VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1338.1         	|  100 %          	|
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run_training_epoch                 	|  2.5545         	|500            	|  1277.2         	|  95.449         	|
run_training_batch                 	|  0.25522        	|1000           	|  255.22         	|  19.072         	|
optimizer_step_with_closure_0      	|  0.25255        	|1000           	|  252.55         	|  18.873         	|
training_step_and_backward         	|  0.1918         	|1000           	|  191.8          	|  14.333         	|
get_train_batch                    	|  0.1216         	|1500           	|  182.4          	|  13.631         	|
fetch_next_train_batch             	|  0.12156        	|1500           	|  182.35         	|  13.627         	|
model_forward                      	|  0.097434       	|1000           	|  97.434         	|  7.2812         	|
training_step                      	|  0.097232       	|1000           	|  97.232         	|  7.2662         	|
backward                           	|  0.092958       	|1000           	|  92.958         	|  6.9468         	|
run_validate_evaluation            	|  30.237         	|1              	|  30.237         	|  2.2596         	|
evaluation_step_and_end            	|  0.0832         	|313            	|  26.042         	|  1.9461         	|
validation_step                    	|  0.083135       	|313            	|  26.021         	|  1.9446         	|
on_train_batch_end                 	|  0.0018165      	|1000           	|  1.8165         	|  0.13575        	|
zero_grad                          	|  0.0013658      	|1000           	|  1.3658         	|  0.10207        	|
get_validate_batch                 	|  0.0033576      	|314            	|  1.0543         	|  0.078786       	|
fetch_next_validate_batch          	|  0.0033407      	|314            	|  1.049          	|  0.07839        	|
training_batch_to_device           	|  0.00063262     	|1000           	|  0.63262        	|  0.047276       	|
on_train_epoch_start               	|  0.00035971     	|500            	|  0.17985        	|  0.01344        	|
on_train_epoch_end                 	|  0.00030948     	|500            	|  0.15474        	|  0.011564       	|
on_train_batch_start               	|  0.00010945     	|1000           	|  0.10945        	|  0.0081792      	|
evaluation_batch_to_device         	|  0.00020487     	|313            	|  0.064124       	|  0.004792       	|
on_batch_start                     	|  4.4902e-05     	|1000           	|  0.044902       	|  0.0033556      	|
on_train_end                       	|  0.042976       	|1              	|  0.042976       	|  0.0032116      	|
on_pretrain_routine_start          	|  0.022968       	|1              	|  0.022968       	|  0.0017164      	|
on_before_zero_grad                	|  2.1213e-05     	|1000           	|  0.021213       	|  0.0015852      	|
on_after_backward                  	|  1.9242e-05     	|1000           	|  0.019242       	|  0.001438       	|
on_batch_end                       	|  1.6805e-05     	|1000           	|  0.016805       	|  0.0012559      	|
on_before_optimizer_step           	|  1.4882e-05     	|1000           	|  0.014882       	|  0.0011121      	|
configure_optimizers               	|  0.013791       	|1              	|  0.013791       	|  0.0010306      	|
on_before_backward                 	|  1.1981e-05     	|1000           	|  0.011981       	|  0.00089537     	|
training_step_end                  	|  8.0286e-06     	|1000           	|  0.0080286      	|  0.00059998     	|
on_validation_batch_end            	|  2.3656e-05     	|313            	|  0.0074044      	|  0.00055333     	|
on_epoch_end                       	|  1.1532e-05     	|501            	|  0.0057775      	|  0.00043175     	|
on_epoch_start                     	|  1.0828e-05     	|501            	|  0.0054248      	|  0.00040539     	|
on_validation_model_eval           	|  0.0038854      	|1              	|  0.0038854      	|  0.00029035     	|
on_validation_batch_start          	|  1.183e-05      	|313            	|  0.0037028      	|  0.00027671     	|
validation_step_end                	|  5.8098e-06     	|313            	|  0.0018185      	|  0.00013589     	|
on_train_start                     	|  0.0011872      	|1              	|  0.0011872      	|  8.872e-05      	|
on_validation_start                	|  0.00049903     	|1              	|  0.00049903     	|  3.7293e-05     	|
on_validation_end                  	|  0.00015016     	|1              	|  0.00015016     	|  1.1221e-05     	|
on_fit_end                         	|  6.5073e-05     	|1              	|  6.5073e-05     	|  4.8629e-06     	|
teardown                           	|  2.4776e-05     	|2              	|  4.9552e-05     	|  3.703e-06      	|
setup                              	|  2.4478e-05     	|2              	|  4.8956e-05     	|  3.6585e-06     	|
on_before_accelerator_backend_setup	|  2.3598e-05     	|2              	|  4.7196e-05     	|  3.5269e-06     	|
on_fit_start                       	|  4.6084e-05     	|1              	|  4.6084e-05     	|  3.4438e-06     	|
on_configure_sharded_model         	|  2.2057e-05     	|2              	|  4.4113e-05     	|  3.2966e-06     	|
on_validation_epoch_end            	|  3.3949e-05     	|1              	|  3.3949e-05     	|  2.537e-06      	|
on_pretrain_routine_end            	|  2.1491e-05     	|1              	|  2.1491e-05     	|  1.606e-06      	|
on_val_dataloader                  	|  8.8513e-06     	|2              	|  1.7703e-05     	|  1.3229e-06     	|
configure_sharded_model            	|  8.5905e-06     	|2              	|  1.7181e-05     	|  1.2839e-06     	|
configure_callbacks                	|  8.516e-06      	|2              	|  1.7032e-05     	|  1.2728e-06     	|
prepare_data                       	|  8.1984e-06     	|2              	|  1.6397e-05     	|  1.2253e-06     	|
on_train_dataloader                	|  1.175e-05      	|1              	|  1.175e-05      	|  8.7805e-07     	|
on_validation_epoch_start          	|  1.0516e-05     	|1              	|  1.0516e-05     	|  7.859e-07      	|
