VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  453.21         	|  100 %          	|
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run_training_epoch                 	|  14.871         	|25             	|  371.77         	|  82.03          	|
run_training_batch                 	|  0.35919        	|1000           	|  359.19         	|  79.256         	|
optimizer_step_with_closure_0      	|  0.35654        	|1000           	|  356.54         	|  78.67          	|
training_step_and_backward         	|  0.27659        	|1000           	|  276.59         	|  61.03          	|
model_forward                      	|  0.16351        	|1000           	|  163.51         	|  36.078         	|
training_step                      	|  0.16337        	|1000           	|  163.37         	|  36.047         	|
backward                           	|  0.11176        	|1000           	|  111.76         	|  24.66          	|
run_validate_evaluation            	|  35.981         	|1              	|  35.981         	|  7.9392         	|
evaluation_step_and_end            	|  0.25422        	|139            	|  35.337         	|  7.7971         	|
validation_step                    	|  0.25417        	|139            	|  35.33          	|  7.7954         	|
get_train_batch                    	|  0.0042644      	|1025           	|  4.371          	|  0.96446        	|
fetch_next_train_batch             	|  0.0042469      	|1025           	|  4.3531         	|  0.9605         	|
zero_grad                          	|  0.0013001      	|1000           	|  1.3001         	|  0.28687        	|
on_train_batch_end                 	|  0.0012009      	|1000           	|  1.2009         	|  0.26498        	|
get_validate_batch                 	|  0.0024655      	|140            	|  0.34517        	|  0.076161       	|
fetch_next_validate_batch          	|  0.0024511      	|140            	|  0.34315        	|  0.075716       	|
training_batch_to_device           	|  0.00023603     	|1000           	|  0.23603        	|  0.05208        	|
on_train_batch_start               	|  9.0731e-05     	|1000           	|  0.090731       	|  0.02002        	|
evaluation_batch_to_device         	|  0.00022999     	|139            	|  0.031968       	|  0.0070538      	|
on_train_end                       	|  0.024081       	|1              	|  0.024081       	|  0.0053134      	|
on_pretrain_routine_start          	|  0.022344       	|1              	|  0.022344       	|  0.0049302      	|
on_batch_start                     	|  1.5305e-05     	|1000           	|  0.015305       	|  0.003377       	|
on_before_zero_grad                	|  1.3945e-05     	|1000           	|  0.013945       	|  0.0030769      	|
on_batch_end                       	|  1.3511e-05     	|1000           	|  0.013511       	|  0.0029812      	|
on_after_backward                  	|  1.1383e-05     	|1000           	|  0.011383       	|  0.0025117      	|
on_before_backward                 	|  1.1019e-05     	|1000           	|  0.011019       	|  0.0024313      	|
on_before_optimizer_step           	|  1.0792e-05     	|1000           	|  0.010792       	|  0.0023812      	|
configure_optimizers               	|  0.0084096      	|1              	|  0.0084096      	|  0.0018556      	|
on_train_epoch_start               	|  0.00029564     	|25             	|  0.007391       	|  0.0016308      	|
on_train_epoch_end                 	|  0.00029239     	|25             	|  0.0073098      	|  0.0016129      	|
training_step_end                  	|  6.0918e-06     	|1000           	|  0.0060918      	|  0.0013442      	|
on_validation_model_eval           	|  0.0041112      	|1              	|  0.0041112      	|  0.00090714     	|
on_validation_batch_end            	|  2.0706e-05     	|139            	|  0.0028781      	|  0.00063505     	|
on_validation_batch_start          	|  1.0144e-05     	|139            	|  0.00141        	|  0.00031112     	|
validation_step_end                	|  5.2641e-06     	|139            	|  0.0007317      	|  0.00016145     	|
on_train_start                     	|  0.00068922     	|1              	|  0.00068922     	|  0.00015208     	|
on_validation_start                	|  0.00029588     	|1              	|  0.00029588     	|  6.5286e-05     	|
on_epoch_start                     	|  1.0666e-05     	|26             	|  0.00027733     	|  6.1192e-05     	|
on_epoch_end                       	|  1.0613e-05     	|26             	|  0.00027594     	|  6.0885e-05     	|
on_validation_end                  	|  0.00010411     	|1              	|  0.00010411     	|  2.2973e-05     	|
on_before_accelerator_backend_setup	|  1.8825e-05     	|2              	|  3.7651e-05     	|  8.3076e-06     	|
teardown                           	|  1.6981e-05     	|2              	|  3.3962e-05     	|  7.4937e-06     	|
on_configure_sharded_model         	|  1.593e-05      	|2              	|  3.1859e-05     	|  7.0297e-06     	|
setup                              	|  1.3685e-05     	|2              	|  2.7371e-05     	|  6.0393e-06     	|
on_fit_end                         	|  2.3374e-05     	|1              	|  2.3374e-05     	|  5.1574e-06     	|
on_validation_epoch_end            	|  1.7853e-05     	|1              	|  1.7853e-05     	|  3.9392e-06     	|
on_fit_start                       	|  1.6661e-05     	|1              	|  1.6661e-05     	|  3.6762e-06     	|
on_val_dataloader                  	|  5.8115e-06     	|2              	|  1.1623e-05     	|  2.5646e-06     	|
configure_callbacks                	|  5.7005e-06     	|2              	|  1.1401e-05     	|  2.5156e-06     	|
prepare_data                       	|  5.4301e-06     	|2              	|  1.086e-05      	|  2.3963e-06     	|
on_pretrain_routine_end            	|  1.043e-05      	|1              	|  1.043e-05      	|  2.3014e-06     	|
on_validation_epoch_start          	|  1.0049e-05     	|1              	|  1.0049e-05     	|  2.2173e-06     	|
configure_sharded_model            	|  4.789e-06      	|2              	|  9.578e-06      	|  2.1134e-06     	|
on_train_dataloader                	|  4.558e-06      	|1              	|  4.558e-06      	|  1.0057e-06     	|
