VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  464.22         	|  100 %          	|
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run_training_epoch                 	|  5.5688         	|63             	|  350.84         	|  75.575         	|
run_training_batch                 	|  0.32766        	|1000           	|  327.66         	|  70.582         	|
optimizer_step_with_closure_0      	|  0.3249         	|1000           	|  324.9          	|  69.988         	|
training_step_and_backward         	|  0.24495        	|1000           	|  244.95         	|  52.765         	|
model_forward                      	|  0.15164        	|1000           	|  151.64         	|  32.666         	|
training_step                      	|  0.1515         	|1000           	|  151.5          	|  32.636         	|
backward                           	|  0.091994       	|1000           	|  91.994         	|  19.817         	|
run_validate_evaluation            	|  70.297         	|1              	|  70.297         	|  15.143         	|
evaluation_step_and_end            	|  0.21926        	|313            	|  68.627         	|  14.783         	|
validation_step                    	|  0.2192         	|313            	|  68.611         	|  14.78          	|
get_train_batch                    	|  0.00744        	|1063           	|  7.9087         	|  1.7037         	|
fetch_next_train_batch             	|  0.0074207      	|1063           	|  7.8882         	|  1.6992         	|
zero_grad                          	|  0.0012848      	|1000           	|  1.2848         	|  0.27677        	|
on_train_batch_end                 	|  0.0011981      	|1000           	|  1.1981         	|  0.25808        	|
get_validate_batch                 	|  0.0018883      	|314            	|  0.59292        	|  0.12772        	|
fetch_next_validate_batch          	|  0.0018741      	|314            	|  0.58846        	|  0.12676        	|
training_batch_to_device           	|  0.00022865     	|1000           	|  0.22865        	|  0.049254       	|
on_train_batch_start               	|  9.1119e-05     	|1000           	|  0.091119       	|  0.019628       	|
evaluation_batch_to_device         	|  0.00024082     	|313            	|  0.075377       	|  0.016237       	|
on_train_end                       	|  0.024591       	|1              	|  0.024591       	|  0.0052972      	|
on_pretrain_routine_start          	|  0.022267       	|1              	|  0.022267       	|  0.0047967      	|
on_train_epoch_start               	|  0.00030161     	|63             	|  0.019001       	|  0.0040931      	|
on_train_epoch_end                 	|  0.00027834     	|63             	|  0.017535       	|  0.0037773      	|
on_batch_start                     	|  1.6162e-05     	|1000           	|  0.016162       	|  0.0034815      	|
on_before_zero_grad                	|  1.3884e-05     	|1000           	|  0.013884       	|  0.0029907      	|
on_batch_end                       	|  1.354e-05      	|1000           	|  0.01354        	|  0.0029167      	|
on_after_backward                  	|  1.1364e-05     	|1000           	|  0.011364       	|  0.0024479      	|
on_before_backward                 	|  1.0735e-05     	|1000           	|  0.010735       	|  0.0023125      	|
on_before_optimizer_step           	|  1.0324e-05     	|1000           	|  0.010324       	|  0.002224       	|
configure_optimizers               	|  0.0082461      	|1              	|  0.0082461      	|  0.0017763      	|
training_step_end                  	|  6.1896e-06     	|1000           	|  0.0061896      	|  0.0013333      	|
on_validation_batch_end            	|  1.9718e-05     	|313            	|  0.0061718      	|  0.0013295      	|
on_validation_model_eval           	|  0.004007       	|1              	|  0.004007       	|  0.00086316     	|
on_validation_batch_start          	|  1.0222e-05     	|313            	|  0.0031996      	|  0.00068923     	|
validation_step_end                	|  4.8748e-06     	|313            	|  0.0015258      	|  0.00032868     	|
on_epoch_end                       	|  1.4325e-05     	|64             	|  0.00091682     	|  0.0001975      	|
on_train_start                     	|  0.00069442     	|1              	|  0.00069442     	|  0.00014959     	|
on_epoch_start                     	|  1.0508e-05     	|64             	|  0.00067248     	|  0.00014486     	|
on_validation_start                	|  0.00033363     	|1              	|  0.00033363     	|  7.187e-05      	|
on_validation_end                  	|  0.00010089     	|1              	|  0.00010089     	|  2.1733e-05     	|
on_before_accelerator_backend_setup	|  1.7162e-05     	|2              	|  3.4323e-05     	|  7.3937e-06     	|
on_validation_epoch_end            	|  3.3031e-05     	|1              	|  3.3031e-05     	|  7.1154e-06     	|
teardown                           	|  1.6105e-05     	|2              	|  3.2211e-05     	|  6.9387e-06     	|
setup                              	|  1.4768e-05     	|2              	|  2.9535e-05     	|  6.3623e-06     	|
on_configure_sharded_model         	|  1.2729e-05     	|2              	|  2.5458e-05     	|  5.484e-06      	|
on_fit_end                         	|  2.1179e-05     	|1              	|  2.1179e-05     	|  4.5623e-06     	|
on_fit_start                       	|  1.7413e-05     	|1              	|  1.7413e-05     	|  3.751e-06      	|
on_val_dataloader                  	|  6.031e-06      	|2              	|  1.2062e-05     	|  2.5983e-06     	|
prepare_data                       	|  5.5905e-06     	|2              	|  1.1181e-05     	|  2.4086e-06     	|
configure_callbacks                	|  5.4701e-06     	|2              	|  1.094e-05      	|  2.3567e-06     	|
configure_sharded_model            	|  5.4355e-06     	|2              	|  1.0871e-05     	|  2.3418e-06     	|
on_pretrain_routine_end            	|  9.8579e-06     	|1              	|  9.8579e-06     	|  2.1235e-06     	|
on_validation_epoch_start          	|  9.778e-06      	|1              	|  9.778e-06      	|  2.1063e-06     	|
on_train_dataloader                	|  3.978e-06      	|1              	|  3.978e-06      	|  8.5693e-07     	|
