VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  1450.3         	|  100 %          	|
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run_training_epoch                 	|  2.784          	|500            	|  1392.0         	|  95.979         	|
run_training_batch                 	|  0.3877         	|1000           	|  387.7          	|  26.732         	|
optimizer_step_with_closure_0      	|  0.3837         	|1000           	|  383.7          	|  26.456         	|
training_step_and_backward         	|  0.27985        	|1000           	|  279.85         	|  19.296         	|
get_train_batch                    	|  0.10974        	|1500           	|  164.6          	|  11.349         	|
fetch_next_train_batch             	|  0.1097         	|1500           	|  164.54         	|  11.345         	|
model_forward                      	|  0.14697        	|1000           	|  146.97         	|  10.134         	|
training_step                      	|  0.14675        	|1000           	|  146.75         	|  10.118         	|
backward                           	|  0.13139        	|1000           	|  131.39         	|  9.0596         	|
run_validate_evaluation            	|  30.566         	|1              	|  30.566         	|  2.1076         	|
evaluation_step_and_end            	|  0.22158        	|125            	|  27.698         	|  1.9098         	|
validation_step                    	|  0.22147        	|125            	|  27.683         	|  1.9088         	|
on_train_batch_end                 	|  0.0023415      	|1000           	|  2.3415         	|  0.16145        	|
zero_grad                          	|  0.0014496      	|1000           	|  1.4496         	|  0.09995        	|
get_validate_batch                 	|  0.0055292      	|126            	|  0.69668        	|  0.048037       	|
fetch_next_validate_batch          	|  0.0055045      	|126            	|  0.69356        	|  0.047822       	|
training_batch_to_device           	|  0.00061291     	|1000           	|  0.61291        	|  0.042261       	|
on_train_epoch_end                 	|  0.00035941     	|500            	|  0.17971        	|  0.012391       	|
on_train_epoch_start               	|  0.00034696     	|500            	|  0.17348        	|  0.011962       	|
on_train_batch_start               	|  0.00011085     	|1000           	|  0.11085        	|  0.007643       	|
on_train_end                       	|  0.044953       	|1              	|  0.044953       	|  0.0030996      	|
on_batch_start                     	|  4.3625e-05     	|1000           	|  0.043625       	|  0.003008       	|
evaluation_batch_to_device         	|  0.00026537     	|125            	|  0.033172       	|  0.0022872      	|
on_after_backward                  	|  2.4519e-05     	|1000           	|  0.024519       	|  0.0016906      	|
on_pretrain_routine_start          	|  0.024081       	|1              	|  0.024081       	|  0.0016604      	|
on_before_zero_grad                	|  2.2867e-05     	|1000           	|  0.022867       	|  0.0015767      	|
on_batch_end                       	|  1.6247e-05     	|1000           	|  0.016247       	|  0.0011203      	|
on_before_optimizer_step           	|  1.6133e-05     	|1000           	|  0.016133       	|  0.0011124      	|
on_before_backward                 	|  1.4075e-05     	|1000           	|  0.014075       	|  0.00097046     	|
configure_optimizers               	|  0.0093347      	|1              	|  0.0093347      	|  0.00064363     	|
training_step_end                  	|  8.6326e-06     	|1000           	|  0.0086326      	|  0.00059522     	|
on_epoch_end                       	|  1.2127e-05     	|501            	|  0.0060757      	|  0.00041892     	|
on_epoch_start                     	|  1.0795e-05     	|501            	|  0.0054083      	|  0.00037291     	|
on_validation_batch_end            	|  4.069e-05      	|125            	|  0.0050862      	|  0.0003507      	|
on_validation_model_eval           	|  0.0037004      	|1              	|  0.0037004      	|  0.00025514     	|
on_validation_batch_start          	|  1.668e-05      	|125            	|  0.002085       	|  0.00014376     	|
on_train_start                     	|  0.0020614      	|1              	|  0.0020614      	|  0.00014214     	|
validation_step_end                	|  8.7372e-06     	|125            	|  0.0010921      	|  7.5305e-05     	|
on_validation_start                	|  0.00044351     	|1              	|  0.00044351     	|  3.058e-05      	|
on_validation_end                  	|  0.00017245     	|1              	|  0.00017245     	|  1.1891e-05     	|
setup                              	|  3.1477e-05     	|2              	|  6.2954e-05     	|  4.3407e-06     	|
on_configure_sharded_model         	|  2.947e-05      	|2              	|  5.894e-05      	|  4.0639e-06     	|
on_before_accelerator_backend_setup	|  2.8486e-05     	|2              	|  5.6973e-05     	|  3.9283e-06     	|
teardown                           	|  2.2746e-05     	|2              	|  4.5491e-05     	|  3.1367e-06     	|
on_validation_epoch_end            	|  3.0803e-05     	|1              	|  3.0803e-05     	|  2.1239e-06     	|
on_fit_end                         	|  2.6001e-05     	|1              	|  2.6001e-05     	|  1.7928e-06     	|
on_fit_start                       	|  2.3024e-05     	|1              	|  2.3024e-05     	|  1.5875e-06     	|
configure_sharded_model            	|  9.1838e-06     	|2              	|  1.8368e-05     	|  1.2665e-06     	|
prepare_data                       	|  7.9433e-06     	|2              	|  1.5887e-05     	|  1.0954e-06     	|
on_val_dataloader                  	|  7.757e-06      	|2              	|  1.5514e-05     	|  1.0697e-06     	|
configure_callbacks                	|  6.9551e-06     	|2              	|  1.391e-05      	|  9.5912e-07     	|
on_pretrain_routine_end            	|  1.3433e-05     	|1              	|  1.3433e-05     	|  9.2624e-07     	|
on_validation_epoch_start          	|  1.0185e-05     	|1              	|  1.0185e-05     	|  7.0226e-07     	|
on_train_dataloader                	|  6.1616e-06     	|1              	|  6.1616e-06     	|  4.2485e-07     	|
