VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  552.03         	|  100 %          	|
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run_training_epoch                 	|  7.7318         	|63             	|  487.1          	|  88.239         	|
run_training_batch                 	|  0.36595        	|1000           	|  365.95         	|  66.293         	|
optimizer_step_with_closure_0      	|  0.3634         	|1000           	|  363.4          	|  65.83          	|
training_step_and_backward         	|  0.26125        	|1000           	|  261.25         	|  47.325         	|
model_forward                      	|  0.13506        	|1000           	|  135.06         	|  24.467         	|
training_step                      	|  0.13488        	|1000           	|  134.88         	|  24.433         	|
backward                           	|  0.12477        	|1000           	|  124.77         	|  22.603         	|
run_validate_evaluation            	|  30.883         	|1              	|  30.883         	|  5.5945         	|
evaluation_step_and_end            	|  0.22134        	|125            	|  27.668         	|  5.0121         	|
validation_step                    	|  0.22124        	|125            	|  27.655         	|  5.0098         	|
get_train_batch                    	|  0.024864       	|1063           	|  26.43          	|  4.7878         	|
fetch_next_train_batch             	|  0.02484        	|1063           	|  26.405         	|  4.7833         	|
on_train_batch_end                 	|  0.0017826      	|1000           	|  1.7826         	|  0.32291        	|
zero_grad                          	|  0.0013827      	|1000           	|  1.3827         	|  0.25048        	|
get_validate_batch                 	|  0.0055299      	|126            	|  0.69676        	|  0.12622        	|
fetch_next_validate_batch          	|  0.0055073      	|126            	|  0.69392        	|  0.1257         	|
training_batch_to_device           	|  0.00033189     	|1000           	|  0.33189        	|  0.060121       	|
on_train_batch_start               	|  9.644e-05      	|1000           	|  0.09644        	|  0.01747        	|
on_train_end                       	|  0.043688       	|1              	|  0.043688       	|  0.0079142      	|
evaluation_batch_to_device         	|  0.00026744     	|125            	|  0.03343        	|  0.0060559      	|
on_train_epoch_end                 	|  0.00036049     	|63             	|  0.022711       	|  0.0041141      	|
on_pretrain_routine_start          	|  0.021983       	|1              	|  0.021983       	|  0.0039823      	|
on_batch_start                     	|  2.1563e-05     	|1000           	|  0.021563       	|  0.0039062      	|
on_train_epoch_start               	|  0.00034031     	|63             	|  0.021439       	|  0.0038838      	|
on_after_backward                  	|  2.0986e-05     	|1000           	|  0.020986       	|  0.0038016      	|
on_before_zero_grad                	|  1.697e-05      	|1000           	|  0.01697        	|  0.0030741      	|
on_batch_end                       	|  1.5849e-05     	|1000           	|  0.015849       	|  0.002871       	|
on_before_backward                 	|  1.257e-05      	|1000           	|  0.01257        	|  0.0022771      	|
on_before_optimizer_step           	|  1.2503e-05     	|1000           	|  0.012503       	|  0.0022649      	|
configure_optimizers               	|  0.0093717      	|1              	|  0.0093717      	|  0.0016977      	|
training_step_end                  	|  6.7134e-06     	|1000           	|  0.0067134      	|  0.0012161      	|
on_validation_batch_end            	|  4.0182e-05     	|125            	|  0.0050227      	|  0.00090987     	|
on_validation_model_eval           	|  0.0036592      	|1              	|  0.0036592      	|  0.00066286     	|
on_validation_batch_start          	|  1.8186e-05     	|125            	|  0.0022732      	|  0.0004118      	|
on_train_start                     	|  0.0019148      	|1              	|  0.0019148      	|  0.00034687     	|
validation_step_end                	|  8.4427e-06     	|125            	|  0.0010553      	|  0.00019118     	|
on_epoch_end                       	|  1.1536e-05     	|64             	|  0.00073831     	|  0.00013374     	|
on_epoch_start                     	|  1.1253e-05     	|64             	|  0.00072016     	|  0.00013046     	|
on_validation_start                	|  0.00043497     	|1              	|  0.00043497     	|  7.8795e-05     	|
on_validation_end                  	|  0.00014249     	|1              	|  0.00014249     	|  2.5813e-05     	|
on_before_accelerator_backend_setup	|  3.3482e-05     	|2              	|  6.6964e-05     	|  1.2131e-05     	|
on_fit_end                         	|  5.6883e-05     	|1              	|  5.6883e-05     	|  1.0304e-05     	|
on_configure_sharded_model         	|  2.7539e-05     	|2              	|  5.5078e-05     	|  9.9775e-06     	|
setup                              	|  2.562e-05      	|2              	|  5.124e-05      	|  9.2821e-06     	|
on_fit_start                       	|  4.6996e-05     	|1              	|  4.6996e-05     	|  8.5134e-06     	|
teardown                           	|  2.2586e-05     	|2              	|  4.5173e-05     	|  8.1831e-06     	|
on_validation_epoch_end            	|  3.0421e-05     	|1              	|  3.0421e-05     	|  5.5107e-06     	|
configure_callbacks                	|  1.2595e-05     	|2              	|  2.519e-05      	|  4.5633e-06     	|
prepare_data                       	|  8.2403e-06     	|2              	|  1.6481e-05     	|  2.9855e-06     	|
on_val_dataloader                  	|  7.6527e-06     	|2              	|  1.5305e-05     	|  2.7726e-06     	|
configure_sharded_model            	|  7.296e-06      	|2              	|  1.4592e-05     	|  2.6433e-06     	|
on_pretrain_routine_end            	|  1.1839e-05     	|1              	|  1.1839e-05     	|  2.1446e-06     	|
on_validation_epoch_start          	|  1.0461e-05     	|1              	|  1.0461e-05     	|  1.8949e-06     	|
on_train_dataloader                	|  7.4115e-06     	|1              	|  7.4115e-06     	|  1.3426e-06     	|
