356086.
+[I 2025-12-18 11:16:00,193] Trial 40 finished with value: -4.740560044185237 and parameters: {'embedding_dim': 78, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 31 with value: -0.05567726462356086.
+[I 2025-12-18 11:16:45,983] Trial 41 finished with value: -1.5820539391148394 and parameters: {'embedding_dim': 102, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 31 with value: -0.05567726462356086.
+[I 2025-12-18 11:17:32,413] Trial 42 finished with value: -13.538107414163028 and parameters: {'embedding_dim': 128, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 31 with value: -0.05567726462356086.
+[I 2025-12-18 11:18:19,366] Trial 43 finished with value: -2.4153926143648925 and parameters: {'embedding_dim': 93, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 31 with value: -0.05567726462356086.
+[I 2025-12-18 11:19:05,239] Trial 44 finished with value: -0.9731299549857014 and parameters: {'embedding_dim': 99, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 31 with value: -0.05567726462356086.
+[I 2025-12-18 11:19:11,760] Trial 45 finished with value: -3.6290895072424263 and parameters: {'embedding_dim': 102, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 31 with value: -0.05567726462356086.
+[I 2025-12-18 11:19:46,403] Trial 46 finished with value: -10.066818008322226 and parameters: {'embedding_dim': 85, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 31 with value: -0.05567726462356086.
+[I 2025-12-18 11:20:32,183] Trial 47 finished with value: -18.08734448606895 and parameters: {'embedding_dim': 105, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 31 with value: -0.05567726462356086.
+[I 2025-12-18 11:21:05,997] Trial 48 finished with value: -2.4243744556187607 and parameters: {'embedding_dim': 94, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 31 with value: -0.05567726462356086.
+[I 2025-12-18 11:21:51,524] Trial 49 finished with value: -4.511573264470318 and parameters: {'embedding_dim': 112, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 31 with value: -0.05567726462356086.
+[I 2025-12-18 11:22:26,836] A new study created in memory with name: no-name-6811053d-cc61-434a-b135-8467a356f801
+[I 2025-12-18 11:22:33,550] Trial 0 finished with value: -1446.7471907582474 and parameters: {'embedding_dim': 414, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 1}. Best is trial 0 with value: -1446.7471907582474.
+[I 2025-12-18 11:22:43,173] Trial 1 finished with value: -334.22588396151986 and parameters: {'embedding_dim': 363, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 1 with value: -334.22588396151986.
+[I 2025-12-18 11:22:52,284] Trial 2 finished with value: -2370.867421053069 and parameters: {'embedding_dim': 308, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 1 with value: -334.22588396151986.
+[I 2025-12-18 11:23:08,569] Trial 3 finished with value: -1137.3164757402576 and parameters: {'embedding_dim': 128, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 1 with value: -334.22588396151986.
+[I 2025-12-18 11:23:27,582] Trial 4 finished with value: -168.07932684918336 and parameters: {'embedding_dim': 185, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 4 with value: -168.07932684918336.
+[I 2025-12-18 11:23:37,858] Trial 5 finished with value: -1552.7981382462092 and parameters: {'embedding_dim': 294, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 4 with value: -168.07932684918336.
+[I 2025-12-18 11:23:48,945] Trial 6 finished with value: -4367.486140855198 and parameters: {'embedding_dim': 319, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 4 with value: -168.07932684918336.
+[I 2025-12-18 11:24:05,840] Trial 7 finished with value: -287.33092267768143 and parameters: {'embedding_dim': 311, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 4 with value: -168.07932684918336.
+[I 2025-12-18 11:24:32,501] Trial 8 finished with value: -498.92402256206316 and parameters: {'embedding_dim': 370, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 4 with value: -168.07932684918336.
+[I 2025-12-18 11:24:47,755] Trial 9 finished with value: -481.88063030152824 and parameters: {'embedding_dim': 393, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 4 with value: -168.07932684918336.
+[I 2025-12-18 11:25:20,322] Trial 10 finished with value: -229.46826014934317 and parameters: {'embedding_dim': 162, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 4 with value: -168.07932684918336.
+[I 2025-12-18 11:25:52,179] Trial 11 finished with value: -433.9003181752108 and parameters: {'embedding_dim': 164, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 4 with value: -168.07932684918336.
+[I 2025-12-18 11:26:29,974] Trial 12 finished with value: -1185.8672388593407 and parameters: {'embedding_dim': 217, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 4 with value: -168.07932684918336.
+[I 2025-12-18 11:27:01,724] Trial 13 finished with value: -1301.1612243765992 and parameters: {'embedding_dim': 505, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 4 with value: -168.07932684918336.
+[I 2025-12-18 11:27:28,609] Trial 14 finished with value: -354.644274022189 and parameters: {'embedding_dim': 220, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 4 with value: -168.07932684918336.
+[I 2025-12-18 11:28:00,491] Trial 15 finished with value: -1533.5532667725374 and parameters: {'embedding_dim': 225, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 4 with value: -168.07932684918336.
+[I 2025-12-18 11:28:20,288] Trial 16 finished with value: -1256.676135457115 and parameters: {'embedding_dim': 170, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 4 with value: -168.07932684918336.
+[I 2025-12-18 11:28:57,995] Trial 17 finished with value: -971.3778471368673 and parameters: {'embedding_dim': 253, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 4 with value: -168.07932684918336.
+[I 2025-12-18 11:29:11,723] Trial 18 finished with value: -264.5258127067282 and parameters: {'embedding_dim': 130, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 4 with value: -168.07932684918336.
+[I 2025-12-18 11:29:36,347] Trial 19 finished with value: -371.7618803653953 and parameters: {'embedding_dim': 172, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 4 with value: -168.07932684918336.
+[I 2025-12-18 11:30:02,356] Trial 20 finished with value: -1741.9825320690086 and parameters: {'embedding_dim': 262, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 4 with value: -168.07932684918336.
+[I 2025-12-18 11:30:15,524] Trial 21 finished with value: -4104.371214200635 and parameters: {'embedding_dim': 154, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 4 with value: -168.07932684918336.
+[I 2025-12-18 11:30:29,072] Trial 22 finished with value: -1147.7367709975356 and parameters: {'embedding_dim': 198, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 4 with value: -168.07932684918336.
+[I 2025-12-18 11:30:48,252] Trial 23 finished with value: -214.22982394030439 and parameters: {'embedding_dim': 132, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 4 with value: -168.07932684918336.
+[I 2025-12-18 11:31:07,434] Trial 24 finished with value: -1783.7287171582946 and parameters: {'embedding_dim': 192, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 4 with value: -168.07932684918336.
+[I 2025-12-18 11:31:28,255] Trial 25 finished with value: -1056.2802194333062 and parameters: {'embedding_dim': 269, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 4 with value: -168.07932684918336.
+[I 2025-12-18 11:31:53,659] Trial 26 finished with value: -1024.3330718341492 and parameters: {'embedding_dim': 145, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 4 with value: -168.07932684918336.
+[I 2025-12-18 11:32:25,444] Trial 27 finished with value: -1313.5827704109429 and parameters: {'embedding_dim': 190, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 4 with value: -168.07932684918336.
+[I 2025-12-18 11:32:35,973] Trial 28 finished with value: -870.6664827103857 and parameters: {'embedding_dim': 231, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 4 with value: -168.07932684918336.
+[I 2025-12-18 11:32:42,541] Trial 29 finished with value: -6199.069134103073 and parameters: {'embedding_dim': 474, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 1}. Best is trial 4 with value: -168.07932684918336.
+/opt/conda/envs/py39/lib/python3.9/site-packages/sklearn/base.py:484: FutureWarning: `BaseEstimator._check_n_features` is deprecated in 1.6 and will be removed in 1.7. Use `sklearn.utils.validation._check_n_features` instead.
+  warnings.warn(
+/opt/conda/envs/py39/lib/python3.9/site-packages/sklearn/base.py:493: FutureWarning: `BaseEstimator._check_feature_names` is deprecated in 1.6 and will be removed in 1.7. Use `sklearn.utils.validation._check_feature_names` instead.
+  warnings.warn(
+[I 2025-12-18 11:33:03,790] A new study created in memory with name: no-name-2d76059e-8320-49fc-8652-91f6e904f034
+[I 2025-12-18 11:33:49,400] Trial 0 finished with value: -5.032276326518579 and parameters: {'embedding_dim': 68, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 0 with value: -5.032276326518579.
+[I 2025-12-18 11:34:10,905] Trial 1 finished with value: -7.0709471862980875 and parameters: {'embedding_dim': 85, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 0 with value: -5.032276326518579.
+[I 2025-12-18 11:34:45,491] Trial 2 finished with value: -112.23368266603211 and parameters: {'embedding_dim': 74, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 0 with value: -5.032276326518579.
+[I 2025-12-18 11:35:06,989] Trial 3 finished with value: -30.834032644049138 and parameters: {'embedding_dim': 107, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 0 with value: -5.032276326518579.
+[I 2025-12-18 11:35:40,758] Trial 4 finished with value: -35.51742680610112 and parameters: {'embedding_dim': 80, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 0 with value: -5.032276326518579.
+[I 2025-12-18 11:35:45,345] Trial 5 finished with value: -63.43202384058277 and parameters: {'embedding_dim': 103, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 0 with value: -5.032276326518579.
+[I 2025-12-18 11:35:53,851] Trial 6 finished with value: -50.14779409223502 and parameters: {'embedding_dim': 123, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 0 with value: -5.032276326518579.
+[I 2025-12-18 11:36:00,382] Trial 7 finished with value: -6.9490215086362745 and parameters: {'embedding_dim': 116, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 0 with value: -5.032276326518579.
+[I 2025-12-18 11:36:21,569] Trial 8 finished with value: -21.810642207316057 and parameters: {'embedding_dim': 75, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 0 with value: -5.032276326518579.
+[I 2025-12-18 11:36:25,929] Trial 9 finished with value: -26.055431671987996 and parameters: {'embedding_dim': 81, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 0 with value: -5.032276326518579.
+[I 2025-12-18 11:37:11,580] Trial 10 finished with value: -16.176645480650095 and parameters: {'embedding_dim': 64, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 0 with value: -5.032276326518579.
+[I 2025-12-18 11:37:44,732] Trial 11 finished with value: -15.159670153591383 and parameters: {'embedding_dim': 126, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 0 with value: -5.032276326518579.
+[I 2025-12-18 11:37:51,303] Trial 12 finished with value: -4.054667346328274 and parameters: {'embedding_dim': 111, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 12 with value: -4.054667346328274.
+[I 2025-12-18 11:37:55,708] Trial 13 finished with value: -13.031047831509312 and parameters: {'embedding_dim': 94, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 12 with value: -4.054667346328274.
+[I 2025-12-18 11:38:29,466] Trial 14 finished with value: -42.38571747572448 and parameters: {'embedding_dim': 94, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 12 with value: -4.054667346328274.
+[I 2025-12-18 11:38:35,960] Trial 15 finished with value: -3.4095220168106515 and parameters: {'embedding_dim': 111, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 15 with value: -3.4095220168106515.
+[I 2025-12-18 11:38:42,169] Trial 16 finished with value: -21.60371093808588 and parameters: {'embedding_dim': 113, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 15 with value: -3.4095220168106515.
+[I 2025-12-18 11:38:46,691] Trial 17 finished with value: -132.12576450207536 and parameters: {'embedding_dim': 103, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 15 with value: -3.4095220168106515.
+[I 2025-12-18 11:38:53,155] Trial 18 finished with value: -98.97428648249024 and parameters: {'embedding_dim': 115, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 15 with value: -3.4095220168106515.
+[I 2025-12-18 11:38:57,593] Trial 19 finished with value: -36.399794159856434 and parameters: {'embedding_dim': 120, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 15 with value: -3.4095220168106515.
+[I 2025-12-18 11:39:04,004] Trial 20 finished with value: -15.97877987459836 and parameters: {'embedding_dim': 109, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 15 with value: -3.4095220168106515.
+[I 2025-12-18 11:39:49,337] Trial 21 finished with value: -5.86436884546128 and parameters: {'embedding_dim': 99, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 15 with value: -3.4095220168106515.
+[I 2025-12-18 11:40:22,662] Trial 22 finished with value: -42.741349779959066 and parameters: {'embedding_dim': 89, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 15 with value: -3.4095220168106515.
+[I 2025-12-18 11:40:38,624] Trial 23 finished with value: -20.333342677040207 and parameters: {'embedding_dim': 64, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 15 with value: -3.4095220168106515.
+[I 2025-12-18 11:40:46,736] Trial 24 finished with value: -12.396330204029494 and parameters: {'embedding_dim': 128, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 15 with value: -3.4095220168106515.
+[I 2025-12-18 11:41:19,806] Trial 25 finished with value: -53.8500099443269 and parameters: {'embedding_dim': 109, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 15 with value: -3.4095220168106515.
+[I 2025-12-18 11:41:26,234] Trial 26 finished with value: -9.674183303484018 and parameters: {'embedding_dim': 119, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 15 with value: -3.4095220168106515.
+[I 2025-12-18 11:41:35,066] Trial 27 finished with value: -6.509671434731967 and parameters: {'embedding_dim': 99, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 15 with value: -3.4095220168106515.
+[I 2025-12-18 11:41:50,792] Trial 28 finished with value: -7.646087759413489 and parameters: {'embedding_dim': 90, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 15 with value: -3.4095220168106515.
+[I 2025-12-18 11:42:35,742] Trial 29 finished with value: -45.88845882156389 and parameters: {'embedding_dim': 69, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 15 with value: -3.4095220168106515.
+[I 2025-12-18 11:42:56,554] Trial 30 finished with value: -34.42327783189484 and parameters: {'embedding_dim': 112, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 15 with value: -3.4095220168106515.
+[I 2025-12-18 11:43:41,709] Trial 31 finished with value: -9.495343716882388 and parameters: {'embedding_dim': 102, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 15 with value: -3.4095220168106515.
+[I 2025-12-18 11:44:26,910] Trial 32 finished with value: -2.9858813168011276 and parameters: {'embedding_dim': 97, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 32 with value: -2.9858813168011276.
+[I 2025-12-18 11:45:12,623] Trial 33 finished with value: -12.835697650642198 and parameters: {'embedding_dim': 84, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 32 with value: -2.9858813168011276.
+[I 2025-12-18 11:45:46,197] Trial 34 finished with value: -38.67272015774775 and parameters: {'embedding_dim': 105, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 32 with value: -2.9858813168011276.
+[I 2025-12-18 11:46:31,311] Trial 35 finished with value: -36.682876526312555 and parameters: {'embedding_dim': 90, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 32 with value: -2.9858813168011276.
+[I 2025-12-18 11:47:04,575] Trial 36 finished with value: -4.081291154762358 and parameters: {'embedding_dim': 74, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 32 with value: -2.9858813168011276.
+[I 2025-12-18 11:47:37,875] Trial 37 finished with value: -86.01961714671006 and parameters: {'embedding_dim': 75, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 32 with value: -2.9858813168011276.
+[I 2025-12-18 11:47:44,138] Trial 38 finished with value: -57.860855821773384 and parameters: {'embedding_dim': 108, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 32 with value: -2.9858813168011276.
+[I 2025-12-18 11:48:17,559] Trial 39 finished with value: -31.127995209339872 and parameters: {'embedding_dim': 98, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 32 with value: -2.9858813168011276.
+[I 2025-12-18 11:48:33,243] Trial 40 finished with value: -12.646247864092038 and parameters: {'embedding_dim': 70, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 32 with value: -2.9858813168011276.
+[I 2025-12-18 11:49:18,780] Trial 41 finished with value: -6.22757584918169 and parameters: {'embedding_dim': 79, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 32 with value: -2.9858813168011276.
+[I 2025-12-18 11:49:52,192] Trial 42 finished with value: -40.820329826626335 and parameters: {'embedding_dim': 68, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 32 with value: -2.9858813168011276.
+[I 2025-12-18 11:50:37,473] Trial 43 finished with value: -1.7058871599196865 and parameters: {'embedding_dim': 72, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 43 with value: -1.7058871599196865.
+[I 2025-12-18 11:50:58,971] Trial 44 finished with value: -63.84092818195006 and parameters: {'embedding_dim': 78, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 43 with value: -1.7058871599196865.
+[I 2025-12-18 11:51:05,167] Trial 45 finished with value: -65.8535839613009 and parameters: {'embedding_dim': 84, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 43 with value: -1.7058871599196865.
+[I 2025-12-18 11:51:50,869] Trial 46 finished with value: -7.21328321864301 and parameters: {'embedding_dim': 72, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 43 with value: -1.7058871599196865.
+[I 2025-12-18 11:51:57,325] Trial 47 finished with value: -27.149051050475514 and parameters: {'embedding_dim': 118, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 43 with value: -1.7058871599196865.
+[I 2025-12-18 11:52:42,593] Trial 48 finished with value: -10.84920878046513 and parameters: {'embedding_dim': 123, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 43 with value: -1.7058871599196865.
+[I 2025-12-18 11:52:49,088] Trial 49 finished with value: -22.66230010776674 and parameters: {'embedding_dim': 112, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 43 with value: -1.7058871599196865.
+[I 2025-12-18 11:53:34,924] A new study created in memory with name: no-name-5e39979d-db97-4aa6-a69a-b3734cd6dad2
+[I 2025-12-18 11:53:49,329] Trial 0 finished with value: -501.52105059713017 and parameters: {'embedding_dim': 271, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 0 with value: -501.52105059713017.
+[I 2025-12-18 11:54:03,476] Trial 1 finished with value: -732.1393954232519 and parameters: {'embedding_dim': 388, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 0 with value: -501.52105059713017.
+[I 2025-12-18 11:54:14,382] Trial 2 finished with value: -499.1170439011835 and parameters: {'embedding_dim': 350, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 2 with value: -499.1170439011835.
+[I 2025-12-18 11:54:25,158] Trial 3 finished with value: -429.09987175488413 and parameters: {'embedding_dim': 306, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 3 with value: -429.09987175488413.
+[I 2025-12-18 11:54:32,435] Trial 4 finished with value: -2932.7489444825683 and parameters: {'embedding_dim': 204, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 3 with value: -429.09987175488413.
+[I 2025-12-18 11:54:52,853] Trial 5 finished with value: -727.2666311874607 and parameters: {'embedding_dim': 133, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 3 with value: -429.09987175488413.
+[I 2025-12-18 11:55:09,696] Trial 6 finished with value: -422.6872803536625 and parameters: {'embedding_dim': 465, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 6 with value: -422.6872803536625.
+[I 2025-12-18 11:55:20,105] Trial 7 finished with value: -1308.2938605894515 and parameters: {'embedding_dim': 171, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 6 with value: -422.6872803536625.
+[I 2025-12-18 11:55:31,285] Trial 8 finished with value: -410.98707651840374 and parameters: {'embedding_dim': 441, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 8 with value: -410.98707651840374.
+[I 2025-12-18 11:55:44,325] Trial 9 finished with value: -6636.904634051171 and parameters: {'embedding_dim': 360, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 8 with value: -410.98707651840374.
+[I 2025-12-18 11:56:08,965] Trial 10 finished with value: -195.03356478575023 and parameters: {'embedding_dim': 506, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 10 with value: -195.03356478575023.
+[I 2025-12-18 11:56:34,879] Trial 11 finished with value: -155.73438271746303 and parameters: {'embedding_dim': 490, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 11 with value: -155.73438271746303.
+[I 2025-12-18 11:57:00,637] Trial 12 finished with value: -735.7600078122962 and parameters: {'embedding_dim': 506, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 11 with value: -155.73438271746303.
+[I 2025-12-18 11:57:25,946] Trial 13 finished with value: -296.8909980602943 and parameters: {'embedding_dim': 507, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 11 with value: -155.73438271746303.
+[I 2025-12-18 11:57:52,568] Trial 14 finished with value: -235.40258846073837 and parameters: {'embedding_dim': 417, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 11 with value: -155.73438271746303.
+[I 2025-12-18 11:58:30,263] Trial 15 finished with value: -170.51859775244242 and parameters: {'embedding_dim': 465, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 11 with value: -155.73438271746303.
+[I 2025-12-18 11:59:09,737] Trial 16 finished with value: -115.94160610742135 and parameters: {'embedding_dim': 453, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 16 with value: -115.94160610742135.
+[I 2025-12-18 11:59:49,159] Trial 17 finished with value: -119.50982484309944 and parameters: {'embedding_dim': 409, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 16 with value: -115.94160610742135.
+[I 2025-12-18 12:00:28,141] Trial 18 finished with value: -85.19370940675135 and parameters: {'embedding_dim': 409, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 18 with value: -85.19370940675135.
+[I 2025-12-18 12:01:07,000] Trial 19 finished with value: -93.21757505060219 and parameters: {'embedding_dim': 296, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 18 with value: -85.19370940675135.
+[I 2025-12-18 12:01:41,526] Trial 20 finished with value: -116.88652990675449 and parameters: {'embedding_dim': 258, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 18 with value: -85.19370940675135.
+[I 2025-12-18 12:02:20,604] Trial 21 finished with value: -116.83980584764512 and parameters: {'embedding_dim': 336, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 18 with value: -85.19370940675135.
+[I 2025-12-18 12:02:58,062] Trial 22 finished with value: -75.3583372370781 and parameters: {'embedding_dim': 297, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 22 with value: -75.3583372370781.
+[I 2025-12-18 12:03:31,303] Trial 23 finished with value: -190.6183231196841 and parameters: {'embedding_dim': 277, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 22 with value: -75.3583372370781.
+[I 2025-12-18 12:04:08,158] Trial 24 finished with value: -119.23491515191232 and parameters: {'embedding_dim': 234, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 22 with value: -75.3583372370781.
+[I 2025-12-18 12:04:46,590] Trial 25 finished with value: -70.03301828709029 and parameters: {'embedding_dim': 308, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 25 with value: -70.03301828709029.
+[I 2025-12-18 12:05:19,081] Trial 26 finished with value: -614.9359742863861 and parameters: {'embedding_dim': 233, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 25 with value: -70.03301828709029.
+[I 2025-12-18 12:05:56,639] Trial 27 finished with value: -510.979356762229 and parameters: {'embedding_dim': 380, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 25 with value: -70.03301828709029.
+[I 2025-12-18 12:06:10,472] Trial 28 finished with value: -420.6615926087576 and parameters: {'embedding_dim': 314, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 25 with value: -70.03301828709029.
+[I 2025-12-18 12:06:49,284] Trial 29 finished with value: -152.73277254410442 and parameters: {'embedding_dim': 331, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 25 with value: -70.03301828709029.
+/opt/conda/envs/py39/lib/python3.9/site-packages/sklearn/base.py:484: FutureWarning: `BaseEstimator._check_n_features` is deprecated in 1.6 and will be removed in 1.7. Use `sklearn.utils.validation._check_n_features` instead.
+  warnings.warn(
+/opt/conda/envs/py39/lib/python3.9/site-packages/sklearn/base.py:493: FutureWarning: `BaseEstimator._check_feature_names` is deprecated in 1.6 and will be removed in 1.7. Use `sklearn.utils.validation._check_feature_names` instead.
+  warnings.warn(
+[I 2025-12-18 12:07:30,367] A new study created in memory with name: no-name-ee3d87ed-46d7-4cea-84c8-598833bdc649
+[I 2025-12-18 12:07:46,230] Trial 0 finished with value: -23.43943107791736 and parameters: {'embedding_dim': 70, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 0 with value: -23.43943107791736.
+[I 2025-12-18 12:07:50,593] Trial 1 finished with value: -13.323227498368507 and parameters: {'embedding_dim': 115, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 1 with value: -13.323227498368507.
+[I 2025-12-18 12:08:00,901] Trial 2 finished with value: -83.2965996823834 and parameters: {'embedding_dim': 90, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 1 with value: -13.323227498368507.
+[I 2025-12-18 12:08:05,185] Trial 3 finished with value: -16.939213002112485 and parameters: {'embedding_dim': 79, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 1 with value: -13.323227498368507.
+[I 2025-12-18 12:08:09,559] Trial 4 finished with value: -65.18019810494519 and parameters: {'embedding_dim': 93, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 1 with value: -13.323227498368507.
+[I 2025-12-18 12:08:14,058] Trial 5 finished with value: -2.8274249085825214 and parameters: {'embedding_dim': 101, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 5 with value: -2.8274249085825214.
+[I 2025-12-18 12:08:35,753] Trial 6 finished with value: -79.6592540662736 and parameters: {'embedding_dim': 125, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 5 with value: -2.8274249085825214.
+[I 2025-12-18 12:08:44,236] Trial 7 finished with value: -41.64936692575566 and parameters: {'embedding_dim': 124, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 5 with value: -2.8274249085825214.
+[I 2025-12-18 12:09:06,207] Trial 8 finished with value: -3.2143147042426206 and parameters: {'embedding_dim': 82, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 5 with value: -2.8274249085825214.
+[I 2025-12-18 12:09:10,572] Trial 9 finished with value: -2.815235058410534 and parameters: {'embedding_dim': 96, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 9 with value: -2.815235058410534.
+[I 2025-12-18 12:09:26,975] Trial 10 finished with value: -0.2483506486280592 and parameters: {'embedding_dim': 107, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 10 with value: -0.2483506486280592.
+[I 2025-12-18 12:09:42,761] Trial 11 finished with value: -33.63161806842869 and parameters: {'embedding_dim': 106, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 10 with value: -0.2483506486280592.
+[I 2025-12-18 12:10:04,954] Trial 12 finished with value: -14.199159291880777 and parameters: {'embedding_dim': 109, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 10 with value: -0.2483506486280592.
+[I 2025-12-18 12:10:20,585] Trial 13 finished with value: -6.545075344394995 and parameters: {'embedding_dim': 115, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 10 with value: -0.2483506486280592.
+[I 2025-12-18 12:10:54,324] Trial 14 finished with value: -11.388514291143448 and parameters: {'embedding_dim': 99, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 10 with value: -0.2483506486280592.
+[I 2025-12-18 12:11:03,096] Trial 15 finished with value: -0.17893236907679497 and parameters: {'embedding_dim': 88, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 15 with value: -0.17893236907679497.
+[I 2025-12-18 12:11:24,122] Trial 16 finished with value: -7.657596110196105 and parameters: {'embedding_dim': 81, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 15 with value: -0.17893236907679497.
+[I 2025-12-18 12:11:45,263] Trial 17 finished with value: -2.4049237782618054 and parameters: {'embedding_dim': 69, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 15 with value: -0.17893236907679497.
+[I 2025-12-18 12:11:51,939] Trial 18 finished with value: -2.045015508860105 and parameters: {'embedding_dim': 88, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 15 with value: -0.17893236907679497.
+[I 2025-12-18 12:12:37,577] Trial 19 finished with value: -32.24462025844997 and parameters: {'embedding_dim': 111, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 15 with value: -0.17893236907679497.
+[I 2025-12-18 12:12:43,916] Trial 20 finished with value: -8.824545521092583 and parameters: {'embedding_dim': 75, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 15 with value: -0.17893236907679497.
+[I 2025-12-18 12:12:50,794] Trial 21 finished with value: -1.0898467913263814 and parameters: {'embedding_dim': 87, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 15 with value: -0.17893236907679497.
+[I 2025-12-18 12:12:57,382] Trial 22 finished with value: -2.002694365248246 and parameters: {'embedding_dim': 86, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 15 with value: -0.17893236907679497.
+[I 2025-12-18 12:13:03,816] Trial 23 finished with value: -4.433476327659208 and parameters: {'embedding_dim': 102, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 15 with value: -0.17893236907679497.
+[I 2025-12-18 12:13:12,596] Trial 24 finished with value: -11.965292188358752 and parameters: {'embedding_dim': 92, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 15 with value: -0.17893236907679497.
+[I 2025-12-18 12:13:28,953] Trial 25 finished with value: -1.3465471622582343 and parameters: {'embedding_dim': 74, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 15 with value: -0.17893236907679497.
+[I 2025-12-18 12:13:35,521] Trial 26 finished with value: -1.5286915082421713 and parameters: {'embedding_dim': 85, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 15 with value: -0.17893236907679497.
+[I 2025-12-18 12:13:43,858] Trial 27 finished with value: -2.0049927507251235 and parameters: {'embedding_dim': 105, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 15 with value: -0.17893236907679497.
+[I 2025-12-18 12:14:18,153] Trial 28 finished with value: -9.357491267726752 and parameters: {'embedding_dim': 64, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 15 with value: -0.17893236907679497.
+[I 2025-12-18 12:14:39,191] Trial 29 finished with value: -1.887070370382649 and parameters: {'embedding_dim': 97, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 15 with value: -0.17893236907679497.
+[I 2025-12-18 12:14:54,837] Trial 30 finished with value: -96.93639486348195 and parameters: {'embedding_dim': 119, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 15 with value: -0.17893236907679497.
+[I 2025-12-18 12:15:10,777] Trial 31 finished with value: -45.239039843554785 and parameters: {'embedding_dim': 75, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 15 with value: -0.17893236907679497.
+[I 2025-12-18 12:15:26,495] Trial 32 finished with value: -4.412295103981218 and parameters: {'embedding_dim': 76, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 15 with value: -0.17893236907679497.
+[I 2025-12-18 12:15:42,116] Trial 33 finished with value: -20.467122497609346 and parameters: {'embedding_dim': 70, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 15 with value: -0.17893236907679497.
+[I 2025-12-18 12:15:58,127] Trial 34 finished with value: -52.17613370009279 and parameters: {'embedding_dim': 93, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 15 with value: -0.17893236907679497.
+[I 2025-12-18 12:16:14,419] Trial 35 finished with value: -25.199313112148523 and parameters: {'embedding_dim': 65, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 15 with value: -0.17893236907679497.
+[I 2025-12-18 12:16:21,139] Trial 36 finished with value: -0.7584177923237565 and parameters: {'embedding_dim': 83, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 15 with value: -0.17893236907679497.
+[I 2025-12-18 12:16:27,976] Trial 37 finished with value: -17.904211842720986 and parameters: {'embedding_dim': 89, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 15 with value: -0.17893236907679497.
+[I 2025-12-18 12:16:32,531] Trial 38 finished with value: -0.7606564962319413 and parameters: {'embedding_dim': 84, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 15 with value: -0.17893236907679497.
+[I 2025-12-18 12:16:37,062] Trial 39 finished with value: -73.12657591858323 and parameters: {'embedding_dim': 82, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 15 with value: -0.17893236907679497.
+[I 2025-12-18 12:16:41,325] Trial 40 finished with value: -10.82526071898198 and parameters: {'embedding_dim': 93, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 15 with value: -0.17893236907679497.
+[I 2025-12-18 12:16:45,702] Trial 41 finished with value: -5.033660154436889 and parameters: {'embedding_dim': 84, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 15 with value: -0.17893236907679497.
+[I 2025-12-18 12:16:50,165] Trial 42 finished with value: -15.925321809781916 and parameters: {'embedding_dim': 80, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 15 with value: -0.17893236907679497.
+[I 2025-12-18 12:16:54,510] Trial 43 finished with value: -82.59889392421125 and parameters: {'embedding_dim': 89, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 15 with value: -0.17893236907679497.
+[I 2025-12-18 12:17:03,427] Trial 44 finished with value: -12.656252904753433 and parameters: {'embedding_dim': 78, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 15 with value: -0.17893236907679497.
