VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1836.0         	|  100 %          	|
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run_training_epoch                 	|  26.276         	|63             	|  1655.4         	|  90.164         	|
run_training_batch                 	|  0.20256        	|8000           	|  1620.5         	|  88.262         	|
training_step_and_backward         	|  0.19089        	|8000           	|  1527.1         	|  83.178         	|
model_forward                      	|  0.10867        	|8000           	|  869.33         	|  47.35          	|
training_step                      	|  0.10853        	|8000           	|  868.26         	|  47.292         	|
backward                           	|  0.082043       	|8000           	|  656.35         	|  35.749         	|
optimizer_step_with_closure_0      	|  0.24809        	|1000           	|  248.09         	|  13.513         	|
run_validate_evaluation            	|  137.86         	|1              	|  137.86         	|  7.509          	|
evaluation_step_and_end            	|  0.13586        	|1000           	|  135.86         	|  7.4001         	|
validation_step                    	|  0.13581        	|1000           	|  135.81         	|  7.3973         	|
get_train_batch                    	|  0.0022531      	|8063           	|  18.167         	|  0.98948        	|
fetch_next_train_batch             	|  0.0022366      	|8063           	|  18.034         	|  0.98226        	|
on_train_batch_end                 	|  0.0010834      	|8000           	|  8.6671         	|  0.47207        	|
training_batch_to_device           	|  0.00021536     	|8000           	|  1.7229         	|  0.093839       	|
get_validate_batch                 	|  0.0014635      	|1001           	|  1.4649         	|  0.07979        	|
fetch_next_validate_batch          	|  0.00145        	|1001           	|  1.4515         	|  0.079059       	|
zero_grad                          	|  0.0013025      	|1000           	|  1.3025         	|  0.070943       	|
on_train_batch_start               	|  9.0353e-05     	|8000           	|  0.72283        	|  0.03937        	|
evaluation_batch_to_device         	|  0.00021054     	|1000           	|  0.21054        	|  0.011467       	|
on_batch_start                     	|  1.4747e-05     	|8000           	|  0.11798        	|  0.0064259      	|
on_batch_end                       	|  1.362e-05      	|8000           	|  0.10896        	|  0.0059348      	|
on_before_backward                 	|  1.2896e-05     	|8000           	|  0.10317        	|  0.0056192      	|
on_after_backward                  	|  1.1501e-05     	|8000           	|  0.092012       	|  0.0050116      	|
training_step_end                  	|  5.8364e-06     	|8000           	|  0.046692       	|  0.0025432      	|
on_train_end                       	|  0.02499        	|1              	|  0.02499        	|  0.0013611      	|
on_pretrain_routine_start          	|  0.023148       	|1              	|  0.023148       	|  0.0012608      	|
on_validation_batch_end            	|  1.8901e-05     	|1000           	|  0.018901       	|  0.0010295      	|
on_train_epoch_start               	|  0.00029083     	|63             	|  0.018322       	|  0.00099797     	|
on_train_epoch_end                 	|  0.00027706     	|63             	|  0.017455       	|  0.0009507      	|
on_before_zero_grad                	|  1.3899e-05     	|1000           	|  0.013899       	|  0.00075705     	|
on_before_optimizer_step           	|  1.2296e-05     	|1000           	|  0.012296       	|  0.00066975     	|
on_validation_batch_start          	|  9.8153e-06     	|1000           	|  0.0098153      	|  0.00053461     	|
configure_optimizers               	|  0.0090343      	|1              	|  0.0090343      	|  0.00049207     	|
validation_step_end                	|  4.5622e-06     	|1000           	|  0.0045622      	|  0.00024849     	|
on_validation_model_eval           	|  0.0044848      	|1              	|  0.0044848      	|  0.00024428     	|
on_train_start                     	|  0.00077907     	|1              	|  0.00077907     	|  4.2434e-05     	|
on_epoch_start                     	|  1.0328e-05     	|64             	|  0.000661       	|  3.6003e-05     	|
on_epoch_end                       	|  1.0271e-05     	|64             	|  0.00065737     	|  3.5805e-05     	|
on_validation_start                	|  0.00032986     	|1              	|  0.00032986     	|  1.7966e-05     	|
on_validation_end                  	|  0.00011971     	|1              	|  0.00011971     	|  6.5205e-06     	|
setup                              	|  2.2518e-05     	|2              	|  4.5035e-05     	|  2.4529e-06     	|
on_before_accelerator_backend_setup	|  1.9406e-05     	|2              	|  3.8812e-05     	|  2.114e-06      	|
on_configure_sharded_model         	|  1.633e-05      	|2              	|  3.2661e-05     	|  1.7789e-06     	|
teardown                           	|  1.5279e-05     	|2              	|  3.0557e-05     	|  1.6644e-06     	|
on_fit_end                         	|  2.1521e-05     	|1              	|  2.1521e-05     	|  1.1722e-06     	|
on_validation_epoch_end            	|  1.8545e-05     	|1              	|  1.8545e-05     	|  1.0101e-06     	|
on_fit_start                       	|  1.7353e-05     	|1              	|  1.7353e-05     	|  9.4517e-07     	|
prepare_data                       	|  6.7626e-06     	|2              	|  1.3525e-05     	|  7.3667e-07     	|
on_val_dataloader                  	|  5.982e-06      	|2              	|  1.1964e-05     	|  6.5164e-07     	|
on_pretrain_routine_end            	|  1.091e-05      	|1              	|  1.091e-05      	|  5.9423e-07     	|
configure_sharded_model            	|  5.3106e-06     	|2              	|  1.0621e-05     	|  5.7851e-07     	|
on_validation_epoch_start          	|  1.0089e-05     	|1              	|  1.0089e-05     	|  5.4952e-07     	|
configure_callbacks                	|  5.0095e-06     	|2              	|  1.0019e-05     	|  5.457e-07      	|
on_train_dataloader                	|  4.0182e-06     	|1              	|  4.0182e-06     	|  2.1886e-07     	|
