Loading required namespace: BiocManager ### [bt]: This is batchtools v0.9.17 ### [bt]: Starting calculation of 1 jobs ### [bt]: Setting working directory to '/projects/genomic-ml/projects/2024-01-ml-for-autism' Loading required package: mlr3verse Loading required package: mlr3 ### [bt]: Memory measurement disabled ### [bt]: Starting job [batchtools job.id=115] ### [bt]: Generating problem instance for problem '8e203628cef76ef0' ... ### [bt]: Applying algorithm 'run_learner' on problem '8e203628cef76ef0' for job 115 (seed = 116) ... INFO [22:43:53.378] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 55/60) INFO [22:43:54.527] [bbotk] Starting to optimize 2 parameter(s) with '' and '' INFO [22:43:54.561] [bbotk] Evaluating 1 configuration(s) INFO [22:43:54.571] [mlr3] Running benchmark with 5 resampling iterations INFO [22:43:54.643] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 1/5) INFO [22:43:55.022] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 2/5) INFO [22:43:55.391] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 3/5) INFO [22:43:55.759] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 4/5) INFO [22:43:56.133] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 5/5) INFO [22:43:56.491] [mlr3] Finished benchmark INFO [22:43:56.640] [bbotk] Result of batch 1: INFO [22:43:56.644] [bbotk] nrounds eta classif.auc warnings errors runtime_learners INFO [22:43:56.644] [bbotk] 50 -5.180816 0.698454 0 0 1.775 INFO [22:43:56.644] [bbotk] uhash INFO [22:43:56.644] [bbotk] 71ac7794-6bb0-493b-8dbb-7ee4a5148d2b INFO [22:43:56.646] [bbotk] Evaluating 1 configuration(s) INFO [22:43:56.663] [mlr3] Running benchmark with 5 resampling iterations INFO [22:43:56.668] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 1/5) INFO [22:43:56.715] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 2/5) INFO [22:43:56.768] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 3/5) INFO [22:43:56.815] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 4/5) INFO [22:43:56.863] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 5/5) INFO [22:43:56.909] [mlr3] Finished benchmark INFO [22:43:56.942] [bbotk] Result of batch 2: INFO [22:43:56.945] [bbotk] nrounds eta classif.auc warnings errors runtime_learners INFO [22:43:56.945] [bbotk] 1 -6.907755 0.6984467 0 0 0.183 INFO [22:43:56.945] [bbotk] uhash INFO [22:43:56.945] [bbotk] f9425cd1-1274-4477-9aee-e60241123630 INFO [22:43:56.946] [bbotk] Evaluating 1 configuration(s) INFO [22:43:56.959] [mlr3] Running benchmark with 5 resampling iterations INFO [22:43:56.964] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 1/5) INFO [22:43:57.171] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 2/5) INFO [22:43:57.365] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 3/5) INFO [22:43:57.570] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 4/5) INFO [22:43:57.784] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 5/5) INFO [22:43:57.976] [mlr3] Finished benchmark INFO [22:43:58.008] [bbotk] Result of batch 3: INFO [22:43:58.010] [bbotk] nrounds eta classif.auc warnings errors runtime_learners INFO [22:43:58.010] [bbotk] 25 -5.180816 0.6984664 0 0 0.956 INFO [22:43:58.010] [bbotk] uhash INFO [22:43:58.010] [bbotk] 998c9c79-ced2-4d19-9d16-4069bfaa7243 INFO [22:43:58.011] [bbotk] Evaluating 1 configuration(s) INFO [22:43:58.019] [mlr3] Running benchmark with 5 resampling iterations INFO [22:43:58.024] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 1/5) INFO [22:43:58.071] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 2/5) INFO [22:43:58.122] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 3/5) INFO [22:43:58.170] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 4/5) INFO [22:43:58.217] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 5/5) INFO [22:43:58.262] [mlr3] Finished benchmark INFO [22:43:58.299] [bbotk] Result of batch 4: INFO [22:43:58.301] [bbotk] nrounds eta classif.auc warnings errors runtime_learners INFO [22:43:58.301] [bbotk] 1 0 0.6984467 0 0 0.182 INFO [22:43:58.301] [bbotk] uhash INFO [22:43:58.301] [bbotk] 85fd8c81-5927-4483-879a-bddc47fb7954 INFO [22:43:58.303] [bbotk] Evaluating 1 configuration(s) INFO [22:43:58.310] [mlr3] Running benchmark with 5 resampling iterations INFO [22:43:58.316] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 1/5) INFO [22:43:59.030] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 2/5) INFO [22:43:59.738] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 3/5) INFO [22:44:00.448] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 4/5) INFO [22:44:01.155] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 5/5) INFO [22:44:01.862] [mlr3] Finished benchmark INFO [22:44:01.896] [bbotk] Result of batch 5: INFO [22:44:01.898] [bbotk] nrounds eta classif.auc warnings errors runtime_learners INFO [22:44:01.898] [bbotk] 100 -5.180816 0.6985053 0 0 3.483 INFO [22:44:01.898] [bbotk] uhash INFO [22:44:01.898] [bbotk] 8096a578-22bc-41a9-acc5-7ff759cc3cef INFO [22:44:01.900] [bbotk] Evaluating 1 configuration(s) INFO [22:44:01.908] [mlr3] Running benchmark with 5 resampling iterations INFO [22:44:01.914] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 1/5) INFO [22:44:02.948] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 2/5) INFO [22:44:03.966] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 3/5) INFO [22:44:04.997] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 4/5) INFO [22:44:06.105] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 5/5) INFO [22:44:07.128] [mlr3] Finished benchmark INFO [22:44:07.161] [bbotk] Result of batch 6: INFO [22:44:07.163] [bbotk] nrounds eta classif.auc warnings errors runtime_learners INFO [22:44:07.163] [bbotk] 100 -1.726939 0.6667623 0 0 5.071 INFO [22:44:07.163] [bbotk] uhash INFO [22:44:07.163] [bbotk] 3e8b08dc-8e49-418f-bcdc-6f0d1943e616 INFO [22:44:07.164] [bbotk] Evaluating 1 configuration(s) INFO [22:44:07.172] [mlr3] Running benchmark with 5 resampling iterations INFO [22:44:07.177] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 1/5) INFO [22:44:07.412] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 2/5) INFO [22:44:07.607] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 3/5) INFO [22:44:07.814] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 4/5) INFO [22:44:08.020] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 5/5) INFO [22:44:08.219] [mlr3] Finished benchmark INFO [22:44:08.251] [bbotk] Result of batch 7: INFO [22:44:08.253] [bbotk] nrounds eta classif.auc warnings errors runtime_learners INFO [22:44:08.253] [bbotk] 25 -6.907755 0.6984531 0 0 0.979 INFO [22:44:08.253] [bbotk] uhash INFO [22:44:08.253] [bbotk] f16b7fc9-9a8d-4dd3-9afa-c32ed634e333 INFO [22:44:08.255] [bbotk] Evaluating 1 configuration(s) INFO [22:44:08.262] [mlr3] Running benchmark with 5 resampling iterations INFO [22:44:08.268] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 1/5) INFO [22:44:09.205] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 2/5) INFO [22:44:10.162] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 3/5) INFO [22:44:11.125] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 4/5) INFO [22:44:12.077] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 5/5) INFO [22:44:13.255] [mlr3] Finished benchmark INFO [22:44:13.286] [bbotk] Result of batch 8: INFO [22:44:13.289] [bbotk] nrounds eta classif.auc warnings errors runtime_learners INFO [22:44:13.289] [bbotk] 100 -3.453878 0.7072779 0 0 4.685 INFO [22:44:13.289] [bbotk] uhash INFO [22:44:13.289] [bbotk] 1516d5b0-93d0-4787-b6bd-de5151c01d7b INFO [22:44:13.290] [bbotk] Evaluating 1 configuration(s) INFO [22:44:13.297] [mlr3] Running benchmark with 5 resampling iterations INFO [22:44:13.302] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 1/5) INFO [22:44:14.089] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 2/5) INFO [22:44:14.868] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 3/5) INFO [22:44:15.658] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 4/5) INFO [22:44:16.450] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 5/5) INFO [22:44:17.245] [mlr3] Finished benchmark INFO [22:44:17.295] [bbotk] Result of batch 9: INFO [22:44:17.297] [bbotk] nrounds eta classif.auc warnings errors runtime_learners INFO [22:44:17.297] [bbotk] 75 0 0.6560097 0 0 3.879 INFO [22:44:17.297] [bbotk] uhash INFO [22:44:17.297] [bbotk] 6e450428-d357-44a7-8021-deebb4411295 INFO [22:44:17.299] [bbotk] Evaluating 1 configuration(s) INFO [22:44:17.306] [mlr3] Running benchmark with 5 resampling iterations INFO [22:44:17.311] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 1/5) INFO [22:44:18.075] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 2/5) INFO [22:44:18.841] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 3/5) INFO [22:44:19.620] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 4/5) INFO [22:44:20.402] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 5/5) INFO [22:44:21.177] [mlr3] Finished benchmark INFO [22:44:21.219] [bbotk] Result of batch 10: INFO [22:44:21.221] [bbotk] nrounds eta classif.auc warnings errors runtime_learners INFO [22:44:21.221] [bbotk] 75 -1.726939 0.6720933 0 0 3.807 INFO [22:44:21.221] [bbotk] uhash INFO [22:44:21.221] [bbotk] 9c68d82c-9fbf-4a56-b3f1-fd497ff0f68a INFO [22:44:21.222] [bbotk] Evaluating 1 configuration(s) INFO [22:44:21.230] [mlr3] Running benchmark with 5 resampling iterations INFO [22:44:21.236] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 1/5) INFO [22:44:21.526] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 2/5) INFO [22:44:21.810] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 3/5) INFO [22:44:22.101] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 4/5) INFO [22:44:22.386] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 5/5) INFO [22:44:22.670] [mlr3] Finished benchmark INFO [22:44:22.702] [bbotk] Result of batch 11: INFO [22:44:22.704] [bbotk] nrounds eta classif.auc warnings errors runtime_learners INFO [22:44:22.704] [bbotk] 25 0 0.6695051 0 0 1.377 INFO [22:44:22.704] [bbotk] uhash INFO [22:44:22.704] [bbotk] 1db0db3b-f053-48c2-8724-8ad22796f27e INFO [22:44:22.706] [bbotk] Evaluating 1 configuration(s) INFO [22:44:22.714] [mlr3] Running benchmark with 5 resampling iterations INFO [22:44:22.719] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 1/5) INFO [22:44:23.399] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 2/5) INFO [22:44:24.090] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 3/5) INFO [22:44:24.788] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 4/5) INFO [22:44:25.472] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 5/5) INFO [22:44:26.152] [mlr3] Finished benchmark INFO [22:44:26.203] [bbotk] Result of batch 12: INFO [22:44:26.206] [bbotk] nrounds eta classif.auc warnings errors runtime_learners INFO [22:44:26.206] [bbotk] 75 -3.453878 0.7115415 0 0 3.368 INFO [22:44:26.206] [bbotk] uhash INFO [22:44:26.206] [bbotk] 14b61021-8cfe-4d07-9ff7-51973253d887 INFO [22:44:26.207] [bbotk] Evaluating 1 configuration(s) INFO [22:44:26.215] [mlr3] Running benchmark with 5 resampling iterations INFO [22:44:26.220] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 1/5) INFO [22:44:26.492] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 