VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  462.07         	|  100 %          	|
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run_training_epoch                 	|  6.6852         	|63             	|  421.17         	|  91.149         	|
run_training_batch                 	|  0.28191        	|1000           	|  281.91         	|  61.01          	|
optimizer_step_with_closure_0      	|  0.27855        	|1000           	|  278.55         	|  60.283         	|
training_step_and_backward         	|  0.21445        	|1000           	|  214.45         	|  46.411         	|
backward                           	|  0.10799        	|1000           	|  107.99         	|  23.37          	|
model_forward                      	|  0.10494        	|1000           	|  104.94         	|  22.711         	|
training_step                      	|  0.10475        	|1000           	|  104.75         	|  22.67          	|
get_train_batch                    	|  0.030803       	|1063           	|  32.744         	|  7.0864         	|
fetch_next_train_batch             	|  0.030779       	|1063           	|  32.718         	|  7.0808         	|
run_validate_evaluation            	|  8.0197         	|1              	|  8.0197         	|  1.7356         	|
evaluation_step_and_end            	|  0.10065        	|48             	|  4.831          	|  1.0455         	|
validation_step                    	|  0.10054        	|48             	|  4.8259         	|  1.0444         	|
on_train_batch_end                 	|  0.0021827      	|1000           	|  2.1827         	|  0.47237        	|
zero_grad                          	|  0.0014861      	|1000           	|  1.4861         	|  0.32162        	|
get_validate_batch                 	|  0.016783       	|49             	|  0.82238        	|  0.17798        	|
fetch_next_validate_batch          	|  0.016761       	|49             	|  0.82127        	|  0.17774        	|
training_batch_to_device           	|  0.00024757     	|1000           	|  0.24757        	|  0.053579       	|
on_train_batch_start               	|  9.5551e-05     	|1000           	|  0.095551       	|  0.020679       	|
on_train_end                       	|  0.06159        	|1              	|  0.06159        	|  0.013329       	|
on_after_backward                  	|  2.6181e-05     	|1000           	|  0.026181       	|  0.0056662      	|
on_pretrain_routine_start          	|  0.022661       	|1              	|  0.022661       	|  0.0049043      	|
on_train_epoch_end                 	|  0.00034959     	|63             	|  0.022024       	|  0.0047665      	|
configure_optimizers               	|  0.021216       	|1              	|  0.021216       	|  0.0045915      	|
on_batch_start                     	|  2.1182e-05     	|1000           	|  0.021182       	|  0.0045842      	|
on_train_epoch_start               	|  0.0003344      	|63             	|  0.021067       	|  0.0045594      	|
on_before_zero_grad                	|  1.8155e-05     	|1000           	|  0.018155       	|  0.0039291      	|
on_batch_end                       	|  1.6706e-05     	|1000           	|  0.016706       	|  0.0036155      	|
evaluation_batch_to_device         	|  0.00032127     	|48             	|  0.015421       	|  0.0033374      	|
on_before_backward                 	|  1.3503e-05     	|1000           	|  0.013503       	|  0.0029223      	|
on_before_optimizer_step           	|  1.3172e-05     	|1000           	|  0.013172       	|  0.0028507      	|
training_step_end                  	|  7.3526e-06     	|1000           	|  0.0073526      	|  0.0015912      	|
on_validation_model_eval           	|  0.0045634      	|1              	|  0.0045634      	|  0.0009876      	|
on_validation_batch_end            	|  3.8545e-05     	|48             	|  0.0018501      	|  0.00040041     	|
on_train_start                     	|  0.0011594      	|1              	|  0.0011594      	|  0.00025092     	|
on_validation_batch_start          	|  1.6549e-05     	|48             	|  0.00079437     	|  0.00017192     	|
on_epoch_end                       	|  1.1906e-05     	|64             	|  0.00076197     	|  0.0001649      	|
on_epoch_start                     	|  1.1444e-05     	|64             	|  0.00073245     	|  0.00015852     	|
on_validation_start                	|  0.00064445     	|1              	|  0.00064445     	|  0.00013947     	|
validation_step_end                	|  8.8237e-06     	|48             	|  0.00042354     	|  9.1661e-05     	|
on_validation_end                  	|  0.00014449     	|1              	|  0.00014449     	|  3.127e-05      	|
on_fit_end                         	|  8.8518e-05     	|1              	|  8.8518e-05     	|  1.9157e-05     	|
teardown                           	|  3.2185e-05     	|2              	|  6.4369e-05     	|  1.3931e-05     	|
on_before_accelerator_backend_setup	|  2.9759e-05     	|2              	|  5.9519e-05     	|  1.2881e-05     	|
on_fit_start                       	|  4.4324e-05     	|1              	|  4.4324e-05     	|  9.5925e-06     	|
on_configure_sharded_model         	|  2.188e-05      	|2              	|  4.3761e-05     	|  9.4707e-06     	|
setup                              	|  2.0162e-05     	|2              	|  4.0324e-05     	|  8.727e-06      	|
on_val_dataloader                  	|  1.5764e-05     	|2              	|  3.1529e-05     	|  6.8235e-06     	|
configure_callbacks                	|  1.3802e-05     	|2              	|  2.7604e-05     	|  5.9741e-06     	|
on_validation_epoch_end            	|  2.5434e-05     	|1              	|  2.5434e-05     	|  5.5045e-06     	|
prepare_data                       	|  1.0199e-05     	|2              	|  2.0398e-05     	|  4.4145e-06     	|
configure_sharded_model            	|  6.7092e-06     	|2              	|  1.3418e-05     	|  2.904e-06      	|
on_pretrain_routine_end            	|  1.2679e-05     	|1              	|  1.2679e-05     	|  2.744e-06      	|
on_validation_epoch_start          	|  1.1992e-05     	|1              	|  1.1992e-05     	|  2.5952e-06     	|
on_train_dataloader                	|  7.6964e-06     	|1              	|  7.6964e-06     	|  1.6657e-06     	|
