VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  356.15         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  15.411         	|21             	|  323.63         	|  90.871         	|
run_training_batch                 	|  0.30966        	|1000           	|  309.66         	|  86.945         	|
optimizer_step_with_closure_0      	|  0.30703        	|1000           	|  307.03         	|  86.209         	|
training_step_and_backward         	|  0.23569        	|1000           	|  235.69         	|  66.179         	|
backward                           	|  0.11907        	|1000           	|  119.07         	|  33.434         	|
model_forward                      	|  0.11512        	|1000           	|  115.12         	|  32.324         	|
training_step                      	|  0.11493        	|1000           	|  114.93         	|  32.27          	|
run_validate_evaluation            	|  13.351         	|1              	|  13.351         	|  3.7488         	|
evaluation_step_and_end            	|  0.10019        	|125            	|  12.524         	|  3.5166         	|
validation_step                    	|  0.10011        	|125            	|  12.513         	|  3.5136         	|
get_train_batch                    	|  0.0045792      	|1021           	|  4.6754         	|  1.3128         	|
fetch_next_train_batch             	|  0.0045591      	|1021           	|  4.6548         	|  1.307          	|
on_train_batch_end                 	|  0.0017638      	|1000           	|  1.7638         	|  0.49523        	|
zero_grad                          	|  0.0014725      	|1000           	|  1.4725         	|  0.41345        	|
get_validate_batch                 	|  0.0032091      	|126            	|  0.40435        	|  0.11353        	|
fetch_next_validate_batch          	|  0.0031889      	|126            	|  0.4018         	|  0.11282        	|
training_batch_to_device           	|  0.00028732     	|1000           	|  0.28732        	|  0.080674       	|
on_train_batch_start               	|  0.00010783     	|1000           	|  0.10783        	|  0.030277       	|
evaluation_batch_to_device         	|  0.00028045     	|125            	|  0.035057       	|  0.0098432      	|
on_pretrain_routine_start          	|  0.025779       	|1              	|  0.025779       	|  0.0072382      	|
on_train_end                       	|  0.025407       	|1              	|  0.025407       	|  0.0071338      	|
on_batch_start                     	|  1.9186e-05     	|1000           	|  0.019186       	|  0.005387       	|
on_after_backward                  	|  1.8908e-05     	|1000           	|  0.018908       	|  0.0053089      	|
on_batch_end                       	|  1.486e-05      	|1000           	|  0.01486        	|  0.0041723      	|
on_before_zero_grad                	|  1.4594e-05     	|1000           	|  0.014594       	|  0.0040977      	|
on_before_optimizer_step           	|  1.218e-05      	|1000           	|  0.01218        	|  0.0034199      	|
on_before_backward                 	|  1.1704e-05     	|1000           	|  0.011704       	|  0.0032862      	|
on_train_epoch_start               	|  0.00047554     	|21             	|  0.0099863      	|  0.002804       	|
on_train_epoch_end                 	|  0.0004666      	|21             	|  0.0097986      	|  0.0027513      	|
configure_optimizers               	|  0.0089535      	|1              	|  0.0089535      	|  0.002514       	|
training_step_end                  	|  6.9168e-06     	|1000           	|  0.0069168      	|  0.0019421      	|
on_validation_model_eval           	|  0.0049453      	|1              	|  0.0049453      	|  0.0013885      	|
on_validation_batch_end            	|  3.2238e-05     	|125            	|  0.0040298      	|  0.0011315      	|
on_train_start                     	|  0.0019422      	|1              	|  0.0019422      	|  0.00054534     	|
on_validation_batch_start          	|  1.4497e-05     	|125            	|  0.0018121      	|  0.00050881     	|
validation_step_end                	|  7.8719e-06     	|125            	|  0.00098399     	|  0.00027629     	|
on_validation_start                	|  0.00042249     	|1              	|  0.00042249     	|  0.00011863     	|
on_epoch_end                       	|  1.1508e-05     	|22             	|  0.00025318     	|  7.1089e-05     	|
on_epoch_start                     	|  1.0683e-05     	|22             	|  0.00023503     	|  6.5992e-05     	|
on_validation_end                  	|  0.00014517     	|1              	|  0.00014517     	|  4.0761e-05     	|
teardown                           	|  2.8804e-05     	|2              	|  5.7609e-05     	|  1.6176e-05     	|
setup                              	|  2.2467e-05     	|2              	|  4.4934e-05     	|  1.2617e-05     	|
on_before_accelerator_backend_setup	|  2.116e-05      	|2              	|  4.232e-05      	|  1.1883e-05     	|
on_configure_sharded_model         	|  1.9189e-05     	|2              	|  3.8378e-05     	|  1.0776e-05     	|
on_validation_epoch_end            	|  3.1899e-05     	|1              	|  3.1899e-05     	|  8.9567e-06     	|
on_fit_end                         	|  2.7832e-05     	|1              	|  2.7832e-05     	|  7.8147e-06     	|
on_fit_start                       	|  1.8049e-05     	|1              	|  1.8049e-05     	|  5.0678e-06     	|
on_val_dataloader                  	|  7.7135e-06     	|2              	|  1.5427e-05     	|  4.3316e-06     	|
on_pretrain_routine_end            	|  1.4296e-05     	|1              	|  1.4296e-05     	|  4.014e-06      	|
prepare_data                       	|  6.943e-06      	|2              	|  1.3886e-05     	|  3.8989e-06     	|
configure_sharded_model            	|  6.825e-06      	|2              	|  1.365e-05      	|  3.8327e-06     	|
configure_callbacks                	|  6.2225e-06     	|2              	|  1.2445e-05     	|  3.4943e-06     	|
on_validation_epoch_start          	|  1.1567e-05     	|1              	|  1.1567e-05     	|  3.2478e-06     	|
on_train_dataloader                	|  6.994e-06      	|1              	|  6.994e-06      	|  1.9638e-06     	|
