VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  476.85         	|  100 %          	|
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run_training_epoch                 	|  6.4595         	|63             	|  406.95         	|  85.342         	|
run_training_batch                 	|  0.27409        	|1000           	|  274.09         	|  57.48          	|
optimizer_step_with_closure_0      	|  0.26973        	|1000           	|  269.73         	|  56.565         	|
training_step_and_backward         	|  0.20255        	|1000           	|  202.55         	|  42.476         	|
model_forward                      	|  0.10701        	|1000           	|  107.01         	|  22.442         	|
training_step                      	|  0.10682        	|1000           	|  106.82         	|  22.401         	|
backward                           	|  0.093866       	|1000           	|  93.866         	|  19.685         	|
run_validate_evaluation            	|  31.202         	|1              	|  31.202         	|  6.5433         	|
get_train_batch                    	|  0.025439       	|1063           	|  27.041         	|  5.6709         	|
fetch_next_train_batch             	|  0.025414       	|1063           	|  27.015         	|  5.6654         	|
evaluation_step_and_end            	|  0.086126       	|313            	|  26.958         	|  5.6533         	|
validation_step                    	|  0.086036       	|313            	|  26.929         	|  5.6474         	|
on_train_batch_end                 	|  0.0023322      	|1000           	|  2.3322         	|  0.48909        	|
zero_grad                          	|  0.0016316      	|1000           	|  1.6316         	|  0.34216        	|
get_validate_batch                 	|  0.0032997      	|314            	|  1.0361         	|  0.21728        	|
fetch_next_validate_batch          	|  0.0032796      	|314            	|  1.0298         	|  0.21596        	|
training_batch_to_device           	|  0.0002644      	|1000           	|  0.2644         	|  0.055447       	|
on_train_batch_start               	|  9.5805e-05     	|1000           	|  0.095805       	|  0.020091       	|
evaluation_batch_to_device         	|  0.00026281     	|313            	|  0.082261       	|  0.017251       	|
on_train_end                       	|  0.05049        	|1              	|  0.05049        	|  0.010588       	|
on_after_backward                  	|  3.5453e-05     	|1000           	|  0.035453       	|  0.0074349      	|
on_train_epoch_end                 	|  0.00038241     	|63             	|  0.024092       	|  0.0050523      	|
on_train_epoch_start               	|  0.00038184     	|63             	|  0.024056       	|  0.0050448      	|
on_pretrain_routine_start          	|  0.022446       	|1              	|  0.022446       	|  0.0047072      	|
on_batch_start                     	|  2.1502e-05     	|1000           	|  0.021502       	|  0.0045092      	|
on_before_zero_grad                	|  1.8158e-05     	|1000           	|  0.018158       	|  0.003808       	|
on_batch_end                       	|  1.576e-05      	|1000           	|  0.01576        	|  0.003305       	|
configure_optimizers               	|  0.013777       	|1              	|  0.013777       	|  0.0028891      	|
on_before_optimizer_step           	|  1.3353e-05     	|1000           	|  0.013353       	|  0.0028003      	|
on_before_backward                 	|  1.2828e-05     	|1000           	|  0.012828       	|  0.0026901      	|
on_validation_batch_end            	|  3.1754e-05     	|313            	|  0.009939       	|  0.0020843      	|
training_step_end                  	|  7.095e-06      	|1000           	|  0.007095       	|  0.0014879      	|
on_validation_model_eval           	|  0.0045286      	|1              	|  0.0045286      	|  0.00094971     	|
on_validation_batch_start          	|  1.3296e-05     	|313            	|  0.0041617      	|  0.00087275     	|
validation_step_end                	|  7.2367e-06     	|313            	|  0.0022651      	|  0.00047501     	|
on_train_start                     	|  0.0013596      	|1              	|  0.0013596      	|  0.00028511     	|
on_epoch_start                     	|  1.2104e-05     	|64             	|  0.00077466     	|  0.00016246     	|
on_epoch_end                       	|  1.1651e-05     	|64             	|  0.00074564     	|  0.00015637     	|
on_validation_start                	|  0.00060228     	|1              	|  0.00060228     	|  0.0001263      	|
on_validation_end                  	|  0.0002295      	|1              	|  0.0002295      	|  4.8129e-05     	|
on_before_accelerator_backend_setup	|  3.4864e-05     	|2              	|  6.9728e-05     	|  1.4623e-05     	|
setup                              	|  3.3006e-05     	|2              	|  6.6012e-05     	|  1.3843e-05     	|
on_fit_end                         	|  5.9178e-05     	|1              	|  5.9178e-05     	|  1.241e-05      	|
on_validation_epoch_end            	|  5.2117e-05     	|1              	|  5.2117e-05     	|  1.0929e-05     	|
on_configure_sharded_model         	|  2.5046e-05     	|2              	|  5.0092e-05     	|  1.0505e-05     	|
teardown                           	|  2.2318e-05     	|2              	|  4.4636e-05     	|  9.3607e-06     	|
on_fit_start                       	|  4.2628e-05     	|1              	|  4.2628e-05     	|  8.9397e-06     	|
on_val_dataloader                  	|  1.3172e-05     	|2              	|  2.6343e-05     	|  5.5245e-06     	|
prepare_data                       	|  1.1861e-05     	|2              	|  2.3723e-05     	|  4.9749e-06     	|
configure_callbacks                	|  9.5088e-06     	|2              	|  1.9018e-05     	|  3.9882e-06     	|
on_pretrain_routine_end            	|  1.7468e-05     	|1              	|  1.7468e-05     	|  3.6632e-06     	|
configure_sharded_model            	|  7.4515e-06     	|2              	|  1.4903e-05     	|  3.1253e-06     	|
on_validation_epoch_start          	|  9.3076e-06     	|1              	|  9.3076e-06     	|  1.9519e-06     	|
on_train_dataloader                	|  7.2457e-06     	|1              	|  7.2457e-06     	|  1.5195e-06     	|
