VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  450.23         	|  100 %          	|
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run_training_epoch                 	|  14.81          	|25             	|  370.24         	|  82.235         	|
run_training_batch                 	|  0.35765        	|1000           	|  357.65         	|  79.438         	|
optimizer_step_with_closure_0      	|  0.35497        	|1000           	|  354.97         	|  78.841         	|
training_step_and_backward         	|  0.27614        	|1000           	|  276.14         	|  61.334         	|
model_forward                      	|  0.16308        	|1000           	|  163.08         	|  36.221         	|
training_step                      	|  0.16294        	|1000           	|  162.94         	|  36.19          	|
backward                           	|  0.11175        	|1000           	|  111.75         	|  24.821         	|
run_validate_evaluation            	|  35.93          	|1              	|  35.93          	|  7.9804         	|
evaluation_step_and_end            	|  0.25372        	|139            	|  35.268         	|  7.8333         	|
validation_step                    	|  0.25367        	|139            	|  35.26          	|  7.8317         	|
get_train_batch                    	|  0.0042381      	|1025           	|  4.344          	|  0.96485        	|
fetch_next_train_batch             	|  0.0042206      	|1025           	|  4.3261         	|  0.96087        	|
zero_grad                          	|  0.0012897      	|1000           	|  1.2897         	|  0.28645        	|
on_train_batch_end                 	|  0.0012061      	|1000           	|  1.2061         	|  0.26788        	|
get_validate_batch                 	|  0.0025346      	|140            	|  0.35485        	|  0.078815       	|
fetch_next_validate_batch          	|  0.0025204      	|140            	|  0.35285        	|  0.078372       	|
training_batch_to_device           	|  0.00024091     	|1000           	|  0.24091        	|  0.053508       	|
on_train_batch_start               	|  9.1043e-05     	|1000           	|  0.091043       	|  0.020221       	|
evaluation_batch_to_device         	|  0.00022465     	|139            	|  0.031226       	|  0.0069357      	|
on_train_end                       	|  0.023604       	|1              	|  0.023604       	|  0.0052426      	|
on_pretrain_routine_start          	|  0.023262       	|1              	|  0.023262       	|  0.0051668      	|
on_batch_start                     	|  1.5202e-05     	|1000           	|  0.015202       	|  0.0033765      	|
on_before_zero_grad                	|  1.3628e-05     	|1000           	|  0.013628       	|  0.0030269      	|
on_batch_end                       	|  1.3346e-05     	|1000           	|  0.013346       	|  0.0029643      	|
on_after_backward                  	|  1.1295e-05     	|1000           	|  0.011295       	|  0.0025087      	|
on_before_backward                 	|  1.065e-05      	|1000           	|  0.01065        	|  0.0023655      	|
on_before_optimizer_step           	|  1.0266e-05     	|1000           	|  0.010266       	|  0.0022802      	|
configure_optimizers               	|  0.0085291      	|1              	|  0.0085291      	|  0.0018944      	|
on_train_epoch_start               	|  0.00028452     	|25             	|  0.007113       	|  0.0015799      	|
on_train_epoch_end                 	|  0.00028291     	|25             	|  0.0070728      	|  0.0015709      	|
training_step_end                  	|  5.5046e-06     	|1000           	|  0.0055046      	|  0.0012226      	|
on_validation_model_eval           	|  0.0045174      	|1              	|  0.0045174      	|  0.0010034      	|
on_validation_batch_end            	|  1.9759e-05     	|139            	|  0.0027464      	|  0.00061001     	|
on_validation_batch_start          	|  1.0247e-05     	|139            	|  0.0014244      	|  0.00031636     	|
on_train_start                     	|  0.00068282     	|1              	|  0.00068282     	|  0.00015166     	|
validation_step_end                	|  4.8028e-06     	|139            	|  0.00066759     	|  0.00014828     	|
on_validation_start                	|  0.00033948     	|1              	|  0.00033948     	|  7.5401e-05     	|
on_epoch_end                       	|  1.068e-05      	|26             	|  0.00027767     	|  6.1673e-05     	|
on_epoch_start                     	|  1.05e-05       	|26             	|  0.000273       	|  6.0636e-05     	|
on_validation_end                  	|  0.00011031     	|1              	|  0.00011031     	|  2.45e-05       	|
on_before_accelerator_backend_setup	|  1.8955e-05     	|2              	|  3.7911e-05     	|  8.4204e-06     	|
on_configure_sharded_model         	|  1.6096e-05     	|2              	|  3.2191e-05     	|  7.1499e-06     	|
teardown                           	|  1.6045e-05     	|2              	|  3.209e-05      	|  7.1275e-06     	|
setup                              	|  1.4136e-05     	|2              	|  2.8272e-05     	|  6.2795e-06     	|
on_fit_end                         	|  2.2933e-05     	|1              	|  2.2933e-05     	|  5.0936e-06     	|
on_validation_epoch_end            	|  1.9367e-05     	|1              	|  1.9367e-05     	|  4.3016e-06     	|
on_fit_start                       	|  1.6571e-05     	|1              	|  1.6571e-05     	|  3.6806e-06     	|
on_val_dataloader                  	|  6.112e-06      	|2              	|  1.2224e-05     	|  2.7151e-06     	|
prepare_data                       	|  5.536e-06      	|2              	|  1.1072e-05     	|  2.4592e-06     	|
configure_callbacks                	|  5.5155e-06     	|2              	|  1.1031e-05     	|  2.4501e-06     	|
on_pretrain_routine_end            	|  1.056e-05      	|1              	|  1.056e-05      	|  2.3455e-06     	|
configure_sharded_model            	|  5.2155e-06     	|2              	|  1.0431e-05     	|  2.3168e-06     	|
on_validation_epoch_start          	|  9.8579e-06     	|1              	|  9.8579e-06     	|  2.1895e-06     	|
on_train_dataloader                	|  4.429e-06      	|1              	|  4.429e-06      	|  9.8373e-07     	|
