VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  364.07         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  15.776         	|21             	|  331.29         	|  90.996         	|
run_training_batch                 	|  0.31699        	|1000           	|  316.99         	|  87.069         	|
optimizer_step_with_closure_0      	|  0.31404        	|1000           	|  314.04         	|  86.258         	|
training_step_and_backward         	|  0.24117        	|1000           	|  241.17         	|  66.244         	|
backward                           	|  0.12183        	|1000           	|  121.83         	|  33.465         	|
model_forward                      	|  0.11777        	|1000           	|  117.77         	|  32.35          	|
training_step                      	|  0.11757        	|1000           	|  117.57         	|  32.294         	|
run_validate_evaluation            	|  13.328         	|1              	|  13.328         	|  3.6609         	|
evaluation_step_and_end            	|  0.099956       	|125            	|  12.494         	|  3.4319         	|
validation_step                    	|  0.099859       	|125            	|  12.482         	|  3.4286         	|
get_train_batch                    	|  0.00464        	|1021           	|  4.7374         	|  1.3013         	|
fetch_next_train_batch             	|  0.0046182      	|1021           	|  4.7152         	|  1.2952         	|
on_train_batch_end                 	|  0.002037       	|1000           	|  2.037          	|  0.55951        	|
zero_grad                          	|  0.0015332      	|1000           	|  1.5332         	|  0.42112        	|
get_validate_batch                 	|  0.0033899      	|126            	|  0.42713        	|  0.11732        	|
fetch_next_validate_batch          	|  0.0033692      	|126            	|  0.42452        	|  0.11661        	|
training_batch_to_device           	|  0.0002923      	|1000           	|  0.2923         	|  0.080288       	|
on_train_batch_start               	|  0.00011154     	|1000           	|  0.11154        	|  0.030637       	|
evaluation_batch_to_device         	|  0.00027844     	|125            	|  0.034805       	|  0.0095601      	|
on_train_end                       	|  0.026543       	|1              	|  0.026543       	|  0.0072907      	|
on_pretrain_routine_start          	|  0.025946       	|1              	|  0.025946       	|  0.0071267      	|
on_after_backward                  	|  2.243e-05      	|1000           	|  0.02243        	|  0.0061609      	|
on_batch_start                     	|  2.1298e-05     	|1000           	|  0.021298       	|  0.00585        	|
on_batch_end                       	|  1.6789e-05     	|1000           	|  0.016789       	|  0.0046116      	|
on_before_zero_grad                	|  1.4743e-05     	|1000           	|  0.014743       	|  0.0040494      	|
on_before_backward                 	|  1.4387e-05     	|1000           	|  0.014387       	|  0.0039516      	|
on_before_optimizer_step           	|  1.2021e-05     	|1000           	|  0.012021       	|  0.0033018      	|
on_train_epoch_end                 	|  0.00048673     	|21             	|  0.010221       	|  0.0028076      	|
on_train_epoch_start               	|  0.0004785      	|21             	|  0.010048       	|  0.0027601      	|
configure_optimizers               	|  0.0092217      	|1              	|  0.0092217      	|  0.002533       	|
training_step_end                  	|  7.003e-06      	|1000           	|  0.007003       	|  0.0019236      	|
on_validation_batch_end            	|  3.5794e-05     	|125            	|  0.0044742      	|  0.001229       	|
on_validation_model_eval           	|  0.0043286      	|1              	|  0.0043286      	|  0.001189       	|
on_validation_batch_start          	|  1.4996e-05     	|125            	|  0.0018745      	|  0.00051488     	|
on_train_start                     	|  0.0016672      	|1              	|  0.0016672      	|  0.00045795     	|
validation_step_end                	|  7.361e-06      	|125            	|  0.00092012     	|  0.00025273     	|
on_validation_start                	|  0.00055907     	|1              	|  0.00055907     	|  0.00015356     	|
on_epoch_start                     	|  1.1058e-05     	|22             	|  0.00024328     	|  6.6822e-05     	|
on_epoch_end                       	|  1.0755e-05     	|22             	|  0.0002366      	|  6.4989e-05     	|
on_validation_end                  	|  0.00013941     	|1              	|  0.00013941     	|  3.8292e-05     	|
setup                              	|  2.5916e-05     	|2              	|  5.1832e-05     	|  1.4237e-05     	|
on_configure_sharded_model         	|  2.2409e-05     	|2              	|  4.4819e-05     	|  1.2311e-05     	|
teardown                           	|  2.2117e-05     	|2              	|  4.4234e-05     	|  1.215e-05      	|
on_before_accelerator_backend_setup	|  2.1435e-05     	|2              	|  4.2871e-05     	|  1.1776e-05     	|
on_validation_epoch_end            	|  3.3954e-05     	|1              	|  3.3954e-05     	|  9.3263e-06     	|
on_fit_end                         	|  2.5316e-05     	|1              	|  2.5316e-05     	|  6.9537e-06     	|
on_pretrain_routine_end            	|  1.9964e-05     	|1              	|  1.9964e-05     	|  5.4836e-06     	|
on_fit_start                       	|  1.8805e-05     	|1              	|  1.8805e-05     	|  5.1653e-06     	|
on_val_dataloader                  	|  9.064e-06      	|2              	|  1.8128e-05     	|  4.9793e-06     	|
configure_callbacks                	|  7.8885e-06     	|2              	|  1.5777e-05     	|  4.3336e-06     	|
configure_sharded_model            	|  6.8915e-06     	|2              	|  1.3783e-05     	|  3.7858e-06     	|
prepare_data                       	|  6.4685e-06     	|2              	|  1.2937e-05     	|  3.5535e-06     	|
on_validation_epoch_start          	|  1.117e-05      	|1              	|  1.117e-05      	|  3.0681e-06     	|
on_train_dataloader                	|  6.604e-06      	|1              	|  6.604e-06      	|  1.814e-06      	|
