INFO:2026-05-11 04:07:46,520:[predict.py:399 - predict() ] SEQGEN Class Name: MBPNetSequenceGenerator INFO:2026-05-11 04:07:46,539:[generators.py:483 - _pad_samples() ] mode 'test': Data size (after padding 56 samples) - 1024 INFO:2026-05-11 04:07:46,543:[predict.py:460 - predict() ] Writing predictions to predictions/AML4_KMT2A_N/fold_2/model_split000_predictions.h5 DEBUG:2026-05-11 04:07:46,899:[generators.py:731 - _epoch_run() ] test spawning process 0, df size (512, 3) sum(num_batches) 8 DEBUG:2026-05-11 04:07:47,023:[generators.py:731 - _epoch_run() ] test spawning process 1, df size (512, 3) sum(num_batches) 16 DEBUG:2026-05-11 04:07:47,050:[generators.py:757 - _epoch_run() ] test num_batches list [8, 8] DEBUG:2026-05-11 04:07:47,051:[generators.py:770 - _epoch_run() ] test starting stealer thread 0 [8] DEBUG:2026-05-11 04:07:47,069:[generators.py:770 - _epoch_run() ] test starting stealer thread 1 [8] DEBUG:2026-05-11 04:07:48,791:[generators.py:676 - _stealer() ] test stealer thread 0 got 8 batches from mpq DEBUG:2026-05-11 04:07:48,775:[generators.py:652 - _proc_target() ] test process 0 put 8 batches into mpq DEBUG:2026-05-11 04:07:49,398:[generators.py:652 - _proc_target() ] test process 1 put 8 batches into mpq DEBUG:2026-05-11 04:07:49,421:[generators.py:676 - _stealer() ] test stealer thread 1 got 8 batches from mpq DEBUG:2026-05-11 04:09:20,074:[generators.py:814 - gen() ] test waiting to join process 0 DEBUG:2026-05-11 04:09:20,074:[generators.py:819 - gen() ] test waiting to join thread 0 DEBUG:2026-05-11 04:09:20,074:[generators.py:823 - gen() ] test join complete for process 0 DEBUG:2026-05-11 04:09:20,074:[generators.py:814 - gen() ] test waiting to join process 1 DEBUG:2026-05-11 04:09:20,075:[generators.py:819 - gen() ] test waiting to join thread 1 DEBUG:2026-05-11 04:09:20,075:[generators.py:823 - gen() ] test join complete for process 1 DEBUG:2026-05-11 04:09:20,075:[generators.py:826 - gen() ] test Finished join for epoch DEBUG:2026-05-11 04:09:20,075:[generators.py:828 - gen() ] test Ready for next epoch INFO:2026-05-11 04:09:20,075:[predict.py:731 - predict() ] Writing to h5 file ... INFO:2026-05-11 04:09:20,591:[predict.py:747 - predict() ] Elapsed Time: 94.04413414001465 secs INFO:2026-05-11 04:09:20,592:[predict.py:751 - predict() ] Generating predicted profile bigWigs ... INFO:2026-05-11 04:09:20,592:[predict.py:753 - predict() ] predictions shape - (968, 1000, 2) INFO:2026-05-11 04:09:20,596:[predict.py:775 - predict() ] bigWig HEADER - [('chr1', 248956422), ('chr10', 133797422), ('chr11', 135086622), ('chr12', 133275309), ('chr13', 114364328), ('chr14', 107043718), ('chr15', 101991189), ('chr16', 90338345), ('chr17', 83257441), ('chr18', 80373285), ('chr19', 58617616), ('chr2', 242193529), ('chr20', 64444167), ('chr21', 46709983), ('chr22', 50818468), ('chr3', 198295559), ('chr4', 190214555), ('chr5', 181538259), ('chr6', 170805979), ('chr7', 159345973), ('chr8', 145138636), ('chr9', 138394717), ('chrM', 16569), ('chrX', 156040895), ('chrY', 57227415)] INFO:2026-05-11 04:09:23,510:[predict.py:801 - predict() ] min max median INFO:2026-05-11 04:09:23,510:[predict.py:806 - predict() ] mnll 0.157 0.799 0.457 INFO:2026-05-11 04:09:23,510:[predict.py:811 - predict() ] cross_entropy 0.157 0.799 0.457 INFO:2026-05-11 04:09:23,511:[predict.py:816 - predict() ] jsd 0.138 0.363 0.265 INFO:2026-05-11 04:09:23,511:[predict.py:821 - predict() ] spearman -0.008 0.327 0.143 INFO:2026-05-11 04:09:23,511:[predict.py:826 - predict() ] pearson -0.059 0.308 0.076 INFO:2026-05-11 04:09:23,511:[predict.py:831 - predict() ] mse 0.082 15.615 0.379 INFO:2026-05-11 04:09:23,511:[predict.py:833 - predict() ] ============================================== INFO:2026-05-11 04:09:23,545:[predict.py:848 - predict() ] counts pearson: [0.52845989 0.51846968] INFO:2026-05-11 04:09:23,545:[predict.py:849 - predict() ] counts spearman: [0.5017581 0.48621758]