+[I 2025-12-18 12:17:09,970] Trial 45 finished with value: -23.61940990527074 and parameters: {'embedding_dim': 86, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 15 with value: -0.17893236907679497.
+[I 2025-12-18 12:17:14,561] Trial 46 finished with value: -4.5674386026029365 and parameters: {'embedding_dim': 92, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 15 with value: -0.17893236907679497.
+[I 2025-12-18 12:17:21,042] Trial 47 finished with value: -134.57981095082494 and parameters: {'embedding_dim': 96, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 15 with value: -0.17893236907679497.
+[I 2025-12-18 12:18:06,807] Trial 48 finished with value: -23.93169903272179 and parameters: {'embedding_dim': 84, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 15 with value: -0.17893236907679497.
+[I 2025-12-18 12:18:13,507] Trial 49 finished with value: -21.23927473132215 and parameters: {'embedding_dim': 102, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 15 with value: -0.17893236907679497.
+[I 2025-12-18 12:18:22,352] A new study created in memory with name: no-name-37e3e520-d145-4126-ba3b-4a592166137d
+[I 2025-12-18 12:19:33,864] Trial 0 finished with value: -341.4882155699237 and parameters: {'embedding_dim': 425, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 0 with value: -341.4882155699237.
+[I 2025-12-18 12:19:55,275] Trial 1 finished with value: -388.59819553577364 and parameters: {'embedding_dim': 401, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 0 with value: -341.4882155699237.
+[I 2025-12-18 12:20:07,220] Trial 2 finished with value: -521.9483427127407 and parameters: {'embedding_dim': 501, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 0 with value: -341.4882155699237.
+[I 2025-12-18 12:20:55,066] Trial 3 finished with value: -398.32276001372554 and parameters: {'embedding_dim': 283, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 0 with value: -341.4882155699237.
+[I 2025-12-18 12:21:16,041] Trial 4 finished with value: -251.49823879212227 and parameters: {'embedding_dim': 224, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 4 with value: -251.49823879212227.
+[I 2025-12-18 12:21:38,897] Trial 5 finished with value: -644.159856334607 and parameters: {'embedding_dim': 389, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 4 with value: -251.49823879212227.
+[I 2025-12-18 12:21:47,919] Trial 6 finished with value: -7698.731528748744 and parameters: {'embedding_dim': 322, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 4 with value: -251.49823879212227.
+[I 2025-12-18 12:22:46,623] Trial 7 finished with value: -96.32167954558366 and parameters: {'embedding_dim': 379, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 7 with value: -96.32167954558366.
+[I 2025-12-18 12:22:58,674] Trial 8 finished with value: -757.0920707114733 and parameters: {'embedding_dim': 226, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 7 with value: -96.32167954558366.
+[I 2025-12-18 12:24:12,055] Trial 9 finished with value: -905.8784627361841 and parameters: {'embedding_dim': 503, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 7 with value: -96.32167954558366.
+[I 2025-12-18 12:25:09,604] Trial 10 finished with value: -1597.3343692449687 and parameters: {'embedding_dim': 157, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 7 with value: -96.32167954558366.
+[I 2025-12-18 12:26:22,454] Trial 11 finished with value: -13.134929380834466 and parameters: {'embedding_dim': 202, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 11 with value: -13.134929380834466.
+[I 2025-12-18 12:27:19,274] Trial 12 finished with value: -68.65058219811108 and parameters: {'embedding_dim': 327, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 11 with value: -13.134929380834466.
+[I 2025-12-18 12:28:32,355] Trial 13 finished with value: -329.6239514172345 and parameters: {'embedding_dim': 131, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 11 with value: -13.134929380834466.
+[I 2025-12-18 12:29:30,335] Trial 14 finished with value: -176.35213266803814 and parameters: {'embedding_dim': 304, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 11 with value: -13.134929380834466.
+[I 2025-12-18 12:30:42,623] Trial 15 finished with value: -39.610578714633064 and parameters: {'embedding_dim': 212, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 11 with value: -13.134929380834466.
+[I 2025-12-18 12:31:56,681] Trial 16 finished with value: -323.88710244698564 and parameters: {'embedding_dim': 211, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 11 with value: -13.134929380834466.
+[I 2025-12-18 12:32:34,173] Trial 17 finished with value: -326.89188928226355 and parameters: {'embedding_dim': 183, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 11 with value: -13.134929380834466.
+[I 2025-12-18 12:34:02,666] Trial 18 finished with value: -98.625697592608 and parameters: {'embedding_dim': 269, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 11 with value: -13.134929380834466.
+[I 2025-12-18 12:35:15,305] Trial 19 finished with value: -96.93921609416118 and parameters: {'embedding_dim': 255, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 11 with value: -13.134929380834466.
+[I 2025-12-18 12:35:31,779] Trial 20 finished with value: -1474.3134705032296 and parameters: {'embedding_dim': 172, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 1}. Best is trial 11 with value: -13.134929380834466.
+[I 2025-12-18 12:36:29,023] Trial 21 finished with value: -162.058676672103 and parameters: {'embedding_dim': 338, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 11 with value: -13.134929380834466.
+[I 2025-12-18 12:37:27,256] Trial 22 finished with value: -705.8856502975223 and parameters: {'embedding_dim': 246, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 11 with value: -13.134929380834466.
+[I 2025-12-18 12:38:24,074] Trial 23 finished with value: -479.0960275194562 and parameters: {'embedding_dim': 357, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 11 with value: -13.134929380834466.
+[I 2025-12-18 12:39:37,504] Trial 24 finished with value: -44.06615728249505 and parameters: {'embedding_dim': 291, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 11 with value: -13.134929380834466.
+[I 2025-12-18 12:40:49,373] Trial 25 finished with value: -333.7937435830475 and parameters: {'embedding_dim': 193, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 11 with value: -13.134929380834466.
+[I 2025-12-18 12:42:18,105] Trial 26 finished with value: -309.3381822753248 and parameters: {'embedding_dim': 129, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 11 with value: -13.134929380834466.
+[I 2025-12-18 12:43:29,829] Trial 27 finished with value: -27.79323336511419 and parameters: {'embedding_dim': 291, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 11 with value: -13.134929380834466.
+[I 2025-12-18 12:44:07,881] Trial 28 finished with value: -288.31612163053217 and parameters: {'embedding_dim': 241, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 11 with value: -13.134929380834466.
+[I 2025-12-18 12:45:36,578] Trial 29 finished with value: -204.7790076837752 and parameters: {'embedding_dim': 204, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 11 with value: -13.134929380834466.
+/opt/conda/envs/py39/lib/python3.9/site-packages/sklearn/base.py:484: FutureWarning: `BaseEstimator._check_n_features` is deprecated in 1.6 and will be removed in 1.7. Use `sklearn.utils.validation._check_n_features` instead.
+  warnings.warn(
+/opt/conda/envs/py39/lib/python3.9/site-packages/sklearn/base.py:493: FutureWarning: `BaseEstimator._check_feature_names` is deprecated in 1.6 and will be removed in 1.7. Use `sklearn.utils.validation._check_feature_names` instead.
+  warnings.warn(
+[I 2025-12-18 12:46:49,188] A new study created in memory with name: no-name-4bbcf5ec-7c89-4bd4-bfe3-f2b2369989c5
+[I 2025-12-18 12:47:34,901] Trial 0 finished with value: -28.333997814952824 and parameters: {'embedding_dim': 95, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 0 with value: -28.333997814952824.
+[I 2025-12-18 12:47:43,490] Trial 1 finished with value: -10.429628953261593 and parameters: {'embedding_dim': 85, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 1 with value: -10.429628953261593.
+[I 2025-12-18 12:47:59,256] Trial 2 finished with value: -24.58810215991719 and parameters: {'embedding_dim': 91, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 1 with value: -10.429628953261593.
+[I 2025-12-18 12:48:09,504] Trial 3 finished with value: -8.240742963354615 and parameters: {'embedding_dim': 65, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 3 with value: -8.240742963354615.
+[I 2025-12-18 12:48:43,259] Trial 4 finished with value: -13.221116258845075 and parameters: {'embedding_dim': 107, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 3 with value: -8.240742963354615.
+[I 2025-12-18 12:49:17,636] Trial 5 finished with value: -43.780930040115784 and parameters: {'embedding_dim': 89, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 3 with value: -8.240742963354615.
+[I 2025-12-18 12:49:26,062] Trial 6 finished with value: -66.04295039478791 and parameters: {'embedding_dim': 126, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 3 with value: -8.240742963354615.
+[I 2025-12-18 12:49:41,769] Trial 7 finished with value: -168.85516594656895 and parameters: {'embedding_dim': 73, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 3 with value: -8.240742963354615.
+[I 2025-12-18 12:50:02,937] Trial 8 finished with value: -43.5366137481704 and parameters: {'embedding_dim': 78, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 3 with value: -8.240742963354615.
+[I 2025-12-18 12:50:13,134] Trial 9 finished with value: -236.92806203255768 and parameters: {'embedding_dim': 97, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 3 with value: -8.240742963354615.
+[I 2025-12-18 12:50:23,472] Trial 10 finished with value: -111.28477303074187 and parameters: {'embedding_dim': 68, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 3 with value: -8.240742963354615.
+[I 2025-12-18 12:50:27,675] Trial 11 finished with value: -9.50905409871309 and parameters: {'embedding_dim': 65, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 3 with value: -8.240742963354615.
+[I 2025-12-18 12:50:31,889] Trial 12 finished with value: -81.2308324690413 and parameters: {'embedding_dim': 64, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 3 with value: -8.240742963354615.
+[I 2025-12-18 12:50:36,271] Trial 13 finished with value: -54.91345988663974 and parameters: {'embedding_dim': 78, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 3 with value: -8.240742963354615.
+[I 2025-12-18 12:50:40,472] Trial 14 finished with value: -149.3217194360121 and parameters: {'embedding_dim': 64, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 3 with value: -8.240742963354615.
+[I 2025-12-18 12:50:50,552] Trial 15 finished with value: -69.11307267926605 and parameters: {'embedding_dim': 106, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 3 with value: -8.240742963354615.
+[I 2025-12-18 12:50:54,789] Trial 16 finished with value: -163.20253496275257 and parameters: {'embedding_dim': 75, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 3 with value: -8.240742963354615.
+[I 2025-12-18 12:51:10,363] Trial 17 finished with value: -274.5885544343172 and parameters: {'embedding_dim': 84, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 3 with value: -8.240742963354615.
+[I 2025-12-18 12:51:14,751] Trial 18 finished with value: -189.4626345153619 and parameters: {'embedding_dim': 122, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 3 with value: -8.240742963354615.
+[I 2025-12-18 12:51:49,047] Trial 19 finished with value: -107.9490940667337 and parameters: {'embedding_dim': 72, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 3 with value: -8.240742963354615.
+[I 2025-12-18 12:51:53,292] Trial 20 finished with value: -23.438850385527402 and parameters: {'embedding_dim': 103, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 3 with value: -8.240742963354615.
+[I 2025-12-18 12:52:01,869] Trial 21 finished with value: -14.518852673777968 and parameters: {'embedding_dim': 83, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 3 with value: -8.240742963354615.
+[I 2025-12-18 12:52:08,274] Trial 22 finished with value: -4.093094419735411 and parameters: {'embedding_dim': 69, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 22 with value: -4.093094419735411.
+[I 2025-12-18 12:52:14,833] Trial 23 finished with value: -1.0599729799780122 and parameters: {'embedding_dim': 69, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 23 with value: -1.0599729799780122.
+[I 2025-12-18 12:52:21,461] Trial 24 finished with value: -50.36530013845349 and parameters: {'embedding_dim': 71, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 23 with value: -1.0599729799780122.
+[I 2025-12-18 12:52:36,982] Trial 25 finished with value: -1.0227866588849692 and parameters: {'embedding_dim': 79, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 25 with value: -1.0227866588849692.
+[I 2025-12-18 12:52:43,526] Trial 26 finished with value: -56.68097372041162 and parameters: {'embedding_dim': 82, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 25 with value: -1.0227866588849692.
+[I 2025-12-18 12:52:59,409] Trial 27 finished with value: -10.448977788327973 and parameters: {'embedding_dim': 78, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 25 with value: -1.0227866588849692.
+[I 2025-12-18 12:53:33,025] Trial 28 finished with value: -7.863732279781882 and parameters: {'embedding_dim': 70, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 25 with value: -1.0227866588849692.
+[I 2025-12-18 12:53:39,591] Trial 29 finished with value: -6.473063776862572 and parameters: {'embedding_dim': 98, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 25 with value: -1.0227866588849692.
+[I 2025-12-18 12:54:25,524] Trial 30 finished with value: -1.3759430297718933 and parameters: {'embedding_dim': 91, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 25 with value: -1.0227866588849692.
+[I 2025-12-18 12:55:12,809] Trial 31 finished with value: -6.035879935076813 and parameters: {'embedding_dim': 93, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 25 with value: -1.0227866588849692.
+[I 2025-12-18 12:55:58,688] Trial 32 finished with value: -11.401663309428034 and parameters: {'embedding_dim': 87, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 25 with value: -1.0227866588849692.
+[I 2025-12-18 12:56:32,275] Trial 33 finished with value: -24.203484475762146 and parameters: {'embedding_dim': 76, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 25 with value: -1.0227866588849692.
+[I 2025-12-18 12:57:06,799] Trial 34 finished with value: -21.01756833176352 and parameters: {'embedding_dim': 81, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 25 with value: -1.0227866588849692.
+[I 2025-12-18 12:57:52,294] Trial 35 finished with value: -13.834156626409477 and parameters: {'embedding_dim': 113, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 25 with value: -1.0227866588849692.
+[I 2025-12-18 12:58:07,870] Trial 36 finished with value: -36.01561586407171 and parameters: {'embedding_dim': 68, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 25 with value: -1.0227866588849692.
+[I 2025-12-18 12:58:14,349] Trial 37 finished with value: -25.68832665757782 and parameters: {'embedding_dim': 90, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 25 with value: -1.0227866588849692.
+[I 2025-12-18 12:59:01,209] Trial 38 finished with value: -47.576690337928596 and parameters: {'embedding_dim': 75, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 25 with value: -1.0227866588849692.
+[I 2025-12-18 12:59:16,685] Trial 39 finished with value: -4.812338964822446 and parameters: {'embedding_dim': 87, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 25 with value: -1.0227866588849692.
+[I 2025-12-18 12:59:22,967] Trial 40 finished with value: -32.10505862068556 and parameters: {'embedding_dim': 68, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 25 with value: -1.0227866588849692.
+[I 2025-12-18 12:59:38,491] Trial 41 finished with value: -49.891854425215605 and parameters: {'embedding_dim': 86, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 25 with value: -1.0227866588849692.
+[I 2025-12-18 12:59:54,037] Trial 42 finished with value: -4.465037437727478 and parameters: {'embedding_dim': 95, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 25 with value: -1.0227866588849692.
+[I 2025-12-18 13:00:09,535] Trial 43 finished with value: -32.507065422330626 and parameters: {'embedding_dim': 100, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 25 with value: -1.0227866588849692.
+[I 2025-12-18 13:00:25,893] Trial 44 finished with value: -13.014815814001912 and parameters: {'embedding_dim': 94, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 25 with value: -1.0227866588849692.
+[I 2025-12-18 13:00:42,443] Trial 45 finished with value: -47.8811067078561 and parameters: {'embedding_dim': 91, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 25 with value: -1.0227866588849692.
+[I 2025-12-18 13:00:58,618] Trial 46 finished with value: -13.466333122372555 and parameters: {'embedding_dim': 115, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 25 with value: -1.0227866588849692.
+[I 2025-12-18 13:01:14,768] Trial 47 finished with value: -42.59184724320051 and parameters: {'embedding_dim': 80, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 25 with value: -1.0227866588849692.
+[I 2025-12-18 13:01:23,468] Trial 48 finished with value: -8.627529195503387 and parameters: {'embedding_dim': 67, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 25 with value: -1.0227866588849692.
+[I 2025-12-18 13:01:58,104] Trial 49 finished with value: -3.923479438710114 and parameters: {'embedding_dim': 73, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 25 with value: -1.0227866588849692.
+[I 2025-12-18 13:02:14,490] A new study created in memory with name: no-name-36f10bcf-fb15-4bbc-97c9-038c9ee5c696
+[I 2025-12-18 13:02:35,981] Trial 0 finished with value: -729.1798104442508 and parameters: {'embedding_dim': 366, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 0 with value: -729.1798104442508.
+[I 2025-12-18 13:04:03,831] Trial 1 finished with value: -197.301851885394 and parameters: {'embedding_dim': 345, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 1 with value: -197.301851885394.
+[I 2025-12-18 13:04:46,297] Trial 2 finished with value: -2733.5401518630597 and parameters: {'embedding_dim': 365, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 1 with value: -197.301851885394.
+[I 2025-12-18 13:05:10,464] Trial 3 finished with value: -2186.404714319142 and parameters: {'embedding_dim': 476, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 1 with value: -197.301851885394.
+[I 2025-12-18 13:05:33,676] Trial 4 finished with value: -280.85522654410045 and parameters: {'embedding_dim': 249, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 1 with value: -197.301851885394.
+[I 2025-12-18 13:05:48,953] Trial 5 finished with value: -691.5595519539752 and parameters: {'embedding_dim': 508, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 1 with value: -197.301851885394.
+[I 2025-12-18 13:07:01,334] Trial 6 finished with value: -231.90846637357095 and parameters: {'embedding_dim': 199, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 1 with value: -197.301851885394.
+[I 2025-12-18 13:07:19,513] Trial 7 finished with value: -1826.1415094624008 and parameters: {'embedding_dim': 263, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 1 with value: -197.301851885394.
+[I 2025-12-18 13:08:33,227] Trial 8 finished with value: -792.6582209507344 and parameters: {'embedding_dim': 461, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 1 with value: -197.301851885394.
+[I 2025-12-18 13:08:52,528] Trial 9 finished with value: -623.5927137395771 and parameters: {'embedding_dim': 195, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 1 with value: -197.301851885394.
+[I 2025-12-18 13:10:20,220] Trial 10 finished with value: -947.4414443381861 and parameters: {'embedding_dim': 396, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 1 with value: -197.301851885394.
+[I 2025-12-18 13:11:48,389] Trial 11 finished with value: -592.2664278496835 and parameters: {'embedding_dim': 170, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 1 with value: -197.301851885394.
+[I 2025-12-18 13:12:45,211] Trial 12 finished with value: -601.2849282152813 and parameters: {'embedding_dim': 269, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 1 with value: -197.301851885394.
+[I 2025-12-18 13:13:56,726] Trial 13 finished with value: -294.9779516171467 and parameters: {'embedding_dim': 135, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 1 with value: -197.301851885394.
+[I 2025-12-18 13:15:22,400] Trial 14 finished with value: -694.2022471443963 and parameters: {'embedding_dim': 301, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 1 with value: -197.301851885394.
+[I 2025-12-18 13:15:51,325] Trial 15 finished with value: -653.8863063343971 and parameters: {'embedding_dim': 213, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 1 with value: -197.301851885394.
+[I 2025-12-18 13:16:30,736] Trial 16 finished with value: -259.025938982341 and parameters: {'embedding_dim': 320, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 1 with value: -197.301851885394.
+[I 2025-12-18 13:17:58,500] Trial 17 finished with value: -602.1953319640346 and parameters: {'embedding_dim': 403, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 1 with value: -197.301851885394.
+[I 2025-12-18 13:18:56,607] Trial 18 finished with value: -50.64482216912764 and parameters: {'embedding_dim': 329, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 18 with value: -50.64482216912764.
+[I 2025-12-18 13:19:26,661] Trial 19 finished with value: -387.21941216911387 and parameters: {'embedding_dim': 355, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 18 with value: -50.64482216912764.
+[I 2025-12-18 13:19:55,891] Trial 20 finished with value: -213.83605313769135 and parameters: {'embedding_dim': 427, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 18 with value: -50.64482216912764.
+[I 2025-12-18 13:20:24,049] Trial 21 finished with value: -1401.0015624894606 and parameters: {'embedding_dim': 327, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 18 with value: -50.64482216912764.
+[I 2025-12-18 13:20:52,066] Trial 22 finished with value: -211.3755686186662 and parameters: {'embedding_dim': 422, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 18 with value: -50.64482216912764.
+[I 2025-12-18 13:21:34,909] Trial 23 finished with value: -66.22212158958777 and parameters: {'embedding_dim': 426, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 18 with value: -50.64482216912764.
+[I 2025-12-18 13:22:17,963] Trial 24 finished with value: -259.69893358021284 and parameters: {'embedding_dim': 297, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 18 with value: -50.64482216912764.
+[I 2025-12-18 13:23:15,024] Trial 25 finished with value: -445.35707147672593 and parameters: {'embedding_dim': 343, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 18 with value: -50.64482216912764.
+[I 2025-12-18 13:24:12,380] Trial 26 finished with value: -1380.614384754098 and parameters: {'embedding_dim': 461, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 18 with value: -50.64482216912764.
+[I 2025-12-18 13:24:55,136] Trial 27 finished with value: -180.98860484698787 and parameters: {'embedding_dim': 382, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 18 with value: -50.64482216912764.
+[I 2025-12-18 13:25:17,971] Trial 28 finished with value: -468.85110777199577 and parameters: {'embedding_dim': 391, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 18 with value: -50.64482216912764.
+[I 2025-12-18 13:25:29,164] Trial 29 finished with value: -1304.0314266262633 and parameters: {'embedding_dim': 429, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 18 with value: -50.64482216912764.
+Processing ../../data/data_for_modeling/incheon_train.csv: Optimizing CTGAN for class 1...
+Saved CTGAN model for class 0: ../save_model/oversampling_models/smotenc_ctgan_20000_1_incheon_class0.pkl
+Saved CTGAN model for class 1: ../save_model/oversampling_models/smotenc_ctgan_20000_1_incheon_class1.pkl
+Saved augmented data only ../../data/data_oversampled/augmented_only/smotenc_ctgan20000_1_incheon.csv: Class 0=18281 | Class 1=16738
+Saved ../../data/data_oversampled/smotenc_ctgan20000/smotenc_ctgan20000_1_incheon.csv: Class 0=18650 | Class 1=19335 | Class 2=14554
+Processing ../../data/data_for_modeling/seoul_train.csv: Optimizing CTGAN for class 0...
+Processing ../../data/data_for_modeling/seoul_train.csv: Optimizing CTGAN for class 1...
+Saved CTGAN model for class 0: ../save_model/oversampling_models/smotenc_ctgan_20000_1_seoul_class0.pkl
+Saved CTGAN model for class 1: ../save_model/oversampling_models/smotenc_ctgan_20000_1_seoul_class1.pkl
+Saved augmented data only ../../data/data_oversampled/augmented_only/smotenc_ctgan20000_1_seoul.csv: Class 0=20028 | Class 1=16833
+Saved ../../data/data_oversampled/smotenc_ctgan20000/smotenc_ctgan20000_1_seoul.csv: Class 0=20061 | Class 1=18644 | Class 2=15676
+Processing ../../data/data_for_modeling/busan_train.csv: Optimizing CTGAN for class 0...
+Processing ../../data/data_for_modeling/busan_train.csv: Optimizing CTGAN for class 1...
+Saved CTGAN model for class 0: ../save_model/oversampling_models/smotenc_ctgan_20000_1_busan_class0.pkl
+Saved CTGAN model for class 1: ../save_model/oversampling_models/smotenc_ctgan_20000_1_busan_class1.pkl
+Saved augmented data only ../../data/data_oversampled/augmented_only/smotenc_ctgan20000_1_busan.csv: Class 0=20123 | Class 1=15961
+Saved ../../data/data_oversampled/smotenc_ctgan20000/smotenc_ctgan20000_1_busan.csv: Class 0=20176 | Class 1=16936 | Class 2=16492
+Processing ../../data/data_for_modeling/daegu_train.csv: Optimizing CTGAN for class 0...
+Processing ../../data/data_for_modeling/daegu_train.csv: Optimizing CTGAN for class 1...
+Saved CTGAN model for class 0: ../save_model/oversampling_models/smotenc_ctgan_20000_1_daegu_class0.pkl
+Saved CTGAN model for class 1: ../save_model/oversampling_models/smotenc_ctgan_20000_1_daegu_class1.pkl
+Saved augmented data only ../../data/data_oversampled/augmented_only/smotenc_ctgan20000_1_daegu.csv: Class 0=20273 | Class 1=17781
+Saved ../../data/data_oversampled/smotenc_ctgan20000/smotenc_ctgan20000_1_daegu.csv: Class 0=20307 | Class 1=18685 | Class 2=16582
+Processing ../../data/data_for_modeling/daejeon_train.csv: Optimizing CTGAN for class 0...
+Processing ../../data/data_for_modeling/daejeon_train.csv: Optimizing CTGAN for class 1...
+Saved CTGAN model for class 0: ../save_model/oversampling_models/smotenc_ctgan_20000_1_daejeon_class0.pkl
+Saved CTGAN model for class 1: ../save_model/oversampling_models/smotenc_ctgan_20000_1_daejeon_class1.pkl
+Saved augmented data only ../../data/data_oversampled/augmented_only/smotenc_ctgan20000_1_daejeon.csv: Class 0=18976 | Class 1=17309
+Saved ../../data/data_oversampled/smotenc_ctgan20000/smotenc_ctgan20000_1_daejeon.csv: Class 0=19121 | Class 1=19243 | Class 2=15441
+Processing ../../data/data_for_modeling/gwangju_train.csv: Optimizing CTGAN for class 0...
+Processing ../../data/data_for_modeling/gwangju_train.csv: Optimizing CTGAN for class 1...
+Saved CTGAN model for class 0: ../save_model/oversampling_models/smotenc_ctgan_20000_1_gwangju_class0.pkl
+Saved CTGAN model for class 1: ../save_model/oversampling_models/smotenc_ctgan_20000_1_gwangju_class1.pkl
+Saved augmented data only ../../data/data_oversampled/augmented_only/smotenc_ctgan20000_1_gwangju.csv: Class 0=18643 | Class 1=17579
+Saved ../../data/data_oversampled/smotenc_ctgan20000/smotenc_ctgan20000_1_gwangju.csv: Class 0=18703 | Class 1=19347 | Class 2=15692
+
+Running smotenc_ctgan_sample_20000_2.py...
+/opt/conda/envs/py39/lib/python3.9/site-packages/sklearn/base.py:484: FutureWarning: `BaseEstimator._check_n_features` is deprecated in 1.6 and will be removed in 1.7. Use `sklearn.utils.validation._check_n_features` instead.
+  warnings.warn(
+/opt/conda/envs/py39/lib/python3.9/site-packages/sklearn/base.py:493: FutureWarning: `BaseEstimator._check_feature_names` is deprecated in 1.6 and will be removed in 1.7. Use `sklearn.utils.validation._check_feature_names` instead.
+  warnings.warn(
+[I 2025-12-18 13:26:31,526] A new study created in memory with name: no-name-3fbf56cd-7ab2-4df1-8dcd-42b4680460c8
+Using device: cuda
+Processing ../../data/data_for_modeling/incheon_train.csv: Optimizing CTGAN for class 0...
+[I 2025-12-18 13:27:08,630] Trial 0 finished with value: -69.84820155515344 and parameters: {'embedding_dim': 114, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 0 with value: -69.84820155515344.
+[I 2025-12-18 13:27:15,206] Trial 1 finished with value: -8.040464392849122 and parameters: {'embedding_dim': 99, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 1 with value: -8.040464392849122.
+[I 2025-12-18 13:27:23,838] Trial 2 finished with value: -43.29778099690944 and parameters: {'embedding_dim': 87, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 1 with value: -8.040464392849122.
+[I 2025-12-18 13:27:30,074] Trial 3 finished with value: -41.249412296556905 and parameters: {'embedding_dim': 70, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 1 with value: -8.040464392849122.
+[I 2025-12-18 13:27:40,489] Trial 4 finished with value: -129.37395666975803 and parameters: {'embedding_dim': 113, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 1 with value: -8.040464392849122.
+[I 2025-12-18 13:27:56,639] Trial 5 finished with value: -16.00120136399801 and parameters: {'embedding_dim': 102, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 1 with value: -8.040464392849122.
+[I 2025-12-18 13:28:01,010] Trial 6 finished with value: -121.85536200971536 and parameters: {'embedding_dim': 71, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 1 with value: -8.040464392849122.
+[I 2025-12-18 13:28:23,032] Trial 7 finished with value: -118.08707268395189 and parameters: {'embedding_dim': 71, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 1 with value: -8.040464392849122.
+[I 2025-12-18 13:28:44,273] Trial 8 finished with value: -10.581473616576067 and parameters: {'embedding_dim': 96, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 1 with value: -8.040464392849122.
+[I 2025-12-18 13:29:00,024] Trial 9 finished with value: -31.437696813272893 and parameters: {'embedding_dim': 124, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 1 with value: -8.040464392849122.
+[I 2025-12-18 13:29:21,792] Trial 10 finished with value: -6.329725163476598 and parameters: {'embedding_dim': 88, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 10 with value: -6.329725163476598.
+[I 2025-12-18 13:29:44,155] Trial 11 finished with value: -18.588362864219903 and parameters: {'embedding_dim': 88, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 10 with value: -6.329725163476598.
+[I 2025-12-18 13:30:05,773] Trial 12 finished with value: -14.248089414563529 and parameters: {'embedding_dim': 85, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 10 with value: -6.329725163476598.
+[I 2025-12-18 13:30:27,517] Trial 13 finished with value: -31.08842600495098 and parameters: {'embedding_dim': 101, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 10 with value: -6.329725163476598.
+[I 2025-12-18 13:30:34,006] Trial 14 finished with value: -21.041194417272855 and parameters: {'embedding_dim': 81, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 10 with value: -6.329725163476598.
+[I 2025-12-18 13:30:55,838] Trial 15 finished with value: -3.4727173745766557 and parameters: {'embedding_dim': 97, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 15 with value: -3.4727173745766557.
+[I 2025-12-18 13:31:17,742] Trial 16 finished with value: -4.151654527918858 and parameters: {'embedding_dim': 110, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 15 with value: -3.4727173745766557.
+[I 2025-12-18 13:31:40,021] Trial 17 finished with value: -107.72073273061952 and parameters: {'embedding_dim': 111, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 15 with value: -3.4727173745766557.
+[I 2025-12-18 13:32:02,312] Trial 18 finished with value: -55.02603687203998 and parameters: {'embedding_dim': 123, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 15 with value: -3.4727173745766557.
+[I 2025-12-18 13:32:23,930] Trial 19 finished with value: -48.33529776081861 and parameters: {'embedding_dim': 118, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 15 with value: -3.4727173745766557.
+[I 2025-12-18 13:32:45,685] Trial 20 finished with value: -4.654945499582764 and parameters: {'embedding_dim': 105, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 15 with value: -3.4727173745766557.
+[I 2025-12-18 13:33:07,361] Trial 21 finished with value: -12.743262821869546 and parameters: {'embedding_dim': 105, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 15 with value: -3.4727173745766557.
+[I 2025-12-18 13:33:29,665] Trial 22 finished with value: -44.54606391943245 and parameters: {'embedding_dim': 107, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 15 with value: -3.4727173745766557.
+[I 2025-12-18 13:33:51,645] Trial 23 finished with value: -6.741278789990261 and parameters: {'embedding_dim': 107, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 15 with value: -3.4727173745766557.
