VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  586.58         	|  100 %          	|
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run_training_epoch                 	|  8.1429         	|63             	|  513.01         	|  87.458         	|
run_training_batch                 	|  0.377          	|1000           	|  377.0          	|  64.271         	|
optimizer_step_with_closure_0      	|  0.37439        	|1000           	|  374.39         	|  63.826         	|
training_step_and_backward         	|  0.26725        	|1000           	|  267.25         	|  45.561         	|
model_forward                      	|  0.13799        	|1000           	|  137.99         	|  23.525         	|
training_step                      	|  0.13782        	|1000           	|  137.82         	|  23.496         	|
backward                           	|  0.12775        	|1000           	|  127.75         	|  21.778         	|
get_train_batch                    	|  0.029298       	|1063           	|  31.144         	|  5.3094         	|
fetch_next_train_batch             	|  0.029275       	|1063           	|  31.119         	|  5.3053         	|
run_validate_evaluation            	|  30.973         	|1              	|  30.973         	|  5.2803         	|
evaluation_step_and_end            	|  0.22172        	|125            	|  27.715         	|  4.7249         	|
validation_step                    	|  0.22161        	|125            	|  27.702         	|  4.7226         	|
on_train_batch_end                 	|  0.001817       	|1000           	|  1.817          	|  0.30976        	|
zero_grad                          	|  0.0014794      	|1000           	|  1.4794         	|  0.25221        	|
get_validate_batch                 	|  0.0071282      	|126            	|  0.89815        	|  0.15312        	|
fetch_next_validate_batch          	|  0.0071037      	|126            	|  0.89506        	|  0.15259        	|
training_batch_to_device           	|  0.00024869     	|1000           	|  0.24869        	|  0.042397       	|
on_train_batch_start               	|  9.61e-05       	|1000           	|  0.0961         	|  0.016383       	|
on_train_end                       	|  0.047099       	|1              	|  0.047099       	|  0.0080294      	|
evaluation_batch_to_device         	|  0.00031405     	|125            	|  0.039257       	|  0.0066925      	|
on_train_epoch_start               	|  0.00036697     	|63             	|  0.023119       	|  0.0039413      	|
on_pretrain_routine_start          	|  0.022067       	|1              	|  0.022067       	|  0.0037619      	|
on_train_epoch_end                 	|  0.00034083     	|63             	|  0.021473       	|  0.0036606      	|
on_batch_start                     	|  2.1088e-05     	|1000           	|  0.021088       	|  0.0035951      	|
on_after_backward                  	|  1.976e-05      	|1000           	|  0.01976        	|  0.0033687      	|
on_before_zero_grad                	|  1.6279e-05     	|1000           	|  0.016279       	|  0.0027753      	|
on_batch_end                       	|  1.5165e-05     	|1000           	|  0.015165       	|  0.0025853      	|
on_before_optimizer_step           	|  1.3244e-05     	|1000           	|  0.013244       	|  0.0022578      	|
on_before_backward                 	|  1.2438e-05     	|1000           	|  0.012438       	|  0.0021205      	|
configure_optimizers               	|  0.010599       	|1              	|  0.010599       	|  0.0018069      	|
training_step_end                  	|  6.5854e-06     	|1000           	|  0.0065854      	|  0.0011227      	|
on_validation_batch_end            	|  4.3019e-05     	|125            	|  0.0053773      	|  0.00091673     	|
on_validation_model_eval           	|  0.004374       	|1              	|  0.004374       	|  0.00074569     	|
on_validation_batch_start          	|  1.5995e-05     	|125            	|  0.0019993      	|  0.00034085     	|
on_train_start                     	|  0.0016255      	|1              	|  0.0016255      	|  0.00027712     	|
validation_step_end                	|  8.5011e-06     	|125            	|  0.0010626      	|  0.00018116     	|
on_epoch_end                       	|  1.1406e-05     	|64             	|  0.00072996     	|  0.00012444     	|
on_epoch_start                     	|  1.1047e-05     	|64             	|  0.00070701     	|  0.00012053     	|
on_validation_start                	|  0.00059677     	|1              	|  0.00059677     	|  0.00010174     	|
on_validation_end                  	|  0.00018654     	|1              	|  0.00018654     	|  3.1801e-05     	|
teardown                           	|  3.7389e-05     	|2              	|  7.4778e-05     	|  1.2748e-05     	|
on_before_accelerator_backend_setup	|  2.6178e-05     	|2              	|  5.2355e-05     	|  8.9256e-06     	|
setup                              	|  2.5348e-05     	|2              	|  5.0696e-05     	|  8.6426e-06     	|
on_configure_sharded_model         	|  2.3715e-05     	|2              	|  4.743e-05      	|  8.086e-06      	|
on_fit_start                       	|  4.404e-05      	|1              	|  4.404e-05      	|  7.508e-06      	|
on_validation_epoch_end            	|  3.1726e-05     	|1              	|  3.1726e-05     	|  5.4087e-06     	|
on_fit_end                         	|  3.1464e-05     	|1              	|  3.1464e-05     	|  5.364e-06      	|
on_val_dataloader                  	|  1.1399e-05     	|2              	|  2.2799e-05     	|  3.8868e-06     	|
prepare_data                       	|  9.4902e-06     	|2              	|  1.898e-05      	|  3.2358e-06     	|
configure_sharded_model            	|  6.8163e-06     	|2              	|  1.3633e-05     	|  2.3241e-06     	|
configure_callbacks                	|  6.7893e-06     	|2              	|  1.3579e-05     	|  2.3149e-06     	|
on_validation_epoch_start          	|  1.3381e-05     	|1              	|  1.3381e-05     	|  2.2812e-06     	|
on_pretrain_routine_end            	|  1.2318e-05     	|1              	|  1.2318e-05     	|  2.0999e-06     	|
on_train_dataloader                	|  7.2569e-06     	|1              	|  7.2569e-06     	|  1.2372e-06     	|
