VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  684.68         	|  100 %          	|
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run_training_epoch                 	|  3.1808         	|200            	|  636.17         	|  92.914         	|
run_training_batch                 	|  0.2903         	|1000           	|  290.3          	|  42.399         	|
optimizer_step_with_closure_0      	|  0.28648        	|1000           	|  286.48         	|  41.842         	|
training_step_and_backward         	|  0.22131        	|1000           	|  221.31         	|  32.324         	|
model_forward                      	|  0.11167        	|1000           	|  111.67         	|  16.31          	|
training_step                      	|  0.11145        	|1000           	|  111.45         	|  16.277         	|
backward                           	|  0.10797        	|1000           	|  107.97         	|  15.77          	|
get_train_batch                    	|  0.055442       	|1200           	|  66.53          	|  9.7169         	|
fetch_next_train_batch             	|  0.055409       	|1200           	|  66.491         	|  9.7113         	|
run_validate_evaluation            	|  16.152         	|1              	|  16.152         	|  2.3591         	|
evaluation_step_and_end            	|  0.098456       	|139            	|  13.685         	|  1.9988         	|
validation_step                    	|  0.098339       	|139            	|  13.669         	|  1.9964         	|
on_train_batch_end                 	|  0.002482       	|1000           	|  2.482          	|  0.3625         	|
zero_grad                          	|  0.0016221      	|1000           	|  1.6221         	|  0.23691        	|
get_validate_batch                 	|  0.0046974      	|140            	|  0.65764        	|  0.09605        	|
fetch_next_validate_batch          	|  0.0046728      	|140            	|  0.65419        	|  0.095547       	|
training_batch_to_device           	|  0.00042485     	|1000           	|  0.42485        	|  0.062051       	|
on_train_batch_start               	|  0.00011014     	|1000           	|  0.11014        	|  0.016086       	|
on_train_epoch_start               	|  0.00033863     	|200            	|  0.067725       	|  0.0098915      	|
on_train_epoch_end                 	|  0.00033031     	|200            	|  0.066063       	|  0.0096487      	|
on_train_end                       	|  0.057994       	|1              	|  0.057994       	|  0.0084703      	|
evaluation_batch_to_device         	|  0.00026999     	|139            	|  0.037529       	|  0.0054812      	|
on_batch_start                     	|  3.1472e-05     	|1000           	|  0.031472       	|  0.0045966      	|
on_after_backward                  	|  3.1213e-05     	|1000           	|  0.031213       	|  0.0045588      	|
on_pretrain_routine_start          	|  0.02395        	|1              	|  0.02395        	|  0.0034979      	|
on_before_zero_grad                	|  2.1428e-05     	|1000           	|  0.021428       	|  0.0031296      	|
on_before_optimizer_step           	|  1.924e-05      	|1000           	|  0.01924        	|  0.0028101      	|
on_batch_end                       	|  1.6608e-05     	|1000           	|  0.016608       	|  0.0024257      	|
configure_optimizers               	|  0.015415       	|1              	|  0.015415       	|  0.0022514      	|
on_before_backward                 	|  1.54e-05       	|1000           	|  0.0154         	|  0.0022492      	|
training_step_end                  	|  9.5996e-06     	|1000           	|  0.0095996      	|  0.0014021      	|
on_validation_batch_end            	|  4.0634e-05     	|139            	|  0.0056481      	|  0.00082492     	|
on_validation_model_eval           	|  0.0046667      	|1              	|  0.0046667      	|  0.00068159     	|
on_validation_batch_start          	|  1.7837e-05     	|139            	|  0.0024793      	|  0.00036211     	|
on_epoch_end                       	|  1.2268e-05     	|201            	|  0.0024658      	|  0.00036014     	|
on_epoch_start                     	|  1.1749e-05     	|201            	|  0.0023615      	|  0.00034491     	|
validation_step_end                	|  9.8479e-06     	|139            	|  0.0013689      	|  0.00019993     	|
on_train_start                     	|  0.00074094     	|1              	|  0.00074094     	|  0.00010822     	|
on_validation_start                	|  0.00063763     	|1              	|  0.00063763     	|  9.3128e-05     	|
on_validation_end                  	|  0.0002336      	|1              	|  0.0002336      	|  3.4119e-05     	|
on_fit_end                         	|  7.0145e-05     	|1              	|  7.0145e-05     	|  1.0245e-05     	|
setup                              	|  2.664e-05      	|2              	|  5.3279e-05     	|  7.7816e-06     	|
teardown                           	|  2.5551e-05     	|2              	|  5.1102e-05     	|  7.4636e-06     	|
on_configure_sharded_model         	|  2.2979e-05     	|2              	|  4.5957e-05     	|  6.7122e-06     	|
on_before_accelerator_backend_setup	|  2.2467e-05     	|2              	|  4.4934e-05     	|  6.5628e-06     	|
on_validation_epoch_end            	|  3.8588e-05     	|1              	|  3.8588e-05     	|  5.636e-06      	|
on_fit_start                       	|  3.2995e-05     	|1              	|  3.2995e-05     	|  4.819e-06      	|
on_val_dataloader                  	|  1.2445e-05     	|2              	|  2.4891e-05     	|  3.6353e-06     	|
configure_sharded_model            	|  1.0298e-05     	|2              	|  2.0595e-05     	|  3.008e-06      	|
configure_callbacks                	|  8.7274e-06     	|2              	|  1.7455e-05     	|  2.5493e-06     	|
on_pretrain_routine_end            	|  1.5263e-05     	|1              	|  1.5263e-05     	|  2.2291e-06     	|
on_validation_epoch_start          	|  1.2971e-05     	|1              	|  1.2971e-05     	|  1.8945e-06     	|
prepare_data                       	|  6.3339e-06     	|2              	|  1.2668e-05     	|  1.8502e-06     	|
on_train_dataloader                	|  7.5605e-06     	|1              	|  7.5605e-06     	|  1.1042e-06     	|