+[I 2025-12-18 13:34:13,172] Trial 24 finished with value: -145.17015815856922 and parameters: {'embedding_dim': 94, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 15 with value: -3.4727173745766557.
+[I 2025-12-18 13:34:47,906] Trial 25 finished with value: -51.45679361910396 and parameters: {'embedding_dim': 118, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 15 with value: -3.4727173745766557.
+[I 2025-12-18 13:35:09,439] Trial 26 finished with value: -9.592486187236368 and parameters: {'embedding_dim': 93, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 15 with value: -3.4727173745766557.
+[I 2025-12-18 13:35:31,317] Trial 27 finished with value: -59.93990937015098 and parameters: {'embedding_dim': 79, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 15 with value: -3.4727173745766557.
+[I 2025-12-18 13:36:05,226] Trial 28 finished with value: -67.29306678771218 and parameters: {'embedding_dim': 109, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 15 with value: -3.4727173745766557.
+[I 2025-12-18 13:36:38,715] Trial 29 finished with value: -45.76595378067457 and parameters: {'embedding_dim': 117, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 15 with value: -3.4727173745766557.
+[I 2025-12-18 13:37:00,353] Trial 30 finished with value: -0.42436087180774573 and parameters: {'embedding_dim': 128, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 30 with value: -0.42436087180774573.
+[I 2025-12-18 13:37:22,091] Trial 31 finished with value: -39.66959100291913 and parameters: {'embedding_dim': 127, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 30 with value: -0.42436087180774573.
+[I 2025-12-18 13:37:43,738] Trial 32 finished with value: -37.85072120556193 and parameters: {'embedding_dim': 98, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 30 with value: -0.42436087180774573.
+[I 2025-12-18 13:38:05,810] Trial 33 finished with value: -65.76505965671875 and parameters: {'embedding_dim': 104, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 30 with value: -0.42436087180774573.
+[I 2025-12-18 13:38:10,265] Trial 34 finished with value: -21.84886570401616 and parameters: {'embedding_dim': 128, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 30 with value: -0.42436087180774573.
+[I 2025-12-18 13:38:32,402] Trial 35 finished with value: -833.2418360443072 and parameters: {'embedding_dim': 115, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 30 with value: -0.42436087180774573.
+[I 2025-12-18 13:38:38,984] Trial 36 finished with value: -8.000458033597749 and parameters: {'embedding_dim': 92, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 30 with value: -0.42436087180774573.
+[I 2025-12-18 13:39:00,802] Trial 37 finished with value: -593.0240150872634 and parameters: {'embedding_dim': 121, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 30 with value: -0.42436087180774573.
+[I 2025-12-18 13:39:21,796] Trial 38 finished with value: -29.1314086583429 and parameters: {'embedding_dim': 112, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 30 with value: -0.42436087180774573.
+[I 2025-12-18 13:39:55,762] Trial 39 finished with value: -15.612351202099102 and parameters: {'embedding_dim': 64, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 30 with value: -0.42436087180774573.
+[I 2025-12-18 13:39:59,989] Trial 40 finished with value: -45.39271379491455 and parameters: {'embedding_dim': 100, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 30 with value: -0.42436087180774573.
+[I 2025-12-18 13:40:21,604] Trial 41 finished with value: -11.128692001845371 and parameters: {'embedding_dim': 86, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 30 with value: -0.42436087180774573.
+[I 2025-12-18 13:40:43,577] Trial 42 finished with value: -27.867830864468708 and parameters: {'embedding_dim': 91, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 30 with value: -0.42436087180774573.
+[I 2025-12-18 13:40:53,977] Trial 43 finished with value: -317.7948554413189 and parameters: {'embedding_dim': 96, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 30 with value: -0.42436087180774573.
+[I 2025-12-18 13:41:15,878] Trial 44 finished with value: -114.0803166652916 and parameters: {'embedding_dim': 89, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 30 with value: -0.42436087180774573.
+[I 2025-12-18 13:41:37,851] Trial 45 finished with value: -8.788543704740063 and parameters: {'embedding_dim': 103, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 30 with value: -0.42436087180774573.
+[I 2025-12-18 13:41:59,657] Trial 46 finished with value: -48.92247590051239 and parameters: {'embedding_dim': 81, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 30 with value: -0.42436087180774573.
+[I 2025-12-18 13:42:20,667] Trial 47 finished with value: -54.09495547560723 and parameters: {'embedding_dim': 77, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 30 with value: -0.42436087180774573.
+[I 2025-12-18 13:42:42,481] Trial 48 finished with value: -19.023364804511505 and parameters: {'embedding_dim': 98, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 30 with value: -0.42436087180774573.
+[I 2025-12-18 13:43:04,123] Trial 49 finished with value: -35.12208812291769 and parameters: {'embedding_dim': 96, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 30 with value: -0.42436087180774573.
+[I 2025-12-18 13:43:26,434] A new study created in memory with name: no-name-bf911247-3b27-4166-96fc-339b09dd2dcf
+[I 2025-12-18 13:44:27,301] Trial 0 finished with value: -479.9157996884535 and parameters: {'embedding_dim': 341, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 0 with value: -479.9157996884535.
+[I 2025-12-18 13:44:41,562] Trial 1 finished with value: -1292.3068207142446 and parameters: {'embedding_dim': 310, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 0 with value: -479.9157996884535.
+[I 2025-12-18 13:45:22,235] Trial 2 finished with value: -125.96148899298942 and parameters: {'embedding_dim': 202, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 2 with value: -125.96148899298942.
+[I 2025-12-18 13:46:24,269] Trial 3 finished with value: -520.0028259588298 and parameters: {'embedding_dim': 375, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 2 with value: -125.96148899298942.
+[I 2025-12-18 13:47:23,415] Trial 4 finished with value: -10.921215796098164 and parameters: {'embedding_dim': 270, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 4 with value: -10.921215796098164.
+[I 2025-12-18 13:48:23,665] Trial 5 finished with value: -15.84948572132836 and parameters: {'embedding_dim': 312, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 4 with value: -10.921215796098164.
+[I 2025-12-18 13:49:00,000] Trial 6 finished with value: -66.55904906765497 and parameters: {'embedding_dim': 195, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 4 with value: -10.921215796098164.
+[I 2025-12-18 13:50:22,370] Trial 7 finished with value: -874.7779125352912 and parameters: {'embedding_dim': 425, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 4 with value: -10.921215796098164.
+[I 2025-12-18 13:50:58,711] Trial 8 finished with value: -219.38047868487809 and parameters: {'embedding_dim': 366, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 4 with value: -10.921215796098164.
+[I 2025-12-18 13:51:40,498] Trial 9 finished with value: -410.45380428993235 and parameters: {'embedding_dim': 401, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 4 with value: -10.921215796098164.
+[I 2025-12-18 13:52:19,936] Trial 10 finished with value: -203.24925680476704 and parameters: {'embedding_dim': 132, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 4 with value: -10.921215796098164.
+[I 2025-12-18 13:53:20,460] Trial 11 finished with value: -141.44180572231016 and parameters: {'embedding_dim': 501, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 4 with value: -10.921215796098164.
+[I 2025-12-18 13:54:41,669] Trial 12 finished with value: -42.48476333550863 and parameters: {'embedding_dim': 276, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 4 with value: -10.921215796098164.
+[I 2025-12-18 13:55:42,415] Trial 13 finished with value: -548.4684901231333 and parameters: {'embedding_dim': 258, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 4 with value: -10.921215796098164.
+[I 2025-12-18 13:56:21,132] Trial 14 finished with value: -1898.5378609306144 and parameters: {'embedding_dim': 244, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 4 with value: -10.921215796098164.
+[I 2025-12-18 13:57:43,807] Trial 15 finished with value: -1271.4326248829789 and parameters: {'embedding_dim': 313, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 4 with value: -10.921215796098164.
+[I 2025-12-18 13:58:45,294] Trial 16 finished with value: -83.18640329374668 and parameters: {'embedding_dim': 458, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 4 with value: -10.921215796098164.
+[I 2025-12-18 14:00:28,512] Trial 17 finished with value: -412.68133117388584 and parameters: {'embedding_dim': 208, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 4 with value: -10.921215796098164.
+[I 2025-12-18 14:01:51,920] Trial 18 finished with value: -377.775597490291 and parameters: {'embedding_dim': 281, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 4 with value: -10.921215796098164.
+[I 2025-12-18 14:02:06,023] Trial 19 finished with value: -217.45654121156983 and parameters: {'embedding_dim': 170, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 4 with value: -10.921215796098164.
+[I 2025-12-18 14:03:05,787] Trial 20 finished with value: -1250.2155176455794 and parameters: {'embedding_dim': 236, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 4 with value: -10.921215796098164.
+[I 2025-12-18 14:04:28,136] Trial 21 finished with value: -1651.7059704600213 and parameters: {'embedding_dim': 284, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 4 with value: -10.921215796098164.
+[I 2025-12-18 14:05:49,744] Trial 22 finished with value: -1122.2754435189768 and parameters: {'embedding_dim': 338, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 4 with value: -10.921215796098164.
+[I 2025-12-18 14:07:11,185] Trial 23 finished with value: -84.43094710804299 and parameters: {'embedding_dim': 278, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 4 with value: -10.921215796098164.
+[I 2025-12-18 14:08:12,374] Trial 24 finished with value: -56.33998154588082 and parameters: {'embedding_dim': 310, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 4 with value: -10.921215796098164.
+[I 2025-12-18 14:09:56,136] Trial 25 finished with value: -695.3838219904286 and parameters: {'embedding_dim': 232, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 4 with value: -10.921215796098164.
+[I 2025-12-18 14:10:57,245] Trial 26 finished with value: -661.2798640443154 and parameters: {'embedding_dim': 344, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 4 with value: -10.921215796098164.
+[I 2025-12-18 14:12:18,687] Trial 27 finished with value: -255.63020537633864 and parameters: {'embedding_dim': 270, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 4 with value: -10.921215796098164.
+[I 2025-12-18 14:12:32,768] Trial 28 finished with value: -2364.5245177860015 and parameters: {'embedding_dim': 299, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 4 with value: -10.921215796098164.
+[I 2025-12-18 14:13:22,046] Trial 29 finished with value: -228.12059638414263 and parameters: {'embedding_dim': 363, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 4 with value: -10.921215796098164.
+/opt/conda/envs/py39/lib/python3.9/site-packages/sklearn/base.py:484: FutureWarning: `BaseEstimator._check_n_features` is deprecated in 1.6 and will be removed in 1.7. Use `sklearn.utils.validation._check_n_features` instead.
+  warnings.warn(
+/opt/conda/envs/py39/lib/python3.9/site-packages/sklearn/base.py:493: FutureWarning: `BaseEstimator._check_feature_names` is deprecated in 1.6 and will be removed in 1.7. Use `sklearn.utils.validation._check_feature_names` instead.
+  warnings.warn(
+[I 2025-12-18 14:14:22,798] A new study created in memory with name: no-name-5b06171a-95c2-4a75-a6e5-f6d07d5e3288
+[I 2025-12-18 14:14:29,137] Trial 0 finished with value: -8.015658143867192 and parameters: {'embedding_dim': 98, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 0 with value: -8.015658143867192.
+[I 2025-12-18 14:14:37,868] Trial 1 finished with value: -8.618707432431245 and parameters: {'embedding_dim': 84, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 0 with value: -8.015658143867192.
+[I 2025-12-18 14:14:53,560] Trial 2 finished with value: -45.12030826642418 and parameters: {'embedding_dim': 80, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 0 with value: -8.015658143867192.
+[I 2025-12-18 14:14:57,918] Trial 3 finished with value: -14.744875503516326 and parameters: {'embedding_dim': 79, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 0 with value: -8.015658143867192.
+[I 2025-12-18 14:15:31,354] Trial 4 finished with value: -1.5209511251255592 and parameters: {'embedding_dim': 84, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 4 with value: -1.5209511251255592.
+[I 2025-12-18 14:15:37,926] Trial 5 finished with value: -27.20653186473666 and parameters: {'embedding_dim': 74, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 4 with value: -1.5209511251255592.
+[I 2025-12-18 14:15:59,739] Trial 6 finished with value: -62.73333257490232 and parameters: {'embedding_dim': 111, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 4 with value: -1.5209511251255592.
+[I 2025-12-18 14:16:20,891] Trial 7 finished with value: -14.162164165616304 and parameters: {'embedding_dim': 107, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 4 with value: -1.5209511251255592.
+[I 2025-12-18 14:16:54,848] Trial 8 finished with value: -0.8586482297676793 and parameters: {'embedding_dim': 75, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 8 with value: -0.8586482297676793.
+[I 2025-12-18 14:17:28,850] Trial 9 finished with value: -18.246578979957867 and parameters: {'embedding_dim': 127, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 8 with value: -0.8586482297676793.
+[I 2025-12-18 14:18:14,285] Trial 10 finished with value: -11.505191301719524 and parameters: {'embedding_dim': 65, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 8 with value: -0.8586482297676793.
+[I 2025-12-18 14:18:35,962] Trial 11 finished with value: -5.467714440458011 and parameters: {'embedding_dim': 92, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 8 with value: -0.8586482297676793.
+[I 2025-12-18 14:19:09,345] Trial 12 finished with value: -9.79107542245849 and parameters: {'embedding_dim': 64, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 8 with value: -0.8586482297676793.
+[I 2025-12-18 14:19:42,752] Trial 13 finished with value: -16.914367257655456 and parameters: {'embedding_dim': 88, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 8 with value: -0.8586482297676793.
+[I 2025-12-18 14:20:28,277] Trial 14 finished with value: -12.281769675757745 and parameters: {'embedding_dim': 75, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 8 with value: -0.8586482297676793.
+[I 2025-12-18 14:20:50,157] Trial 15 finished with value: -0.5611893209768036 and parameters: {'embedding_dim': 99, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 15 with value: -0.5611893209768036.
+[I 2025-12-18 14:21:00,382] Trial 16 finished with value: -7.528637337105985 and parameters: {'embedding_dim': 99, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 15 with value: -0.5611893209768036.
+[I 2025-12-18 14:21:22,528] Trial 17 finished with value: -44.173757416588685 and parameters: {'embedding_dim': 110, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 15 with value: -0.5611893209768036.
+[I 2025-12-18 14:21:44,972] Trial 18 finished with value: -64.47736002828617 and parameters: {'embedding_dim': 122, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 15 with value: -0.5611893209768036.
+[I 2025-12-18 14:21:55,162] Trial 19 finished with value: -109.55591226200715 and parameters: {'embedding_dim': 102, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 15 with value: -0.5611893209768036.
+[I 2025-12-18 14:22:29,117] Trial 20 finished with value: -0.7793550691173996 and parameters: {'embedding_dim': 119, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 15 with value: -0.5611893209768036.
+[I 2025-12-18 14:23:03,187] Trial 21 finished with value: -5.446869587936166 and parameters: {'embedding_dim': 118, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 15 with value: -0.5611893209768036.
+[I 2025-12-18 14:23:36,849] Trial 22 finished with value: -9.508793865495118 and parameters: {'embedding_dim': 116, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 15 with value: -0.5611893209768036.
+[I 2025-12-18 14:24:22,236] Trial 23 finished with value: -8.378174455150303 and parameters: {'embedding_dim': 104, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 15 with value: -0.5611893209768036.
+[I 2025-12-18 14:24:44,250] Trial 24 finished with value: -7.576997529180303 and parameters: {'embedding_dim': 128, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 15 with value: -0.5611893209768036.
+[I 2025-12-18 14:25:17,880] Trial 25 finished with value: -12.987333616064152 and parameters: {'embedding_dim': 92, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 15 with value: -0.5611893209768036.
+[I 2025-12-18 14:26:04,099] Trial 26 finished with value: -38.292968335843284 and parameters: {'embedding_dim': 72, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 15 with value: -0.5611893209768036.
+[I 2025-12-18 14:26:38,063] Trial 27 finished with value: -16.444022457314837 and parameters: {'embedding_dim': 115, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 15 with value: -0.5611893209768036.
+[I 2025-12-18 14:26:42,467] Trial 28 finished with value: -26.580353147082374 and parameters: {'embedding_dim': 92, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 15 with value: -0.5611893209768036.
+[I 2025-12-18 14:26:57,903] Trial 29 finished with value: -1.6154732990410885 and parameters: {'embedding_dim': 96, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 15 with value: -0.5611893209768036.
+[I 2025-12-18 14:27:04,257] Trial 30 finished with value: -1.6473147749103823 and parameters: {'embedding_dim': 69, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 15 with value: -0.5611893209768036.
+[I 2025-12-18 14:27:38,126] Trial 31 finished with value: -3.2918793071018775 and parameters: {'embedding_dim': 82, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 15 with value: -0.5611893209768036.
+[I 2025-12-18 14:28:11,979] Trial 32 finished with value: -3.5182332818036706 and parameters: {'embedding_dim': 86, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 15 with value: -0.5611893209768036.
+[I 2025-12-18 14:28:45,642] Trial 33 finished with value: -25.330800075823593 and parameters: {'embedding_dim': 79, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 15 with value: -0.5611893209768036.
+[I 2025-12-18 14:29:31,380] Trial 34 finished with value: -4.956466971663742 and parameters: {'embedding_dim': 88, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 15 with value: -0.5611893209768036.
+[I 2025-12-18 14:29:37,718] Trial 35 finished with value: -14.00563453384082 and parameters: {'embedding_dim': 77, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 15 with value: -0.5611893209768036.
+[I 2025-12-18 14:30:11,824] Trial 36 finished with value: -4.629116319998807 and parameters: {'embedding_dim': 83, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 15 with value: -0.5611893209768036.
+[I 2025-12-18 14:30:21,892] Trial 37 finished with value: -27.358158428384872 and parameters: {'embedding_dim': 72, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 15 with value: -0.5611893209768036.
+[I 2025-12-18 14:30:28,273] Trial 38 finished with value: -18.787134035826675 and parameters: {'embedding_dim': 121, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 15 with value: -0.5611893209768036.
+[I 2025-12-18 14:31:14,306] Trial 39 finished with value: -0.2612232593037492 and parameters: {'embedding_dim': 97, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 39 with value: -0.2612232593037492.
+[I 2025-12-18 14:31:59,986] Trial 40 finished with value: -11.88218577111893 and parameters: {'embedding_dim': 97, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 39 with value: -0.2612232593037492.
+[I 2025-12-18 14:32:46,191] Trial 41 finished with value: -4.9828954312794895 and parameters: {'embedding_dim': 106, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 39 with value: -0.2612232593037492.
+[I 2025-12-18 14:33:32,135] Trial 42 finished with value: -1.3462719284665714 and parameters: {'embedding_dim': 101, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 39 with value: -0.2612232593037492.
+[I 2025-12-18 14:34:17,836] Trial 43 finished with value: -10.678864786036321 and parameters: {'embedding_dim': 102, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 39 with value: -0.2612232593037492.
+[I 2025-12-18 14:35:03,590] Trial 44 finished with value: -5.125035913539531 and parameters: {'embedding_dim': 111, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 39 with value: -0.2612232593037492.
+[I 2025-12-18 14:35:49,108] Trial 45 finished with value: -70.03950115394315 and parameters: {'embedding_dim': 94, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 39 with value: -0.2612232593037492.
+[I 2025-12-18 14:36:35,064] Trial 46 finished with value: -8.8308845163887 and parameters: {'embedding_dim': 108, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 39 with value: -0.2612232593037492.
+[I 2025-12-18 14:37:20,741] Trial 47 finished with value: -65.75653820088566 and parameters: {'embedding_dim': 102, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 39 with value: -0.2612232593037492.
+[I 2025-12-18 14:37:41,683] Trial 48 finished with value: -5.396851303891821 and parameters: {'embedding_dim': 99, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 39 with value: -0.2612232593037492.
+[I 2025-12-18 14:38:27,592] Trial 49 finished with value: -32.39868700325182 and parameters: {'embedding_dim': 90, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 39 with value: -0.2612232593037492.
+[I 2025-12-18 14:39:13,742] A new study created in memory with name: no-name-6a021fc1-f297-44ad-a451-5a2fabdd6eb5
+[I 2025-12-18 14:39:44,513] Trial 0 finished with value: -367.8534498434625 and parameters: {'embedding_dim': 240, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 0 with value: -367.8534498434625.
+[I 2025-12-18 14:40:45,649] Trial 1 finished with value: -161.53885801062586 and parameters: {'embedding_dim': 347, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 1 with value: -161.53885801062586.
+[I 2025-12-18 14:41:22,397] Trial 2 finished with value: -581.6437845542213 and parameters: {'embedding_dim': 221, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 1 with value: -161.53885801062586.
+[I 2025-12-18 14:41:38,721] Trial 3 finished with value: -567.4508766361221 and parameters: {'embedding_dim': 413, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 1 with value: -161.53885801062586.
+[I 2025-12-18 14:42:16,054] Trial 4 finished with value: -720.7769114818431 and parameters: {'embedding_dim': 257, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 1 with value: -161.53885801062586.
+[I 2025-12-18 14:43:01,944] Trial 5 finished with value: -227.992004060713 and parameters: {'embedding_dim': 439, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 1 with value: -161.53885801062586.
+[I 2025-12-18 14:43:13,785] Trial 6 finished with value: -807.2782378773354 and parameters: {'embedding_dim': 460, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 1 with value: -161.53885801062586.
+[I 2025-12-18 14:43:51,205] Trial 7 finished with value: -580.547793518708 and parameters: {'embedding_dim': 334, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 1 with value: -161.53885801062586.
+[I 2025-12-18 14:44:07,215] Trial 8 finished with value: -659.4754505773997 and parameters: {'embedding_dim': 370, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 1}. Best is trial 1 with value: -161.53885801062586.
+[I 2025-12-18 14:44:16,258] Trial 9 finished with value: -612.8867010041683 and parameters: {'embedding_dim': 501, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 1 with value: -161.53885801062586.
+[I 2025-12-18 14:45:31,134] Trial 10 finished with value: -646.6066789582671 and parameters: {'embedding_dim': 154, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 1 with value: -161.53885801062586.
+[I 2025-12-18 14:46:45,693] Trial 11 finished with value: -2039.2648888305923 and parameters: {'embedding_dim': 405, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 1 with value: -161.53885801062586.
+[I 2025-12-18 14:47:22,993] Trial 12 finished with value: -1269.492044656185 and parameters: {'embedding_dim': 306, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 1 with value: -161.53885801062586.
+[I 2025-12-18 14:47:59,682] Trial 13 finished with value: -116.58029318765176 and parameters: {'embedding_dim': 446, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 13 with value: -116.58029318765176.
+[I 2025-12-18 14:49:02,188] Trial 14 finished with value: -415.13029713467097 and parameters: {'embedding_dim': 504, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 13 with value: -116.58029318765176.
+[I 2025-12-18 14:49:39,127] Trial 15 finished with value: -565.5081629809699 and parameters: {'embedding_dim': 360, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 13 with value: -116.58029318765176.
+[I 2025-12-18 14:50:28,746] Trial 16 finished with value: -200.47013528294806 and parameters: {'embedding_dim': 293, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 13 with value: -116.58029318765176.
+[I 2025-12-18 14:51:31,283] Trial 17 finished with value: -237.7542704255667 and parameters: {'embedding_dim': 373, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 13 with value: -116.58029318765176.
+[I 2025-12-18 14:52:16,270] Trial 18 finished with value: -214.71725126325833 and parameters: {'embedding_dim': 449, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 13 with value: -116.58029318765176.
+[I 2025-12-18 14:52:33,883] Trial 19 finished with value: -320.2724783705187 and parameters: {'embedding_dim': 131, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 13 with value: -116.58029318765176.
+[I 2025-12-18 14:53:03,065] Trial 20 finished with value: -697.8538894984761 and parameters: {'embedding_dim': 193, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 13 with value: -116.58029318765176.
+[I 2025-12-18 14:53:53,671] Trial 21 finished with value: -334.2552259859005 and parameters: {'embedding_dim': 277, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 13 with value: -116.58029318765176.
+[I 2025-12-18 14:54:43,849] Trial 22 finished with value: -9.804243238452854 and parameters: {'embedding_dim': 315, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 22 with value: -9.804243238452854.
+[I 2025-12-18 14:55:33,736] Trial 23 finished with value: -408.1258947503523 and parameters: {'embedding_dim': 346, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 22 with value: -9.804243238452854.
+[I 2025-12-18 14:56:34,921] Trial 24 finished with value: -455.36558999839474 and parameters: {'embedding_dim': 393, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 22 with value: -9.804243238452854.
+[I 2025-12-18 14:57:12,365] Trial 25 finished with value: -646.8316844032989 and parameters: {'embedding_dim': 306, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 22 with value: -9.804243238452854.
+[I 2025-12-18 14:58:16,443] Trial 26 finished with value: -526.7655829237619 and parameters: {'embedding_dim': 332, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 22 with value: -9.804243238452854.
+[I 2025-12-18 14:59:04,554] Trial 27 finished with value: -48.198702285622076 and parameters: {'embedding_dim': 428, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 22 with value: -9.804243238452854.
+[I 2025-12-18 14:59:19,089] Trial 28 finished with value: -370.60637491351156 and parameters: {'embedding_dim': 466, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 22 with value: -9.804243238452854.
+[I 2025-12-18 14:59:42,593] Trial 29 finished with value: -310.8826321038441 and parameters: {'embedding_dim': 430, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 22 with value: -9.804243238452854.
+/opt/conda/envs/py39/lib/python3.9/site-packages/sklearn/base.py:484: FutureWarning: `BaseEstimator._check_n_features` is deprecated in 1.6 and will be removed in 1.7. Use `sklearn.utils.validation._check_n_features` instead.
+  warnings.warn(
+/opt/conda/envs/py39/lib/python3.9/site-packages/sklearn/base.py:493: FutureWarning: `BaseEstimator._check_feature_names` is deprecated in 1.6 and will be removed in 1.7. Use `sklearn.utils.validation._check_feature_names` instead.
+  warnings.warn(
+[I 2025-12-18 15:00:33,137] A new study created in memory with name: no-name-e883fb9e-5cc1-4aec-b6d7-04882d08b9dc
+[I 2025-12-18 15:00:49,269] Trial 0 finished with value: -1.98245233851042 and parameters: {'embedding_dim': 110, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 0 with value: -1.98245233851042.
+[I 2025-12-18 15:00:58,050] Trial 1 finished with value: -9.338768956254432 and parameters: {'embedding_dim': 103, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 0 with value: -1.98245233851042.
+[I 2025-12-18 15:01:31,938] Trial 2 finished with value: -8.097014499932548 and parameters: {'embedding_dim': 115, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 0 with value: -1.98245233851042.
+[I 2025-12-18 15:01:36,163] Trial 3 finished with value: -116.51310840282864 and parameters: {'embedding_dim': 77, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 0 with value: -1.98245233851042.
+[I 2025-12-18 15:01:57,962] Trial 4 finished with value: -109.22971645684693 and parameters: {'embedding_dim': 125, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 0 with value: -1.98245233851042.
+[I 2025-12-18 15:02:32,123] Trial 5 finished with value: -14.627340969743445 and parameters: {'embedding_dim': 115, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 0 with value: -1.98245233851042.
+[I 2025-12-18 15:02:42,288] Trial 6 finished with value: -46.07872958559319 and parameters: {'embedding_dim': 97, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 0 with value: -1.98245233851042.
+[I 2025-12-18 15:02:46,591] Trial 7 finished with value: -32.91005306300089 and parameters: {'embedding_dim': 104, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 0 with value: -1.98245233851042.
+[I 2025-12-18 15:03:09,057] Trial 8 finished with value: -36.23443460241829 and parameters: {'embedding_dim': 117, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 0 with value: -1.98245233851042.
+[I 2025-12-18 15:03:55,238] Trial 9 finished with value: -9.19324215937543 and parameters: {'embedding_dim': 96, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 0 with value: -1.98245233851042.
+[I 2025-12-18 15:04:11,129] Trial 10 finished with value: -28.062688239039456 and parameters: {'embedding_dim': 66, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 0 with value: -1.98245233851042.
+[I 2025-12-18 15:04:26,827] Trial 11 finished with value: -24.173561600951928 and parameters: {'embedding_dim': 128, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 0 with value: -1.98245233851042.
+[I 2025-12-18 15:04:43,102] Trial 12 finished with value: -14.078747372330376 and parameters: {'embedding_dim': 112, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 0 with value: -1.98245233851042.
+[I 2025-12-18 15:05:29,321] Trial 13 finished with value: -22.844237180627193 and parameters: {'embedding_dim': 88, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 0 with value: -1.98245233851042.
+[I 2025-12-18 15:05:45,035] Trial 14 finished with value: -8.620098947658708 and parameters: {'embedding_dim': 109, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 0 with value: -1.98245233851042.
+[I 2025-12-18 15:06:19,450] Trial 15 finished with value: -7.12297436666455 and parameters: {'embedding_dim': 121, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 0 with value: -1.98245233851042.
+[I 2025-12-18 15:06:40,791] Trial 16 finished with value: -4.940179258376898 and parameters: {'embedding_dim': 122, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 0 with value: -1.98245233851042.
+[I 2025-12-18 15:07:01,916] Trial 17 finished with value: -43.13390011926409 and parameters: {'embedding_dim': 86, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 0 with value: -1.98245233851042.
+[I 2025-12-18 15:07:23,868] Trial 18 finished with value: -25.150898963283886 and parameters: {'embedding_dim': 122, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 0 with value: -1.98245233851042.
+[I 2025-12-18 15:07:45,687] Trial 19 finished with value: -26.545759448535303 and parameters: {'embedding_dim': 106, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 0 with value: -1.98245233851042.
+[I 2025-12-18 15:08:01,818] Trial 20 finished with value: -14.543043331487528 and parameters: {'embedding_dim': 120, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 0 with value: -1.98245233851042.
+[I 2025-12-18 15:08:17,605] Trial 21 finished with value: -34.5760950607677 and parameters: {'embedding_dim': 123, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 0 with value: -1.98245233851042.
+[I 2025-12-18 15:08:51,615] Trial 22 finished with value: -11.250591026029717 and parameters: {'embedding_dim': 118, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 0 with value: -1.98245233851042.
+[I 2025-12-18 15:08:58,359] Trial 23 finished with value: -2.1435344678072763 and parameters: {'embedding_dim': 110, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 0 with value: -1.98245233851042.
+[I 2025-12-18 15:09:06,666] Trial 24 finished with value: -96.84519752680166 and parameters: {'embedding_dim': 100, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 0 with value: -1.98245233851042.
+[I 2025-12-18 15:09:13,325] Trial 25 finished with value: -0.44078252612282987 and parameters: {'embedding_dim': 110, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 25 with value: -0.44078252612282987.
+[I 2025-12-18 15:09:19,632] Trial 26 finished with value: -59.67024115562955 and parameters: {'embedding_dim': 90, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 25 with value: -0.44078252612282987.
+[I 2025-12-18 15:09:26,193] Trial 27 finished with value: -3.7946506828638813 and parameters: {'embedding_dim': 108, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 25 with value: -0.44078252612282987.
+[I 2025-12-18 15:09:30,766] Trial 28 finished with value: -43.37322057650468 and parameters: {'embedding_dim': 113, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 25 with value: -0.44078252612282987.
