VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  496.93         	|  100 %          	|
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run_training_epoch                 	|  7.1156         	|63             	|  448.28         	|  90.211         	|
run_training_batch                 	|  0.29823        	|1000           	|  298.23         	|  60.015         	|
optimizer_step_with_closure_0      	|  0.29409        	|1000           	|  294.09         	|  59.182         	|
training_step_and_backward         	|  0.22654        	|1000           	|  226.54         	|  45.587         	|
backward                           	|  0.11342        	|1000           	|  113.42         	|  22.825         	|
model_forward                      	|  0.1115         	|1000           	|  111.5          	|  22.438         	|
training_step                      	|  0.11129        	|1000           	|  111.29         	|  22.396         	|
get_train_batch                    	|  0.027681       	|1063           	|  29.425         	|  5.9214         	|
fetch_next_train_batch             	|  0.027655       	|1063           	|  29.397         	|  5.9157         	|
run_validate_evaluation            	|  8.555          	|1              	|  8.555          	|  1.7216         	|
evaluation_step_and_end            	|  0.10814        	|48             	|  5.1907         	|  1.0446         	|
validation_step                    	|  0.10802        	|48             	|  5.1848         	|  1.0434         	|
on_train_batch_end                 	|  0.0027067      	|1000           	|  2.7067         	|  0.54468        	|
zero_grad                          	|  0.0015736      	|1000           	|  1.5736         	|  0.31667        	|
get_validate_batch                 	|  0.01441        	|49             	|  0.70608        	|  0.14209        	|
fetch_next_validate_batch          	|  0.014384       	|49             	|  0.70481        	|  0.14183        	|
training_batch_to_device           	|  0.00033092     	|1000           	|  0.33092        	|  0.066594       	|
on_train_end                       	|  0.10832        	|1              	|  0.10832        	|  0.021798       	|
on_train_batch_start               	|  0.00010102     	|1000           	|  0.10102        	|  0.020329       	|
on_train_epoch_end                 	|  0.00046356     	|63             	|  0.029204       	|  0.0058769      	|
on_after_backward                  	|  2.7782e-05     	|1000           	|  0.027782       	|  0.0055907      	|
configure_optimizers               	|  0.027028       	|1              	|  0.027028       	|  0.0054391      	|
on_pretrain_routine_start          	|  0.025422       	|1              	|  0.025422       	|  0.0051159      	|
on_batch_start                     	|  2.4429e-05     	|1000           	|  0.024429       	|  0.004916       	|
on_train_epoch_start               	|  0.00037162     	|63             	|  0.023412       	|  0.0047113      	|
on_before_zero_grad                	|  1.8845e-05     	|1000           	|  0.018845       	|  0.0037923      	|
evaluation_batch_to_device         	|  0.00034574     	|48             	|  0.016596       	|  0.0033396      	|
on_batch_end                       	|  1.6295e-05     	|1000           	|  0.016295       	|  0.0032791      	|
on_before_optimizer_step           	|  1.3851e-05     	|1000           	|  0.013851       	|  0.0027873      	|
on_before_backward                 	|  1.3379e-05     	|1000           	|  0.013379       	|  0.0026924      	|
training_step_end                  	|  8.6246e-06     	|1000           	|  0.0086246      	|  0.0017356      	|
on_validation_model_eval           	|  0.0043192      	|1              	|  0.0043192      	|  0.00086917     	|
on_validation_batch_end            	|  4.5396e-05     	|48             	|  0.002179       	|  0.0004385      	|
on_train_start                     	|  0.0010698      	|1              	|  0.0010698      	|  0.00021528     	|
on_validation_batch_start          	|  1.8232e-05     	|48             	|  0.00087515     	|  0.00017611     	|
on_epoch_end                       	|  1.3394e-05     	|64             	|  0.00085724     	|  0.00017251     	|
on_epoch_start                     	|  1.1896e-05     	|64             	|  0.00076137     	|  0.00015322     	|
on_validation_start                	|  0.00063596     	|1              	|  0.00063596     	|  0.00012798     	|
validation_step_end                	|  1.0068e-05     	|48             	|  0.00048329     	|  9.7255e-05     	|
on_validation_end                  	|  0.00032175     	|1              	|  0.00032175     	|  6.4747e-05     	|
on_fit_end                         	|  7.8879e-05     	|1              	|  7.8879e-05     	|  1.5873e-05     	|
on_before_accelerator_backend_setup	|  3.4463e-05     	|2              	|  6.8925e-05     	|  1.387e-05      	|
teardown                           	|  3.1393e-05     	|2              	|  6.2786e-05     	|  1.2635e-05     	|
setup                              	|  3.0902e-05     	|2              	|  6.1804e-05     	|  1.2437e-05     	|
on_configure_sharded_model         	|  2.7646e-05     	|2              	|  5.5293e-05     	|  1.1127e-05     	|
on_fit_start                       	|  4.6847e-05     	|1              	|  4.6847e-05     	|  9.4274e-06     	|
on_validation_epoch_end            	|  4.5018e-05     	|1              	|  4.5018e-05     	|  9.0593e-06     	|
on_val_dataloader                  	|  1.2048e-05     	|2              	|  2.4095e-05     	|  4.8488e-06     	|
prepare_data                       	|  1.0359e-05     	|2              	|  2.0718e-05     	|  4.1693e-06     	|
configure_sharded_model            	|  9.9177e-06     	|2              	|  1.9835e-05     	|  3.9916e-06     	|
configure_callbacks                	|  9.6858e-06     	|2              	|  1.9372e-05     	|  3.8983e-06     	|
on_pretrain_routine_end            	|  1.6248e-05     	|1              	|  1.6248e-05     	|  3.2697e-06     	|
on_validation_epoch_start          	|  1.2303e-05     	|1              	|  1.2303e-05     	|  2.4758e-06     	|
on_train_dataloader                	|  1.1118e-05     	|1              	|  1.1118e-05     	|  2.2374e-06     	|
