VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  481.4          	|  100 %          	|
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run_training_epoch                 	|  6.5464         	|63             	|  412.42         	|  85.671         	|
run_training_batch                 	|  0.27974        	|1000           	|  279.74         	|  58.108         	|
optimizer_step_with_closure_0      	|  0.27535        	|1000           	|  275.35         	|  57.197         	|
training_step_and_backward         	|  0.20694        	|1000           	|  206.94         	|  42.988         	|
model_forward                      	|  0.10965        	|1000           	|  109.65         	|  22.776         	|
training_step                      	|  0.10945        	|1000           	|  109.45         	|  22.736         	|
backward                           	|  0.095629       	|1000           	|  95.629         	|  19.865         	|
run_validate_evaluation            	|  30.659         	|1              	|  30.659         	|  6.3687         	|
get_train_batch                    	|  0.025348       	|1063           	|  26.945         	|  5.5972         	|
fetch_next_train_batch             	|  0.025324       	|1063           	|  26.919         	|  5.5918         	|
evaluation_step_and_end            	|  0.084654       	|313            	|  26.497         	|  5.5041         	|
validation_step                    	|  0.08459        	|313            	|  26.477         	|  5.4999         	|
on_train_batch_end                 	|  0.0023079      	|1000           	|  2.3079         	|  0.4794         	|
zero_grad                          	|  0.0016346      	|1000           	|  1.6346         	|  0.33955        	|
get_validate_batch                 	|  0.0031951      	|314            	|  1.0033         	|  0.20841        	|
fetch_next_validate_batch          	|  0.003179       	|314            	|  0.9982         	|  0.20735        	|
training_batch_to_device           	|  0.00036935     	|1000           	|  0.36935        	|  0.076724       	|
on_train_batch_start               	|  0.00018002     	|1000           	|  0.18002        	|  0.037396       	|
evaluation_batch_to_device         	|  0.00020374     	|313            	|  0.063769       	|  0.013247       	|
on_train_end                       	|  0.051568       	|1              	|  0.051568       	|  0.010712       	|
on_pretrain_routine_start          	|  0.031249       	|1              	|  0.031249       	|  0.0064912      	|
on_after_backward                  	|  2.7242e-05     	|1000           	|  0.027242       	|  0.0056588      	|
on_train_epoch_start               	|  0.00038098     	|63             	|  0.024001       	|  0.0049857      	|
on_train_epoch_end                 	|  0.0003618      	|63             	|  0.022794       	|  0.0047348      	|
on_batch_start                     	|  2.1685e-05     	|1000           	|  0.021685       	|  0.0045046      	|
on_before_zero_grad                	|  1.8781e-05     	|1000           	|  0.018781       	|  0.0039014      	|
on_batch_end                       	|  1.5908e-05     	|1000           	|  0.015908       	|  0.0033046      	|
on_before_optimizer_step           	|  1.3065e-05     	|1000           	|  0.013065       	|  0.0027139      	|
on_before_backward                 	|  1.2974e-05     	|1000           	|  0.012974       	|  0.002695       	|
configure_optimizers               	|  0.010801       	|1              	|  0.010801       	|  0.0022436      	|
training_step_end                  	|  7.3892e-06     	|1000           	|  0.0073892      	|  0.0015349      	|
on_validation_batch_end            	|  2.194e-05      	|313            	|  0.0068671      	|  0.0014265      	|
on_validation_model_eval           	|  0.005081       	|1              	|  0.005081       	|  0.0010554      	|
on_validation_batch_start          	|  1.166e-05      	|313            	|  0.0036497      	|  0.00075814     	|
validation_step_end                	|  5.6288e-06     	|313            	|  0.0017618      	|  0.00036598     	|
on_train_start                     	|  0.0013242      	|1              	|  0.0013242      	|  0.00027506     	|
on_epoch_end                       	|  1.1894e-05     	|64             	|  0.00076122     	|  0.00015813     	|
on_epoch_start                     	|  1.1454e-05     	|64             	|  0.00073303     	|  0.00015227     	|
on_validation_start                	|  0.00060068     	|1              	|  0.00060068     	|  0.00012478     	|
on_validation_end                  	|  0.00016456     	|1              	|  0.00016456     	|  3.4183e-05     	|
teardown                           	|  4.7323e-05     	|2              	|  9.4647e-05     	|  1.9661e-05     	|
setup                              	|  3.589e-05      	|2              	|  7.1781e-05     	|  1.4911e-05     	|
on_fit_end                         	|  5.4602e-05     	|1              	|  5.4602e-05     	|  1.1342e-05     	|
on_before_accelerator_backend_setup	|  2.7017e-05     	|2              	|  5.4033e-05     	|  1.1224e-05     	|
on_configure_sharded_model         	|  2.4726e-05     	|2              	|  4.9451e-05     	|  1.0272e-05     	|
on_validation_epoch_end            	|  4.4597e-05     	|1              	|  4.4597e-05     	|  9.2641e-06     	|
on_fit_start                       	|  4.3893e-05     	|1              	|  4.3893e-05     	|  9.1178e-06     	|
on_val_dataloader                  	|  1.4736e-05     	|2              	|  2.9473e-05     	|  6.1223e-06     	|
prepare_data                       	|  1.0278e-05     	|2              	|  2.0556e-05     	|  4.2701e-06     	|
configure_sharded_model            	|  8.6864e-06     	|2              	|  1.7373e-05     	|  3.6088e-06     	|
configure_callbacks                	|  8.2189e-06     	|2              	|  1.6438e-05     	|  3.4146e-06     	|
on_pretrain_routine_end            	|  1.4473e-05     	|1              	|  1.4473e-05     	|  3.0064e-06     	|
on_validation_epoch_start          	|  1.1088e-05     	|1              	|  1.1088e-05     	|  2.3033e-06     	|
on_train_dataloader                	|  7.2625e-06     	|1              	|  7.2625e-06     	|  1.5086e-06     	|