+[I 2025-12-18 15:09:37,419] Trial 29 finished with value: -26.71036872004704 and parameters: {'embedding_dim': 100, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 25 with value: -0.44078252612282987.
+[I 2025-12-18 15:09:43,979] Trial 30 finished with value: -35.31874025043953 and parameters: {'embedding_dim': 92, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 25 with value: -0.44078252612282987.
+[I 2025-12-18 15:09:50,228] Trial 31 finished with value: -54.70778512578154 and parameters: {'embedding_dim': 108, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 25 with value: -0.44078252612282987.
+[I 2025-12-18 15:09:56,651] Trial 32 finished with value: -12.867447981668558 and parameters: {'embedding_dim': 111, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 25 with value: -0.44078252612282987.
+[I 2025-12-18 15:10:03,102] Trial 33 finished with value: -12.840817000524282 and parameters: {'embedding_dim': 101, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 25 with value: -0.44078252612282987.
+[I 2025-12-18 15:10:09,579] Trial 34 finished with value: -73.1026463631267 and parameters: {'embedding_dim': 106, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 25 with value: -0.44078252612282987.
+[I 2025-12-18 15:10:16,188] Trial 35 finished with value: -10.975801493786278 and parameters: {'embedding_dim': 104, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 25 with value: -0.44078252612282987.
+[I 2025-12-18 15:10:22,682] Trial 36 finished with value: -129.9332066128072 and parameters: {'embedding_dim': 114, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 25 with value: -0.44078252612282987.
+[I 2025-12-18 15:10:26,944] Trial 37 finished with value: -14.810766954107969 and parameters: {'embedding_dim': 81, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 25 with value: -0.44078252612282987.
+[I 2025-12-18 15:10:31,459] Trial 38 finished with value: -7.988957531614752 and parameters: {'embedding_dim': 109, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 25 with value: -0.44078252612282987.
+[I 2025-12-18 15:10:37,978] Trial 39 finished with value: -7.467742097061713 and parameters: {'embedding_dim': 116, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 25 with value: -0.44078252612282987.
+[I 2025-12-18 15:10:44,566] Trial 40 finished with value: -17.693867013701333 and parameters: {'embedding_dim': 103, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 25 with value: -0.44078252612282987.
+[I 2025-12-18 15:11:05,941] Trial 41 finished with value: -2.858582404418275 and parameters: {'embedding_dim': 126, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 25 with value: -0.44078252612282987.
+[I 2025-12-18 15:11:22,397] Trial 42 finished with value: -12.841294982151393 and parameters: {'embedding_dim': 127, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 25 with value: -0.44078252612282987.
+[I 2025-12-18 15:11:43,673] Trial 43 finished with value: -5.318915117748827 and parameters: {'embedding_dim': 95, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 25 with value: -0.44078252612282987.
+[I 2025-12-18 15:11:59,826] Trial 44 finished with value: -4.702995397078684 and parameters: {'embedding_dim': 118, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 25 with value: -0.44078252612282987.
+[I 2025-12-18 15:12:06,133] Trial 45 finished with value: -7.857283732298172 and parameters: {'embedding_dim': 64, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 25 with value: -0.44078252612282987.
+[I 2025-12-18 15:12:17,096] Trial 46 finished with value: -41.71895531538763 and parameters: {'embedding_dim': 111, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 25 with value: -0.44078252612282987.
+[I 2025-12-18 15:13:03,202] Trial 47 finished with value: -47.38396863167293 and parameters: {'embedding_dim': 126, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 25 with value: -0.44078252612282987.
+[I 2025-12-18 15:13:09,476] Trial 48 finished with value: -5.892686120201458 and parameters: {'embedding_dim': 116, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 25 with value: -0.44078252612282987.
+[I 2025-12-18 15:13:30,816] Trial 49 finished with value: -26.932629943271827 and parameters: {'embedding_dim': 97, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 25 with value: -0.44078252612282987.
+[I 2025-12-18 15:13:37,346] A new study created in memory with name: no-name-349bc1cb-aed1-461c-b334-b63a777e6856
+[I 2025-12-18 15:14:10,625] Trial 0 finished with value: -992.7216821060124 and parameters: {'embedding_dim': 417, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 0 with value: -992.7216821060124.
+[I 2025-12-18 15:14:31,690] Trial 1 finished with value: -720.8517693051532 and parameters: {'embedding_dim': 286, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 1 with value: -720.8517693051532.
+[I 2025-12-18 15:14:42,713] Trial 2 finished with value: -350.29658687804886 and parameters: {'embedding_dim': 390, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 2 with value: -350.29658687804886.
+[I 2025-12-18 15:15:16,021] Trial 3 finished with value: -1920.63266882991 and parameters: {'embedding_dim': 471, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 2 with value: -350.29658687804886.
+[I 2025-12-18 15:15:31,771] Trial 4 finished with value: -394.7311293861538 and parameters: {'embedding_dim': 146, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 2 with value: -350.29658687804886.
+[I 2025-12-18 15:15:56,345] Trial 5 finished with value: -438.41789389947724 and parameters: {'embedding_dim': 223, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 2 with value: -350.29658687804886.
+[I 2025-12-18 15:16:22,207] Trial 6 finished with value: -2212.708346475334 and parameters: {'embedding_dim': 385, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 2 with value: -350.29658687804886.
+[I 2025-12-18 15:16:38,245] Trial 7 finished with value: -305.45569692365825 and parameters: {'embedding_dim': 240, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 7 with value: -305.45569692365825.
+[I 2025-12-18 15:16:45,499] Trial 8 finished with value: -505.293581119682 and parameters: {'embedding_dim': 294, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 7 with value: -305.45569692365825.
+[I 2025-12-18 15:17:06,607] Trial 9 finished with value: -421.3541886630103 and parameters: {'embedding_dim': 490, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 7 with value: -305.45569692365825.
+[I 2025-12-18 15:17:23,602] Trial 10 finished with value: -3845.757504256637 and parameters: {'embedding_dim': 145, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 7 with value: -305.45569692365825.
+[I 2025-12-18 15:17:34,891] Trial 11 finished with value: -1306.890539628045 and parameters: {'embedding_dim': 358, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 7 with value: -305.45569692365825.
+[I 2025-12-18 15:17:43,203] Trial 12 finished with value: -2342.1320444157413 and parameters: {'embedding_dim': 234, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 7 with value: -305.45569692365825.
+[I 2025-12-18 15:18:09,934] Trial 13 finished with value: -1917.8254273008301 and parameters: {'embedding_dim': 227, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 7 with value: -305.45569692365825.
+[I 2025-12-18 15:18:17,650] Trial 14 finished with value: -3343.238500246266 and parameters: {'embedding_dim': 350, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 7 with value: -305.45569692365825.
+[I 2025-12-18 15:18:42,459] Trial 15 finished with value: -1571.0224060184275 and parameters: {'embedding_dim': 446, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 7 with value: -305.45569692365825.
+[I 2025-12-18 15:18:50,444] Trial 16 finished with value: -1283.1800031416142 and parameters: {'embedding_dim': 312, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 7 with value: -305.45569692365825.
+[I 2025-12-18 15:19:07,598] Trial 17 finished with value: -2490.233928303719 and parameters: {'embedding_dim': 189, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 7 with value: -305.45569692365825.
+[I 2025-12-18 15:19:32,144] Trial 18 finished with value: -1333.85287130683 and parameters: {'embedding_dim': 263, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 7 with value: -305.45569692365825.
+[I 2025-12-18 15:19:57,281] Trial 19 finished with value: -581.2599873690118 and parameters: {'embedding_dim': 415, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 7 with value: -305.45569692365825.
+[I 2025-12-18 15:20:04,558] Trial 20 finished with value: -4065.4365259060883 and parameters: {'embedding_dim': 342, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 7 with value: -305.45569692365825.
+[I 2025-12-18 15:20:19,596] Trial 21 finished with value: -399.62374020600896 and parameters: {'embedding_dim': 133, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 7 with value: -305.45569692365825.
+[I 2025-12-18 15:20:36,092] Trial 22 finished with value: -73.20150553118913 and parameters: {'embedding_dim': 162, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 22 with value: -73.20150553118913.
+[I 2025-12-18 15:20:58,470] Trial 23 finished with value: -565.611022912823 and parameters: {'embedding_dim': 184, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 22 with value: -73.20150553118913.
+[I 2025-12-18 15:21:15,212] Trial 24 finished with value: -1695.8277850059708 and parameters: {'embedding_dim': 186, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 22 with value: -73.20150553118913.
+[I 2025-12-18 15:21:32,864] Trial 25 finished with value: -1728.981898401189 and parameters: {'embedding_dim': 262, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 22 with value: -73.20150553118913.
+[I 2025-12-18 15:21:48,505] Trial 26 finished with value: -185.1915499877594 and parameters: {'embedding_dim': 169, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 22 with value: -73.20150553118913.
+[I 2025-12-18 15:21:58,859] Trial 27 finished with value: -468.40575443056366 and parameters: {'embedding_dim': 173, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 1}. Best is trial 22 with value: -73.20150553118913.
+[I 2025-12-18 15:22:20,177] Trial 28 finished with value: -452.3172965046465 and parameters: {'embedding_dim': 211, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 22 with value: -73.20150553118913.
+[I 2025-12-18 15:22:41,242] Trial 29 finished with value: -288.7102906981556 and parameters: {'embedding_dim': 166, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 22 with value: -73.20150553118913.
+/opt/conda/envs/py39/lib/python3.9/site-packages/sklearn/base.py:484: FutureWarning: `BaseEstimator._check_n_features` is deprecated in 1.6 and will be removed in 1.7. Use `sklearn.utils.validation._check_n_features` instead.
+  warnings.warn(
+/opt/conda/envs/py39/lib/python3.9/site-packages/sklearn/base.py:493: FutureWarning: `BaseEstimator._check_feature_names` is deprecated in 1.6 and will be removed in 1.7. Use `sklearn.utils.validation._check_feature_names` instead.
+  warnings.warn(
+[I 2025-12-18 15:22:58,306] A new study created in memory with name: no-name-a9533345-192c-4dda-9971-baa3f64d1479
+[I 2025-12-18 15:23:31,870] Trial 0 finished with value: -40.733311551603876 and parameters: {'embedding_dim': 104, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 0 with value: -40.733311551603876.
+[I 2025-12-18 15:23:41,972] Trial 1 finished with value: -15.983875905508796 and parameters: {'embedding_dim': 68, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 1 with value: -15.983875905508796.
+[I 2025-12-18 15:24:15,542] Trial 2 finished with value: -4.053284809581098 and parameters: {'embedding_dim': 82, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 2 with value: -4.053284809581098.
+[I 2025-12-18 15:24:31,775] Trial 3 finished with value: -17.17576718159755 and parameters: {'embedding_dim': 86, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 2 with value: -4.053284809581098.
+[I 2025-12-18 15:24:40,608] Trial 4 finished with value: -20.147140808198643 and parameters: {'embedding_dim': 87, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 2 with value: -4.053284809581098.
+[I 2025-12-18 15:24:50,921] Trial 5 finished with value: -4.339409422095895 and parameters: {'embedding_dim': 64, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 2 with value: -4.053284809581098.
+[I 2025-12-18 15:25:12,484] Trial 6 finished with value: -4.641845649668508 and parameters: {'embedding_dim': 102, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 2 with value: -4.053284809581098.
+[I 2025-12-18 15:25:34,148] Trial 7 finished with value: -1.3117808825847772 and parameters: {'embedding_dim': 125, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 7 with value: -1.3117808825847772.
+[I 2025-12-18 15:25:42,630] Trial 8 finished with value: -44.62969847284239 and parameters: {'embedding_dim': 94, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 7 with value: -1.3117808825847772.
+[I 2025-12-18 15:26:03,959] Trial 9 finished with value: -2.3853854586461405 and parameters: {'embedding_dim': 111, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 7 with value: -1.3117808825847772.
+[I 2025-12-18 15:26:26,261] Trial 10 finished with value: -1.1881079127076006 and parameters: {'embedding_dim': 128, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 10 with value: -1.1881079127076006.
+[I 2025-12-18 15:26:47,538] Trial 11 finished with value: -1.6756648326300911 and parameters: {'embedding_dim': 127, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 10 with value: -1.1881079127076006.
+[I 2025-12-18 15:27:09,096] Trial 12 finished with value: -7.5518218050233035 and parameters: {'embedding_dim': 127, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 10 with value: -1.1881079127076006.
+[I 2025-12-18 15:27:30,951] Trial 13 finished with value: -20.22251784101162 and parameters: {'embedding_dim': 114, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 10 with value: -1.1881079127076006.
+[I 2025-12-18 15:27:46,723] Trial 14 finished with value: -0.33939039779596536 and parameters: {'embedding_dim': 119, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 14 with value: -0.33939039779596536.
+[I 2025-12-18 15:27:53,162] Trial 15 finished with value: -21.879079154763673 and parameters: {'embedding_dim': 118, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 14 with value: -0.33939039779596536.
+[I 2025-12-18 15:28:08,954] Trial 16 finished with value: -4.8823064583174505 and parameters: {'embedding_dim': 120, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 14 with value: -0.33939039779596536.
+[I 2025-12-18 15:28:24,582] Trial 17 finished with value: -11.588963959658546 and parameters: {'embedding_dim': 109, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 14 with value: -0.33939039779596536.
+[I 2025-12-18 15:28:57,928] Trial 18 finished with value: -16.884924493129752 and parameters: {'embedding_dim': 119, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 14 with value: -0.33939039779596536.
+[I 2025-12-18 15:29:02,289] Trial 19 finished with value: -16.27667123506964 and parameters: {'embedding_dim': 99, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 14 with value: -0.33939039779596536.
+[I 2025-12-18 15:29:18,330] Trial 20 finished with value: -2.704293305133487 and parameters: {'embedding_dim': 108, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 14 with value: -0.33939039779596536.
+[I 2025-12-18 15:29:39,245] Trial 21 finished with value: -11.84647485315881 and parameters: {'embedding_dim': 127, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 14 with value: -0.33939039779596536.
+[I 2025-12-18 15:30:00,066] Trial 22 finished with value: -5.93186756760722 and parameters: {'embedding_dim': 121, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 14 with value: -0.33939039779596536.
+[I 2025-12-18 15:30:21,312] Trial 23 finished with value: -5.285074927065858 and parameters: {'embedding_dim': 123, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 14 with value: -0.33939039779596536.
+[I 2025-12-18 15:30:38,011] Trial 24 finished with value: -0.7815316706153267 and parameters: {'embedding_dim': 114, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 14 with value: -0.33939039779596536.
+[I 2025-12-18 15:30:54,268] Trial 25 finished with value: -0.8355393127351357 and parameters: {'embedding_dim': 113, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 14 with value: -0.33939039779596536.
+[I 2025-12-18 15:31:10,514] Trial 26 finished with value: -13.19754076674364 and parameters: {'embedding_dim': 114, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 14 with value: -0.33939039779596536.
+[I 2025-12-18 15:31:26,582] Trial 27 finished with value: -1.9898807423905485 and parameters: {'embedding_dim': 114, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 14 with value: -0.33939039779596536.
+[I 2025-12-18 15:31:33,099] Trial 28 finished with value: -20.52064660539318 and parameters: {'embedding_dim': 95, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 14 with value: -0.33939039779596536.
+[I 2025-12-18 15:31:55,050] Trial 29 finished with value: -67.44905180394456 and parameters: {'embedding_dim': 106, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 14 with value: -0.33939039779596536.
+[I 2025-12-18 15:32:28,359] Trial 30 finished with value: -4.5779638052335745 and parameters: {'embedding_dim': 104, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 14 with value: -0.33939039779596536.
+[I 2025-12-18 15:32:43,904] Trial 31 finished with value: -1.962229962851284 and parameters: {'embedding_dim': 116, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 14 with value: -0.33939039779596536.
+[I 2025-12-18 15:33:00,185] Trial 32 finished with value: -7.277647566477436 and parameters: {'embedding_dim': 123, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 14 with value: -0.33939039779596536.
+[I 2025-12-18 15:33:11,169] Trial 33 finished with value: -13.55153751027009 and parameters: {'embedding_dim': 76, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 14 with value: -0.33939039779596536.
+[I 2025-12-18 15:33:26,999] Trial 34 finished with value: -12.321302955839705 and parameters: {'embedding_dim': 113, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 14 with value: -0.33939039779596536.
+[I 2025-12-18 15:33:42,930] Trial 35 finished with value: -3.7584413111615054 and parameters: {'embedding_dim': 118, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 14 with value: -0.33939039779596536.
+[I 2025-12-18 15:33:58,621] Trial 36 finished with value: -5.978111790497035 and parameters: {'embedding_dim': 123, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 14 with value: -0.33939039779596536.
+[I 2025-12-18 15:34:14,639] Trial 37 finished with value: -3.4453109914879163 and parameters: {'embedding_dim': 89, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 14 with value: -0.33939039779596536.
+[I 2025-12-18 15:34:48,703] Trial 38 finished with value: -15.553306837510263 and parameters: {'embedding_dim': 74, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 14 with value: -0.33939039779596536.
+[I 2025-12-18 15:35:04,263] Trial 39 finished with value: -7.044896661152458 and parameters: {'embedding_dim': 102, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 14 with value: -0.33939039779596536.
+[I 2025-12-18 15:35:08,707] Trial 40 finished with value: -1.9502499829222868 and parameters: {'embedding_dim': 108, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 14 with value: -0.33939039779596536.
+[I 2025-12-18 15:35:29,686] Trial 41 finished with value: -9.484217912546491 and parameters: {'embedding_dim': 128, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 14 with value: -0.33939039779596536.
+[I 2025-12-18 15:35:51,287] Trial 42 finished with value: -5.452930742103018 and parameters: {'embedding_dim': 124, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 14 with value: -0.33939039779596536.
+[I 2025-12-18 15:36:12,384] Trial 43 finished with value: -3.4639358570716605 and parameters: {'embedding_dim': 117, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 14 with value: -0.33939039779596536.
+[I 2025-12-18 15:36:33,922] Trial 44 finished with value: -12.366041869778893 and parameters: {'embedding_dim': 125, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 14 with value: -0.33939039779596536.
+[I 2025-12-18 15:36:55,423] Trial 45 finished with value: -2.0039405959697 and parameters: {'embedding_dim': 111, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 14 with value: -0.33939039779596536.
+[I 2025-12-18 15:37:16,773] Trial 46 finished with value: -6.459185261140636 and parameters: {'embedding_dim': 120, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 14 with value: -0.33939039779596536.
+[I 2025-12-18 15:37:32,170] Trial 47 finished with value: -3.7196787221256207 and parameters: {'embedding_dim': 128, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 14 with value: -0.33939039779596536.
+[I 2025-12-18 15:37:40,573] Trial 48 finished with value: -32.531333494066786 and parameters: {'embedding_dim': 121, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 14 with value: -0.33939039779596536.
+[I 2025-12-18 15:38:13,560] Trial 49 finished with value: -7.162601354347043 and parameters: {'embedding_dim': 125, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 14 with value: -0.33939039779596536.
+[I 2025-12-18 15:38:29,601] A new study created in memory with name: no-name-46fa4a14-c40f-4b43-8eb7-b2902c598c2f
+[I 2025-12-18 15:38:53,810] Trial 0 finished with value: -959.1369678621367 and parameters: {'embedding_dim': 251, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 0 with value: -959.1369678621367.
+[I 2025-12-18 15:39:17,816] Trial 1 finished with value: -435.12336415656625 and parameters: {'embedding_dim': 210, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 1 with value: -435.12336415656625.
+[I 2025-12-18 15:39:36,088] Trial 2 finished with value: -679.0648773176764 and parameters: {'embedding_dim': 250, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 1 with value: -435.12336415656625.
+[I 2025-12-18 15:39:51,173] Trial 3 finished with value: -985.5364027494811 and parameters: {'embedding_dim': 248, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 1 with value: -435.12336415656625.
+[I 2025-12-18 15:40:00,176] Trial 4 finished with value: -694.2635553470493 and parameters: {'embedding_dim': 321, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 1 with value: -435.12336415656625.
+[I 2025-12-18 15:40:05,096] Trial 5 finished with value: -690.1496345590531 and parameters: {'embedding_dim': 474, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 1}. Best is trial 1 with value: -435.12336415656625.
+[I 2025-12-18 15:40:10,797] Trial 6 finished with value: -1065.235736332733 and parameters: {'embedding_dim': 440, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 1 with value: -435.12336415656625.
+[I 2025-12-18 15:40:18,551] Trial 7 finished with value: -1103.1346134594203 and parameters: {'embedding_dim': 224, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 1 with value: -435.12336415656625.
+[I 2025-12-18 15:40:28,622] Trial 8 finished with value: -381.57672871324286 and parameters: {'embedding_dim': 486, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 8 with value: -381.57672871324286.
+[I 2025-12-18 15:40:52,978] Trial 9 finished with value: -530.1869087723006 and parameters: {'embedding_dim': 211, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 8 with value: -381.57672871324286.
+[I 2025-12-18 15:41:08,490] Trial 10 finished with value: -2324.482354757154 and parameters: {'embedding_dim': 387, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 8 with value: -381.57672871324286.
+[I 2025-12-18 15:41:38,400] Trial 11 finished with value: -98.90686261584821 and parameters: {'embedding_dim': 140, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 11 with value: -98.90686261584821.
+[I 2025-12-18 15:41:52,941] Trial 12 finished with value: -197.36200140470143 and parameters: {'embedding_dim': 133, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 11 with value: -98.90686261584821.
+[I 2025-12-18 15:42:28,413] Trial 13 finished with value: -48.93926966420417 and parameters: {'embedding_dim': 136, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 13 with value: -48.93926966420417.
+[I 2025-12-18 15:42:57,984] Trial 14 finished with value: -1403.2728327234736 and parameters: {'embedding_dim': 129, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 13 with value: -48.93926966420417.
+[I 2025-12-18 15:43:27,411] Trial 15 finished with value: -83.27004378445733 and parameters: {'embedding_dim': 164, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 13 with value: -48.93926966420417.
+[I 2025-12-18 15:44:03,951] Trial 16 finished with value: -200.107563689178 and parameters: {'embedding_dim': 170, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 13 with value: -48.93926966420417.
+[I 2025-12-18 15:44:33,623] Trial 17 finished with value: -137.7835686445937 and parameters: {'embedding_dim': 312, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 13 with value: -48.93926966420417.
+[I 2025-12-18 15:45:09,607] Trial 18 finished with value: -670.6038698234397 and parameters: {'embedding_dim': 182, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 13 with value: -48.93926966420417.
+[I 2025-12-18 15:45:39,195] Trial 19 finished with value: -4282.153564302418 and parameters: {'embedding_dim': 300, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 13 with value: -48.93926966420417.
+[I 2025-12-18 15:45:58,056] Trial 20 finished with value: -577.0810475533531 and parameters: {'embedding_dim': 366, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 13 with value: -48.93926966420417.
+[I 2025-12-18 15:46:28,696] Trial 21 finished with value: -1226.961181563101 and parameters: {'embedding_dim': 165, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 13 with value: -48.93926966420417.
+[I 2025-12-18 15:46:58,880] Trial 22 finished with value: -832.5837512897814 and parameters: {'embedding_dim': 156, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 13 with value: -48.93926966420417.
+[I 2025-12-18 15:47:34,818] Trial 23 finished with value: -51.74834265864618 and parameters: {'embedding_dim': 192, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 13 with value: -48.93926966420417.
+[I 2025-12-18 15:48:11,720] Trial 24 finished with value: -48.97232061310016 and parameters: {'embedding_dim': 194, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 13 with value: -48.93926966420417.
+[I 2025-12-18 15:48:47,630] Trial 25 finished with value: -334.7966301028331 and parameters: {'embedding_dim': 292, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 13 with value: -48.93926966420417.
+[I 2025-12-18 15:49:24,466] Trial 26 finished with value: -669.8315406182778 and parameters: {'embedding_dim': 194, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 13 with value: -48.93926966420417.
+[I 2025-12-18 15:50:00,119] Trial 27 finished with value: -13.785194295038204 and parameters: {'embedding_dim': 239, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 27 with value: -13.785194295038204.
+[I 2025-12-18 15:50:18,703] Trial 28 finished with value: -987.71085530915 and parameters: {'embedding_dim': 275, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 27 with value: -13.785194295038204.
+[I 2025-12-18 15:50:55,652] Trial 29 finished with value: -208.68444504920149 and parameters: {'embedding_dim': 232, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 27 with value: -13.785194295038204.
+/opt/conda/envs/py39/lib/python3.9/site-packages/sklearn/base.py:484: FutureWarning: `BaseEstimator._check_n_features` is deprecated in 1.6 and will be removed in 1.7. Use `sklearn.utils.validation._check_n_features` instead.
+  warnings.warn(
+/opt/conda/envs/py39/lib/python3.9/site-packages/sklearn/base.py:493: FutureWarning: `BaseEstimator._check_feature_names` is deprecated in 1.6 and will be removed in 1.7. Use `sklearn.utils.validation._check_feature_names` instead.
+  warnings.warn(
+[I 2025-12-18 15:51:34,440] A new study created in memory with name: no-name-ed058827-b07c-4faa-97e8-1ff4400af217
+[I 2025-12-18 15:51:55,148] Trial 0 finished with value: -2.098167877540744 and parameters: {'embedding_dim': 92, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 0 with value: -2.098167877540744.
+[I 2025-12-18 15:52:01,973] Trial 1 finished with value: -6.011208247187999 and parameters: {'embedding_dim': 120, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 0 with value: -2.098167877540744.
+[I 2025-12-18 15:52:06,367] Trial 2 finished with value: -63.075220618930935 and parameters: {'embedding_dim': 105, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 0 with value: -2.098167877540744.
+[I 2025-12-18 15:52:28,009] Trial 3 finished with value: -50.28028883348844 and parameters: {'embedding_dim': 125, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 0 with value: -2.098167877540744.
+[I 2025-12-18 15:52:32,350] Trial 4 finished with value: -10.457186766237578 and parameters: {'embedding_dim': 126, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 0 with value: -2.098167877540744.
+[I 2025-12-18 15:52:54,331] Trial 5 finished with value: -84.89774054127273 and parameters: {'embedding_dim': 73, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 0 with value: -2.098167877540744.
+[I 2025-12-18 15:53:03,413] Trial 6 finished with value: -42.447458216911755 and parameters: {'embedding_dim': 102, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 0 with value: -2.098167877540744.
+[I 2025-12-18 15:53:25,357] Trial 7 finished with value: -19.859848848037856 and parameters: {'embedding_dim': 99, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 0 with value: -2.098167877540744.
+[I 2025-12-18 15:54:00,537] Trial 8 finished with value: -113.481199234392 and parameters: {'embedding_dim': 128, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 0 with value: -2.098167877540744.
+[I 2025-12-18 15:54:21,779] Trial 9 finished with value: -12.49118846201408 and parameters: {'embedding_dim': 111, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 0 with value: -2.098167877540744.
+[I 2025-12-18 15:54:43,883] Trial 10 finished with value: -45.719118214002904 and parameters: {'embedding_dim': 77, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 0 with value: -2.098167877540744.
+[I 2025-12-18 15:54:59,746] Trial 11 finished with value: -8.97730909886182 and parameters: {'embedding_dim': 85, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 0 with value: -2.098167877540744.
+[I 2025-12-18 15:55:06,140] Trial 12 finished with value: -49.74402279071029 and parameters: {'embedding_dim': 88, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 0 with value: -2.098167877540744.
+[I 2025-12-18 15:55:27,571] Trial 13 finished with value: -0.8089325454915156 and parameters: {'embedding_dim': 64, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 13 with value: -0.8089325454915156.
+[I 2025-12-18 15:55:48,735] Trial 14 finished with value: -20.44257177695125 and parameters: {'embedding_dim': 68, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 13 with value: -0.8089325454915156.
+[I 2025-12-18 15:56:10,092] Trial 15 finished with value: -5.911002464378229 and parameters: {'embedding_dim': 90, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 13 with value: -0.8089325454915156.
+[I 2025-12-18 15:56:31,463] Trial 16 finished with value: -2.5921426120761453 and parameters: {'embedding_dim': 64, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 13 with value: -0.8089325454915156.
+[I 2025-12-18 15:56:53,428] Trial 17 finished with value: -88.13849841562211 and parameters: {'embedding_dim': 79, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 13 with value: -0.8089325454915156.
+[I 2025-12-18 15:57:09,208] Trial 18 finished with value: -22.79123347751578 and parameters: {'embedding_dim': 112, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 13 with value: -0.8089325454915156.
+[I 2025-12-18 15:57:31,459] Trial 19 finished with value: -24.73574858067243 and parameters: {'embedding_dim': 95, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 13 with value: -0.8089325454915156.
+[I 2025-12-18 15:57:47,148] Trial 20 finished with value: -38.63878748280302 and parameters: {'embedding_dim': 82, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 13 with value: -0.8089325454915156.
+[I 2025-12-18 15:58:08,486] Trial 21 finished with value: -37.70055473166803 and parameters: {'embedding_dim': 64, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 13 with value: -0.8089325454915156.
+[I 2025-12-18 15:58:30,252] Trial 22 finished with value: -3.242291960205334 and parameters: {'embedding_dim': 70, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 13 with value: -0.8089325454915156.
+[I 2025-12-18 15:58:52,570] Trial 23 finished with value: -21.22752059570672 and parameters: {'embedding_dim': 64, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 13 with value: -0.8089325454915156.
+[I 2025-12-18 15:59:14,334] Trial 24 finished with value: -39.82313628243857 and parameters: {'embedding_dim': 75, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 13 with value: -0.8089325454915156.
+[I 2025-12-18 15:59:35,564] Trial 25 finished with value: -25.09302358722843 and parameters: {'embedding_dim': 93, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 13 with value: -0.8089325454915156.
+[I 2025-12-18 15:59:57,036] Trial 26 finished with value: -13.761053571395557 and parameters: {'embedding_dim': 70, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 13 with value: -0.8089325454915156.
+[I 2025-12-18 16:00:13,345] Trial 27 finished with value: -29.834435651103654 and parameters: {'embedding_dim': 81, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 13 with value: -0.8089325454915156.
+[I 2025-12-18 16:00:59,609] Trial 28 finished with value: -18.970217788672265 and parameters: {'embedding_dim': 64, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 13 with value: -0.8089325454915156.
+[I 2025-12-18 16:01:15,549] Trial 29 finished with value: -9.245036166205638 and parameters: {'embedding_dim': 116, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 13 with value: -0.8089325454915156.
+[I 2025-12-18 16:01:24,043] Trial 30 finished with value: -0.4037577974343217 and parameters: {'embedding_dim': 73, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 30 with value: -0.4037577974343217.
+[I 2025-12-18 16:01:32,621] Trial 31 finished with value: -2.6214322631651603 and parameters: {'embedding_dim': 69, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 30 with value: -0.4037577974343217.
+[I 2025-12-18 16:01:41,300] Trial 32 finished with value: -0.8129214081734764 and parameters: {'embedding_dim': 73, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 30 with value: -0.4037577974343217.
+[I 2025-12-18 16:01:50,077] Trial 33 finished with value: -75.65133165942177 and parameters: {'embedding_dim': 84, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 30 with value: -0.4037577974343217.
+[I 2025-12-18 16:01:58,721] Trial 34 finished with value: -63.00787096533404 and parameters: {'embedding_dim': 75, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 30 with value: -0.4037577974343217.