2/5) INFO [22:44:26.769] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 3/5) INFO [22:44:27.050] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 4/5) INFO [22:44:27.328] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 5/5) INFO [22:44:27.599] [mlr3] Finished benchmark INFO [22:44:27.631] [bbotk] Result of batch 13: INFO [22:44:27.634] [bbotk] nrounds eta classif.auc warnings errors runtime_learners INFO [22:44:27.634] [bbotk] 25 -1.726939 0.6984822 0 0 1.323 INFO [22:44:27.634] [bbotk] uhash INFO [22:44:27.634] [bbotk] ae384b8c-fec0-446b-ba5a-82102ba90bc9 INFO [22:44:27.635] [bbotk] Evaluating 1 configuration(s) INFO [22:44:27.648] [mlr3] Running benchmark with 5 resampling iterations INFO [22:44:27.653] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 1/5) INFO [22:44:28.191] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 2/5) INFO [22:44:28.717] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 3/5) INFO [22:44:29.250] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 4/5) INFO [22:44:29.786] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 5/5) INFO [22:44:30.321] [mlr3] Finished benchmark INFO [22:44:30.358] [bbotk] Result of batch 14: INFO [22:44:30.360] [bbotk] nrounds eta classif.auc warnings errors runtime_learners INFO [22:44:30.360] [bbotk] 50 0 0.6596725 0 0 2.612 INFO [22:44:30.360] [bbotk] uhash INFO [22:44:30.360] [bbotk] 13662388-23cd-494e-bd98-80eb751cb4af INFO [22:44:30.362] [bbotk] Evaluating 1 configuration(s) INFO [22:44:30.369] [mlr3] Running benchmark with 5 resampling iterations INFO [22:44:30.374] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 1/5) INFO [22:44:30.907] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 2/5) INFO [22:44:31.414] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 3/5) INFO [22:44:31.956] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 4/5) INFO [22:44:32.494] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 5/5) INFO [22:44:32.993] [mlr3] Finished benchmark INFO [22:44:33.034] [bbotk] Result of batch 15: INFO [22:44:33.037] [bbotk] nrounds eta classif.auc warnings errors runtime_learners INFO [22:44:33.037] [bbotk] 75 -6.907755 0.6984537 0 0 2.56 INFO [22:44:33.037] [bbotk] uhash INFO [22:44:33.037] [bbotk] 4e263fa4-3532-45e9-9986-bc7a3152efad INFO [22:44:33.038] [bbotk] Evaluating 1 configuration(s) INFO [22:44:33.046] [mlr3] Running benchmark with 5 resampling iterations INFO [22:44:33.051] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 1/5) INFO [22:44:33.482] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 2/5) INFO [22:44:33.915] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 3/5) INFO [22:44:34.353] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 4/5) INFO [22:44:34.788] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 5/5) INFO [22:44:35.209] [mlr3] Finished benchmark INFO [22:44:35.246] [bbotk] Result of batch 16: INFO [22:44:35.248] [bbotk] nrounds eta classif.auc warnings errors runtime_learners INFO [22:44:35.248] [bbotk] 50 -3.453878 0.7034837 0 0 2.102 INFO [22:44:35.248] [bbotk] uhash INFO [22:44:35.248] [bbotk] 53384f05-6f62-4476-baed-00db0751af73 INFO [22:44:35.250] [bbotk] Evaluating 1 configuration(s) INFO [22:44:35.257] [mlr3] Running benchmark with 5 resampling iterations INFO [22:44:35.262] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 1/5) INFO [22:44:36.302] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 2/5) INFO [22:44:37.322] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 3/5) INFO [22:44:38.357] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 4/5) INFO [22:44:39.402] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 5/5) INFO [22:44:40.456] [mlr3] Finished benchmark INFO [22:44:40.488] [bbotk] Result