VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  417.6          	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  5.7188         	|63             	|  360.28         	|  86.275         	|
run_training_batch                 	|  0.33367        	|1000           	|  333.67         	|  79.902         	|
optimizer_step_with_closure_0      	|  0.33097        	|1000           	|  330.97         	|  79.257         	|
training_step_and_backward         	|  0.24689        	|1000           	|  246.89         	|  59.121         	|
model_forward                      	|  0.15311        	|1000           	|  153.11         	|  36.665         	|
training_step                      	|  0.15297        	|1000           	|  152.97         	|  36.632         	|
backward                           	|  0.092429       	|1000           	|  92.429         	|  22.133         	|
run_validate_evaluation            	|  12.227         	|1              	|  12.227         	|  2.928          	|
evaluation_step_and_end            	|  0.2443         	|48             	|  11.726         	|  2.808          	|
validation_step                    	|  0.24425        	|48             	|  11.724         	|  2.8075         	|
get_train_batch                    	|  0.0080066      	|1063           	|  8.511          	|  2.0381         	|
fetch_next_train_batch             	|  0.0079873      	|1063           	|  8.4905         	|  2.0332         	|
zero_grad                          	|  0.0013195      	|1000           	|  1.3195         	|  0.31598        	|
on_train_batch_end                 	|  0.0011825      	|1000           	|  1.1825         	|  0.28316        	|
training_batch_to_device           	|  0.0002281      	|1000           	|  0.2281         	|  0.054622       	|
get_validate_batch                 	|  0.0043896      	|49             	|  0.21509        	|  0.051506       	|
fetch_next_validate_batch          	|  0.0043751      	|49             	|  0.21438        	|  0.051336       	|
on_train_batch_start               	|  9.3301e-05     	|1000           	|  0.093301       	|  0.022342       	|
on_train_end                       	|  0.025727       	|1              	|  0.025727       	|  0.0061606      	|
on_pretrain_routine_start          	|  0.022634       	|1              	|  0.022634       	|  0.00542        	|
on_train_epoch_end                 	|  0.00029347     	|63             	|  0.018489       	|  0.0044274      	|
on_train_epoch_start               	|  0.00028099     	|63             	|  0.017702       	|  0.004239       	|
on_batch_start                     	|  1.7146e-05     	|1000           	|  0.017146       	|  0.0041058      	|
on_batch_end                       	|  1.3902e-05     	|1000           	|  0.013902       	|  0.0033291      	|
on_before_zero_grad                	|  1.3627e-05     	|1000           	|  0.013627       	|  0.0032632      	|
evaluation_batch_to_device         	|  0.00027425     	|48             	|  0.013164       	|  0.0031523      	|
on_after_backward                  	|  1.188e-05      	|1000           	|  0.01188        	|  0.0028448      	|
on_before_optimizer_step           	|  1.0702e-05     	|1000           	|  0.010702       	|  0.0025627      	|
on_before_backward                 	|  1.0648e-05     	|1000           	|  0.010648       	|  0.0025497      	|
configure_optimizers               	|  0.0078681      	|1              	|  0.0078681      	|  0.0018841      	|
training_step_end                  	|  5.92e-06       	|1000           	|  0.00592        	|  0.0014176      	|
on_validation_model_eval           	|  0.0039172      	|1              	|  0.0039172      	|  0.00093803     	|
on_validation_batch_end            	|  2.0115e-05     	|48             	|  0.0009655      	|  0.0002312      	|
on_train_start                     	|  0.00073061     	|1              	|  0.00073061     	|  0.00017496     	|
on_epoch_start                     	|  1.0857e-05     	|64             	|  0.00069488     	|  0.0001664      	|
on_epoch_end                       	|  1.0692e-05     	|64             	|  0.00068427     	|  0.00016386     	|
