VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1248.3         	|  100 %          	|
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run_training_epoch                 	|  2.3784         	|500            	|  1189.2         	|  95.267         	|
run_training_batch                 	|  0.25805        	|1000           	|  258.05         	|  20.672         	|
optimizer_step_with_closure_0      	|  0.25553        	|1000           	|  255.53         	|  20.47          	|
training_step_and_backward         	|  0.19108        	|1000           	|  191.08         	|  15.307         	|
get_train_batch                    	|  0.11995        	|1500           	|  179.92         	|  14.413         	|
fetch_next_train_batch             	|  0.11991        	|1500           	|  179.86         	|  14.409         	|
model_forward                      	|  0.10223        	|1000           	|  102.23         	|  8.1891         	|
training_step                      	|  0.10201        	|1000           	|  102.01         	|  8.1716         	|
backward                           	|  0.087252       	|1000           	|  87.252         	|  6.9896         	|
run_validate_evaluation            	|  29.659         	|1              	|  29.659         	|  2.3759         	|
evaluation_step_and_end            	|  0.083331       	|313            	|  26.083         	|  2.0894         	|
validation_step                    	|  0.083265       	|313            	|  26.062         	|  2.0878         	|
on_train_batch_end                 	|  0.0018479      	|1000           	|  1.8479         	|  0.14803        	|
zero_grad                          	|  0.0015628      	|1000           	|  1.5628         	|  0.12519        	|
get_validate_batch                 	|  0.0032847      	|314            	|  1.0314         	|  0.082622       	|
fetch_next_validate_batch          	|  0.0032675      	|314            	|  1.026          	|  0.08219        	|
training_batch_to_device           	|  0.00072238     	|1000           	|  0.72238        	|  0.057869       	|
on_train_epoch_end                 	|  0.00031448     	|500            	|  0.15724        	|  0.012596       	|
on_train_epoch_start               	|  0.00031347     	|500            	|  0.15673        	|  0.012556       	|
on_train_batch_start               	|  0.00010997     	|1000           	|  0.10997        	|  0.0088097      	|
evaluation_batch_to_device         	|  0.00022423     	|313            	|  0.070183       	|  0.0056222      	|
on_batch_start                     	|  4.8586e-05     	|1000           	|  0.048586       	|  0.0038921      	|
on_train_end                       	|  0.041793       	|1              	|  0.041793       	|  0.0033479      	|
on_before_zero_grad                	|  2.3961e-05     	|1000           	|  0.023961       	|  0.0019195      	|
on_after_backward                  	|  2.209e-05      	|1000           	|  0.02209        	|  0.0017696      	|
on_pretrain_routine_start          	|  0.021379       	|1              	|  0.021379       	|  0.0017126      	|
on_batch_end                       	|  1.8785e-05     	|1000           	|  0.018785       	|  0.0015049      	|
on_before_optimizer_step           	|  1.5188e-05     	|1000           	|  0.015188       	|  0.0012167      	|
on_before_backward                 	|  1.3153e-05     	|1000           	|  0.013153       	|  0.0010537      	|
configure_optimizers               	|  0.0095406      	|1              	|  0.0095406      	|  0.00076428     	|
training_step_end                  	|  9.1342e-06     	|1000           	|  0.0091342      	|  0.00073172     	|
on_validation_batch_end            	|  2.495e-05      	|313            	|  0.0078093      	|  0.00062559     	|
on_epoch_end                       	|  1.0994e-05     	|501            	|  0.0055078      	|  0.00044122     	|
on_epoch_start                     	|  1.0528e-05     	|501            	|  0.0052747      	|  0.00042254     	|
on_validation_model_eval           	|  0.00461        	|1              	|  0.00461        	|  0.0003693      	|
on_validation_batch_start          	|  1.1977e-05     	|313            	|  0.0037488      	|  0.00030031     	|
validation_step_end                	|  5.7453e-06     	|313            	|  0.0017983      	|  0.00014406     	|
on_train_start                     	|  0.0010432      	|1              	|  0.0010432      	|  8.3571e-05     	|
on_validation_start                	|  0.00060711     	|1              	|  0.00060711     	|  4.8634e-05     	|
on_validation_end                  	|  0.00013848     	|1              	|  0.00013848     	|  1.1094e-05     	|
on_fit_end                         	|  0.00010353     	|1              	|  0.00010353     	|  8.2933e-06     	|
on_before_accelerator_backend_setup	|  2.7165e-05     	|2              	|  5.433e-05      	|  4.3522e-06     	|
setup                              	|  2.469e-05      	|2              	|  4.9381e-05     	|  3.9558e-06     	|
teardown                           	|  2.342e-05      	|2              	|  4.684e-05      	|  3.7523e-06     	|
on_configure_sharded_model         	|  2.1626e-05     	|2              	|  4.3252e-05     	|  3.4649e-06     	|
on_validation_epoch_end            	|  4.2235e-05     	|1              	|  4.2235e-05     	|  3.3834e-06     	|
on_fit_start                       	|  3.8853e-05     	|1              	|  3.8853e-05     	|  3.1124e-06     	|
on_val_dataloader                  	|  1.2853e-05     	|2              	|  2.5706e-05     	|  2.0593e-06     	|
configure_callbacks                	|  1.1824e-05     	|2              	|  2.3648e-05     	|  1.8944e-06     	|
on_pretrain_routine_end            	|  1.6164e-05     	|1              	|  1.6164e-05     	|  1.2949e-06     	|
configure_sharded_model            	|  8.068e-06      	|2              	|  1.6136e-05     	|  1.2926e-06     	|
prepare_data                       	|  7.201e-06      	|2              	|  1.4402e-05     	|  1.1537e-06     	|
on_validation_epoch_start          	|  1.028e-05      	|1              	|  1.028e-05      	|  8.2351e-07     	|
on_train_dataloader                	|  8.557e-06      	|1              	|  8.557e-06      	|  6.8549e-07     	|