+[I 2025-12-18 16:02:07,117] Trial 35 finished with value: -52.69640361531036 and parameters: {'embedding_dim': 72, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 30 with value: -0.4037577974343217.
+[I 2025-12-18 16:02:15,440] Trial 36 finished with value: -41.186157557902085 and parameters: {'embedding_dim': 87, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 30 with value: -0.4037577974343217.
+[I 2025-12-18 16:02:21,752] Trial 37 finished with value: -4.050587642790966 and parameters: {'embedding_dim': 107, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 30 with value: -0.4037577974343217.
+[I 2025-12-18 16:02:26,120] Trial 38 finished with value: -9.143376622718828 and parameters: {'embedding_dim': 121, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 30 with value: -0.4037577974343217.
+[I 2025-12-18 16:02:34,535] Trial 39 finished with value: -4.498786556845019 and parameters: {'embedding_dim': 79, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 30 with value: -0.4037577974343217.
+[I 2025-12-18 16:03:20,451] Trial 40 finished with value: -15.65007834289775 and parameters: {'embedding_dim': 102, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 30 with value: -0.4037577974343217.
+[I 2025-12-18 16:03:29,183] Trial 41 finished with value: -8.778109470598991 and parameters: {'embedding_dim': 67, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 30 with value: -0.4037577974343217.
+[I 2025-12-18 16:03:37,583] Trial 42 finished with value: -18.142484387837026 and parameters: {'embedding_dim': 73, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 30 with value: -0.4037577974343217.
+[I 2025-12-18 16:04:24,565] Trial 43 finished with value: -22.056327911010246 and parameters: {'embedding_dim': 68, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 30 with value: -0.4037577974343217.
+[I 2025-12-18 16:04:32,871] Trial 44 finished with value: -50.17413557995819 and parameters: {'embedding_dim': 75, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 30 with value: -0.4037577974343217.
+[I 2025-12-18 16:04:54,414] Trial 45 finished with value: -1.4637916881610598 and parameters: {'embedding_dim': 66, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 30 with value: -0.4037577974343217.
+[I 2025-12-18 16:05:15,718] Trial 46 finished with value: -54.48947384558903 and parameters: {'embedding_dim': 72, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 30 with value: -0.4037577974343217.
+[I 2025-12-18 16:05:24,647] Trial 47 finished with value: -11.248479133578204 and parameters: {'embedding_dim': 67, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 30 with value: -0.4037577974343217.
+[I 2025-12-18 16:05:58,095] Trial 48 finished with value: -28.483300014974184 and parameters: {'embedding_dim': 91, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 30 with value: -0.4037577974343217.
+[I 2025-12-18 16:06:08,774] Trial 49 finished with value: -9.544778122584905 and parameters: {'embedding_dim': 78, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 30 with value: -0.4037577974343217.
+[I 2025-12-18 16:06:17,408] A new study created in memory with name: no-name-3484f354-d098-470b-98dc-4d5f5fe98392
+[I 2025-12-18 16:06:26,484] Trial 0 finished with value: -696.5865649469129 and parameters: {'embedding_dim': 498, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 0 with value: -696.5865649469129.
+[I 2025-12-18 16:07:39,792] Trial 1 finished with value: -445.5726310444287 and parameters: {'embedding_dim': 141, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 1 with value: -445.5726310444287.
+[I 2025-12-18 16:08:53,404] Trial 2 finished with value: -5.572569138375988 and parameters: {'embedding_dim': 167, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 2 with value: -5.572569138375988.
+[I 2025-12-18 16:09:23,565] Trial 3 finished with value: -1179.4725697858087 and parameters: {'embedding_dim': 312, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 2 with value: -5.572569138375988.
+[I 2025-12-18 16:09:41,186] Trial 4 finished with value: -338.64088173865673 and parameters: {'embedding_dim': 207, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 2 with value: -5.572569138375988.
+[I 2025-12-18 16:10:53,191] Trial 5 finished with value: -1675.9791992506684 and parameters: {'embedding_dim': 134, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 2 with value: -5.572569138375988.
+[I 2025-12-18 16:11:02,038] Trial 6 finished with value: -1121.276310479708 and parameters: {'embedding_dim': 445, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 2 with value: -5.572569138375988.
+[I 2025-12-18 16:11:39,509] Trial 7 finished with value: -274.09484880606584 and parameters: {'embedding_dim': 488, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 2 with value: -5.572569138375988.
+[I 2025-12-18 16:11:48,416] Trial 8 finished with value: -863.5606215065096 and parameters: {'embedding_dim': 232, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 2 with value: -5.572569138375988.
+[I 2025-12-18 16:12:04,017] Trial 9 finished with value: -1220.5080379754245 and parameters: {'embedding_dim': 297, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 2 with value: -5.572569138375988.
+[I 2025-12-18 16:13:31,011] Trial 10 finished with value: -256.6421500277638 and parameters: {'embedding_dim': 376, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 2 with value: -5.572569138375988.
+[I 2025-12-18 16:14:58,665] Trial 11 finished with value: -463.3518309984412 and parameters: {'embedding_dim': 391, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 2 with value: -5.572569138375988.
+[I 2025-12-18 16:16:25,973] Trial 12 finished with value: -458.4215080076939 and parameters: {'embedding_dim': 379, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 2 with value: -5.572569138375988.
+[I 2025-12-18 16:17:54,112] Trial 13 finished with value: -17.894161854677012 and parameters: {'embedding_dim': 380, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 2 with value: -5.572569138375988.
+[I 2025-12-18 16:18:37,316] Trial 14 finished with value: -148.6557070732574 and parameters: {'embedding_dim': 249, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 2 with value: -5.572569138375988.
+[I 2025-12-18 16:20:04,576] Trial 15 finished with value: -1047.8063105878189 and parameters: {'embedding_dim': 185, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 2 with value: -5.572569138375988.
+[I 2025-12-18 16:21:17,938] Trial 16 finished with value: -124.48419707993664 and parameters: {'embedding_dim': 277, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 2 with value: -5.572569138375988.
+[I 2025-12-18 16:21:49,546] Trial 17 finished with value: -198.13825070126336 and parameters: {'embedding_dim': 349, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 2 with value: -5.572569138375988.
+[I 2025-12-18 16:22:32,869] Trial 18 finished with value: -399.750297638793 and parameters: {'embedding_dim': 430, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 2 with value: -5.572569138375988.
+[I 2025-12-18 16:24:00,698] Trial 19 finished with value: -635.0290838094677 and parameters: {'embedding_dim': 343, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 2 with value: -5.572569138375988.
+[I 2025-12-18 16:24:32,255] Trial 20 finished with value: -1125.1493129729733 and parameters: {'embedding_dim': 178, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 2 with value: -5.572569138375988.
+[I 2025-12-18 16:25:46,622] Trial 21 finished with value: -159.24266030669503 and parameters: {'embedding_dim': 270, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 2 with value: -5.572569138375988.
+[I 2025-12-18 16:27:00,950] Trial 22 finished with value: -530.3317235279588 and parameters: {'embedding_dim': 271, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 2 with value: -5.572569138375988.
+[I 2025-12-18 16:28:27,748] Trial 23 finished with value: -8.665127864992105 and parameters: {'embedding_dim': 414, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 2 with value: -5.572569138375988.
+[I 2025-12-18 16:29:54,784] Trial 24 finished with value: -407.53656449663004 and parameters: {'embedding_dim': 420, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 2 with value: -5.572569138375988.
+[I 2025-12-18 16:31:22,429] Trial 25 finished with value: -79.50597821180133 and parameters: {'embedding_dim': 468, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 2 with value: -5.572569138375988.
+[I 2025-12-18 16:32:48,489] Trial 26 finished with value: -819.1859265598812 and parameters: {'embedding_dim': 409, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 2 with value: -5.572569138375988.
+[I 2025-12-18 16:34:02,754] Trial 27 finished with value: -182.3108843013477 and parameters: {'embedding_dim': 343, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 2 with value: -5.572569138375988.
+[I 2025-12-18 16:34:50,255] Trial 28 finished with value: -288.9064507210917 and parameters: {'embedding_dim': 471, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 2 with value: -5.572569138375988.
+[I 2025-12-18 16:36:21,598] Trial 29 finished with value: -380.6672141718606 and parameters: {'embedding_dim': 364, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 2 with value: -5.572569138375988.
+/opt/conda/envs/py39/lib/python3.9/site-packages/sklearn/base.py:484: FutureWarning: `BaseEstimator._check_n_features` is deprecated in 1.6 and will be removed in 1.7. Use `sklearn.utils.validation._check_n_features` instead.
+  warnings.warn(
+/opt/conda/envs/py39/lib/python3.9/site-packages/sklearn/base.py:493: FutureWarning: `BaseEstimator._check_feature_names` is deprecated in 1.6 and will be removed in 1.7. Use `sklearn.utils.validation._check_feature_names` instead.
+  warnings.warn(
+[I 2025-12-18 16:37:35,680] A new study created in memory with name: no-name-6df631b6-1f34-4269-9d26-c228c6cf45bf
+[I 2025-12-18 16:38:08,913] Trial 0 finished with value: -54.88031064597623 and parameters: {'embedding_dim': 126, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 0 with value: -54.88031064597623.
+[I 2025-12-18 16:38:25,076] Trial 1 finished with value: -50.9173468537459 and parameters: {'embedding_dim': 65, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 1 with value: -50.9173468537459.
+[I 2025-12-18 16:38:40,960] Trial 2 finished with value: -18.39808846077279 and parameters: {'embedding_dim': 67, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 2 with value: -18.39808846077279.
+[I 2025-12-18 16:39:03,217] Trial 3 finished with value: -1.2869221030724303 and parameters: {'embedding_dim': 97, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 3 with value: -1.2869221030724303.
+[I 2025-12-18 16:39:24,744] Trial 4 finished with value: -6.636903053549126 and parameters: {'embedding_dim': 112, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 3 with value: -1.2869221030724303.
+[I 2025-12-18 16:39:35,634] Trial 5 finished with value: -58.50537945930958 and parameters: {'embedding_dim': 115, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 3 with value: -1.2869221030724303.
+[I 2025-12-18 16:39:57,378] Trial 6 finished with value: -80.70085174192751 and parameters: {'embedding_dim': 113, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 3 with value: -1.2869221030724303.
+[I 2025-12-18 16:40:13,083] Trial 7 finished with value: -137.60018835761363 and parameters: {'embedding_dim': 104, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 3 with value: -1.2869221030724303.
+[I 2025-12-18 16:40:21,659] Trial 8 finished with value: -1.543637300761495 and parameters: {'embedding_dim': 128, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 3 with value: -1.2869221030724303.
+[I 2025-12-18 16:40:26,186] Trial 9 finished with value: -87.92555346192023 and parameters: {'embedding_dim': 70, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 3 with value: -1.2869221030724303.
+[I 2025-12-18 16:41:12,274] Trial 10 finished with value: -3.9532381730280584 and parameters: {'embedding_dim': 87, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 3 with value: -1.2869221030724303.
+[I 2025-12-18 16:41:20,653] Trial 11 finished with value: -8.354334883488342 and parameters: {'embedding_dim': 90, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 3 with value: -1.2869221030724303.
+[I 2025-12-18 16:41:29,537] Trial 12 finished with value: -2.8230259337867536 and parameters: {'embedding_dim': 127, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 3 with value: -1.2869221030724303.
+[I 2025-12-18 16:41:38,470] Trial 13 finished with value: -2.101892496725058 and parameters: {'embedding_dim': 80, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 3 with value: -1.2869221030724303.
+[I 2025-12-18 16:41:44,994] Trial 14 finished with value: -7.332923939053046 and parameters: {'embedding_dim': 100, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 3 with value: -1.2869221030724303.
+[I 2025-12-18 16:42:31,016] Trial 15 finished with value: -33.54867871624145 and parameters: {'embedding_dim': 79, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 3 with value: -1.2869221030724303.
+[I 2025-12-18 16:42:35,303] Trial 16 finished with value: -39.771837467543534 and parameters: {'embedding_dim': 119, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 3 with value: -1.2869221030724303.
+[I 2025-12-18 16:43:08,646] Trial 17 finished with value: -5.629348328061342 and parameters: {'embedding_dim': 103, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 3 with value: -1.2869221030724303.
+[I 2025-12-18 16:43:15,271] Trial 18 finished with value: -6.1144761222851365 and parameters: {'embedding_dim': 93, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 3 with value: -1.2869221030724303.
+[I 2025-12-18 16:43:37,080] Trial 19 finished with value: -49.241809466330224 and parameters: {'embedding_dim': 108, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 3 with value: -1.2869221030724303.
+[I 2025-12-18 16:43:46,024] Trial 20 finished with value: -17.837888779697924 and parameters: {'embedding_dim': 82, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 3 with value: -1.2869221030724303.
+[I 2025-12-18 16:43:55,011] Trial 21 finished with value: -17.555278774290336 and parameters: {'embedding_dim': 75, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 3 with value: -1.2869221030724303.
+[I 2025-12-18 16:44:03,411] Trial 22 finished with value: -3.9825679334625748 and parameters: {'embedding_dim': 83, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 3 with value: -1.2869221030724303.
+[I 2025-12-18 16:44:11,810] Trial 23 finished with value: -2.220898197713612 and parameters: {'embedding_dim': 95, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 3 with value: -1.2869221030724303.
+[I 2025-12-18 16:44:20,607] Trial 24 finished with value: -11.080095832878792 and parameters: {'embedding_dim': 74, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 3 with value: -1.2869221030724303.
+[I 2025-12-18 16:45:06,399] Trial 25 finished with value: -8.719890998768296 and parameters: {'embedding_dim': 123, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 3 with value: -1.2869221030724303.
+[I 2025-12-18 16:45:13,098] Trial 26 finished with value: -1.7633542622363696 and parameters: {'embedding_dim': 99, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 3 with value: -1.2869221030724303.
+[I 2025-12-18 16:45:17,528] Trial 27 finished with value: -103.33343297773783 and parameters: {'embedding_dim': 99, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 3 with value: -1.2869221030724303.
+[I 2025-12-18 16:45:33,847] Trial 28 finished with value: -29.395210270486622 and parameters: {'embedding_dim': 108, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 3 with value: -1.2869221030724303.
+[I 2025-12-18 16:46:09,084] Trial 29 finished with value: -5.497633235726618 and parameters: {'embedding_dim': 121, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 3 with value: -1.2869221030724303.
+[I 2025-12-18 16:46:42,535] Trial 30 finished with value: -83.92987105154307 and parameters: {'embedding_dim': 88, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 3 with value: -1.2869221030724303.
+[I 2025-12-18 16:46:51,051] Trial 31 finished with value: -17.741250412529322 and parameters: {'embedding_dim': 92, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 3 with value: -1.2869221030724303.
+[I 2025-12-18 16:46:59,736] Trial 32 finished with value: -4.337126856475141 and parameters: {'embedding_dim': 96, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 3 with value: -1.2869221030724303.
+[I 2025-12-18 16:47:06,136] Trial 33 finished with value: -0.33434818801657384 and parameters: {'embedding_dim': 107, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 33 with value: -0.33434818801657384.
+[I 2025-12-18 16:47:13,019] Trial 34 finished with value: -12.167149450167313 and parameters: {'embedding_dim': 108, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 33 with value: -0.33434818801657384.
+[I 2025-12-18 16:47:29,422] Trial 35 finished with value: -1.2848752013875069 and parameters: {'embedding_dim': 117, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 33 with value: -0.33434818801657384.
+[I 2025-12-18 16:47:39,693] Trial 36 finished with value: -30.157964317761497 and parameters: {'embedding_dim': 118, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 33 with value: -0.33434818801657384.
+[I 2025-12-18 16:47:49,854] Trial 37 finished with value: -15.08086587523345 and parameters: {'embedding_dim': 128, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 33 with value: -0.33434818801657384.
+[I 2025-12-18 16:48:05,883] Trial 38 finished with value: -58.64838077784765 and parameters: {'embedding_dim': 124, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 33 with value: -0.33434818801657384.
+[I 2025-12-18 16:48:21,915] Trial 39 finished with value: -43.47799715229859 and parameters: {'embedding_dim': 115, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 33 with value: -0.33434818801657384.
+[I 2025-12-18 16:48:37,781] Trial 40 finished with value: -9.158766557876657 and parameters: {'embedding_dim': 113, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 33 with value: -0.33434818801657384.
+[I 2025-12-18 16:48:53,890] Trial 41 finished with value: -9.511918344350637 and parameters: {'embedding_dim': 104, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 33 with value: -0.33434818801657384.
+[I 2025-12-18 16:49:27,419] Trial 42 finished with value: -47.251978855641745 and parameters: {'embedding_dim': 100, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 33 with value: -0.33434818801657384.
+[I 2025-12-18 16:49:33,793] Trial 43 finished with value: -42.58521343340065 and parameters: {'embedding_dim': 117, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 33 with value: -0.33434818801657384.
+[I 2025-12-18 16:49:40,141] Trial 44 finished with value: -22.611172386297206 and parameters: {'embedding_dim': 110, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 33 with value: -0.33434818801657384.
+[I 2025-12-18 16:49:50,530] Trial 45 finished with value: -97.70424174939917 and parameters: {'embedding_dim': 102, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 33 with value: -0.33434818801657384.
+[I 2025-12-18 16:50:24,310] Trial 46 finished with value: -0.23957517346386312 and parameters: {'embedding_dim': 106, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 46 with value: -0.23957517346386312.
+[I 2025-12-18 16:50:45,838] Trial 47 finished with value: -10.988895768457747 and parameters: {'embedding_dim': 105, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 46 with value: -0.23957517346386312.
+[I 2025-12-18 16:51:18,978] Trial 48 finished with value: -28.140862963513342 and parameters: {'embedding_dim': 112, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 46 with value: -0.23957517346386312.
+[I 2025-12-18 16:51:41,228] Trial 49 finished with value: -7.6088799519105415 and parameters: {'embedding_dim': 124, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 46 with value: -0.23957517346386312.
+[I 2025-12-18 16:52:15,121] A new study created in memory with name: no-name-fc261f2f-a564-4689-af89-32d0c0bfe311
+[I 2025-12-18 16:53:00,813] Trial 0 finished with value: -161.10025853843626 and parameters: {'embedding_dim': 282, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 0 with value: -161.10025853843626.
+[I 2025-12-18 16:53:19,200] Trial 1 finished with value: -962.9508039752461 and parameters: {'embedding_dim': 347, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 0 with value: -161.10025853843626.
+[I 2025-12-18 16:54:02,040] Trial 2 finished with value: -3710.0540547156343 and parameters: {'embedding_dim': 319, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 0 with value: -161.10025853843626.
+[I 2025-12-18 16:54:30,147] Trial 3 finished with value: -49.059973274071986 and parameters: {'embedding_dim': 140, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 3 with value: -49.059973274071986.
+[I 2025-12-18 16:55:14,456] Trial 4 finished with value: -75.23214110911917 and parameters: {'embedding_dim': 284, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 3 with value: -49.059973274071986.
+[I 2025-12-18 16:56:12,107] Trial 5 finished with value: -646.8492012564036 and parameters: {'embedding_dim': 263, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 3 with value: -49.059973274071986.
+[I 2025-12-18 16:56:50,140] Trial 6 finished with value: -650.0554478507802 and parameters: {'embedding_dim': 435, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 3 with value: -49.059973274071986.
+[I 2025-12-18 16:57:37,094] Trial 7 finished with value: -334.0212885178794 and parameters: {'embedding_dim': 491, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 3 with value: -49.059973274071986.
+[I 2025-12-18 16:58:49,056] Trial 8 finished with value: -251.58781939376638 and parameters: {'embedding_dim': 425, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 3 with value: -49.059973274071986.
+[I 2025-12-18 16:58:58,214] Trial 9 finished with value: -1286.150847409226 and parameters: {'embedding_dim': 134, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 3 with value: -49.059973274071986.
+[I 2025-12-18 16:59:25,524] Trial 10 finished with value: -359.36898267491915 and parameters: {'embedding_dim': 132, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 3 with value: -49.059973274071986.
+[I 2025-12-18 16:59:49,376] Trial 11 finished with value: -735.6344119003235 and parameters: {'embedding_dim': 203, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 3 with value: -49.059973274071986.
+[I 2025-12-18 17:00:32,309] Trial 12 finished with value: -2528.112410439753 and parameters: {'embedding_dim': 217, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 3 with value: -49.059973274071986.
+[I 2025-12-18 17:01:03,003] Trial 13 finished with value: -229.83277568915153 and parameters: {'embedding_dim': 211, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 3 with value: -49.059973274071986.
+[I 2025-12-18 17:01:24,459] Trial 14 finished with value: -679.5148384136338 and parameters: {'embedding_dim': 372, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 3 with value: -49.059973274071986.
+[I 2025-12-18 17:01:51,753] Trial 15 finished with value: -169.9695796632529 and parameters: {'embedding_dim': 176, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 3 with value: -49.059973274071986.
+[I 2025-12-18 17:02:21,852] Trial 16 finished with value: -680.6323740091475 and parameters: {'embedding_dim': 268, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 3 with value: -49.059973274071986.
+[I 2025-12-18 17:02:44,936] Trial 17 finished with value: -502.41895136083366 and parameters: {'embedding_dim': 394, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 3 with value: -49.059973274071986.
+[I 2025-12-18 17:03:56,999] Trial 18 finished with value: -1224.8101420497676 and parameters: {'embedding_dim': 316, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 3 with value: -49.059973274071986.
+[I 2025-12-18 17:04:12,479] Trial 19 finished with value: -1143.0280963127266 and parameters: {'embedding_dim': 507, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 3 with value: -49.059973274071986.
+[I 2025-12-18 17:05:37,675] Trial 20 finished with value: -292.5957157976113 and parameters: {'embedding_dim': 175, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 3 with value: -49.059973274071986.
+[I 2025-12-18 17:06:22,551] Trial 21 finished with value: -855.5448624491314 and parameters: {'embedding_dim': 273, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 3 with value: -49.059973274071986.
+[I 2025-12-18 17:07:09,278] Trial 22 finished with value: -1057.9298229661308 and parameters: {'embedding_dim': 291, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 3 with value: -49.059973274071986.
+[I 2025-12-18 17:07:47,952] Trial 23 finished with value: -368.1930885108612 and parameters: {'embedding_dim': 237, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 3 with value: -49.059973274071986.
+[I 2025-12-18 17:08:33,405] Trial 24 finished with value: -924.1915172753534 and parameters: {'embedding_dim': 348, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 3 with value: -49.059973274071986.
+[I 2025-12-18 17:09:11,305] Trial 25 finished with value: -1249.3671205940675 and parameters: {'embedding_dim': 178, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 3 with value: -49.059973274071986.
+[I 2025-12-18 17:09:57,332] Trial 26 finished with value: -1122.0663833290726 and parameters: {'embedding_dim': 244, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 3 with value: -49.059973274071986.
+[I 2025-12-18 17:10:13,633] Trial 27 finished with value: -2971.7336606785157 and parameters: {'embedding_dim': 296, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 1}. Best is trial 3 with value: -49.059973274071986.
+[I 2025-12-18 17:10:28,584] Trial 28 finished with value: -322.97403914053336 and parameters: {'embedding_dim': 351, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 3 with value: -49.059973274071986.
+[I 2025-12-18 17:11:42,653] Trial 29 finished with value: -167.07312019727215 and parameters: {'embedding_dim': 396, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 3 with value: -49.059973274071986.
+Processing ../../data/data_for_modeling/incheon_train.csv: Optimizing CTGAN for class 1...
+Saved CTGAN model for class 0: ../save_model/oversampling_models/smotenc_ctgan_20000_2_incheon_class0.pkl
+Saved CTGAN model for class 1: ../save_model/oversampling_models/smotenc_ctgan_20000_2_incheon_class1.pkl
+Saved augmented data only ../../data/data_oversampled/augmented_only/smotenc_ctgan20000_2_incheon.csv: Class 0=18299 | Class 1=16819
+Saved ../../data/data_oversampled/smotenc_ctgan20000/smotenc_ctgan20000_2_incheon.csv: Class 0=18661 | Class 1=19364 | Class 2=14637
+Processing ../../data/data_for_modeling/seoul_train.csv: Optimizing CTGAN for class 0...
+Processing ../../data/data_for_modeling/seoul_train.csv: Optimizing CTGAN for class 1...
+Saved CTGAN model for class 0: ../save_model/oversampling_models/smotenc_ctgan_20000_2_seoul_class0.pkl
+Saved CTGAN model for class 1: ../save_model/oversampling_models/smotenc_ctgan_20000_2_seoul_class1.pkl
+Saved augmented data only ../../data/data_oversampled/augmented_only/smotenc_ctgan20000_2_seoul.csv: Class 0=20422 | Class 1=17844
+Saved ../../data/data_oversampled/smotenc_ctgan20000/smotenc_ctgan20000_2_seoul.csv: Class 0=20451 | Class 1=19536 | Class 2=15823
+Processing ../../data/data_for_modeling/busan_train.csv: Optimizing CTGAN for class 0...
+Processing ../../data/data_for_modeling/busan_train.csv: Optimizing CTGAN for class 1...
+Saved CTGAN model for class 0: ../save_model/oversampling_models/smotenc_ctgan_20000_2_busan_class0.pkl
+Saved CTGAN model for class 1: ../save_model/oversampling_models/smotenc_ctgan_20000_2_busan_class1.pkl
+Saved augmented data only ../../data/data_oversampled/augmented_only/smotenc_ctgan20000_2_busan.csv: Class 0=20131 | Class 1=16340
+Saved ../../data/data_oversampled/smotenc_ctgan20000/smotenc_ctgan20000_2_busan.csv: Class 0=20206 | Class 1=17352 | Class 2=16457
+Processing ../../data/data_for_modeling/daegu_train.csv: Optimizing CTGAN for class 0...
+Processing ../../data/data_for_modeling/daegu_train.csv: Optimizing CTGAN for class 1...
+Saved CTGAN model for class 0: ../save_model/oversampling_models/smotenc_ctgan_20000_2_daegu_class0.pkl
+Saved CTGAN model for class 1: ../save_model/oversampling_models/smotenc_ctgan_20000_2_daegu_class1.pkl
+Saved augmented data only ../../data/data_oversampled/augmented_only/smotenc_ctgan20000_2_daegu.csv: Class 0=20459 | Class 1=18122
+Saved ../../data/data_oversampled/smotenc_ctgan20000/smotenc_ctgan20000_2_daegu.csv: Class 0=20488 | Class 1=18834 | Class 2=16803
+Processing ../../data/data_for_modeling/daejeon_train.csv: Optimizing CTGAN for class 0...
+Processing ../../data/data_for_modeling/daejeon_train.csv: Optimizing CTGAN for class 1...
+Saved CTGAN model for class 0: ../save_model/oversampling_models/smotenc_ctgan_20000_2_daejeon_class0.pkl
+Saved CTGAN model for class 1: ../save_model/oversampling_models/smotenc_ctgan_20000_2_daejeon_class1.pkl
+Saved augmented data only ../../data/data_oversampled/augmented_only/smotenc_ctgan20000_2_daejeon.csv: Class 0=19530 | Class 1=17362
+Saved ../../data/data_oversampled/smotenc_ctgan20000/smotenc_ctgan20000_2_daejeon.csv: Class 0=19646 | Class 1=19073 | Class 2=15717
+Processing ../../data/data_for_modeling/gwangju_train.csv: Optimizing CTGAN for class 0...
+Processing ../../data/data_for_modeling/gwangju_train.csv: Optimizing CTGAN for class 1...
+Saved CTGAN model for class 0: ../save_model/oversampling_models/smotenc_ctgan_20000_2_gwangju_class0.pkl
+Saved CTGAN model for class 1: ../save_model/oversampling_models/smotenc_ctgan_20000_2_gwangju_class1.pkl
+Saved augmented data only ../../data/data_oversampled/augmented_only/smotenc_ctgan20000_2_gwangju.csv: Class 0=18274 | Class 1=17340
+Saved ../../data/data_oversampled/smotenc_ctgan20000/smotenc_ctgan20000_2_gwangju.csv: Class 0=18353 | Class 1=19045 | Class 2=15760
+
+Running smotenc_ctgan_sample_20000_3.py...
+/opt/conda/envs/py39/lib/python3.9/site-packages/sklearn/base.py:484: FutureWarning: `BaseEstimator._check_n_features` is deprecated in 1.6 and will be removed in 1.7. Use `sklearn.utils.validation._check_n_features` instead.
+  warnings.warn(
+/opt/conda/envs/py39/lib/python3.9/site-packages/sklearn/base.py:493: FutureWarning: `BaseEstimator._check_feature_names` is deprecated in 1.6 and will be removed in 1.7. Use `sklearn.utils.validation._check_feature_names` instead.
+  warnings.warn(
+[I 2025-12-18 17:12:14,509] A new study created in memory with name: no-name-78e8ebed-5cda-4af2-98cf-331fa6725337
+Using device: cuda
+Processing ../../data/data_for_modeling/incheon_train.csv: Optimizing CTGAN for class 0...
+[I 2025-12-18 17:12:33,667] Trial 0 finished with value: -103.93129720461575 and parameters: {'embedding_dim': 97, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 0 with value: -103.93129720461575.
+[I 2025-12-18 17:12:42,101] Trial 1 finished with value: -3.199285240183642 and parameters: {'embedding_dim': 66, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 1 with value: -3.199285240183642.
+[I 2025-12-18 17:13:16,583] Trial 2 finished with value: -13.58396839127552 and parameters: {'embedding_dim': 110, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 1 with value: -3.199285240183642.
+[I 2025-12-18 17:13:38,808] Trial 3 finished with value: -22.582810263750964 and parameters: {'embedding_dim': 100, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 1 with value: -3.199285240183642.
+[I 2025-12-18 17:13:54,541] Trial 4 finished with value: -65.41552103056921 and parameters: {'embedding_dim': 96, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 1 with value: -3.199285240183642.
+[I 2025-12-18 17:13:58,879] Trial 5 finished with value: -36.567054740748574 and parameters: {'embedding_dim': 70, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 1 with value: -3.199285240183642.
+[I 2025-12-18 17:14:15,162] Trial 6 finished with value: -245.38261968085678 and parameters: {'embedding_dim': 119, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 1 with value: -3.199285240183642.
+[I 2025-12-18 17:14:31,510] Trial 7 finished with value: -32.156021822362376 and parameters: {'embedding_dim': 103, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 1 with value: -3.199285240183642.
+[I 2025-12-18 17:15:05,424] Trial 8 finished with value: -77.78459347440148 and parameters: {'embedding_dim': 101, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 1 with value: -3.199285240183642.
+[I 2025-12-18 17:15:09,734] Trial 9 finished with value: -64.52184820991329 and parameters: {'embedding_dim': 72, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 1 with value: -3.199285240183642.
+[I 2025-12-18 17:15:18,112] Trial 10 finished with value: -129.81960254013214 and parameters: {'embedding_dim': 82, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 1 with value: -3.199285240183642.
+[I 2025-12-18 17:16:04,948] Trial 11 finished with value: -43.30821816955252 and parameters: {'embedding_dim': 128, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 1 with value: -3.199285240183642.
+[I 2025-12-18 17:16:50,876] Trial 12 finished with value: -163.833251937051 and parameters: {'embedding_dim': 114, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 1 with value: -3.199285240183642.
