VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  446.05         	|  100 %          	|
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run_training_epoch                 	|  6.4406         	|63             	|  405.76         	|  90.967         	|
run_training_batch                 	|  0.28071        	|1000           	|  280.71         	|  62.933         	|
optimizer_step_with_closure_0      	|  0.2775         	|1000           	|  277.5          	|  62.212         	|
training_step_and_backward         	|  0.21417        	|1000           	|  214.17         	|  48.014         	|
backward                           	|  0.10954        	|1000           	|  109.54         	|  24.558         	|
model_forward                      	|  0.10315        	|1000           	|  103.15         	|  23.126         	|
training_step                      	|  0.10296        	|1000           	|  102.96         	|  23.083         	|
get_train_batch                    	|  0.025987       	|1063           	|  27.624         	|  6.1931         	|
fetch_next_train_batch             	|  0.025963       	|1063           	|  27.599         	|  6.1874         	|
run_validate_evaluation            	|  7.5603         	|1              	|  7.5603         	|  1.6949         	|
evaluation_step_and_end            	|  0.10735        	|48             	|  5.1527         	|  1.1552         	|
validation_step                    	|  0.10723        	|48             	|  5.1471         	|  1.1539         	|
on_train_batch_end                 	|  0.0021173      	|1000           	|  2.1173         	|  0.47468        	|
zero_grad                          	|  0.0014378      	|1000           	|  1.4378         	|  0.32233        	|
get_validate_batch                 	|  0.013917       	|49             	|  0.68194        	|  0.15288        	|
fetch_next_validate_batch          	|  0.013891       	|49             	|  0.68063        	|  0.15259        	|
training_batch_to_device           	|  0.00025485     	|1000           	|  0.25485        	|  0.057134       	|
on_train_batch_start               	|  9.4517e-05     	|1000           	|  0.094517       	|  0.02119        	|
on_train_end                       	|  0.063337       	|1              	|  0.063337       	|  0.0142         	|
on_after_backward                  	|  2.6372e-05     	|1000           	|  0.026372       	|  0.0059123      	|
on_pretrain_routine_start          	|  0.023666       	|1              	|  0.023666       	|  0.0053056      	|
on_train_epoch_start               	|  0.00034578     	|63             	|  0.021784       	|  0.0048838      	|
on_train_epoch_end                 	|  0.00034491     	|63             	|  0.021729       	|  0.0048715      	|
on_batch_start                     	|  2.1344e-05     	|1000           	|  0.021344       	|  0.004785       	|
on_before_zero_grad                	|  1.9033e-05     	|1000           	|  0.019033       	|  0.004267       	|
configure_optimizers               	|  0.016783       	|1              	|  0.016783       	|  0.0037626      	|
on_batch_end                       	|  1.6503e-05     	|1000           	|  0.016503       	|  0.0036998      	|
evaluation_batch_to_device         	|  0.0002912      	|48             	|  0.013978       	|  0.0031337      	|
on_before_optimizer_step           	|  1.3005e-05     	|1000           	|  0.013005       	|  0.0029156      	|
on_before_backward                 	|  1.2505e-05     	|1000           	|  0.012505       	|  0.0028035      	|
training_step_end                  	|  7.8431e-06     	|1000           	|  0.0078431      	|  0.0017583      	|
on_validation_model_eval           	|  0.0044207      	|1              	|  0.0044207      	|  0.00099109     	|
on_validation_batch_end            	|  4.4507e-05     	|48             	|  0.0021363      	|  0.00047894     	|
on_train_start                     	|  0.0012548      	|1              	|  0.0012548      	|  0.00028132     	|
on_validation_batch_start          	|  1.7962e-05     	|48             	|  0.00086217     	|  0.00019329     	|
on_epoch_end                       	|  1.1785e-05     	|64             	|  0.00075426     	|  0.0001691      	|
on_validation_start                	|  0.00072942     	|1              	|  0.00072942     	|  0.00016353     	|
on_epoch_start                     	|  1.1038e-05     	|64             	|  0.00070645     	|  0.00015838     	|
validation_step_end                	|  9.5482e-06     	|48             	|  0.00045831     	|  0.00010275     	|
on_validation_end                  	|  0.00029545     	|1              	|  0.00029545     	|  6.6237e-05     	|
on_before_accelerator_backend_setup	|  3.9573e-05     	|2              	|  7.9146e-05     	|  1.7744e-05     	|
on_configure_sharded_model         	|  2.9054e-05     	|2              	|  5.8109e-05     	|  1.3027e-05     	|
on_fit_start                       	|  5.7189e-05     	|1              	|  5.7189e-05     	|  1.2821e-05     	|
setup                              	|  2.6416e-05     	|2              	|  5.2832e-05     	|  1.1844e-05     	|
teardown                           	|  2.5916e-05     	|2              	|  5.1832e-05     	|  1.162e-05      	|
on_val_dataloader                  	|  1.7559e-05     	|2              	|  3.5118e-05     	|  7.8732e-06     	|
on_validation_epoch_end            	|  3.2589e-05     	|1              	|  3.2589e-05     	|  7.3061e-06     	|
on_fit_end                         	|  3.1669e-05     	|1              	|  3.1669e-05     	|  7.0998e-06     	|
configure_sharded_model            	|  1.1876e-05     	|2              	|  2.3752e-05     	|  5.3251e-06     	|
prepare_data                       	|  8.6771e-06     	|2              	|  1.7354e-05     	|  3.8907e-06     	|
on_pretrain_routine_end            	|  1.6868e-05     	|1              	|  1.6868e-05     	|  3.7817e-06     	|
configure_callbacks                	|  7.4273e-06     	|2              	|  1.4855e-05     	|  3.3303e-06     	|
on_validation_epoch_start          	|  1.1446e-05     	|1              	|  1.1446e-05     	|  2.5661e-06     	|
on_train_dataloader                	|  1.0297e-05     	|1              	|  1.0297e-05     	|  2.3084e-06     	|
