VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  571.05         	|  100 %          	|
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run_training_epoch                 	|  7.9265         	|63             	|  499.37         	|  87.447         	|
run_training_batch                 	|  0.37743        	|1000           	|  377.43         	|  66.093         	|
optimizer_step_with_closure_0      	|  0.37364        	|1000           	|  373.64         	|  65.43          	|
training_step_and_backward         	|  0.27191        	|1000           	|  271.91         	|  47.615         	|
model_forward                      	|  0.1361         	|1000           	|  136.1          	|  23.833         	|
training_step                      	|  0.13593        	|1000           	|  135.93         	|  23.803         	|
backward                           	|  0.13441        	|1000           	|  134.41         	|  23.537         	|
run_validate_evaluation            	|  30.332         	|1              	|  30.332         	|  5.3115         	|
evaluation_step_and_end            	|  0.22236        	|125            	|  27.796         	|  4.8674         	|
validation_step                    	|  0.22226        	|125            	|  27.782         	|  4.8651         	|
get_train_batch                    	|  0.025405       	|1063           	|  27.006         	|  4.7291         	|
fetch_next_train_batch             	|  0.025382       	|1063           	|  26.981         	|  4.7248         	|
on_train_batch_end                 	|  0.0019902      	|1000           	|  1.9902         	|  0.34852        	|
zero_grad                          	|  0.0013685      	|1000           	|  1.3685         	|  0.23964        	|
get_validate_batch                 	|  0.0061476      	|126            	|  0.7746         	|  0.13564        	|
fetch_next_validate_batch          	|  0.0061244      	|126            	|  0.77167        	|  0.13513        	|
training_batch_to_device           	|  0.00024976     	|1000           	|  0.24976        	|  0.043737       	|
on_train_batch_start               	|  9.4588e-05     	|1000           	|  0.094588       	|  0.016564       	|
on_train_end                       	|  0.044053       	|1              	|  0.044053       	|  0.0077143      	|
evaluation_batch_to_device         	|  0.0002917      	|125            	|  0.036463       	|  0.0063852      	|
on_train_epoch_start               	|  0.00036665     	|63             	|  0.023099       	|  0.004045       	|
on_after_backward                  	|  2.1582e-05     	|1000           	|  0.021582       	|  0.0037794      	|
on_pretrain_routine_start          	|  0.021401       	|1              	|  0.021401       	|  0.0037476      	|
on_train_epoch_end                 	|  0.00033867     	|63             	|  0.021336       	|  0.0037363      	|
on_batch_start                     	|  2.087e-05      	|1000           	|  0.02087        	|  0.0036546      	|
on_before_zero_grad                	|  1.6774e-05     	|1000           	|  0.016774       	|  0.0029374      	|
on_batch_end                       	|  1.6466e-05     	|1000           	|  0.016466       	|  0.0028835      	|
on_before_optimizer_step           	|  1.2569e-05     	|1000           	|  0.012569       	|  0.002201       	|
on_before_backward                 	|  1.2043e-05     	|1000           	|  0.012043       	|  0.0021089      	|
configure_optimizers               	|  0.0099782      	|1              	|  0.0099782      	|  0.0017473      	|
training_step_end                  	|  6.9886e-06     	|1000           	|  0.0069886      	|  0.0012238      	|
on_validation_batch_end            	|  3.7628e-05     	|125            	|  0.0047036      	|  0.00082366     	|
on_validation_model_eval           	|  0.0042698      	|1              	|  0.0042698      	|  0.0007477      	|
on_validation_batch_start          	|  1.5499e-05     	|125            	|  0.0019374      	|  0.00033927     	|
on_train_start                     	|  0.0015572      	|1              	|  0.0015572      	|  0.00027269     	|
validation_step_end                	|  8.5695e-06     	|125            	|  0.0010712      	|  0.00018758     	|
on_epoch_end                       	|  1.159e-05      	|64             	|  0.00074176     	|  0.00012989     	|
on_epoch_start                     	|  1.1317e-05     	|64             	|  0.00072428     	|  0.00012683     	|
on_validation_start                	|  0.00062341     	|1              	|  0.00062341     	|  0.00010917     	|
on_validation_end                  	|  0.00016642     	|1              	|  0.00016642     	|  2.9143e-05     	|
on_before_accelerator_backend_setup	|  3.6812e-05     	|2              	|  7.3625e-05     	|  1.2893e-05     	|
setup                              	|  2.4648e-05     	|2              	|  4.9297e-05     	|  8.6326e-06     	|
on_configure_sharded_model         	|  2.4572e-05     	|2              	|  4.9144e-05     	|  8.6058e-06     	|
teardown                           	|  2.0332e-05     	|2              	|  4.0663e-05     	|  7.1208e-06     	|
on_fit_start                       	|  3.9948e-05     	|1              	|  3.9948e-05     	|  6.9955e-06     	|
on_validation_epoch_end            	|  2.8912e-05     	|1              	|  2.8912e-05     	|  5.0629e-06     	|
on_fit_end                         	|  2.4764e-05     	|1              	|  2.4764e-05     	|  4.3365e-06     	|
on_val_dataloader                  	|  1.1835e-05     	|2              	|  2.367e-05      	|  4.145e-06      	|
prepare_data                       	|  1.0664e-05     	|2              	|  2.1327e-05     	|  3.7347e-06     	|
configure_sharded_model            	|  7.1526e-06     	|2              	|  1.4305e-05     	|  2.505e-06      	|
on_validation_epoch_start          	|  1.331e-05      	|1              	|  1.331e-05      	|  2.3309e-06     	|
configure_callbacks                	|  6.537e-06      	|2              	|  1.3074e-05     	|  2.2894e-06     	|
on_pretrain_routine_end            	|  1.194e-05      	|1              	|  1.194e-05      	|  2.0908e-06     	|
on_train_dataloader                	|  5.0012e-06     	|1              	|  5.0012e-06     	|  8.7578e-07     	|
