VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  584.76         	|  100 %          	|
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run_training_epoch                 	|  8.1581         	|63             	|  513.96         	|  87.892         	|
run_training_batch                 	|  0.37639        	|1000           	|  376.39         	|  64.367         	|
optimizer_step_with_closure_0      	|  0.37382        	|1000           	|  373.82         	|  63.928         	|
training_step_and_backward         	|  0.2662         	|1000           	|  266.2          	|  45.524         	|
model_forward                      	|  0.13751        	|1000           	|  137.51         	|  23.516         	|
training_step                      	|  0.13734        	|1000           	|  137.34         	|  23.486         	|
backward                           	|  0.12714        	|1000           	|  127.14         	|  21.742         	|
get_train_batch                    	|  0.02924        	|1063           	|  31.082         	|  5.3154         	|
fetch_next_train_batch             	|  0.029217       	|1063           	|  31.058         	|  5.3112         	|
run_validate_evaluation            	|  31.013         	|1              	|  31.013         	|  5.3035         	|
evaluation_step_and_end            	|  0.22179        	|125            	|  27.724         	|  4.7412         	|
validation_step                    	|  0.2217         	|125            	|  27.712         	|  4.7391         	|
on_train_batch_end                 	|  0.0018025      	|1000           	|  1.8025         	|  0.30825        	|
zero_grad                          	|  0.0015212      	|1000           	|  1.5212         	|  0.26014        	|
get_validate_batch                 	|  0.0062829      	|126            	|  0.79164        	|  0.13538        	|
fetch_next_validate_batch          	|  0.0062599      	|126            	|  0.78874        	|  0.13488        	|
training_batch_to_device           	|  0.0002458      	|1000           	|  0.2458         	|  0.042035       	|
on_train_batch_start               	|  0.00011036     	|1000           	|  0.11036        	|  0.018872       	|
on_train_end                       	|  0.043842       	|1              	|  0.043842       	|  0.0074975      	|
evaluation_batch_to_device         	|  0.00026898     	|125            	|  0.033622       	|  0.0057498      	|
on_pretrain_routine_start          	|  0.022958       	|1              	|  0.022958       	|  0.003926       	|
on_train_epoch_start               	|  0.00036156     	|63             	|  0.022778       	|  0.0038953      	|
on_train_epoch_end                 	|  0.00033831     	|63             	|  0.021313       	|  0.0036448      	|
on_batch_start                     	|  2.1091e-05     	|1000           	|  0.021091       	|  0.0036067      	|
on_after_backward                  	|  1.9913e-05     	|1000           	|  0.019913       	|  0.0034054      	|
on_before_zero_grad                	|  1.6947e-05     	|1000           	|  0.016947       	|  0.0028982      	|
on_batch_end                       	|  1.5234e-05     	|1000           	|  0.015234       	|  0.0026052      	|
on_before_backward                 	|  1.254e-05      	|1000           	|  0.01254        	|  0.0021444      	|
on_before_optimizer_step           	|  1.2522e-05     	|1000           	|  0.012522       	|  0.0021413      	|
configure_optimizers               	|  0.011744       	|1              	|  0.011744       	|  0.0020083      	|
training_step_end                  	|  7.1301e-06     	|1000           	|  0.0071301      	|  0.0012193      	|
on_validation_batch_end            	|  3.8081e-05     	|125            	|  0.0047601      	|  0.00081403     	|
on_validation_model_eval           	|  0.0037577      	|1              	|  0.0037577      	|  0.00064261     	|
on_validation_batch_start          	|  1.5515e-05     	|125            	|  0.0019394      	|  0.00033165     	|
on_train_start                     	|  0.0017361      	|1              	|  0.0017361      	|  0.00029689     	|
validation_step_end                	|  8.2414e-06     	|125            	|  0.0010302      	|  0.00017617     	|
on_epoch_end                       	|  1.1989e-05     	|64             	|  0.00076728     	|  0.00013121     	|
on_epoch_start                     	|  1.1287e-05     	|64             	|  0.00072237     	|  0.00012353     	|
on_validation_start                	|  0.0004586      	|1              	|  0.0004586      	|  7.8425e-05     	|
on_validation_end                  	|  0.00016013     	|1              	|  0.00016013     	|  2.7384e-05     	|
teardown                           	|  2.9862e-05     	|2              	|  5.9724e-05     	|  1.0213e-05     	|
on_fit_end                         	|  5.4516e-05     	|1              	|  5.4516e-05     	|  9.3228e-06     	|
on_fit_start                       	|  5.0779e-05     	|1              	|  5.0779e-05     	|  8.6838e-06     	|
on_before_accelerator_backend_setup	|  2.3994e-05     	|2              	|  4.7987e-05     	|  8.2063e-06     	|
setup                              	|  2.2332e-05     	|2              	|  4.4664e-05     	|  7.6381e-06     	|
on_configure_sharded_model         	|  2.211e-05      	|2              	|  4.4219e-05     	|  7.562e-06      	|
on_validation_epoch_end            	|  3.0512e-05     	|1              	|  3.0512e-05     	|  5.2179e-06     	|
configure_callbacks                	|  8.4955e-06     	|2              	|  1.6991e-05     	|  2.9057e-06     	|
configure_sharded_model            	|  8.2897e-06     	|2              	|  1.6579e-05     	|  2.8353e-06     	|
on_val_dataloader                  	|  7.9097e-06     	|2              	|  1.5819e-05     	|  2.7053e-06     	|
prepare_data                       	|  6.9691e-06     	|2              	|  1.3938e-05     	|  2.3836e-06     	|
on_pretrain_routine_end            	|  1.3229e-05     	|1              	|  1.3229e-05     	|  2.2622e-06     	|
on_validation_epoch_start          	|  9.9633e-06     	|1              	|  9.9633e-06     	|  1.7038e-06     	|
on_train_dataloader                	|  6.4895e-06     	|1              	|  6.4895e-06     	|  1.1098e-06     	|
