VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  456.43         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  6.1982         	|63             	|  390.49         	|  85.552         	|
run_training_batch                 	|  0.26755        	|1000           	|  267.55         	|  58.617         	|
optimizer_step_with_closure_0      	|  0.26386        	|1000           	|  263.86         	|  57.81          	|
training_step_and_backward         	|  0.19757        	|1000           	|  197.57         	|  43.286         	|
model_forward                      	|  0.10494        	|1000           	|  104.94         	|  22.991         	|
training_step                      	|  0.10475        	|1000           	|  104.75         	|  22.95          	|
backward                           	|  0.091063       	|1000           	|  91.063         	|  19.951         	|
run_validate_evaluation            	|  29.925         	|1              	|  29.925         	|  6.5563         	|
evaluation_step_and_end            	|  0.083989       	|313            	|  26.289         	|  5.7596         	|
validation_step                    	|  0.08392        	|313            	|  26.267         	|  5.7549         	|
get_train_batch                    	|  0.022879       	|1063           	|  24.321         	|  5.3285         	|
fetch_next_train_batch             	|  0.022856       	|1063           	|  24.296         	|  5.3231         	|
on_train_batch_end                 	|  0.0020371      	|1000           	|  2.0371         	|  0.44631        	|
zero_grad                          	|  0.0015387      	|1000           	|  1.5387         	|  0.33712        	|
get_validate_batch                 	|  0.0027794      	|314            	|  0.87274        	|  0.19121        	|
fetch_next_validate_batch          	|  0.0027616      	|314            	|  0.86714        	|  0.18998        	|
training_batch_to_device           	|  0.00032941     	|1000           	|  0.32941        	|  0.072171       	|
on_train_end                       	|  0.17801        	|1              	|  0.17801        	|  0.039001       	|
on_train_batch_start               	|  9.3435e-05     	|1000           	|  0.093435       	|  0.020471       	|
evaluation_batch_to_device         	|  0.00020378     	|313            	|  0.063784       	|  0.013975       	|
on_after_backward                  	|  2.3427e-05     	|1000           	|  0.023427       	|  0.0051327      	|
on_pretrain_routine_start          	|  0.022688       	|1              	|  0.022688       	|  0.0049708      	|
on_train_epoch_end                 	|  0.00035317     	|63             	|  0.02225        	|  0.0048748      	|
on_train_epoch_start               	|  0.00033727     	|63             	|  0.021248       	|  0.0046553      	|
on_batch_start                     	|  2.1061e-05     	|1000           	|  0.021061       	|  0.0046142      	|
on_before_zero_grad                	|  1.6856e-05     	|1000           	|  0.016856       	|  0.0036931      	|
configure_optimizers               	|  0.016451       	|1              	|  0.016451       	|  0.0036042      	|
on_batch_end                       	|  1.6065e-05     	|1000           	|  0.016065       	|  0.0035198      	|
on_before_optimizer_step           	|  1.3576e-05     	|1000           	|  0.013576       	|  0.0029743      	|
on_before_backward                 	|  1.3167e-05     	|1000           	|  0.013167       	|  0.0028848      	|
on_validation_batch_end            	|  2.5369e-05     	|313            	|  0.0079404      	|  0.0017397      	|
training_step_end                  	|  6.71e-06       	|1000           	|  0.00671        	|  0.0014701      	|
on_validation_model_eval           	|  0.0044642      	|1              	|  0.0044642      	|  0.00097807     	|
on_validation_batch_start          	|  1.2562e-05     	|313            	|  0.003932       	|  0.00086147     	|
validation_step_end                	|  5.8224e-06     	|313            	|  0.0018224      	|  0.00039928     	|
on_train_start                     	|  0.0013145      	|1              	|  0.0013145      	|  0.000288       	|
on_epoch_end                       	|  1.1464e-05     	|64             	|  0.00073372     	|  0.00016075     	|
on_epoch_start                     	|  1.1385e-05     	|64             	|  0.00072866     	|  0.00015964     	|
on_validation_start                	|  0.00071312     	|1              	|  0.00071312     	|  0.00015624     	|
on_validation_end                  	|  0.00022338     	|1              	|  0.00022338     	|  4.8941e-05     	|
setup                              	|  4.5434e-05     	|2              	|  9.0867e-05     	|  1.9908e-05     	|
teardown                           	|  3.8172e-05     	|2              	|  7.6344e-05     	|  1.6726e-05     	|
on_before_accelerator_backend_setup	|  2.6338e-05     	|2              	|  5.2676e-05     	|  1.1541e-05     	|
on_fit_end                         	|  5.2031e-05     	|1              	|  5.2031e-05     	|  1.14e-05       	|
on_validation_epoch_end            	|  5.1428e-05     	|1              	|  5.1428e-05     	|  1.1267e-05     	|
on_configure_sharded_model         	|  2.5369e-05     	|2              	|  5.0738e-05     	|  1.1116e-05     	|
on_fit_start                       	|  4.4143e-05     	|1              	|  4.4143e-05     	|  9.6713e-06     	|
on_val_dataloader                  	|  1.9203e-05     	|2              	|  3.8406e-05     	|  8.4144e-06     	|
prepare_data                       	|  1.128e-05      	|2              	|  2.256e-05      	|  4.9428e-06     	|
configure_sharded_model            	|  8.6799e-06     	|2              	|  1.736e-05      	|  3.8034e-06     	|
configure_callbacks                	|  8.4201e-06     	|2              	|  1.684e-05      	|  3.6895e-06     	|
on_pretrain_routine_end            	|  1.3474e-05     	|1              	|  1.3474e-05     	|  2.9521e-06     	|
on_validation_epoch_start          	|  1.2822e-05     	|1              	|  1.2822e-05     	|  2.8093e-06     	|
on_train_dataloader                	|  8.9332e-06     	|1              	|  8.9332e-06     	|  1.9572e-06     	|
