VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  444.9          	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  5.2658         	|63             	|  331.74         	|  74.565         	|
run_training_batch                 	|  0.30847        	|1000           	|  308.47         	|  69.335         	|
optimizer_step_with_closure_0      	|  0.30581        	|1000           	|  305.81         	|  68.737         	|
training_step_and_backward         	|  0.22975        	|1000           	|  229.75         	|  51.64          	|
model_forward                      	|  0.14171        	|1000           	|  141.71         	|  31.851         	|
training_step                      	|  0.14157        	|1000           	|  141.57         	|  31.82          	|
backward                           	|  0.086688       	|1000           	|  86.688         	|  19.485         	|
run_validate_evaluation            	|  70.35          	|1              	|  70.35          	|  15.812         	|
evaluation_step_and_end            	|  0.21976        	|313            	|  68.785         	|  15.461         	|
validation_step                    	|  0.21971        	|313            	|  68.769         	|  15.457         	|
get_train_batch                    	|  0.0072934      	|1063           	|  7.7529         	|  1.7426         	|
fetch_next_train_batch             	|  0.0072734      	|1063           	|  7.7317         	|  1.7378         	|
zero_grad                          	|  0.0013282      	|1000           	|  1.3282         	|  0.29853        	|
on_train_batch_end                 	|  0.0011912      	|1000           	|  1.1912         	|  0.26774        	|
get_validate_batch                 	|  0.0018695      	|314            	|  0.58704        	|  0.13195        	|
fetch_next_validate_batch          	|  0.0018557      	|314            	|  0.58269        	|  0.13097        	|
training_batch_to_device           	|  0.00022429     	|1000           	|  0.22429        	|  0.050414       	|
on_train_batch_start               	|  9.0198e-05     	|1000           	|  0.090198       	|  0.020273       	|
evaluation_batch_to_device         	|  0.00023533     	|313            	|  0.07366        	|  0.016556       	|
on_train_end                       	|  0.025427       	|1              	|  0.025427       	|  0.0057151      	|
on_pretrain_routine_start          	|  0.022791       	|1              	|  0.022791       	|  0.0051228      	|
on_train_epoch_end                 	|  0.00029408     	|63             	|  0.018527       	|  0.0041642      	|
on_train_epoch_start               	|  0.00028686     	|63             	|  0.018072       	|  0.004062       	|
on_batch_start                     	|  1.5982e-05     	|1000           	|  0.015982       	|  0.0035921      	|
on_before_zero_grad                	|  1.3397e-05     	|1000           	|  0.013397       	|  0.0030112      	|
on_batch_end                       	|  1.3196e-05     	|1000           	|  0.013196       	|  0.002966       	|
on_after_backward                  	|  1.1286e-05     	|1000           	|  0.011286       	|  0.0025367      	|
on_before_backward                 	|  1.0666e-05     	|1000           	|  0.010666       	|  0.0023975      	|
on_before_optimizer_step           	|  1.0171e-05     	|1000           	|  0.010171       	|  0.0022861      	|
configure_optimizers               	|  0.0084439      	|1              	|  0.0084439      	|  0.0018979      	|
training_step_end                  	|  6.2143e-06     	|1000           	|  0.0062143      	|  0.0013968      	|
on_validation_batch_end            	|  1.8192e-05     	|313            	|  0.0056942      	|  0.0012799      	|
on_validation_batch_start          	|  1.5095e-05     	|313            	|  0.0047248      	|  0.001062       	|
on_validation_model_eval           	|  0.0046175      	|1              	|  0.0046175      	|  0.0010379      	|
validation_step_end                	|  4.9641e-06     	|313            	|  0.0015538      	|  0.00034923     	|
on_train_start                     	|  0.00073893     	|1              	|  0.00073893     	|  0.00016609     	|
on_epoch_start                     	|  1.0544e-05     	|64             	|  0.0006748      	|  0.00015167     	|
on_epoch_end                       	|  1.0413e-05     	|64             	|  0.00066645     	|  0.0001498      	|
on_validation_start                	|  0.00033237     	|1              	|  0.00033237     	|  7.4706e-05     	|
on_validation_end                  	|  0.00011158     	|1              	|  0.00011158     	|  2.508e-05      	|
on_before_accelerator_backend_setup	|  1.839e-05      	|2              	|  3.678e-05      	|  8.2669e-06     	|
on_validation_epoch_end            	|  3.2933e-05     	|1              	|  3.2933e-05     	|  7.4023e-06     	|
teardown                           	|  1.612e-05      	|2              	|  3.2241e-05     	|  7.2467e-06     	|
setup                              	|  1.5203e-05     	|2              	|  3.0407e-05     	|  6.8345e-06     	|
on_configure_sharded_model         	|  1.3561e-05     	|2              	|  2.7121e-05     	|  6.0959e-06     	|
on_fit_end                         	|  2.0369e-05     	|1              	|  2.0369e-05     	|  4.5783e-06     	|
on_fit_start                       	|  1.629e-05      	|1              	|  1.629e-05      	|  3.6615e-06     	|
on_val_dataloader                  	|  6.362e-06      	|2              	|  1.2724e-05     	|  2.8599e-06     	|
prepare_data                       	|  5.916e-06      	|2              	|  1.1832e-05     	|  2.6594e-06     	|
on_pretrain_routine_end            	|  1.0239e-05     	|1              	|  1.0239e-05     	|  2.3014e-06     	|
configure_callbacks                	|  5.084e-06      	|2              	|  1.0168e-05     	|  2.2854e-06     	|
on_validation_epoch_start          	|  9.608e-06      	|1              	|  9.608e-06      	|  2.1596e-06     	|
configure_sharded_model            	|  4.7045e-06     	|2              	|  9.409e-06      	|  2.1148e-06     	|
on_train_dataloader                	|  4.017e-06      	|1              	|  4.017e-06      	|  9.029e-07      	|