on_validation_batch_start          	|  1.1005e-05     	|48             	|  0.00052823     	|  0.00012649     	|
on_validation_start                	|  0.00032659     	|1              	|  0.00032659     	|  7.8206e-05     	|
validation_step_end                	|  4.7905e-06     	|48             	|  0.00022994     	|  5.5063e-05     	|
on_validation_end                  	|  0.00010229     	|1              	|  0.00010229     	|  2.4496e-05     	|
on_before_accelerator_backend_setup	|  1.8434e-05     	|2              	|  3.6869e-05     	|  8.8288e-06     	|
teardown                           	|  1.576e-05      	|2              	|  3.1521e-05     	|  7.5482e-06     	|
setup                              	|  1.3891e-05     	|2              	|  2.7783e-05     	|  6.653e-06      	|
on_configure_sharded_model         	|  1.3752e-05     	|2              	|  2.7503e-05     	|  6.586e-06      	|
on_fit_end                         	|  2.0709e-05     	|1              	|  2.0709e-05     	|  4.9591e-06     	|
on_validation_epoch_end            	|  1.8866e-05     	|1              	|  1.8866e-05     	|  4.5177e-06     	|
on_fit_start                       	|  1.7483e-05     	|1              	|  1.7483e-05     	|  4.1866e-06     	|
on_val_dataloader                  	|  5.976e-06      	|2              	|  1.1952e-05     	|  2.8621e-06     	|
on_validation_epoch_start          	|  1.1241e-05     	|1              	|  1.1241e-05     	|  2.6918e-06     	|
configure_sharded_model            	|  5.596e-06      	|2              	|  1.1192e-05     	|  2.6801e-06     	|
prepare_data                       	|  5.5055e-06     	|2              	|  1.1011e-05     	|  2.6367e-06     	|
on_pretrain_routine_end            	|  1.0189e-05     	|1              	|  1.0189e-05     	|  2.4399e-06     	|
configure_callbacks                	|  4.629e-06      	|2              	|  9.258e-06      	|  2.217e-06      	|
on_train_dataloader                	|  4.379e-06      	|1              	|  4.379e-06      	|  1.0486e-06     	|
VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  1585.6         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  23.887         	|63             	|  1504.9         	|  94.91          	|
run_training_batch                 	|  0.18373        	|8000           	|  1469.8         	|  92.698         	|
training_step_and_backward         	|  0.1737         	|8000           	|  1389.6         	|  87.639         	|
model_forward                      	|  0.092176       	|8000           	|  737.41         	|  46.506         	|
training_step                      	|  0.092043       	|8000           	|  736.34         	|  46.439         	|
backward                           	|  0.081345       	|8000           	|  650.76         	|  41.041         	|
optimizer_step_with_closure_0      	|  0.23136        	|1000           	|  231.36         	|  14.591         	|
run_validate_evaluation            	|  37.266         	|1              	|  37.266         	|  2.3503         	|
evaluation_step_and_end            	|  0.096588       	|377            	|  36.414         	|  2.2965         	|
validation_step                    	|  0.096536       	|377            	|  36.394         	|  2.2953         	|
get_train_batch                    	|  0.0022747      	|8063           	|  18.341         	|  1.1567         	|
fetch_next_train_batch             	|  0.0022582      	|8063           	|  18.208         	|  1.1483         	|
on_train_batch_end                 	|  0.0010736      	|8000           	|  8.5887         	|  0.54166        	|
training_batch_to_device           	|  0.00021411     	|8000           	|  1.7129         	|  0.10803        	|
zero_grad                          	|  0.0013105      	|1000           	|  1.3105         	|  0.082647       	|
on_train_batch_start               	|  9.0664e-05     	|8000           	|  0.72531        	|  0.045743       	|
get_validate_batch                 	|  0.0016185      	|378            	|  0.61178        	|  0.038583       	|
