VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  417.37         	|  100 %          	|
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run_training_epoch                 	|  17.045         	|21             	|  357.94         	|  85.761         	|
run_training_batch                 	|  0.30913        	|1000           	|  309.13         	|  74.067         	|
optimizer_step_with_closure_0      	|  0.30522        	|1000           	|  305.22         	|  73.13          	|
training_step_and_backward         	|  0.23554        	|1000           	|  235.54         	|  56.434         	|
backward                           	|  0.12093        	|1000           	|  120.93         	|  28.974         	|
model_forward                      	|  0.11287        	|1000           	|  112.87         	|  27.043         	|
training_step                      	|  0.11264        	|1000           	|  112.64         	|  26.988         	|
run_validate_evaluation            	|  16.279         	|1              	|  16.279         	|  3.9005         	|
evaluation_step_and_end            	|  0.10962        	|125            	|  13.703         	|  3.2832         	|
validation_step                    	|  0.1095         	|125            	|  13.687         	|  3.2794         	|
get_train_batch                    	|  0.010155       	|1021           	|  10.369         	|  2.4843         	|
fetch_next_train_batch             	|  0.010128       	|1021           	|  10.341         	|  2.4777         	|
on_train_batch_end                 	|  0.0025621      	|1000           	|  2.5621         	|  0.61387        	|
zero_grad                          	|  0.0017047      	|1000           	|  1.7047         	|  0.40843        	|
get_validate_batch                 	|  0.0062002      	|126            	|  0.78122        	|  0.18718        	|
fetch_next_validate_batch          	|  0.0061715      	|126            	|  0.7776         	|  0.18631        	|
training_batch_to_device           	|  0.00030122     	|1000           	|  0.30122        	|  0.072171       	|
on_train_batch_start               	|  0.00011167     	|1000           	|  0.11167        	|  0.026755       	|
on_train_end                       	|  0.10295        	|1              	|  0.10295        	|  0.024666       	|
configure_optimizers               	|  0.04181        	|1              	|  0.04181        	|  0.010018       	|
evaluation_batch_to_device         	|  0.00032836     	|125            	|  0.041045       	|  0.0098342      	|
on_after_backward                  	|  3.1607e-05     	|1000           	|  0.031607       	|  0.007573       	|
on_batch_start                     	|  2.3734e-05     	|1000           	|  0.023734       	|  0.0056866      	|
on_pretrain_routine_start          	|  0.022446       	|1              	|  0.022446       	|  0.005378       	|
on_before_zero_grad                	|  2.0334e-05     	|1000           	|  0.020334       	|  0.004872       	|
on_batch_end                       	|  1.8605e-05     	|1000           	|  0.018605       	|  0.0044576      	|
on_before_backward                 	|  1.5139e-05     	|1000           	|  0.015139       	|  0.0036272      	|
on_before_optimizer_step           	|  1.5114e-05     	|1000           	|  0.015114       	|  0.0036212      	|
on_train_epoch_end                 	|  0.00047547     	|21             	|  0.0099848      	|  0.0023923      	|
on_train_epoch_start               	|  0.00045179     	|21             	|  0.0094875      	|  0.0022732      	|
training_step_end                  	|  8.0606e-06     	|1000           	|  0.0080606      	|  0.0019313      	|
on_validation_batch_end            	|  4.6734e-05     	|125            	|  0.0058418      	|  0.0013997      	|
on_validation_model_eval           	|  0.0048961      	|1              	|  0.0048961      	|  0.0011731      	|
on_validation_batch_start          	|  1.8501e-05     	|125            	|  0.0023127      	|  0.00055411     	|
validation_step_end                	|  1.0547e-05     	|125            	|  0.0013184      	|  0.00031589     	|
on_train_start                     	|  0.0013151      	|1              	|  0.0013151      	|  0.0003151      	|
on_validation_start                	|  0.00066049     	|1              	|  0.00066049     	|  0.00015825     	|
on_epoch_start                     	|  1.5775e-05     	|22             	|  0.00034705     	|  8.3152e-05     	|
on_epoch_end                       	|  1.3398e-05     	|22             	|  0.00029476     	|  7.0625e-05     	|
on_validation_end                  	|  0.00019869     	|1              	|  0.00019869     	|  4.7605e-05     	|
on_configure_sharded_model         	|  4.014e-05      	|2              	|  8.028e-05      	|  1.9235e-05     	|
setup                              	|  3.5092e-05     	|2              	|  7.0184e-05     	|  1.6816e-05     	|
on_before_accelerator_backend_setup	|  2.8545e-05     	|2              	|  5.709e-05      	|  1.3679e-05     	|
on_fit_start                       	|  5.232e-05      	|1              	|  5.232e-05      	|  1.2536e-05     	|
teardown                           	|  2.4226e-05     	|2              	|  4.8451e-05     	|  1.1609e-05     	|
on_validation_epoch_end            	|  3.4869e-05     	|1              	|  3.4869e-05     	|  8.3545e-06     	|
on_fit_end                         	|  3.458e-05      	|1              	|  3.458e-05      	|  8.2853e-06     	|
configure_sharded_model            	|  1.6103e-05     	|2              	|  3.2207e-05     	|  7.7167e-06     	|
on_val_dataloader                  	|  1.3497e-05     	|2              	|  2.6993e-05     	|  6.4676e-06     	|
on_pretrain_routine_end            	|  2.2054e-05     	|1              	|  2.2054e-05     	|  5.284e-06      	|
prepare_data                       	|  9.8795e-06     	|2              	|  1.9759e-05     	|  4.7342e-06     	|
configure_callbacks                	|  7.9842e-06     	|2              	|  1.5968e-05     	|  3.826e-06      	|
on_validation_epoch_start          	|  1.234e-05      	|1              	|  1.234e-05      	|  2.9566e-06     	|
on_train_dataloader                	|  6.3069e-06     	|1              	|  6.3069e-06     	|  1.5111e-06     	|