+[I 2025-12-18 17:17:12,965] Trial 13 finished with value: -108.14700882382412 and parameters: {'embedding_dim': 86, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 1 with value: -3.199285240183642.
+[I 2025-12-18 17:17:21,710] Trial 14 finished with value: -11.373699576244245 and parameters: {'embedding_dim': 110, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 1 with value: -3.199285240183642.
+[I 2025-12-18 17:17:30,164] Trial 15 finished with value: -25.636837422457454 and parameters: {'embedding_dim': 64, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 1 with value: -3.199285240183642.
+[I 2025-12-18 17:17:39,110] Trial 16 finished with value: -3.965831775507085 and parameters: {'embedding_dim': 85, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 1 with value: -3.199285240183642.
+[I 2025-12-18 17:17:47,673] Trial 17 finished with value: -6.639534920838069 and parameters: {'embedding_dim': 83, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 1 with value: -3.199285240183642.
+[I 2025-12-18 17:17:56,596] Trial 18 finished with value: -7.809156333564965 and parameters: {'embedding_dim': 77, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 1 with value: -3.199285240183642.
+[I 2025-12-18 17:18:05,130] Trial 19 finished with value: -12.784250603371866 and parameters: {'embedding_dim': 90, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 1 with value: -3.199285240183642.
+[I 2025-12-18 17:18:11,964] Trial 20 finished with value: -9.45078628703285 and parameters: {'embedding_dim': 66, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 1 with value: -3.199285240183642.
+[I 2025-12-18 17:18:20,862] Trial 21 finished with value: -16.10077006911106 and parameters: {'embedding_dim': 79, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 1 with value: -3.199285240183642.
+[I 2025-12-18 17:18:29,804] Trial 22 finished with value: -9.118808501169077 and parameters: {'embedding_dim': 90, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 1 with value: -3.199285240183642.
+[I 2025-12-18 17:18:38,735] Trial 23 finished with value: -13.396127850850544 and parameters: {'embedding_dim': 74, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 1 with value: -3.199285240183642.
+[I 2025-12-18 17:18:47,618] Trial 24 finished with value: -11.59062470393918 and parameters: {'embedding_dim': 84, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 1 with value: -3.199285240183642.
+[I 2025-12-18 17:18:56,304] Trial 25 finished with value: -62.63117104576233 and parameters: {'embedding_dim': 89, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 1 with value: -3.199285240183642.
+[I 2025-12-18 17:19:05,373] Trial 26 finished with value: -5.784981474402519 and parameters: {'embedding_dim': 79, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 1 with value: -3.199285240183642.
+[I 2025-12-18 17:19:14,480] Trial 27 finished with value: -39.08738283211088 and parameters: {'embedding_dim': 69, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 1 with value: -3.199285240183642.
+[I 2025-12-18 17:19:21,004] Trial 28 finished with value: -5.420926609235044 and parameters: {'embedding_dim': 75, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 1 with value: -3.199285240183642.
+[I 2025-12-18 17:19:27,501] Trial 29 finished with value: -32.291405543340616 and parameters: {'embedding_dim': 75, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 1 with value: -3.199285240183642.
+[I 2025-12-18 17:19:43,789] Trial 30 finished with value: -42.642667767315444 and parameters: {'embedding_dim': 68, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 1 with value: -3.199285240183642.
+[I 2025-12-18 17:19:50,567] Trial 31 finished with value: -89.97253856174946 and parameters: {'embedding_dim': 79, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 1 with value: -3.199285240183642.
+[I 2025-12-18 17:19:56,853] Trial 32 finished with value: -33.99891826800178 and parameters: {'embedding_dim': 73, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 1 with value: -3.199285240183642.
+[I 2025-12-18 17:20:05,680] Trial 33 finished with value: -3.8079429678390224 and parameters: {'embedding_dim': 80, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 1 with value: -3.199285240183642.
+[I 2025-12-18 17:20:12,450] Trial 34 finished with value: -228.08071350524833 and parameters: {'embedding_dim': 93, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 1 with value: -3.199285240183642.
+[I 2025-12-18 17:20:16,801] Trial 35 finished with value: -130.42223857163785 and parameters: {'embedding_dim': 64, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 1 with value: -3.199285240183642.
+[I 2025-12-18 17:20:32,531] Trial 36 finished with value: -9.113377731299376 and parameters: {'embedding_dim': 86, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 1 with value: -3.199285240183642.
+[I 2025-12-18 17:21:19,335] Trial 37 finished with value: -10.223473088388333 and parameters: {'embedding_dim': 69, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 1 with value: -3.199285240183642.
+[I 2025-12-18 17:21:35,603] Trial 38 finished with value: -83.89900037004395 and parameters: {'embedding_dim': 76, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 1 with value: -3.199285240183642.
+[I 2025-12-18 17:21:40,187] Trial 39 finished with value: -48.80980220996078 and parameters: {'embedding_dim': 98, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 1 with value: -3.199285240183642.
+[I 2025-12-18 17:21:48,708] Trial 40 finished with value: -10.246559752374004 and parameters: {'embedding_dim': 94, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 1 with value: -3.199285240183642.
+[I 2025-12-18 17:21:57,021] Trial 41 finished with value: -21.47884071667623 and parameters: {'embedding_dim': 80, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 1 with value: -3.199285240183642.
+[I 2025-12-18 17:22:05,812] Trial 42 finished with value: -62.41606383393147 and parameters: {'embedding_dim': 72, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 1 with value: -3.199285240183642.
+[I 2025-12-18 17:22:14,633] Trial 43 finished with value: -12.7683110567645 and parameters: {'embedding_dim': 81, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 1 with value: -3.199285240183642.
+[I 2025-12-18 17:22:23,515] Trial 44 finished with value: -9.297077974585747 and parameters: {'embedding_dim': 77, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 1 with value: -3.199285240183642.
+[I 2025-12-18 17:23:09,754] Trial 45 finished with value: -47.92036672796471 and parameters: {'embedding_dim': 86, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 1 with value: -3.199285240183642.
+[I 2025-12-18 17:23:26,040] Trial 46 finished with value: -192.92997771196002 and parameters: {'embedding_dim': 70, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 1 with value: -3.199285240183642.
+[I 2025-12-18 17:23:34,846] Trial 47 finished with value: -40.69021663188017 and parameters: {'embedding_dim': 72, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 1 with value: -3.199285240183642.
+[I 2025-12-18 17:23:43,313] Trial 48 finished with value: -16.00692865238517 and parameters: {'embedding_dim': 105, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 1 with value: -3.199285240183642.
+[I 2025-12-18 17:24:30,120] Trial 49 finished with value: -28.94288814609186 and parameters: {'embedding_dim': 67, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 1 with value: -3.199285240183642.
+[I 2025-12-18 17:24:39,051] A new study created in memory with name: no-name-439a93ef-abe9-461f-ac38-ec2369bcb6b1
+[I 2025-12-18 17:25:52,826] Trial 0 finished with value: -993.5179216574868 and parameters: {'embedding_dim': 178, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 0 with value: -993.5179216574868.
+[I 2025-12-18 17:26:30,216] Trial 1 finished with value: -437.11489630557554 and parameters: {'embedding_dim': 444, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 1 with value: -437.11489630557554.
+[I 2025-12-18 17:27:43,061] Trial 2 finished with value: -56.880962122129404 and parameters: {'embedding_dim': 238, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 2 with value: -56.880962122129404.
+[I 2025-12-18 17:29:07,246] Trial 3 finished with value: -1443.8419740861727 and parameters: {'embedding_dim': 451, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 2 with value: -56.880962122129404.
+[I 2025-12-18 17:29:43,418] Trial 4 finished with value: -219.64172969967873 and parameters: {'embedding_dim': 280, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 2 with value: -56.880962122129404.
+[I 2025-12-18 17:30:20,303] Trial 5 finished with value: -239.0017184426981 and parameters: {'embedding_dim': 468, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 2 with value: -56.880962122129404.
+[I 2025-12-18 17:30:41,755] Trial 6 finished with value: -137.4524082956272 and parameters: {'embedding_dim': 453, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 2 with value: -56.880962122129404.
+[I 2025-12-18 17:31:15,130] Trial 7 finished with value: -360.80733636569744 and parameters: {'embedding_dim': 318, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 2 with value: -56.880962122129404.
+[I 2025-12-18 17:32:29,449] Trial 8 finished with value: -169.55393520071306 and parameters: {'embedding_dim': 394, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 2 with value: -56.880962122129404.
+[I 2025-12-18 17:33:45,777] Trial 9 finished with value: -372.6565741647486 and parameters: {'embedding_dim': 474, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 2 with value: -56.880962122129404.
+[I 2025-12-18 17:35:30,672] Trial 10 finished with value: -175.51241099368033 and parameters: {'embedding_dim': 146, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 2 with value: -56.880962122129404.
+[I 2025-12-18 17:35:44,938] Trial 11 finished with value: -1051.2197735020914 and parameters: {'embedding_dim': 234, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 2 with value: -56.880962122129404.
+[I 2025-12-18 17:36:12,326] Trial 12 finished with value: -484.84745036050333 and parameters: {'embedding_dim': 357, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 2 with value: -56.880962122129404.
+[I 2025-12-18 17:36:26,688] Trial 13 finished with value: -1366.0057846894422 and parameters: {'embedding_dim': 256, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 2 with value: -56.880962122129404.
+[I 2025-12-18 17:37:01,526] Trial 14 finished with value: -131.41085784435802 and parameters: {'embedding_dim': 509, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 2 with value: -56.880962122129404.
+[I 2025-12-18 17:38:43,356] Trial 15 finished with value: -148.23963573024025 and parameters: {'embedding_dim': 191, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 2 with value: -56.880962122129404.
+[I 2025-12-18 17:39:17,033] Trial 16 finished with value: -37.61863817248262 and parameters: {'embedding_dim': 372, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 16 with value: -37.61863817248262.
+[I 2025-12-18 17:40:31,721] Trial 17 finished with value: -376.9686315476732 and parameters: {'embedding_dim': 373, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 16 with value: -37.61863817248262.
+[I 2025-12-18 17:41:04,810] Trial 18 finished with value: -578.1407219363316 and parameters: {'embedding_dim': 328, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 16 with value: -37.61863817248262.
+[I 2025-12-18 17:43:10,290] Trial 19 finished with value: -108.78524778931578 and parameters: {'embedding_dim': 293, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 16 with value: -37.61863817248262.
+[I 2025-12-18 17:43:37,996] Trial 20 finished with value: -601.6903674758053 and parameters: {'embedding_dim': 226, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 16 with value: -37.61863817248262.
+[I 2025-12-18 17:45:41,931] Trial 21 finished with value: -687.0533122703221 and parameters: {'embedding_dim': 305, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 16 with value: -37.61863817248262.
+[I 2025-12-18 17:47:46,835] Trial 22 finished with value: -712.9896278742094 and parameters: {'embedding_dim': 411, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 16 with value: -37.61863817248262.
+[I 2025-12-18 17:49:29,046] Trial 23 finished with value: -1281.3969193866333 and parameters: {'embedding_dim': 276, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 16 with value: -37.61863817248262.
+[I 2025-12-18 17:51:33,037] Trial 24 finished with value: -1059.8248855868285 and parameters: {'embedding_dim': 354, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 16 with value: -37.61863817248262.
+[I 2025-12-18 17:53:15,819] Trial 25 finished with value: -41.28525701369942 and parameters: {'embedding_dim': 212, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 16 with value: -37.61863817248262.
+[I 2025-12-18 17:54:05,574] Trial 26 finished with value: -868.284026592749 and parameters: {'embedding_dim': 205, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 16 with value: -37.61863817248262.
+[I 2025-12-18 17:54:38,933] Trial 27 finished with value: -127.49782597747583 and parameters: {'embedding_dim': 152, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 16 with value: -37.61863817248262.
+[I 2025-12-18 17:56:21,980] Trial 28 finished with value: -92.3624336034819 and parameters: {'embedding_dim': 238, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 16 with value: -37.61863817248262.
+[I 2025-12-18 17:57:23,794] Trial 29 finished with value: -252.65579938866284 and parameters: {'embedding_dim': 167, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 16 with value: -37.61863817248262.
+/opt/conda/envs/py39/lib/python3.9/site-packages/sklearn/base.py:484: FutureWarning: `BaseEstimator._check_n_features` is deprecated in 1.6 and will be removed in 1.7. Use `sklearn.utils.validation._check_n_features` instead.
+  warnings.warn(
+/opt/conda/envs/py39/lib/python3.9/site-packages/sklearn/base.py:493: FutureWarning: `BaseEstimator._check_feature_names` is deprecated in 1.6 and will be removed in 1.7. Use `sklearn.utils.validation._check_feature_names` instead.
+  warnings.warn(
+[I 2025-12-18 17:57:59,472] A new study created in memory with name: no-name-8bb692c5-3227-4e10-a995-4382047ac29e
+[I 2025-12-18 17:58:10,102] Trial 0 finished with value: -60.359500868593 and parameters: {'embedding_dim': 95, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 0 with value: -60.359500868593.
+[I 2025-12-18 17:58:44,609] Trial 1 finished with value: -40.170164856797385 and parameters: {'embedding_dim': 101, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 1 with value: -40.170164856797385.
+[I 2025-12-18 17:59:31,333] Trial 2 finished with value: -6.186798796980795 and parameters: {'embedding_dim': 122, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 2 with value: -6.186798796980795.
+[I 2025-12-18 17:59:47,224] Trial 3 finished with value: -2.8913919882627797 and parameters: {'embedding_dim': 97, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 3 with value: -2.8913919882627797.
+[I 2025-12-18 18:00:33,605] Trial 4 finished with value: -41.23227752812044 and parameters: {'embedding_dim': 77, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 3 with value: -2.8913919882627797.
+[I 2025-12-18 18:01:19,582] Trial 5 finished with value: -0.9619007852862211 and parameters: {'embedding_dim': 94, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 5 with value: -0.9619007852862211.
+[I 2025-12-18 18:01:35,676] Trial 6 finished with value: -8.931132533702824 and parameters: {'embedding_dim': 128, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 5 with value: -0.9619007852862211.
+[I 2025-12-18 18:01:52,453] Trial 7 finished with value: -3.9184961801021614 and parameters: {'embedding_dim': 112, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 5 with value: -0.9619007852862211.
+[I 2025-12-18 18:02:03,329] Trial 8 finished with value: -13.223452525089716 and parameters: {'embedding_dim': 72, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 5 with value: -0.9619007852862211.
+[I 2025-12-18 18:02:38,074] Trial 9 finished with value: -115.90464588488675 and parameters: {'embedding_dim': 125, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 5 with value: -0.9619007852862211.
+[I 2025-12-18 18:02:46,975] Trial 10 finished with value: -19.33041366759148 and parameters: {'embedding_dim': 86, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 5 with value: -0.9619007852862211.
+[I 2025-12-18 18:02:55,296] Trial 11 finished with value: -2.9632177317934434 and parameters: {'embedding_dim': 99, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 5 with value: -0.9619007852862211.
+[I 2025-12-18 18:03:05,641] Trial 12 finished with value: -5.020527356618512 and parameters: {'embedding_dim': 87, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 5 with value: -0.9619007852862211.
+[I 2025-12-18 18:03:40,188] Trial 13 finished with value: -12.062251431461435 and parameters: {'embedding_dim': 108, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 5 with value: -0.9619007852862211.
+[I 2025-12-18 18:03:48,687] Trial 14 finished with value: -34.649339167032196 and parameters: {'embedding_dim': 87, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 5 with value: -0.9619007852862211.
+[I 2025-12-18 18:04:04,502] Trial 15 finished with value: -35.771772980809374 and parameters: {'embedding_dim': 111, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 5 with value: -0.9619007852862211.
+[I 2025-12-18 18:04:50,673] Trial 16 finished with value: -30.387635579945204 and parameters: {'embedding_dim': 94, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 5 with value: -0.9619007852862211.
+[I 2025-12-18 18:05:01,703] Trial 17 finished with value: -11.328828567433684 and parameters: {'embedding_dim': 64, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 5 with value: -0.9619007852862211.
+[I 2025-12-18 18:05:35,729] Trial 18 finished with value: -3.946237394802359 and parameters: {'embedding_dim': 105, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 5 with value: -0.9619007852862211.
+[I 2025-12-18 18:05:42,211] Trial 19 finished with value: -17.30711271278495 and parameters: {'embedding_dim': 116, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 5 with value: -0.9619007852862211.
+[I 2025-12-18 18:06:28,246] Trial 20 finished with value: -2.413782738223717 and parameters: {'embedding_dim': 80, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 5 with value: -0.9619007852862211.
+[I 2025-12-18 18:07:14,707] Trial 21 finished with value: -6.885971078572362 and parameters: {'embedding_dim': 79, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 5 with value: -0.9619007852862211.
+[I 2025-12-18 18:08:00,806] Trial 22 finished with value: -7.960216787977785 and parameters: {'embedding_dim': 92, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 5 with value: -0.9619007852862211.
+[I 2025-12-18 18:08:47,081] Trial 23 finished with value: -49.25856020812408 and parameters: {'embedding_dim': 81, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 5 with value: -0.9619007852862211.
+[I 2025-12-18 18:09:21,277] Trial 24 finished with value: -4.773048542757418 and parameters: {'embedding_dim': 102, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 5 with value: -0.9619007852862211.
+[I 2025-12-18 18:09:42,918] Trial 25 finished with value: -6.273008781545618 and parameters: {'embedding_dim': 66, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 5 with value: -0.9619007852862211.
+[I 2025-12-18 18:10:29,286] Trial 26 finished with value: -0.19671469930014696 and parameters: {'embedding_dim': 89, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 26 with value: -0.19671469930014696.
+[I 2025-12-18 18:11:16,219] Trial 27 finished with value: -3.222440009948943 and parameters: {'embedding_dim': 73, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 26 with value: -0.19671469930014696.
+[I 2025-12-18 18:12:03,249] Trial 28 finished with value: -3.3948684598097416 and parameters: {'embedding_dim': 83, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 26 with value: -0.19671469930014696.
+[I 2025-12-18 18:12:50,257] Trial 29 finished with value: -15.79131562177955 and parameters: {'embedding_dim': 91, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 26 with value: -0.19671469930014696.
+[I 2025-12-18 18:13:36,567] Trial 30 finished with value: -1.809664412703187 and parameters: {'embedding_dim': 90, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 26 with value: -0.19671469930014696.
+[I 2025-12-18 18:14:23,088] Trial 31 finished with value: -3.273682325235947 and parameters: {'embedding_dim': 91, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 26 with value: -0.19671469930014696.
+[I 2025-12-18 18:15:09,691] Trial 32 finished with value: -1.9944529877736645 and parameters: {'embedding_dim': 84, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 26 with value: -0.19671469930014696.
+[I 2025-12-18 18:15:55,768] Trial 33 finished with value: -0.059562296907238445 and parameters: {'embedding_dim': 95, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 33 with value: -0.059562296907238445.
+[I 2025-12-18 18:16:41,895] Trial 34 finished with value: -6.212567251201251 and parameters: {'embedding_dim': 96, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 33 with value: -0.059562296907238445.
+[I 2025-12-18 18:17:29,135] Trial 35 finished with value: -12.32414817064366 and parameters: {'embedding_dim': 101, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 33 with value: -0.059562296907238445.
+[I 2025-12-18 18:18:15,927] Trial 36 finished with value: -6.3331894051471425 and parameters: {'embedding_dim': 89, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 33 with value: -0.059562296907238445.
+[I 2025-12-18 18:19:02,393] Trial 37 finished with value: -35.15902033354705 and parameters: {'embedding_dim': 96, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 33 with value: -0.059562296907238445.
+[I 2025-12-18 18:19:49,065] Trial 38 finished with value: -6.944982866232015 and parameters: {'embedding_dim': 102, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 33 with value: -0.059562296907238445.
+[I 2025-12-18 18:19:57,541] Trial 39 finished with value: -14.839648319360599 and parameters: {'embedding_dim': 94, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 33 with value: -0.059562296907238445.
+[I 2025-12-18 18:20:31,875] Trial 40 finished with value: -0.00665296458462046 and parameters: {'embedding_dim': 77, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 40 with value: -0.00665296458462046.
+[I 2025-12-18 18:21:06,156] Trial 41 finished with value: -1.6047826101085758 and parameters: {'embedding_dim': 76, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 40 with value: -0.00665296458462046.
+[I 2025-12-18 18:21:40,746] Trial 42 finished with value: -21.818061454428246 and parameters: {'embedding_dim': 75, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 40 with value: -0.00665296458462046.
+[I 2025-12-18 18:22:15,636] Trial 43 finished with value: -25.681615999965395 and parameters: {'embedding_dim': 69, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 40 with value: -0.00665296458462046.
+[I 2025-12-18 18:22:51,442] Trial 44 finished with value: -5.586345814268394 and parameters: {'embedding_dim': 76, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 40 with value: -0.00665296458462046.
+[I 2025-12-18 18:23:25,598] Trial 45 finished with value: -9.11886931050355 and parameters: {'embedding_dim': 70, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 40 with value: -0.00665296458462046.
+[I 2025-12-18 18:23:59,663] Trial 46 finished with value: -22.606711112865213 and parameters: {'embedding_dim': 84, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 40 with value: -0.00665296458462046.
+[I 2025-12-18 18:24:04,196] Trial 47 finished with value: -17.139785473979465 and parameters: {'embedding_dim': 99, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 40 with value: -0.00665296458462046.
+[I 2025-12-18 18:24:39,136] Trial 48 finished with value: -1.182499666394511 and parameters: {'embedding_dim': 77, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 40 with value: -0.00665296458462046.
+[I 2025-12-18 18:25:13,816] Trial 49 finished with value: -13.57593105266541 and parameters: {'embedding_dim': 105, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 40 with value: -0.00665296458462046.
+[I 2025-12-18 18:25:48,280] A new study created in memory with name: no-name-7fdebabe-2916-4392-b3b4-8d6615717638
+[I 2025-12-18 18:26:25,752] Trial 0 finished with value: -449.83511341681935 and parameters: {'embedding_dim': 392, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 0 with value: -449.83511341681935.
+[I 2025-12-18 18:27:30,224] Trial 1 finished with value: -1154.3879376207374 and parameters: {'embedding_dim': 383, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 0 with value: -449.83511341681935.
+[I 2025-12-18 18:27:38,332] Trial 2 finished with value: -6251.575705569066 and parameters: {'embedding_dim': 465, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 0 with value: -449.83511341681935.
+[I 2025-12-18 18:28:15,582] Trial 3 finished with value: -345.2930332555039 and parameters: {'embedding_dim': 293, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 3 with value: -345.2930332555039.
+[I 2025-12-18 18:28:46,114] Trial 4 finished with value: -157.48542986015522 and parameters: {'embedding_dim': 355, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 4 with value: -157.48542986015522.
+[I 2025-12-18 18:29:23,869] Trial 5 finished with value: -174.92031221074276 and parameters: {'embedding_dim': 301, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 4 with value: -157.48542986015522.
+[I 2025-12-18 18:29:35,674] Trial 6 finished with value: -279.42149811243877 and parameters: {'embedding_dim': 235, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 4 with value: -157.48542986015522.
+[I 2025-12-18 18:29:46,890] Trial 7 finished with value: -801.6975882561627 and parameters: {'embedding_dim': 185, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 4 with value: -157.48542986015522.
+[I 2025-12-18 18:30:05,604] Trial 8 finished with value: -473.323298200168 and parameters: {'embedding_dim': 354, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 4 with value: -157.48542986015522.
+[I 2025-12-18 18:31:08,426] Trial 9 finished with value: -63.35798151744064 and parameters: {'embedding_dim': 403, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 9 with value: -63.35798151744064.
+[I 2025-12-18 18:32:23,342] Trial 10 finished with value: -524.7127257607398 and parameters: {'embedding_dim': 500, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 9 with value: -63.35798151744064.
+[I 2025-12-18 18:32:53,193] Trial 11 finished with value: -141.69792480388926 and parameters: {'embedding_dim': 434, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 9 with value: -63.35798151744064.
+[I 2025-12-18 18:33:43,847] Trial 12 finished with value: -19.935408035907674 and parameters: {'embedding_dim': 430, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 12 with value: -19.935408035907674.
+[I 2025-12-18 18:35:00,549] Trial 13 finished with value: -201.12682065288274 and parameters: {'embedding_dim': 428, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 12 with value: -19.935408035907674.
+[I 2025-12-18 18:35:51,210] Trial 14 finished with value: -168.2118407579889 and parameters: {'embedding_dim': 502, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 12 with value: -19.935408035907674.
+[I 2025-12-18 18:37:06,504] Trial 15 finished with value: -2237.643646149249 and parameters: {'embedding_dim': 437, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 12 with value: -19.935408035907674.
+[I 2025-12-18 18:37:31,169] Trial 16 finished with value: -597.2381551394695 and parameters: {'embedding_dim': 253, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 12 with value: -19.935408035907674.
+[I 2025-12-18 18:38:33,727] Trial 17 finished with value: -322.5263538168124 and parameters: {'embedding_dim': 397, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 12 with value: -19.935408035907674.
+[I 2025-12-18 18:39:24,087] Trial 18 finished with value: -242.54223808391063 and parameters: {'embedding_dim': 128, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 12 with value: -19.935408035907674.
+[I 2025-12-18 18:40:13,490] Trial 19 finished with value: -26.830491236239368 and parameters: {'embedding_dim': 328, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 12 with value: -19.935408035907674.
+[I 2025-12-18 18:40:50,466] Trial 20 finished with value: -671.6447593580083 and parameters: {'embedding_dim': 330, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 12 with value: -19.935408035907674.
+[I 2025-12-18 18:41:41,372] Trial 21 finished with value: -106.27738615204272 and parameters: {'embedding_dim': 470, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 12 with value: -19.935408035907674.
+[I 2025-12-18 18:42:31,386] Trial 22 finished with value: -87.82534146957664 and parameters: {'embedding_dim': 350, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 12 with value: -19.935408035907674.
+[I 2025-12-18 18:43:33,742] Trial 23 finished with value: -361.2926170171896 and parameters: {'embedding_dim': 279, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 12 with value: -19.935408035907674.
+[I 2025-12-18 18:44:11,927] Trial 24 finished with value: -1543.0505908248792 and parameters: {'embedding_dim': 407, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 12 with value: -19.935408035907674.
+[I 2025-12-18 18:45:02,109] Trial 25 finished with value: -66.04474139793753 and parameters: {'embedding_dim': 469, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 12 with value: -19.935408035907674.
+[I 2025-12-18 18:46:05,096] Trial 26 finished with value: -547.3162601940573 and parameters: {'embedding_dim': 324, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 12 with value: -19.935408035907674.
+[I 2025-12-18 18:47:20,458] Trial 27 finished with value: -133.11240906939346 and parameters: {'embedding_dim': 375, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 12 with value: -19.935408035907674.
+[I 2025-12-18 18:47:38,337] Trial 28 finished with value: -418.00877117450386 and parameters: {'embedding_dim': 416, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 12 with value: -19.935408035907674.
+[I 2025-12-18 18:48:08,699] Trial 29 finished with value: -189.63911012927812 and parameters: {'embedding_dim': 377, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 12 with value: -19.935408035907674.
+/opt/conda/envs/py39/lib/python3.9/site-packages/sklearn/base.py:484: FutureWarning: `BaseEstimator._check_n_features` is deprecated in 1.6 and will be removed in 1.7. Use `sklearn.utils.validation._check_n_features` instead.
+  warnings.warn(
+/opt/conda/envs/py39/lib/python3.9/site-packages/sklearn/base.py:493: FutureWarning: `BaseEstimator._check_feature_names` is deprecated in 1.6 and will be removed in 1.7. Use `sklearn.utils.validation._check_feature_names` instead.
+  warnings.warn(
+[I 2025-12-18 18:49:01,023] A new study created in memory with name: no-name-1723e827-be37-4ada-9f14-c824b280cb8b
+[I 2025-12-18 18:49:48,125] Trial 0 finished with value: -7.220953797889413 and parameters: {'embedding_dim': 120, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 0 with value: -7.220953797889413.
+[I 2025-12-18 18:50:10,288] Trial 1 finished with value: -34.013197403063316 and parameters: {'embedding_dim': 75, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 0 with value: -7.220953797889413.
+[I 2025-12-18 18:50:14,871] Trial 2 finished with value: -99.2122395084933 and parameters: {'embedding_dim': 127, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 0 with value: -7.220953797889413.
+[I 2025-12-18 18:50:36,000] Trial 3 finished with value: -6.522826317190221 and parameters: {'embedding_dim': 67, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 3 with value: -6.522826317190221.
+[I 2025-12-18 18:50:46,666] Trial 4 finished with value: -160.31369832595286 and parameters: {'embedding_dim': 71, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 3 with value: -6.522826317190221.
+[I 2025-12-18 18:51:08,622] Trial 5 finished with value: -36.56536007587185 and parameters: {'embedding_dim': 114, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 3 with value: -6.522826317190221.
+[I 2025-12-18 18:51:17,346] Trial 6 finished with value: -4.8699793426766655 and parameters: {'embedding_dim': 110, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 6 with value: -4.8699793426766655.
+[I 2025-12-18 18:51:28,371] Trial 7 finished with value: -7.153552621026417 and parameters: {'embedding_dim': 123, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 6 with value: -4.8699793426766655.
+[I 2025-12-18 18:52:03,074] Trial 8 finished with value: -0.29770507460812917 and parameters: {'embedding_dim': 68, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 8 with value: -0.29770507460812917.
+[I 2025-12-18 18:52:24,393] Trial 9 finished with value: -2.0319436349458355 and parameters: {'embedding_dim': 65, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 8 with value: -0.29770507460812917.
+[I 2025-12-18 18:52:59,195] Trial 10 finished with value: -43.58034009474336 and parameters: {'embedding_dim': 87, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 8 with value: -0.29770507460812917.
+[I 2025-12-18 18:53:33,128] Trial 11 finished with value: -7.668997972505861 and parameters: {'embedding_dim': 85, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 8 with value: -0.29770507460812917.
+[I 2025-12-18 18:53:49,388] Trial 12 finished with value: -7.236671527633911 and parameters: {'embedding_dim': 65, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 8 with value: -0.29770507460812917.
+[I 2025-12-18 18:54:23,743] Trial 13 finished with value: -11.302035806057496 and parameters: {'embedding_dim': 82, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 8 with value: -0.29770507460812917.
+[I 2025-12-18 18:54:30,048] Trial 14 finished with value: -48.2915277664471 and parameters: {'embedding_dim': 98, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 8 with value: -0.29770507460812917.
+[I 2025-12-18 18:54:51,358] Trial 15 finished with value: -4.7527068501829115 and parameters: {'embedding_dim': 95, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 8 with value: -0.29770507460812917.
+[I 2025-12-18 18:55:26,289] Trial 16 finished with value: -20.361016871035556 and parameters: {'embedding_dim': 77, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 8 with value: -0.29770507460812917.
+[I 2025-12-18 18:55:48,077] Trial 17 finished with value: -1.6249782861042574 and parameters: {'embedding_dim': 95, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 8 with value: -0.29770507460812917.
+[I 2025-12-18 18:56:22,268] Trial 18 finished with value: -1.9015937097995361 and parameters: {'embedding_dim': 103, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 8 with value: -0.29770507460812917.