of batch 17: INFO [22:44:40.490] [bbotk] nrounds eta classif.auc warnings errors runtime_learners INFO [22:44:40.490] [bbotk] 100 0 0.6524174 0 0 5.134 INFO [22:44:40.490] [bbotk] uhash INFO [22:44:40.490] [bbotk] 0512318d-bb7f-4fc6-950d-cb756d4bc904 INFO [22:44:40.491] [bbotk] Evaluating 1 configuration(s) INFO [22:44:40.499] [mlr3] Running benchmark with 5 resampling iterations INFO [22:44:40.504] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 1/5) INFO [22:44:41.202] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 2/5) INFO [22:44:41.851] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 3/5) INFO [22:44:42.548] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 4/5) INFO [22:44:43.254] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 5/5) INFO [22:44:43.902] [mlr3] Finished benchmark INFO [22:44:43.933] [bbotk] Result of batch 18: INFO [22:44:43.935] [bbotk] nrounds eta classif.auc warnings errors runtime_learners INFO [22:44:43.935] [bbotk] 100 -6.907755 0.6984855 0 0 3.341 INFO [22:44:43.935] [bbotk] uhash INFO [22:44:43.935] [bbotk] 7b1bf9db-f81a-4ad5-ae6c-08fd65f6a5f4 INFO [22:44:43.937] [bbotk] Evaluating 1 configuration(s) INFO [22:44:43.944] [mlr3] Running benchmark with 5 resampling iterations INFO [22:44:43.949] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 1/5) INFO [22:44:43.995] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 2/5) INFO [22:44:44.040] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 3/5) INFO [22:44:44.092] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 4/5) INFO [22:44:44.138] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 5/5) INFO [22:44:44.182] [mlr3] Finished benchmark INFO [22:44:44.213] [bbotk] Result of batch 19: INFO [22:44:44.215] [bbotk] nrounds eta classif.auc warnings errors runtime_learners INFO [22:44:44.215] [bbotk] 1 -3.453878 0.6984467 0 0 0.179 INFO [22:44:44.215] [bbotk] uhash INFO [22:44:44.215] [bbotk] e2f0bcd6-73de-4265-8dcd-92a69602a115 INFO [22:44:44.216] [bbotk] Evaluating 1 configuration(s) INFO [22:44:44.224] [mlr3] Running benchmark with 5 resampling iterations INFO [22:44:44.229] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 1/5) INFO [22:44:44.274] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 2/5) INFO [22:44:44.325] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 3/5) INFO [22:44:44.371] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 4/5) INFO [22:44:44.417] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 5/5) INFO [22:44:44.461] [mlr3] Finished benchmark INFO [22:44:44.492] [bbotk] Result of batch 20: INFO [22:44:44.494] [bbotk] nrounds eta classif.auc warnings errors runtime_learners INFO [22:44:44.494] [bbotk] 1 -1.726939 0.6984467 0 0 0.177 INFO [22:44:44.494] [bbotk] uhash INFO [22:44:44.494] [bbotk] a744d6e5-7cde-4d7c-9a3f-84e3baca5c9e INFO [22:44:44.495] [bbotk] Evaluating 1 configuration(s) INFO [22:44:44.503] [mlr3] Running benchmark with 5 resampling iterations INFO [22:44:44.508] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 1/5) INFO [22:44:44.559] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 2/5) INFO [22:44:44.604] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 3/5) INFO [22:44:44.650] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 4/5) INFO [22:44:44.696] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 5/5) INFO [22:44:44.748] [mlr3] Finished benchmark INFO [22:44:44.779] [bbotk] Result of batch 21: INFO [22:44:44.781] [bbotk] nrounds eta classif.auc warnings errors runtime_learners INFO [22:44:44.781] [bbotk] 1 -5.180816 0.6984467 0 0 0.182 INFO [22:44:44.781] [bbotk] uhash INFO [22:44:44.781] [bbotk] c8ebdfca-ff48-44c2-85af-2ea57464f64e INFO [22:44:44.783] [bbotk] Evaluating 1 configuration(s) INFO [22:44:44.790] [mlr3] Running benchmark with 5 resampling iterations INFO [22:44:44.795] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 1/5) INFO [22:44:45.327] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 2/5) INFO [22:44:45.857] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 3/5) INFO [22:44:46.394] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 4/5) INFO [22:44:46.945] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 5/5) INFO [22:44:47.460] [mlr3] Finished benchmark INFO [22:44:47.494] [bbotk] Result of batch 22: INFO [22:44:47.497] [bbotk] nrounds eta classif.auc warnings errors runtime_learners INFO [22:44:47.497] [bbotk] 75 -5.180816 0.6985597 0 0 2.599 INFO [22:44:47.497] [bbotk] uhash INFO [22:44:47.497] [bbotk] b3164d72-88f7-4709-8707-11f0ba5fecf5 INFO [22:44:47.498] [bbotk] Evaluating 1 configuration(s) INFO [22:44:47.506] [mlr3] Running benchmark with 5 resampling iterations INFO [22:44:47.512] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 1/5) INFO [22:44:48.038] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 2/5) INFO [22:44:48.569] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 3/5) INFO [22:44:49.102] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 4/5) INFO [22:44:49.641] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 5/5) INFO [22:44:50.165] [mlr3] Finished benchmark INFO [22:44:50.203] [bbotk] Result of batch 23: INFO [22:44:50.205] [bbotk] nrounds eta classif.auc warnings errors runtime_learners INFO [22:44:50.205] [bbotk] 50 -1.726939 0.6795122 0 0 2.596 INFO [22:44:50.205] [bbotk] uhash INFO [22:44:50.205] [bbotk] d71598d4-f4c1-475e-bc71-c3e5bb864b65 INFO [22:44:50.206] [bbotk] Evaluating 1 configuration(s) INFO [22:44:50.214] [mlr3] Running benchmark with 5 resampling iterations INFO [22:44:50.219] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 1/5) INFO [22:44:50.434] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 2/5) INFO [22:44:50.643] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 3/5) INFO [22:44:50.851] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 4/5) INFO [22:44:51.065] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 5/5) INFO [22:44:51.277] [mlr3] Finished benchmark INFO [22:44:51.308] [bbotk] Result of batch 24: INFO [22:44:51.310] [bbotk] nrounds eta classif.auc warnings errors runtime_learners INFO [22:44:51.310] [bbotk] 25 -3.453878 0.6982202 0 0 1.003 INFO [22:44:51.310] [bbotk] uhash INFO [22:44:51.310] [bbotk] bc02ae49-182d-49c2-b4f4-14e16f648d8f INFO [22:44:51.312] [bbotk] Evaluating 1 configuration(s) INFO [22:44:51.319] [mlr3] Running benchmark with 5 resampling iterations INFO [22:44:51.324] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 1/5) INFO [22:44:51.706] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 2/5) INFO [22:44:52.051] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 3/5) INFO [22:44:52.421] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 4/5) INFO [22:44:52.789] [mlr3] Applying learner 'classif.xgboost' on task 'behavior.15' (iter 5/5) INFO [22:44:53.134] [mlr3] Finished benchmark INFO [22:44:53.173] [bbotk] Result of batch 25: INFO [22:44:53.176] [bbotk] nrounds eta classif.auc warnings errors runtime_learners INFO [22:44:53.176] [bbotk] 50 -6.907755 0.6984537 0 0 1.752 INFO [22:44:53.176] [bbotk] uhash INFO [22:44:53.176] [bbotk] 4f285e95-2f53-4e63-afc6-526eb62e77a8 INFO [22:44:53.181] [bbotk] Finished optimizing after 25 evaluation(s) INFO [22:44:53.182] [bbotk] Result: INFO [22:44:53.184] [bbotk] nrounds eta learner_param_vals x_domain classif.auc INFO [22:44:53.184] [bbotk] INFO [22:44:53.184] [bbotk] 75 -3.453878 0.7115415 ### [bt]: Job terminated successfully [batchtools job.id=115] ### [bt]: Calculation finished!