VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1440.9         	|  100 %          	|
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run_training_epoch                 	|  2.7622         	|500            	|  1381.1         	|  95.851         	|
run_training_batch                 	|  0.38246        	|1000           	|  382.46         	|  26.543         	|
optimizer_step_with_closure_0      	|  0.37914        	|1000           	|  379.14         	|  26.312         	|
training_step_and_backward         	|  0.27452        	|1000           	|  274.52         	|  19.052         	|
get_train_batch                    	|  0.10574        	|1500           	|  158.61         	|  11.008         	|
fetch_next_train_batch             	|  0.1057         	|1500           	|  158.55         	|  11.004         	|
model_forward                      	|  0.14523        	|1000           	|  145.23         	|  10.079         	|
training_step                      	|  0.14501        	|1000           	|  145.01         	|  10.064         	|
backward                           	|  0.12773        	|1000           	|  127.73         	|  8.8646         	|
run_validate_evaluation            	|  30.021         	|1              	|  30.021         	|  2.0835         	|
evaluation_step_and_end            	|  0.22012        	|125            	|  27.516         	|  1.9096         	|
validation_step                    	|  0.22001        	|125            	|  27.501         	|  1.9086         	|
on_train_batch_end                 	|  0.0022249      	|1000           	|  2.2249         	|  0.15441        	|
zero_grad                          	|  0.001519       	|1000           	|  1.519          	|  0.10542        	|
training_batch_to_device           	|  0.00060834     	|1000           	|  0.60834        	|  0.042219       	|
get_validate_batch                 	|  0.0045195      	|126            	|  0.56945        	|  0.039521       	|
fetch_next_validate_batch          	|  0.0044941      	|126            	|  0.56626        	|  0.039299       	|
on_train_epoch_end                 	|  0.00035876     	|500            	|  0.17938        	|  0.012449       	|
on_train_epoch_start               	|  0.00035802     	|500            	|  0.17901        	|  0.012423       	|
on_train_batch_start               	|  0.00011266     	|1000           	|  0.11266        	|  0.0078189      	|
on_train_end                       	|  0.045099       	|1              	|  0.045099       	|  0.00313        	|
on_batch_start                     	|  4.3672e-05     	|1000           	|  0.043672       	|  0.0030309      	|
evaluation_batch_to_device         	|  0.00027744     	|125            	|  0.034681       	|  0.0024069      	|
on_before_zero_grad                	|  2.4144e-05     	|1000           	|  0.024144       	|  0.0016757      	|
on_after_backward                  	|  2.3943e-05     	|1000           	|  0.023943       	|  0.0016616      	|
on_pretrain_routine_start          	|  0.022113       	|1              	|  0.022113       	|  0.0015347      	|
on_before_backward                 	|  1.9955e-05     	|1000           	|  0.019955       	|  0.0013849      	|
on_batch_end                       	|  1.6131e-05     	|1000           	|  0.016131       	|  0.0011195      	|
on_before_optimizer_step           	|  1.5408e-05     	|1000           	|  0.015408       	|  0.0010693      	|
configure_optimizers               	|  0.0086273      	|1              	|  0.0086273      	|  0.00059874     	|
training_step_end                  	|  8.4173e-06     	|1000           	|  0.0084173      	|  0.00058417     	|
on_epoch_end                       	|  1.1271e-05     	|501            	|  0.0056469      	|  0.0003919      	|
on_epoch_start                     	|  1.1007e-05     	|501            	|  0.0055146      	|  0.00038272     	|
on_validation_batch_end            	|  4.1161e-05     	|125            	|  0.0051451      	|  0.00035707     	|
on_validation_model_eval           	|  0.004546       	|1              	|  0.004546       	|  0.0003155      	|
on_train_start                     	|  0.0022741      	|1              	|  0.0022741      	|  0.00015782     	|
on_validation_batch_start          	|  1.634e-05      	|125            	|  0.0020425      	|  0.00014175     	|
validation_step_end                	|  8.5471e-06     	|125            	|  0.0010684      	|  7.4147e-05     	|
on_validation_start                	|  0.00064171     	|1              	|  0.00064171     	|  4.4535e-05     	|
on_validation_end                  	|  0.00016031     	|1              	|  0.00016031     	|  1.1126e-05     	|
setup                              	|  3.1485e-05     	|2              	|  6.297e-05      	|  4.3702e-06     	|
on_fit_end                         	|  6.0353e-05     	|1              	|  6.0353e-05     	|  4.1886e-06     	|
on_before_accelerator_backend_setup	|  2.7833e-05     	|2              	|  5.5665e-05     	|  3.8632e-06     	|
on_configure_sharded_model         	|  2.6351e-05     	|2              	|  5.2702e-05     	|  3.6576e-06     	|
teardown                           	|  2.5414e-05     	|2              	|  5.0828e-05     	|  3.5275e-06     	|
on_validation_epoch_end            	|  4.5061e-05     	|1              	|  4.5061e-05     	|  3.1273e-06     	|
on_val_dataloader                  	|  1.3888e-05     	|2              	|  2.7776e-05     	|  1.9277e-06     	|
on_fit_start                       	|  2.6291e-05     	|1              	|  2.6291e-05     	|  1.8246e-06     	|
prepare_data                       	|  8.4629e-06     	|2              	|  1.6926e-05     	|  1.1747e-06     	|
configure_callbacks                	|  7.3621e-06     	|2              	|  1.4724e-05     	|  1.0219e-06     	|
on_pretrain_routine_end            	|  1.4627e-05     	|1              	|  1.4627e-05     	|  1.0152e-06     	|
configure_sharded_model            	|  6.659e-06      	|2              	|  1.3318e-05     	|  9.2428e-07     	|
on_validation_epoch_start          	|  1.2793e-05     	|1              	|  1.2793e-05     	|  8.8782e-07     	|
on_train_dataloader                	|  8.1789e-06     	|1              	|  8.1789e-06     	|  5.6762e-07     	|