+[I 2025-12-18 18:56:30,671] Trial 19 finished with value: -4.812984824663994 and parameters: {'embedding_dim': 91, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 8 with value: -0.29770507460812917.
+[I 2025-12-18 18:57:04,704] Trial 20 finished with value: -10.030388856660513 and parameters: {'embedding_dim': 105, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 8 with value: -0.29770507460812917.
+[I 2025-12-18 18:57:40,299] Trial 21 finished with value: -58.48556285363741 and parameters: {'embedding_dim': 103, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 8 with value: -0.29770507460812917.
+[I 2025-12-18 18:58:14,124] Trial 22 finished with value: -40.75863753483532 and parameters: {'embedding_dim': 101, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 8 with value: -0.29770507460812917.
+[I 2025-12-18 18:58:48,739] Trial 23 finished with value: -93.26283207554421 and parameters: {'embedding_dim': 110, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 8 with value: -0.29770507460812917.
+[I 2025-12-18 18:59:23,329] Trial 24 finished with value: -28.72513236152607 and parameters: {'embedding_dim': 93, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 8 with value: -0.29770507460812917.
+[I 2025-12-18 18:59:34,479] Trial 25 finished with value: -60.56374771332551 and parameters: {'embedding_dim': 80, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 8 with value: -0.29770507460812917.
+[I 2025-12-18 19:00:08,084] Trial 26 finished with value: -18.213993991672297 and parameters: {'embedding_dim': 88, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 8 with value: -0.29770507460812917.
+[I 2025-12-18 19:00:54,870] Trial 27 finished with value: -49.15143111193337 and parameters: {'embedding_dim': 117, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 8 with value: -0.29770507460812917.
+[I 2025-12-18 19:01:01,433] Trial 28 finished with value: -0.3579648370773168 and parameters: {'embedding_dim': 100, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 8 with value: -0.29770507460812917.
+[I 2025-12-18 19:01:10,006] Trial 29 finished with value: -5.032434049501707 and parameters: {'embedding_dim': 98, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 8 with value: -0.29770507460812917.
+[I 2025-12-18 19:01:18,367] Trial 30 finished with value: -9.24214149272039 and parameters: {'embedding_dim': 71, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 8 with value: -0.29770507460812917.
+[I 2025-12-18 19:01:24,928] Trial 31 finished with value: -30.309513797549297 and parameters: {'embedding_dim': 109, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 8 with value: -0.29770507460812917.
+[I 2025-12-18 19:01:31,193] Trial 32 finished with value: -23.52785859618192 and parameters: {'embedding_dim': 106, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 8 with value: -0.29770507460812917.
+[I 2025-12-18 19:01:47,213] Trial 33 finished with value: -0.005196172789738027 and parameters: {'embedding_dim': 100, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 33 with value: -0.005196172789738027.
+[I 2025-12-18 19:02:03,791] Trial 34 finished with value: -6.915683119421919 and parameters: {'embedding_dim': 91, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 33 with value: -0.005196172789738027.
+[I 2025-12-18 19:02:14,766] Trial 35 finished with value: -24.037214203935598 and parameters: {'embedding_dim': 99, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 33 with value: -0.005196172789738027.
+[I 2025-12-18 19:02:30,783] Trial 36 finished with value: -21.957819810057305 and parameters: {'embedding_dim': 115, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 33 with value: -0.005196172789738027.
+[I 2025-12-18 19:02:41,163] Trial 37 finished with value: -3.8294670358257656 and parameters: {'embedding_dim': 70, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 33 with value: -0.005196172789738027.
+[I 2025-12-18 19:03:02,581] Trial 38 finished with value: -11.114811898545485 and parameters: {'embedding_dim': 124, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 33 with value: -0.005196172789738027.
+[I 2025-12-18 19:03:07,018] Trial 39 finished with value: -16.165145347428428 and parameters: {'embedding_dim': 76, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 33 with value: -0.005196172789738027.
+[I 2025-12-18 19:03:23,326] Trial 40 finished with value: -7.2876115004779045 and parameters: {'embedding_dim': 128, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 33 with value: -0.005196172789738027.
+[I 2025-12-18 19:03:39,366] Trial 41 finished with value: -11.215142539361121 and parameters: {'embedding_dim': 102, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 33 with value: -0.005196172789738027.
+[I 2025-12-18 19:04:13,882] Trial 42 finished with value: -3.980432311252795 and parameters: {'embedding_dim': 106, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 33 with value: -0.005196172789738027.
+[I 2025-12-18 19:04:20,408] Trial 43 finished with value: -19.8278504035244 and parameters: {'embedding_dim': 110, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 33 with value: -0.005196172789738027.
+[I 2025-12-18 19:04:37,020] Trial 44 finished with value: -54.35215800583204 and parameters: {'embedding_dim': 96, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 33 with value: -0.005196172789738027.
+[I 2025-12-18 19:05:11,822] Trial 45 finished with value: -0.9529882889437069 and parameters: {'embedding_dim': 94, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 33 with value: -0.005196172789738027.
+[I 2025-12-18 19:05:27,599] Trial 46 finished with value: -0.20875264323213924 and parameters: {'embedding_dim': 84, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 33 with value: -0.005196172789738027.
+[I 2025-12-18 19:06:02,196] Trial 47 finished with value: -8.459006667979098 and parameters: {'embedding_dim': 85, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 33 with value: -0.005196172789738027.
+[I 2025-12-18 19:06:08,423] Trial 48 finished with value: -6.262623365236349 and parameters: {'embedding_dim': 81, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 33 with value: -0.005196172789738027.
+[I 2025-12-18 19:06:24,522] Trial 49 finished with value: -3.701548949714223 and parameters: {'embedding_dim': 89, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 33 with value: -0.005196172789738027.
+[I 2025-12-18 19:06:41,582] A new study created in memory with name: no-name-93e2d238-01e6-433a-b594-4e9e7df1f3fe
+[I 2025-12-18 19:07:02,514] Trial 0 finished with value: -787.8349181610895 and parameters: {'embedding_dim': 512, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 0 with value: -787.8349181610895.
+[I 2025-12-18 19:07:20,083] Trial 1 finished with value: -1357.1850364560453 and parameters: {'embedding_dim': 487, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 0 with value: -787.8349181610895.
+[I 2025-12-18 19:07:37,553] Trial 2 finished with value: -83.36721117130165 and parameters: {'embedding_dim': 434, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 2 with value: -83.36721117130165.
+[I 2025-12-18 19:07:54,264] Trial 3 finished with value: -626.3177628776132 and parameters: {'embedding_dim': 240, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 2 with value: -83.36721117130165.
+[I 2025-12-18 19:08:37,530] Trial 4 finished with value: -778.842965838541 and parameters: {'embedding_dim': 412, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 2 with value: -83.36721117130165.
+[I 2025-12-18 19:09:11,315] Trial 5 finished with value: -494.3550500539189 and parameters: {'embedding_dim': 423, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 2 with value: -83.36721117130165.
+[I 2025-12-18 19:09:33,033] Trial 6 finished with value: -1121.9465537153312 and parameters: {'embedding_dim': 459, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 2 with value: -83.36721117130165.
+[I 2025-12-18 19:10:24,230] Trial 7 finished with value: -1349.9151058399773 and parameters: {'embedding_dim': 220, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 2 with value: -83.36721117130165.
+[I 2025-12-18 19:10:45,578] Trial 8 finished with value: -1028.1342988336169 and parameters: {'embedding_dim': 145, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 2 with value: -83.36721117130165.
+[I 2025-12-18 19:11:28,687] Trial 9 finished with value: -1254.4970674537674 and parameters: {'embedding_dim': 396, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 2 with value: -83.36721117130165.
+[I 2025-12-18 19:11:45,254] Trial 10 finished with value: -1051.179933295112 and parameters: {'embedding_dim': 341, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 2 with value: -83.36721117130165.
+[I 2025-12-18 19:12:11,167] Trial 11 finished with value: -676.2698190068638 and parameters: {'embedding_dim': 368, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 2 with value: -83.36721117130165.
+[I 2025-12-18 19:12:36,544] Trial 12 finished with value: -386.0540624373639 and parameters: {'embedding_dim': 425, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 2 with value: -83.36721117130165.
+[I 2025-12-18 19:13:00,848] Trial 13 finished with value: -1013.9237484999151 and parameters: {'embedding_dim': 293, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 2 with value: -83.36721117130165.
+[I 2025-12-18 19:13:08,859] Trial 14 finished with value: -1218.834488254563 and parameters: {'embedding_dim': 456, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 2 with value: -83.36721117130165.
+[I 2025-12-18 19:13:24,831] Trial 15 finished with value: -445.2521107310073 and parameters: {'embedding_dim': 302, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 2 with value: -83.36721117130165.
+[I 2025-12-18 19:13:41,816] Trial 16 finished with value: -3878.9885559810937 and parameters: {'embedding_dim': 360, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 2 with value: -83.36721117130165.
+[I 2025-12-18 19:14:07,067] Trial 17 finished with value: -374.76256786525283 and parameters: {'embedding_dim': 436, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 2 with value: -83.36721117130165.
+[I 2025-12-18 19:14:28,293] Trial 18 finished with value: -795.1634404737688 and parameters: {'embedding_dim': 466, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 2 with value: -83.36721117130165.
+[I 2025-12-18 19:14:36,673] Trial 19 finished with value: -4858.536366885681 and parameters: {'embedding_dim': 256, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 2 with value: -83.36721117130165.
+[I 2025-12-18 19:15:10,237] Trial 20 finished with value: -155.3076499058528 and parameters: {'embedding_dim': 384, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 2 with value: -83.36721117130165.
+[I 2025-12-18 19:15:44,508] Trial 21 finished with value: -112.73626717410339 and parameters: {'embedding_dim': 384, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 2 with value: -83.36721117130165.
+[I 2025-12-18 19:16:27,876] Trial 22 finished with value: -930.8688653201242 and parameters: {'embedding_dim': 388, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 2 with value: -83.36721117130165.
+[I 2025-12-18 19:17:00,403] Trial 23 finished with value: -853.7235048447528 and parameters: {'embedding_dim': 332, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 2 with value: -83.36721117130165.
+[I 2025-12-18 19:17:44,038] Trial 24 finished with value: -237.23362489471359 and parameters: {'embedding_dim': 379, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 2 with value: -83.36721117130165.
+[I 2025-12-18 19:18:18,847] Trial 25 finished with value: -2313.2100271773006 and parameters: {'embedding_dim': 349, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 2 with value: -83.36721117130165.
+[I 2025-12-18 19:18:52,822] Trial 26 finished with value: -2514.031820122439 and parameters: {'embedding_dim': 310, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 2 with value: -83.36721117130165.
+[I 2025-12-18 19:19:36,354] Trial 27 finished with value: -712.0297854630284 and parameters: {'embedding_dim': 401, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 2 with value: -83.36721117130165.
+[I 2025-12-18 19:19:51,241] Trial 28 finished with value: -1385.910794630032 and parameters: {'embedding_dim': 496, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 2 with value: -83.36721117130165.
+[I 2025-12-18 19:20:07,646] Trial 29 finished with value: -3169.820437615807 and parameters: {'embedding_dim': 270, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 2 with value: -83.36721117130165.
+/opt/conda/envs/py39/lib/python3.9/site-packages/sklearn/base.py:484: FutureWarning: `BaseEstimator._check_n_features` is deprecated in 1.6 and will be removed in 1.7. Use `sklearn.utils.validation._check_n_features` instead.
+  warnings.warn(
+/opt/conda/envs/py39/lib/python3.9/site-packages/sklearn/base.py:493: FutureWarning: `BaseEstimator._check_feature_names` is deprecated in 1.6 and will be removed in 1.7. Use `sklearn.utils.validation._check_feature_names` instead.
+  warnings.warn(
+[I 2025-12-18 19:20:27,004] A new study created in memory with name: no-name-312cf868-55c0-447e-a0e0-49133d140ef4
+[I 2025-12-18 19:20:48,158] Trial 0 finished with value: -29.582450422571895 and parameters: {'embedding_dim': 106, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 0 with value: -29.582450422571895.
+[I 2025-12-18 19:20:52,542] Trial 1 finished with value: -20.89495153634547 and parameters: {'embedding_dim': 116, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 1 with value: -20.89495153634547.
+[I 2025-12-18 19:21:02,782] Trial 2 finished with value: -62.72000169492832 and parameters: {'embedding_dim': 109, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 1 with value: -20.89495153634547.
+[I 2025-12-18 19:21:09,058] Trial 3 finished with value: -8.539733412278723 and parameters: {'embedding_dim': 107, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 3 with value: -8.539733412278723.
+[I 2025-12-18 19:21:13,415] Trial 4 finished with value: -232.2669421982693 and parameters: {'embedding_dim': 125, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 3 with value: -8.539733412278723.
+[I 2025-12-18 19:21:59,451] Trial 5 finished with value: -71.85649422639639 and parameters: {'embedding_dim': 71, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 3 with value: -8.539733412278723.
+[I 2025-12-18 19:22:33,060] Trial 6 finished with value: -34.18222143346203 and parameters: {'embedding_dim': 113, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 3 with value: -8.539733412278723.
+[I 2025-12-18 19:23:19,430] Trial 7 finished with value: -1.0494340555773458 and parameters: {'embedding_dim': 123, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 7 with value: -1.0494340555773458.
+[I 2025-12-18 19:23:35,526] Trial 8 finished with value: -4.510307499772583 and parameters: {'embedding_dim': 78, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 7 with value: -1.0494340555773458.
+[I 2025-12-18 19:23:57,151] Trial 9 finished with value: -89.50504092420931 and parameters: {'embedding_dim': 85, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 7 with value: -1.0494340555773458.
+[I 2025-12-18 19:24:43,012] Trial 10 finished with value: -30.449445501188876 and parameters: {'embedding_dim': 93, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 7 with value: -1.0494340555773458.
+[I 2025-12-18 19:24:59,099] Trial 11 finished with value: -42.26135449281364 and parameters: {'embedding_dim': 70, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 7 with value: -1.0494340555773458.
+[I 2025-12-18 19:25:21,423] Trial 12 finished with value: -42.47561047636363 and parameters: {'embedding_dim': 84, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 7 with value: -1.0494340555773458.
+[I 2025-12-18 19:25:55,038] Trial 13 finished with value: -6.695988684533196 and parameters: {'embedding_dim': 78, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 7 with value: -1.0494340555773458.
+[I 2025-12-18 19:26:11,480] Trial 14 finished with value: -8.628268545963135 and parameters: {'embedding_dim': 99, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 7 with value: -1.0494340555773458.
+[I 2025-12-18 19:26:57,537] Trial 15 finished with value: -41.21292409493001 and parameters: {'embedding_dim': 128, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 7 with value: -1.0494340555773458.
+[I 2025-12-18 19:27:13,152] Trial 16 finished with value: -29.540033649744487 and parameters: {'embedding_dim': 64, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 7 with value: -1.0494340555773458.
+[I 2025-12-18 19:28:00,025] Trial 17 finished with value: -3.842875852399056 and parameters: {'embedding_dim': 97, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 7 with value: -1.0494340555773458.
+[I 2025-12-18 19:28:45,692] Trial 18 finished with value: -28.166684201387113 and parameters: {'embedding_dim': 121, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 7 with value: -1.0494340555773458.
+[I 2025-12-18 19:29:31,908] Trial 19 finished with value: -3.6971759143926883 and parameters: {'embedding_dim': 99, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 7 with value: -1.0494340555773458.
+[I 2025-12-18 19:30:17,897] Trial 20 finished with value: -9.354373928338742 and parameters: {'embedding_dim': 120, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 7 with value: -1.0494340555773458.
+[I 2025-12-18 19:31:04,362] Trial 21 finished with value: -5.509681251202721 and parameters: {'embedding_dim': 98, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 7 with value: -1.0494340555773458.
+[I 2025-12-18 19:31:50,589] Trial 22 finished with value: -63.70990850298192 and parameters: {'embedding_dim': 91, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 7 with value: -1.0494340555773458.
+[I 2025-12-18 19:32:37,025] Trial 23 finished with value: -26.557540021398857 and parameters: {'embedding_dim': 104, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 7 with value: -1.0494340555773458.
+[I 2025-12-18 19:33:22,999] Trial 24 finished with value: -27.433725438376253 and parameters: {'embedding_dim': 100, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 7 with value: -1.0494340555773458.
+[I 2025-12-18 19:34:08,928] Trial 25 finished with value: -12.760075499319484 and parameters: {'embedding_dim': 92, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 7 with value: -1.0494340555773458.
+[I 2025-12-18 19:34:17,192] Trial 26 finished with value: -15.61743545982989 and parameters: {'embedding_dim': 114, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 7 with value: -1.0494340555773458.
+[I 2025-12-18 19:35:04,372] Trial 27 finished with value: -2.835854287307929 and parameters: {'embedding_dim': 87, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 7 with value: -1.0494340555773458.
+[I 2025-12-18 19:35:38,111] Trial 28 finished with value: -88.18682364380638 and parameters: {'embedding_dim': 87, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 7 with value: -1.0494340555773458.
+[I 2025-12-18 19:36:23,825] Trial 29 finished with value: -11.166165139174415 and parameters: {'embedding_dim': 81, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 7 with value: -1.0494340555773458.
+[I 2025-12-18 19:36:32,115] Trial 30 finished with value: -13.157729138027435 and parameters: {'embedding_dim': 104, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 7 with value: -1.0494340555773458.
+[I 2025-12-18 19:37:18,134] Trial 31 finished with value: -5.507780819909534 and parameters: {'embedding_dim': 95, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 7 with value: -1.0494340555773458.
+[I 2025-12-18 19:38:04,835] Trial 32 finished with value: -3.2234274431861074 and parameters: {'embedding_dim': 87, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 7 with value: -1.0494340555773458.
+[I 2025-12-18 19:38:50,842] Trial 33 finished with value: -13.574122182895758 and parameters: {'embedding_dim': 89, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 7 with value: -1.0494340555773458.
+[I 2025-12-18 19:39:36,655] Trial 34 finished with value: -16.02488176569186 and parameters: {'embedding_dim': 110, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 7 with value: -1.0494340555773458.
+[I 2025-12-18 19:39:44,873] Trial 35 finished with value: -5.0792270761618505 and parameters: {'embedding_dim': 75, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 7 with value: -1.0494340555773458.
+[I 2025-12-18 19:40:06,521] Trial 36 finished with value: -25.273367681020176 and parameters: {'embedding_dim': 82, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 7 with value: -1.0494340555773458.
+[I 2025-12-18 19:40:52,619] Trial 37 finished with value: -31.199104536595033 and parameters: {'embedding_dim': 119, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 7 with value: -1.0494340555773458.
+[I 2025-12-18 19:41:00,946] Trial 38 finished with value: -6.26388340357699 and parameters: {'embedding_dim': 88, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 7 with value: -1.0494340555773458.
+[I 2025-12-18 19:41:35,030] Trial 39 finished with value: -6.428994438384795 and parameters: {'embedding_dim': 108, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 7 with value: -1.0494340555773458.
+[I 2025-12-18 19:42:09,206] Trial 40 finished with value: -30.40030437206482 and parameters: {'embedding_dim': 73, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 7 with value: -1.0494340555773458.
+[I 2025-12-18 19:42:55,416] Trial 41 finished with value: -27.707025665325 and parameters: {'embedding_dim': 96, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 7 with value: -1.0494340555773458.
+[I 2025-12-18 19:43:41,306] Trial 42 finished with value: -4.476707604876703 and parameters: {'embedding_dim': 102, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 7 with value: -1.0494340555773458.
+[I 2025-12-18 19:44:27,698] Trial 43 finished with value: -30.266022665299563 and parameters: {'embedding_dim': 94, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 7 with value: -1.0494340555773458.
+[I 2025-12-18 19:45:13,471] Trial 44 finished with value: -100.97425365672783 and parameters: {'embedding_dim': 86, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 7 with value: -1.0494340555773458.
+[I 2025-12-18 19:45:59,127] Trial 45 finished with value: -123.63894578661663 and parameters: {'embedding_dim': 90, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 7 with value: -1.0494340555773458.
+[I 2025-12-18 19:46:20,460] Trial 46 finished with value: -66.27189388826959 and parameters: {'embedding_dim': 82, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 7 with value: -1.0494340555773458.
+[I 2025-12-18 19:46:41,888] Trial 47 finished with value: -76.8867838842647 and parameters: {'embedding_dim': 110, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 7 with value: -1.0494340555773458.
+[I 2025-12-18 19:47:28,378] Trial 48 finished with value: -49.315730991508275 and parameters: {'embedding_dim': 124, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 7 with value: -1.0494340555773458.
+[I 2025-12-18 19:47:50,102] Trial 49 finished with value: -27.451244153404883 and parameters: {'embedding_dim': 77, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 7 with value: -1.0494340555773458.
+[I 2025-12-18 19:48:36,588] A new study created in memory with name: no-name-569cc351-e7ba-4412-914a-08e2d1fc7809
+[I 2025-12-18 19:49:00,740] Trial 0 finished with value: -213.4363430241164 and parameters: {'embedding_dim': 224, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 0 with value: -213.4363430241164.
+[I 2025-12-18 19:49:13,159] Trial 1 finished with value: -1181.6853205066755 and parameters: {'embedding_dim': 366, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 0 with value: -213.4363430241164.
+[I 2025-12-18 19:49:29,100] Trial 2 finished with value: -941.0367103227454 and parameters: {'embedding_dim': 160, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 0 with value: -213.4363430241164.
+[I 2025-12-18 19:49:47,724] Trial 3 finished with value: -1100.9743850052632 and parameters: {'embedding_dim': 342, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 0 with value: -213.4363430241164.
+[I 2025-12-18 19:49:57,625] Trial 4 finished with value: -736.8113531381948 and parameters: {'embedding_dim': 205, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 0 with value: -213.4363430241164.
+[I 2025-12-18 19:50:05,150] Trial 5 finished with value: -480.0410952261403 and parameters: {'embedding_dim': 378, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 0 with value: -213.4363430241164.
+[I 2025-12-18 19:50:20,024] Trial 6 finished with value: -442.479736222115 and parameters: {'embedding_dim': 282, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 0 with value: -213.4363430241164.
+[I 2025-12-18 19:50:40,843] Trial 7 finished with value: -351.7152978270157 and parameters: {'embedding_dim': 130, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 0 with value: -213.4363430241164.
+[I 2025-12-18 19:50:56,510] Trial 8 finished with value: -1288.0927439657132 and parameters: {'embedding_dim': 402, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 0 with value: -213.4363430241164.
+[I 2025-12-18 19:51:03,918] Trial 9 finished with value: -1035.8743535227813 and parameters: {'embedding_dim': 361, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 0 with value: -213.4363430241164.
+[I 2025-12-18 19:51:11,740] Trial 10 finished with value: -469.6704790515681 and parameters: {'embedding_dim': 469, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 0 with value: -213.4363430241164.
+[I 2025-12-18 19:51:33,051] Trial 11 finished with value: -203.13349418853673 and parameters: {'embedding_dim': 135, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 11 with value: -203.13349418853673.
+[I 2025-12-18 19:51:58,748] Trial 12 finished with value: -211.59073653738517 and parameters: {'embedding_dim': 239, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 11 with value: -203.13349418853673.
+[I 2025-12-18 19:52:18,680] Trial 13 finished with value: -610.0031102316503 and parameters: {'embedding_dim': 274, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 11 with value: -203.13349418853673.
+[I 2025-12-18 19:52:43,111] Trial 14 finished with value: -515.8776566295272 and parameters: {'embedding_dim': 198, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 11 with value: -203.13349418853673.
+[I 2025-12-18 19:53:03,132] Trial 15 finished with value: -259.99128396497053 and parameters: {'embedding_dim': 260, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 11 with value: -203.13349418853673.
+[I 2025-12-18 19:53:28,023] Trial 16 finished with value: -32.287764179031356 and parameters: {'embedding_dim': 132, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 16 with value: -32.287764179031356.
+[I 2025-12-18 19:53:39,810] Trial 17 finished with value: -584.3885106065414 and parameters: {'embedding_dim': 150, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 16 with value: -32.287764179031356.
+[I 2025-12-18 19:54:00,555] Trial 18 finished with value: -771.2408440191888 and parameters: {'embedding_dim': 180, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 16 with value: -32.287764179031356.
+[I 2025-12-18 19:54:25,564] Trial 19 finished with value: -280.6401832965448 and parameters: {'embedding_dim': 484, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 16 with value: -32.287764179031356.
+[I 2025-12-18 19:54:37,179] Trial 20 finished with value: -161.63755523506546 and parameters: {'embedding_dim': 131, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 16 with value: -32.287764179031356.
+[I 2025-12-18 19:54:49,073] Trial 21 finished with value: -209.28205164680526 and parameters: {'embedding_dim': 140, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 16 with value: -32.287764179031356.
+[I 2025-12-18 19:54:57,539] Trial 22 finished with value: -233.62441889824245 and parameters: {'embedding_dim': 177, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 16 with value: -32.287764179031356.
+[I 2025-12-18 19:55:09,698] Trial 23 finished with value: -848.8658258949861 and parameters: {'embedding_dim': 128, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 16 with value: -32.287764179031356.
+[I 2025-12-18 19:55:24,656] Trial 24 finished with value: -279.4234639290282 and parameters: {'embedding_dim': 175, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 16 with value: -32.287764179031356.
+[I 2025-12-18 19:55:41,010] Trial 25 finished with value: -765.6001300724286 and parameters: {'embedding_dim': 311, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 16 with value: -32.287764179031356.
+[I 2025-12-18 19:55:46,631] Trial 26 finished with value: -687.582825501005 and parameters: {'embedding_dim': 216, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 16 with value: -32.287764179031356.
+[I 2025-12-18 19:55:58,352] Trial 27 finished with value: -352.73391870689875 and parameters: {'embedding_dim': 417, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 16 with value: -32.287764179031356.
+[I 2025-12-18 19:56:12,865] Trial 28 finished with value: -253.23880792993805 and parameters: {'embedding_dim': 242, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 16 with value: -32.287764179031356.
+[I 2025-12-18 19:56:37,737] Trial 29 finished with value: -541.3594735640255 and parameters: {'embedding_dim': 165, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 16 with value: -32.287764179031356.
+/opt/conda/envs/py39/lib/python3.9/site-packages/sklearn/base.py:484: FutureWarning: `BaseEstimator._check_n_features` is deprecated in 1.6 and will be removed in 1.7. Use `sklearn.utils.validation._check_n_features` instead.
+  warnings.warn(
+/opt/conda/envs/py39/lib/python3.9/site-packages/sklearn/base.py:493: FutureWarning: `BaseEstimator._check_feature_names` is deprecated in 1.6 and will be removed in 1.7. Use `sklearn.utils.validation._check_feature_names` instead.
+  warnings.warn(
+[I 2025-12-18 19:57:03,541] A new study created in memory with name: no-name-7d6f7add-b4aa-4708-a53f-f4ffde26b8a1
+[I 2025-12-18 19:57:50,286] Trial 0 finished with value: -29.895903635811848 and parameters: {'embedding_dim': 83, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 0 with value: -29.895903635811848.
+[I 2025-12-18 19:58:37,317] Trial 1 finished with value: -0.8810856816152959 and parameters: {'embedding_dim': 99, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 1 with value: -0.8810856816152959.
+[I 2025-12-18 19:58:59,232] Trial 2 finished with value: -18.69323632126114 and parameters: {'embedding_dim': 101, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 1 with value: -0.8810856816152959.
+[I 2025-12-18 19:59:20,673] Trial 3 finished with value: -14.772581337519625 and parameters: {'embedding_dim': 111, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 1 with value: -0.8810856816152959.
+[I 2025-12-18 19:59:30,830] Trial 4 finished with value: -1.2757743035380151 and parameters: {'embedding_dim': 96, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 1 with value: -0.8810856816152959.
+[I 2025-12-18 19:59:52,595] Trial 5 finished with value: -23.882795629906564 and parameters: {'embedding_dim': 85, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 1 with value: -0.8810856816152959.
+[I 2025-12-18 20:00:26,621] Trial 6 finished with value: -16.342761274946312 and parameters: {'embedding_dim': 123, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 1 with value: -0.8810856816152959.
+[I 2025-12-18 20:00:30,895] Trial 7 finished with value: -164.67540460300796 and parameters: {'embedding_dim': 113, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 1 with value: -0.8810856816152959.
+[I 2025-12-18 20:01:17,751] Trial 8 finished with value: -2.5768283104935854 and parameters: {'embedding_dim': 68, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 1 with value: -0.8810856816152959.
+[I 2025-12-18 20:01:39,711] Trial 9 finished with value: -8.734848141969879 and parameters: {'embedding_dim': 121, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 1 with value: -0.8810856816152959.
+[I 2025-12-18 20:01:46,056] Trial 10 finished with value: -38.88742201878578 and parameters: {'embedding_dim': 66, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 1 with value: -0.8810856816152959.
+[I 2025-12-18 20:02:02,323] Trial 11 finished with value: -6.038940818256583 and parameters: {'embedding_dim': 95, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 1 with value: -0.8810856816152959.
+[I 2025-12-18 20:02:12,488] Trial 12 finished with value: -266.64528347780515 and parameters: {'embedding_dim': 97, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 1 with value: -0.8810856816152959.
+[I 2025-12-18 20:02:28,484] Trial 13 finished with value: -43.638127453448725 and parameters: {'embedding_dim': 85, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 1 with value: -0.8810856816152959.
+[I 2025-12-18 20:02:35,186] Trial 14 finished with value: -101.52400630010968 and parameters: {'embedding_dim': 105, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 1 with value: -0.8810856816152959.
+[I 2025-12-18 20:03:22,345] Trial 15 finished with value: -1.1769317043703273 and parameters: {'embedding_dim': 91, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 1 with value: -0.8810856816152959.
+[I 2025-12-18 20:04:08,403] Trial 16 finished with value: -20.900037446144758 and parameters: {'embedding_dim': 76, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 1 with value: -0.8810856816152959.
+[I 2025-12-18 20:04:54,559] Trial 17 finished with value: -0.3996774804402014 and parameters: {'embedding_dim': 90, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 17 with value: -0.3996774804402014.
+[I 2025-12-18 20:05:41,030] Trial 18 finished with value: -7.6155417377186145 and parameters: {'embedding_dim': 76, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 17 with value: -0.3996774804402014.
+[I 2025-12-18 20:06:28,314] Trial 19 finished with value: -24.954233860245314 and parameters: {'embedding_dim': 108, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 17 with value: -0.3996774804402014.
+[I 2025-12-18 20:07:02,694] Trial 20 finished with value: -5.664695170877735 and parameters: {'embedding_dim': 118, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 17 with value: -0.3996774804402014.
+[I 2025-12-18 20:07:48,960] Trial 21 finished with value: -34.47749639936402 and parameters: {'embedding_dim': 90, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 17 with value: -0.3996774804402014.
+[I 2025-12-18 20:08:35,517] Trial 22 finished with value: -4.700192111230487 and parameters: {'embedding_dim': 89, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 17 with value: -0.3996774804402014.
+[I 2025-12-18 20:09:22,424] Trial 23 finished with value: -11.198329142143669 and parameters: {'embedding_dim': 101, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 17 with value: -0.3996774804402014.
