VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  425.75         	|  100 %          	|
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run_training_epoch                 	|  5.8067         	|63             	|  365.83         	|  85.925         	|
run_training_batch                 	|  0.23347        	|1000           	|  233.47         	|  54.838         	|
optimizer_step_with_closure_0      	|  0.23171        	|1000           	|  231.71         	|  54.425         	|
training_step_and_backward         	|  0.17243        	|1000           	|  172.43         	|  40.5           	|
model_forward                      	|  0.086723       	|1000           	|  86.723         	|  20.37          	|
training_step                      	|  0.086565       	|1000           	|  86.565         	|  20.332         	|
backward                           	|  0.084414       	|1000           	|  84.414         	|  19.827         	|
run_validate_evaluation            	|  30.619         	|1              	|  30.619         	|  7.1919         	|
get_train_batch                    	|  0.02714        	|1063           	|  28.85          	|  6.7762         	|
fetch_next_train_batch             	|  0.027117       	|1063           	|  28.826         	|  6.7706         	|
evaluation_step_and_end            	|  0.084276       	|313            	|  26.378         	|  6.1957         	|
validation_step                    	|  0.084209       	|313            	|  26.357         	|  6.1908         	|
on_train_batch_end                 	|  0.001422       	|1000           	|  1.422          	|  0.334          	|
zero_grad                          	|  0.0012648      	|1000           	|  1.2648         	|  0.29707        	|
get_validate_batch                 	|  0.0034349      	|314            	|  1.0786         	|  0.25333        	|
fetch_next_validate_batch          	|  0.0034177      	|314            	|  1.0732         	|  0.25206        	|
training_batch_to_device           	|  0.00024112     	|1000           	|  0.24112        	|  0.056635       	|
on_train_end                       	|  0.13564        	|1              	|  0.13564        	|  0.03186        	|
on_train_batch_start               	|  8.9554e-05     	|1000           	|  0.089554       	|  0.021034       	|
evaluation_batch_to_device         	|  0.00020641     	|313            	|  0.064607       	|  0.015175       	|
on_pretrain_routine_start          	|  0.021684       	|1              	|  0.021684       	|  0.0050931      	|
on_train_epoch_end                 	|  0.00031705     	|63             	|  0.019974       	|  0.0046916      	|
on_train_epoch_start               	|  0.00031298     	|63             	|  0.019717       	|  0.0046313      	|
on_batch_start                     	|  1.9323e-05     	|1000           	|  0.019323       	|  0.0045385      	|
on_after_backward                  	|  1.4879e-05     	|1000           	|  0.014879       	|  0.0034948      	|
on_batch_end                       	|  1.4007e-05     	|1000           	|  0.014007       	|  0.0032899      	|
on_before_zero_grad                	|  1.3441e-05     	|1000           	|  0.013441       	|  0.003157       	|
on_before_backward                 	|  1.1378e-05     	|1000           	|  0.011378       	|  0.0026724      	|
on_before_optimizer_step           	|  1.1015e-05     	|1000           	|  0.011015       	|  0.0025871      	|
configure_optimizers               	|  0.010841       	|1              	|  0.010841       	|  0.0025464      	|
on_validation_batch_end            	|  2.2775e-05     	|313            	|  0.0071285      	|  0.0016744      	|
training_step_end                  	|  6.1489e-06     	|1000           	|  0.0061489      	|  0.0014443      	|
on_validation_model_eval           	|  0.0038187      	|1              	|  0.0038187      	|  0.00089694     	|
on_validation_batch_start          	|  1.1592e-05     	|313            	|  0.0036284      	|  0.00085223     	|
validation_step_end                	|  5.7332e-06     	|313            	|  0.0017945      	|  0.00042149     	|
on_train_start                     	|  0.0010673      	|1              	|  0.0010673      	|  0.00025069     	|
on_epoch_end                       	|  1.0871e-05     	|64             	|  0.00069577     	|  0.00016342     	|
on_epoch_start                     	|  1.0575e-05     	|64             	|  0.00067682     	|  0.00015897     	|
on_validation_start                	|  0.00039178     	|1              	|  0.00039178     	|  9.2021e-05     	|
on_validation_end                  	|  0.00012495     	|1              	|  0.00012495     	|  2.9348e-05     	|
teardown                           	|  3.3911e-05     	|2              	|  6.7823e-05     	|  1.593e-05      	|
on_fit_start                       	|  5.093e-05      	|1              	|  5.093e-05      	|  1.1963e-05     	|
on_configure_sharded_model         	|  2.3359e-05     	|2              	|  4.6719e-05     	|  1.0973e-05     	|
on_before_accelerator_backend_setup	|  2.3182e-05     	|2              	|  4.6365e-05     	|  1.089e-05      	|
setup                              	|  2.2409e-05     	|2              	|  4.4817e-05     	|  1.0527e-05     	|
on_fit_end                         	|  3.3628e-05     	|1              	|  3.3628e-05     	|  7.8986e-06     	|
on_validation_epoch_end            	|  3.0616e-05     	|1              	|  3.0616e-05     	|  7.1912e-06     	|
prepare_data                       	|  7.8222e-06     	|2              	|  1.5644e-05     	|  3.6746e-06     	|
configure_callbacks                	|  7.363e-06      	|2              	|  1.4726e-05     	|  3.4589e-06     	|
on_pretrain_routine_end            	|  1.4314e-05     	|1              	|  1.4314e-05     	|  3.3622e-06     	|
on_val_dataloader                  	|  7.1432e-06     	|2              	|  1.4286e-05     	|  3.3556e-06     	|
configure_sharded_model            	|  6.13e-06       	|2              	|  1.226e-05      	|  2.8796e-06     	|
on_validation_epoch_start          	|  9.1642e-06     	|1              	|  9.1642e-06     	|  2.1525e-06     	|
on_train_dataloader                	|  5.2657e-06     	|1              	|  5.2657e-06     	|  1.2368e-06     	|