fetch_next_validate_batch          	|  0.0016046      	|378            	|  0.60652        	|  0.038252       	|
on_batch_start                     	|  1.4651e-05     	|8000           	|  0.11721        	|  0.0073918      	|
on_batch_end                       	|  1.2962e-05     	|8000           	|  0.1037         	|  0.0065398      	|
on_before_backward                 	|  1.2593e-05     	|8000           	|  0.10074        	|  0.0063536      	|
on_after_backward                  	|  1.1123e-05     	|8000           	|  0.088987       	|  0.0056121      	|
evaluation_batch_to_device         	|  0.00020608     	|377            	|  0.077693       	|  0.0048999      	|
training_step_end                  	|  5.7452e-06     	|8000           	|  0.045961       	|  0.0028986      	|
on_train_end                       	|  0.025622       	|1              	|  0.025622       	|  0.0016159      	|
on_pretrain_routine_start          	|  0.022968       	|1              	|  0.022968       	|  0.0014485      	|
on_train_epoch_start               	|  0.00029639     	|63             	|  0.018673       	|  0.0011776      	|
on_train_epoch_end                 	|  0.00027763     	|63             	|  0.017491       	|  0.0011031      	|
on_before_zero_grad                	|  1.4208e-05     	|1000           	|  0.014208       	|  0.00089605     	|
on_before_optimizer_step           	|  1.1261e-05     	|1000           	|  0.011261       	|  0.00071022     	|
configure_optimizers               	|  0.0082855      	|1              	|  0.0082855      	|  0.00052254     	|
on_validation_batch_end            	|  1.8328e-05     	|377            	|  0.0069095      	|  0.00043576     	|
on_validation_model_eval           	|  0.0043061      	|1              	|  0.0043061      	|  0.00027157     	|
on_validation_batch_start          	|  1.054e-05      	|377            	|  0.0039736      	|  0.0002506      	|
validation_step_end                	|  5.0214e-06     	|377            	|  0.0018931      	|  0.00011939     	|
on_train_start                     	|  0.00074966     	|1              	|  0.00074966     	|  4.7279e-05     	|
on_epoch_end                       	|  1.0401e-05     	|64             	|  0.00066566     	|  4.1981e-05     	|
on_epoch_start                     	|  1.0381e-05     	|64             	|  0.00066438     	|  4.19e-05       	|
on_validation_start                	|  0.00032469     	|1              	|  0.00032469     	|  2.0477e-05     	|
on_validation_end                  	|  0.00011146     	|1              	|  0.00011146     	|  7.0294e-06     	|
on_before_accelerator_backend_setup	|  1.9356e-05     	|2              	|  3.8712e-05     	|  2.4414e-06     	|
teardown                           	|  1.604e-05      	|2              	|  3.2081e-05     	|  2.0232e-06     	|
setup                              	|  1.3651e-05     	|2              	|  2.7301e-05     	|  1.7218e-06     	|
on_configure_sharded_model         	|  1.3045e-05     	|2              	|  2.609e-05      	|  1.6454e-06     	|
on_fit_end                         	|  2.3103e-05     	|1              	|  2.3103e-05     	|  1.457e-06      	|
on_validation_epoch_end            	|  1.8214e-05     	|1              	|  1.8214e-05     	|  1.1487e-06     	|
on_fit_start                       	|  1.61e-05       	|1              	|  1.61e-05       	|  1.0154e-06     	|
on_val_dataloader                  	|  6.3619e-06     	|2              	|  1.2724e-05     	|  8.0244e-07     	|
on_pretrain_routine_end            	|  1.2253e-05     	|1              	|  1.2253e-05     	|  7.7275e-07     	|
prepare_data                       	|  5.7855e-06     	|2              	|  1.1571e-05     	|  7.2974e-07     	|
configure_callbacks                	|  5.3749e-06     	|2              	|  1.075e-05      	|  6.7795e-07     	|
on_validation_epoch_start          	|  9.7081e-06     	|1              	|  9.7081e-06     	|  6.1226e-07     	|
configure_sharded_model            	|  4.819e-06      	|2              	|  9.638e-06      	|  6.0784e-07     	|
on_train_dataloader                	|  4.1178e-06     	|1              	|  4.1178e-06     	|  2.597e-07      	|