+[I 2025-12-18 20:10:08,768] Trial 24 finished with value: -4.78516453372615 and parameters: {'embedding_dim': 79, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 17 with value: -0.3996774804402014.
+[I 2025-12-18 20:10:17,244] Trial 25 finished with value: -0.01488625275036666 and parameters: {'embedding_dim': 93, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 25 with value: -0.01488625275036666.
+[I 2025-12-18 20:10:23,694] Trial 26 finished with value: -137.46042084395629 and parameters: {'embedding_dim': 102, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 25 with value: -0.01488625275036666.
+[I 2025-12-18 20:10:32,389] Trial 27 finished with value: -1.6318528937975745 and parameters: {'embedding_dim': 128, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 25 with value: -0.01488625275036666.
+[I 2025-12-18 20:10:40,802] Trial 28 finished with value: -25.33148821518878 and parameters: {'embedding_dim': 93, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 25 with value: -0.01488625275036666.
+[I 2025-12-18 20:10:49,046] Trial 29 finished with value: -0.48611214024748517 and parameters: {'embedding_dim': 80, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 25 with value: -0.01488625275036666.
+[I 2025-12-18 20:10:55,324] Trial 30 finished with value: -3.5137890308118918 and parameters: {'embedding_dim': 72, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 25 with value: -0.01488625275036666.
+[I 2025-12-18 20:11:04,210] Trial 31 finished with value: -26.926325728152985 and parameters: {'embedding_dim': 82, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 25 with value: -0.01488625275036666.
+[I 2025-12-18 20:11:12,815] Trial 32 finished with value: -50.21145696463047 and parameters: {'embedding_dim': 86, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 25 with value: -0.01488625275036666.
+[I 2025-12-18 20:11:21,075] Trial 33 finished with value: -2.828881693045495 and parameters: {'embedding_dim': 98, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 25 with value: -0.01488625275036666.
+[I 2025-12-18 20:11:29,936] Trial 34 finished with value: -44.81278240928277 and parameters: {'embedding_dim': 82, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 25 with value: -0.01488625275036666.
+[I 2025-12-18 20:11:38,794] Trial 35 finished with value: -79.34759189202994 and parameters: {'embedding_dim': 88, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 25 with value: -0.01488625275036666.
+[I 2025-12-18 20:12:24,925] Trial 36 finished with value: -8.863790439859942 and parameters: {'embedding_dim': 100, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 25 with value: -0.01488625275036666.
+[I 2025-12-18 20:12:33,460] Trial 37 finished with value: -10.350255737876434 and parameters: {'embedding_dim': 93, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 25 with value: -0.01488625275036666.
+[I 2025-12-18 20:13:19,755] Trial 38 finished with value: -3.707930174966784 and parameters: {'embedding_dim': 112, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 25 with value: -0.01488625275036666.
+[I 2025-12-18 20:13:26,104] Trial 39 finished with value: -46.1329356923254 and parameters: {'embedding_dim': 106, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 25 with value: -0.01488625275036666.
+[I 2025-12-18 20:13:48,144] Trial 40 finished with value: -38.32015726326897 and parameters: {'embedding_dim': 79, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 25 with value: -0.01488625275036666.
+[I 2025-12-18 20:14:34,052] Trial 41 finished with value: -19.527872567420918 and parameters: {'embedding_dim': 92, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 25 with value: -0.01488625275036666.
+[I 2025-12-18 20:15:20,500] Trial 42 finished with value: -5.607675639633684 and parameters: {'embedding_dim': 90, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 25 with value: -0.01488625275036666.
+[I 2025-12-18 20:16:06,945] Trial 43 finished with value: -19.016334289315378 and parameters: {'embedding_dim': 95, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 25 with value: -0.01488625275036666.
+[I 2025-12-18 20:16:53,083] Trial 44 finished with value: -3.697604989461756 and parameters: {'embedding_dim': 85, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 25 with value: -0.01488625275036666.
+[I 2025-12-18 20:17:39,019] Trial 45 finished with value: -0.7656482465248793 and parameters: {'embedding_dim': 69, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 25 with value: -0.01488625275036666.
+[I 2025-12-18 20:17:49,506] Trial 46 finished with value: -6.860470123706376 and parameters: {'embedding_dim': 64, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 25 with value: -0.01488625275036666.
+[I 2025-12-18 20:18:36,172] Trial 47 finished with value: -0.5795132536478492 and parameters: {'embedding_dim': 72, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 25 with value: -0.01488625275036666.
+[I 2025-12-18 20:19:21,962] Trial 48 finished with value: -14.661154462358603 and parameters: {'embedding_dim': 71, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 25 with value: -0.01488625275036666.
+[I 2025-12-18 20:19:30,261] Trial 49 finished with value: -0.4058804462709335 and parameters: {'embedding_dim': 69, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 25 with value: -0.01488625275036666.
+[I 2025-12-18 20:19:39,306] A new study created in memory with name: no-name-ca4632dd-d9b1-40fc-8b94-9b8400d0d8bf
+[I 2025-12-18 20:20:53,658] Trial 0 finished with value: -94.5713937557659 and parameters: {'embedding_dim': 463, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 0 with value: -94.5713937557659.
+[I 2025-12-18 20:22:09,851] Trial 1 finished with value: -403.90937900466236 and parameters: {'embedding_dim': 416, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 0 with value: -94.5713937557659.
+[I 2025-12-18 20:22:24,951] Trial 2 finished with value: -1606.8205178264832 and parameters: {'embedding_dim': 297, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 3}. Best is trial 0 with value: -94.5713937557659.
+[I 2025-12-18 20:22:36,675] Trial 3 finished with value: -4683.778130748453 and parameters: {'embedding_dim': 391, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 0 with value: -94.5713937557659.
+[I 2025-12-18 20:22:45,794] Trial 4 finished with value: -471.2477559968099 and parameters: {'embedding_dim': 289, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 0 with value: -94.5713937557659.
+[I 2025-12-18 20:22:57,582] Trial 5 finished with value: -2610.7146638619506 and parameters: {'embedding_dim': 420, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 2}. Best is trial 0 with value: -94.5713937557659.
+[I 2025-12-18 20:23:18,101] Trial 6 finished with value: -493.5120426293405 and parameters: {'embedding_dim': 241, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 0 with value: -94.5713937557659.
+[I 2025-12-18 20:23:48,872] Trial 7 finished with value: -369.98379733287504 and parameters: {'embedding_dim': 486, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 0 with value: -94.5713937557659.
+[I 2025-12-18 20:25:05,137] Trial 8 finished with value: -618.8478038588833 and parameters: {'embedding_dim': 257, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 0 with value: -94.5713937557659.
+[I 2025-12-18 20:26:20,657] Trial 9 finished with value: -1728.3434586755582 and parameters: {'embedding_dim': 297, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 0 with value: -94.5713937557659.
+[I 2025-12-18 20:26:59,589] Trial 10 finished with value: -50.568181782049614 and parameters: {'embedding_dim': 174, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 10 with value: -50.568181782049614.
+[I 2025-12-18 20:27:38,643] Trial 11 finished with value: -409.4783626388238 and parameters: {'embedding_dim': 136, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 10 with value: -50.568181782049614.
+[I 2025-12-18 20:28:15,966] Trial 12 finished with value: -219.1237830361222 and parameters: {'embedding_dim': 152, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 10 with value: -50.568181782049614.
+[I 2025-12-18 20:28:52,866] Trial 13 finished with value: -182.33207903559264 and parameters: {'embedding_dim': 212, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 10 with value: -50.568181782049614.
+[I 2025-12-18 20:29:52,908] Trial 14 finished with value: -93.24267271498425 and parameters: {'embedding_dim': 357, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 10 with value: -50.568181782049614.
+[I 2025-12-18 20:30:55,700] Trial 15 finished with value: -228.55353412973773 and parameters: {'embedding_dim': 354, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 10 with value: -50.568181782049614.
+[I 2025-12-18 20:31:25,738] Trial 16 finished with value: -427.52050568105545 and parameters: {'embedding_dim': 191, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 10 with value: -50.568181782049614.
+[I 2025-12-18 20:32:04,340] Trial 17 finished with value: -41.57122147760429 and parameters: {'embedding_dim': 343, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 17 with value: -41.57122147760429.
+[I 2025-12-18 20:32:26,635] Trial 18 finished with value: -409.7289205525641 and parameters: {'embedding_dim': 358, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 17 with value: -41.57122147760429.
+[I 2025-12-18 20:32:57,041] Trial 19 finished with value: -283.0649757479858 and parameters: {'embedding_dim': 165, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 17 with value: -41.57122147760429.
+[I 2025-12-18 20:33:34,705] Trial 20 finished with value: -131.8149506040577 and parameters: {'embedding_dim': 254, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 17 with value: -41.57122147760429.
+[I 2025-12-18 20:34:38,086] Trial 21 finished with value: -41.54358848393262 and parameters: {'embedding_dim': 335, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 21 with value: -41.54358848393262.
+[I 2025-12-18 20:35:14,881] Trial 22 finished with value: -320.57931758763965 and parameters: {'embedding_dim': 327, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 21 with value: -41.54358848393262.
+[I 2025-12-18 20:35:51,463] Trial 23 finished with value: -243.2426311243094 and parameters: {'embedding_dim': 332, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 21 with value: -41.54358848393262.
+[I 2025-12-18 20:36:42,400] Trial 24 finished with value: -1.0702297137364334 and parameters: {'embedding_dim': 402, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 24 with value: -1.0702297137364334.
+[I 2025-12-18 20:37:32,826] Trial 25 finished with value: -129.33449613508293 and parameters: {'embedding_dim': 443, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 24 with value: -1.0702297137364334.
+[I 2025-12-18 20:38:10,015] Trial 26 finished with value: -1059.8969908163099 and parameters: {'embedding_dim': 384, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 24 with value: -1.0702297137364334.
+[I 2025-12-18 20:39:00,366] Trial 27 finished with value: -567.4649078522216 and parameters: {'embedding_dim': 509, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 24 with value: -1.0702297137364334.
+[I 2025-12-18 20:39:49,667] Trial 28 finished with value: -19.54893998742944 and parameters: {'embedding_dim': 384, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 24 with value: -1.0702297137364334.
+[I 2025-12-18 20:40:14,070] Trial 29 finished with value: -46.87576110056801 and parameters: {'embedding_dim': 458, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 24 with value: -1.0702297137364334.
+/opt/conda/envs/py39/lib/python3.9/site-packages/sklearn/base.py:484: FutureWarning: `BaseEstimator._check_n_features` is deprecated in 1.6 and will be removed in 1.7. Use `sklearn.utils.validation._check_n_features` instead.
+  warnings.warn(
+/opt/conda/envs/py39/lib/python3.9/site-packages/sklearn/base.py:493: FutureWarning: `BaseEstimator._check_feature_names` is deprecated in 1.6 and will be removed in 1.7. Use `sklearn.utils.validation._check_feature_names` instead.
+  warnings.warn(
+[I 2025-12-18 20:41:06,419] A new study created in memory with name: no-name-fa55ef3f-03d2-4519-a11a-7c8d08151a04
+[I 2025-12-18 20:41:15,175] Trial 0 finished with value: -26.261535409815764 and parameters: {'embedding_dim': 105, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 0 with value: -26.261535409815764.
+[I 2025-12-18 20:41:19,432] Trial 1 finished with value: -37.471886209802626 and parameters: {'embedding_dim': 94, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 0 with value: -26.261535409815764.
+[I 2025-12-18 20:42:05,708] Trial 2 finished with value: -7.449742730473408 and parameters: {'embedding_dim': 108, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 2 with value: -7.449742730473408.
+[I 2025-12-18 20:42:27,499] Trial 3 finished with value: -21.534291942436916 and parameters: {'embedding_dim': 77, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 2 with value: -7.449742730473408.
+[I 2025-12-18 20:42:49,917] Trial 4 finished with value: -90.20708896113409 and parameters: {'embedding_dim': 92, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 1}. Best is trial 2 with value: -7.449742730473408.
+[I 2025-12-18 20:42:58,711] Trial 5 finished with value: -5.169671012330819 and parameters: {'embedding_dim': 89, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 5 with value: -5.169671012330819.
+[I 2025-12-18 20:43:09,331] Trial 6 finished with value: -182.7102279721978 and parameters: {'embedding_dim': 82, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 5 with value: -5.169671012330819.
+[I 2025-12-18 20:43:15,581] Trial 7 finished with value: -13.852004240101428 and parameters: {'embedding_dim': 111, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 5 with value: -5.169671012330819.
+[I 2025-12-18 20:44:01,838] Trial 8 finished with value: -7.004204172432893 and parameters: {'embedding_dim': 67, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 3}. Best is trial 5 with value: -5.169671012330819.
+[I 2025-12-18 20:44:36,072] Trial 9 finished with value: -245.47488424378926 and parameters: {'embedding_dim': 67, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 5 with value: -5.169671012330819.
+[I 2025-12-18 20:44:57,319] Trial 10 finished with value: -5.876541996762147 and parameters: {'embedding_dim': 124, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 5 with value: -5.169671012330819.
+[I 2025-12-18 20:45:18,785] Trial 11 finished with value: -1.8328224965237159 and parameters: {'embedding_dim': 128, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 11 with value: -1.8328224965237159.
+[I 2025-12-18 20:45:34,690] Trial 12 finished with value: -4.226378141545593 and parameters: {'embedding_dim': 123, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 11 with value: -1.8328224965237159.
+[I 2025-12-18 20:45:50,548] Trial 13 finished with value: -27.86150621506293 and parameters: {'embedding_dim': 127, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 11 with value: -1.8328224965237159.
+[I 2025-12-18 20:46:06,579] Trial 14 finished with value: -11.655717285598902 and parameters: {'embedding_dim': 118, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 11 with value: -1.8328224965237159.
+[I 2025-12-18 20:46:22,414] Trial 15 finished with value: -59.873851589494684 and parameters: {'embedding_dim': 118, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 11 with value: -1.8328224965237159.
+[I 2025-12-18 20:46:38,349] Trial 16 finished with value: -1.3080035174410252 and parameters: {'embedding_dim': 128, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 16 with value: -1.3080035174410252.
+[I 2025-12-18 20:47:00,018] Trial 17 finished with value: -42.78274399233578 and parameters: {'embedding_dim': 101, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 16 with value: -1.3080035174410252.
+[I 2025-12-18 20:47:16,076] Trial 18 finished with value: -32.19730947036871 and parameters: {'embedding_dim': 115, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 16 with value: -1.3080035174410252.
+[I 2025-12-18 20:47:38,743] Trial 19 finished with value: -75.11481748005704 and parameters: {'embedding_dim': 127, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 16 with value: -1.3080035174410252.
+[I 2025-12-18 20:47:54,514] Trial 20 finished with value: -12.512693734102495 and parameters: {'embedding_dim': 101, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 16 with value: -1.3080035174410252.
+[I 2025-12-18 20:48:10,325] Trial 21 finished with value: -8.996830527637389 and parameters: {'embedding_dim': 122, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 16 with value: -1.3080035174410252.
+[I 2025-12-18 20:48:26,165] Trial 22 finished with value: -6.08868424625778 and parameters: {'embedding_dim': 128, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 16 with value: -1.3080035174410252.
+[I 2025-12-18 20:48:42,167] Trial 23 finished with value: -0.41201614357559596 and parameters: {'embedding_dim': 120, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 23 with value: -0.41201614357559596.
+[I 2025-12-18 20:48:52,385] Trial 24 finished with value: -163.96031449659594 and parameters: {'embedding_dim': 113, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 23 with value: -0.41201614357559596.
+[I 2025-12-18 20:49:08,180] Trial 25 finished with value: -90.51139150913451 and parameters: {'embedding_dim': 119, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 23 with value: -0.41201614357559596.
+[I 2025-12-18 20:49:24,593] Trial 26 finished with value: -12.032604108983735 and parameters: {'embedding_dim': 122, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 23 with value: -0.41201614357559596.
+[I 2025-12-18 20:49:45,902] Trial 27 finished with value: -5.345873007062729 and parameters: {'embedding_dim': 115, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 3}. Best is trial 23 with value: -0.41201614357559596.
+[I 2025-12-18 20:50:01,768] Trial 28 finished with value: -52.49627122861388 and parameters: {'embedding_dim': 109, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 23 with value: -0.41201614357559596.
+[I 2025-12-18 20:50:10,281] Trial 29 finished with value: -12.208602954685889 and parameters: {'embedding_dim': 104, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 23 with value: -0.41201614357559596.
+[I 2025-12-18 20:50:18,963] Trial 30 finished with value: -63.08379950318569 and parameters: {'embedding_dim': 128, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 23 with value: -0.41201614357559596.
+[I 2025-12-18 20:50:35,014] Trial 31 finished with value: -60.77278401848871 and parameters: {'embedding_dim': 123, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 23 with value: -0.41201614357559596.
+[I 2025-12-18 20:50:51,583] Trial 32 finished with value: -19.530051233158197 and parameters: {'embedding_dim': 120, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 23 with value: -0.41201614357559596.
+[I 2025-12-18 20:51:02,328] Trial 33 finished with value: -17.202480736295666 and parameters: {'embedding_dim': 124, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 23 with value: -0.41201614357559596.
+[I 2025-12-18 20:51:18,854] Trial 34 finished with value: -7.960836523585964 and parameters: {'embedding_dim': 116, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 23 with value: -0.41201614357559596.
+[I 2025-12-18 20:51:52,812] Trial 35 finished with value: -17.42127085288466 and parameters: {'embedding_dim': 107, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 23 with value: -0.41201614357559596.
+[I 2025-12-18 20:51:57,332] Trial 36 finished with value: -203.4216191313313 and parameters: {'embedding_dim': 125, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 23 with value: -0.41201614357559596.
+[I 2025-12-18 20:52:07,679] Trial 37 finished with value: -38.25889824941553 and parameters: {'embedding_dim': 86, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 128, 'discriminator_steps': 1}. Best is trial 23 with value: -0.41201614357559596.
+[I 2025-12-18 20:52:41,763] Trial 38 finished with value: -6.643104366624849 and parameters: {'embedding_dim': 112, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 23 with value: -0.41201614357559596.
+[I 2025-12-18 20:52:58,264] Trial 39 finished with value: -6.100671182027996 and parameters: {'embedding_dim': 73, 'generator_dim': (128, 128), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 128, 'discriminator_steps': 2}. Best is trial 23 with value: -0.41201614357559596.
+[I 2025-12-18 20:53:06,876] Trial 40 finished with value: -86.64421000945194 and parameters: {'embedding_dim': 120, 'generator_dim': (64, 64), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 23 with value: -0.41201614357559596.
+[I 2025-12-18 20:53:15,644] Trial 41 finished with value: -20.934363253079308 and parameters: {'embedding_dim': 90, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 23 with value: -0.41201614357559596.
+[I 2025-12-18 20:53:23,953] Trial 42 finished with value: -81.0131639341121 and parameters: {'embedding_dim': 89, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 23 with value: -0.41201614357559596.
+[I 2025-12-18 20:53:32,417] Trial 43 finished with value: -102.01727392117176 and parameters: {'embedding_dim': 96, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 23 with value: -0.41201614357559596.
+[I 2025-12-18 20:53:40,954] Trial 44 finished with value: -4.454021265646464 and parameters: {'embedding_dim': 82, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 23 with value: -0.41201614357559596.
+[I 2025-12-18 20:54:14,868] Trial 45 finished with value: -2.4728910575699645 and parameters: {'embedding_dim': 84, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 23 with value: -0.41201614357559596.
+[I 2025-12-18 20:54:48,999] Trial 46 finished with value: -9.617860097369373 and parameters: {'embedding_dim': 74, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 23 with value: -0.41201614357559596.
+[I 2025-12-18 20:55:23,062] Trial 47 finished with value: -119.43471017629268 and parameters: {'embedding_dim': 81, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 23 with value: -0.41201614357559596.
+[I 2025-12-18 20:55:57,282] Trial 48 finished with value: -59.72979689945067 and parameters: {'embedding_dim': 125, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 4, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 23 with value: -0.41201614357559596.
+[I 2025-12-18 20:56:31,722] Trial 49 finished with value: -4.340613762106582 and parameters: {'embedding_dim': 97, 'generator_dim': (64, 64), 'discriminator_dim': (64, 64), 'pac': 8, 'batch_size': 64, 'discriminator_steps': 2}. Best is trial 23 with value: -0.41201614357559596.
+[I 2025-12-18 20:56:48,464] A new study created in memory with name: no-name-5709f19d-50b4-4681-b54b-ac96fb65e4f0
+[I 2025-12-18 20:57:05,289] Trial 0 finished with value: -373.5427081308229 and parameters: {'embedding_dim': 404, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 0 with value: -373.5427081308229.
+[I 2025-12-18 20:57:26,339] Trial 1 finished with value: -1263.6110332820128 and parameters: {'embedding_dim': 418, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 1}. Best is trial 0 with value: -373.5427081308229.
+[I 2025-12-18 20:57:47,068] Trial 2 finished with value: -3084.8963296560073 and parameters: {'embedding_dim': 235, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 0 with value: -373.5427081308229.
+[I 2025-12-18 20:57:55,841] Trial 3 finished with value: -377.69750112087706 and parameters: {'embedding_dim': 461, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 1}. Best is trial 0 with value: -373.5427081308229.
+[I 2025-12-18 20:58:23,291] Trial 4 finished with value: -201.40721086391898 and parameters: {'embedding_dim': 287, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 4 with value: -201.40721086391898.
+[I 2025-12-18 20:59:16,910] Trial 5 finished with value: -424.4647709101849 and parameters: {'embedding_dim': 208, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 4}. Best is trial 4 with value: -201.40721086391898.
+[I 2025-12-18 21:00:00,433] Trial 6 finished with value: -1897.7939680924728 and parameters: {'embedding_dim': 472, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 3}. Best is trial 4 with value: -201.40721086391898.
+[I 2025-12-18 21:01:05,121] Trial 7 finished with value: -448.65892795627315 and parameters: {'embedding_dim': 200, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 256, 'discriminator_steps': 5}. Best is trial 4 with value: -201.40721086391898.
+[I 2025-12-18 21:01:36,164] Trial 8 finished with value: -1085.7837324070124 and parameters: {'embedding_dim': 333, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 256, 'discriminator_steps': 2}. Best is trial 4 with value: -201.40721086391898.
+[I 2025-12-18 21:02:01,972] Trial 9 finished with value: -251.24696820862198 and parameters: {'embedding_dim': 262, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 4 with value: -201.40721086391898.
+[I 2025-12-18 21:02:22,920] Trial 10 finished with value: -238.64089344911798 and parameters: {'embedding_dim': 129, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 4 with value: -201.40721086391898.
+[I 2025-12-18 21:02:44,091] Trial 11 finished with value: -1473.90784890763 and parameters: {'embedding_dim': 132, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 4 with value: -201.40721086391898.
+[I 2025-12-18 21:03:02,146] Trial 12 finished with value: -324.15844852381167 and parameters: {'embedding_dim': 132, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 4 with value: -201.40721086391898.
+[I 2025-12-18 21:03:23,703] Trial 13 finished with value: -660.4721505082293 and parameters: {'embedding_dim': 318, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 4 with value: -201.40721086391898.
+[I 2025-12-18 21:03:49,637] Trial 14 finished with value: -283.5133956355826 and parameters: {'embedding_dim': 306, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 4 with value: -201.40721086391898.
+[I 2025-12-18 21:04:10,692] Trial 15 finished with value: -431.28853250065634 and parameters: {'embedding_dim': 178, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 4 with value: -201.40721086391898.
+[I 2025-12-18 21:04:37,725] Trial 16 finished with value: -173.93142431880605 and parameters: {'embedding_dim': 270, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 16 with value: -173.93142431880605.
+[I 2025-12-18 21:04:58,668] Trial 17 finished with value: -319.05395800878347 and parameters: {'embedding_dim': 367, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 16 with value: -173.93142431880605.
+[I 2025-12-18 21:05:20,452] Trial 18 finished with value: -381.0070130272949 and parameters: {'embedding_dim': 273, 'generator_dim': (128, 128), 'discriminator_dim': (128, 128), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 16 with value: -173.93142431880605.
+[I 2025-12-18 21:05:47,316] Trial 19 finished with value: -332.8538735034296 and parameters: {'embedding_dim': 283, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 16 with value: -173.93142431880605.
+[I 2025-12-18 21:06:04,004] Trial 20 finished with value: -666.8533296802971 and parameters: {'embedding_dim': 365, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 2}. Best is trial 16 with value: -173.93142431880605.
+[I 2025-12-18 21:06:25,802] Trial 21 finished with value: -275.3656146876316 and parameters: {'embedding_dim': 175, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 16 with value: -173.93142431880605.
+[I 2025-12-18 21:06:51,561] Trial 22 finished with value: -323.246627463434 and parameters: {'embedding_dim': 237, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 16 with value: -173.93142431880605.
+[I 2025-12-18 21:07:21,942] Trial 23 finished with value: -568.4610121045886 and parameters: {'embedding_dim': 342, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 16 with value: -173.93142431880605.
+[I 2025-12-18 21:07:39,513] Trial 24 finished with value: -447.68462829051145 and parameters: {'embedding_dim': 245, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 16 with value: -173.93142431880605.
+[I 2025-12-18 21:08:11,307] Trial 25 finished with value: -468.7579283419807 and parameters: {'embedding_dim': 505, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 5}. Best is trial 16 with value: -173.93142431880605.
+[I 2025-12-18 21:08:28,587] Trial 26 finished with value: -1148.0101725041936 and parameters: {'embedding_dim': 162, 'generator_dim': (256, 256), 'discriminator_dim': (128, 128), 'pac': 8, 'batch_size': 1024, 'discriminator_steps': 4}. Best is trial 16 with value: -173.93142431880605.
+[I 2025-12-18 21:08:49,411] Trial 27 finished with value: -1041.2857606279479 and parameters: {'embedding_dim': 295, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 3}. Best is trial 16 with value: -173.93142431880605.
+[I 2025-12-18 21:09:16,797] Trial 28 finished with value: -472.4919177977298 and parameters: {'embedding_dim': 218, 'generator_dim': (256, 256), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 512, 'discriminator_steps': 4}. Best is trial 16 with value: -173.93142431880605.
+[I 2025-12-18 21:09:39,460] Trial 29 finished with value: -371.11038994846564 and parameters: {'embedding_dim': 422, 'generator_dim': (128, 128), 'discriminator_dim': (256, 256), 'pac': 4, 'batch_size': 1024, 'discriminator_steps': 5}. Best is trial 16 with value: -173.93142431880605.
+Processing ../../data/data_for_modeling/incheon_train.csv: Optimizing CTGAN for class 1...
+Saved CTGAN model for class 0: ../save_model/oversampling_models/smotenc_ctgan_20000_3_incheon_class0.pkl
+Saved CTGAN model for class 1: ../save_model/oversampling_models/smotenc_ctgan_20000_3_incheon_class1.pkl
+Saved augmented data only ../../data/data_oversampled/augmented_only/smotenc_ctgan20000_3_incheon.csv: Class 0=18766 | Class 1=16372
+Saved ../../data/data_oversampled/smotenc_ctgan20000/smotenc_ctgan20000_3_incheon.csv: Class 0=19073 | Class 1=19014 | Class 2=14595
+Processing ../../data/data_for_modeling/seoul_train.csv: Optimizing CTGAN for class 0...
+Processing ../../data/data_for_modeling/seoul_train.csv: Optimizing CTGAN for class 1...
+Saved CTGAN model for class 0: ../save_model/oversampling_models/smotenc_ctgan_20000_3_seoul_class0.pkl
+Saved CTGAN model for class 1: ../save_model/oversampling_models/smotenc_ctgan_20000_3_seoul_class1.pkl
+Saved augmented data only ../../data/data_oversampled/augmented_only/smotenc_ctgan20000_3_seoul.csv: Class 0=20482 | Class 1=17676
+Saved ../../data/data_oversampled/smotenc_ctgan20000/smotenc_ctgan20000_3_seoul.csv: Class 0=20498 | Class 1=19331 | Class 2=15873
+Processing ../../data/data_for_modeling/busan_train.csv: Optimizing CTGAN for class 0...
+Processing ../../data/data_for_modeling/busan_train.csv: Optimizing CTGAN for class 1...
+Saved CTGAN model for class 0: ../save_model/oversampling_models/smotenc_ctgan_20000_3_busan_class0.pkl
+Saved CTGAN model for class 1: ../save_model/oversampling_models/smotenc_ctgan_20000_3_busan_class1.pkl
+Saved augmented data only ../../data/data_oversampled/augmented_only/smotenc_ctgan20000_3_busan.csv: Class 0=20057 | Class 1=15457
+Saved ../../data/data_oversampled/smotenc_ctgan20000/smotenc_ctgan20000_3_busan.csv: Class 0=20117 | Class 1=16502 | Class 2=16439
+Processing ../../data/data_for_modeling/daegu_train.csv: Optimizing CTGAN for class 0...
+Processing ../../data/data_for_modeling/daegu_train.csv: Optimizing CTGAN for class 1...
+Saved CTGAN model for class 0: ../save_model/oversampling_models/smotenc_ctgan_20000_3_daegu_class0.pkl
+Saved CTGAN model for class 1: ../save_model/oversampling_models/smotenc_ctgan_20000_3_daegu_class1.pkl
+Saved augmented data only ../../data/data_oversampled/augmented_only/smotenc_ctgan20000_3_daegu.csv: Class 0=20290 | Class 1=18247
+Saved ../../data/data_oversampled/smotenc_ctgan20000/smotenc_ctgan20000_3_daegu.csv: Class 0=20323 | Class 1=18845 | Class 2=16913
+Processing ../../data/data_for_modeling/daejeon_train.csv: Optimizing CTGAN for class 0...
+Processing ../../data/data_for_modeling/daejeon_train.csv: Optimizing CTGAN for class 1...
+Saved CTGAN model for class 0: ../save_model/oversampling_models/smotenc_ctgan_20000_3_daejeon_class0.pkl
+Saved CTGAN model for class 1: ../save_model/oversampling_models/smotenc_ctgan_20000_3_daejeon_class1.pkl
+Saved augmented data only ../../data/data_oversampled/augmented_only/smotenc_ctgan20000_3_daejeon.csv: Class 0=19664 | Class 1=17753
+Saved ../../data/data_oversampled/smotenc_ctgan20000/smotenc_ctgan20000_3_daejeon.csv: Class 0=19749 | Class 1=19428 | Class 2=15784
+Processing ../../data/data_for_modeling/gwangju_train.csv: Optimizing CTGAN for class 0...
+Processing ../../data/data_for_modeling/gwangju_train.csv: Optimizing CTGAN for class 1...
+Saved CTGAN model for class 0: ../save_model/oversampling_models/smotenc_ctgan_20000_3_gwangju_class0.pkl
+Saved CTGAN model for class 1: ../save_model/oversampling_models/smotenc_ctgan_20000_3_gwangju_class1.pkl
+Saved augmented data only ../../data/data_oversampled/augmented_only/smotenc_ctgan20000_3_gwangju.csv: Class 0=19226 | Class 1=16920
+Saved ../../data/data_oversampled/smotenc_ctgan20000/smotenc_ctgan20000_3_gwangju.csv: Class 0=19277 | Class 1=18269 | Class 2=16144
+
+==========================================
+All SMOTENC+CTGAN sample generation completed!
+==========================================