VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  562.75         	|  100 %          	|
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run_training_epoch                 	|  7.8274         	|63             	|  493.12         	|  87.628         	|
run_training_batch                 	|  0.37918        	|1000           	|  379.18         	|  67.38          	|
optimizer_step_with_closure_0      	|  0.37504        	|1000           	|  375.04         	|  66.645         	|
training_step_and_backward         	|  0.27023        	|1000           	|  270.23         	|  48.02          	|
model_forward                      	|  0.13623        	|1000           	|  136.23         	|  24.207         	|
training_step                      	|  0.13603        	|1000           	|  136.03         	|  24.172         	|
backward                           	|  0.13245        	|1000           	|  132.45         	|  23.536         	|
run_validate_evaluation            	|  30.346         	|1              	|  30.346         	|  5.3924         	|
evaluation_step_and_end            	|  0.22249        	|125            	|  27.812         	|  4.9421         	|
validation_step                    	|  0.22238        	|125            	|  27.797         	|  4.9396         	|
get_train_batch                    	|  0.024196       	|1063           	|  25.72          	|  4.5705         	|
fetch_next_train_batch             	|  0.024171       	|1063           	|  25.694         	|  4.5658         	|
on_train_batch_end                 	|  0.0022907      	|1000           	|  2.2907         	|  0.40706        	|
zero_grad                          	|  0.001526       	|1000           	|  1.526          	|  0.27117        	|
get_validate_batch                 	|  0.0059109      	|126            	|  0.74478        	|  0.13235        	|
fetch_next_validate_batch          	|  0.0058866      	|126            	|  0.74172        	|  0.1318         	|
training_batch_to_device           	|  0.00026821     	|1000           	|  0.26821        	|  0.047661       	|
on_train_batch_start               	|  9.8368e-05     	|1000           	|  0.098368       	|  0.01748        	|
on_train_end                       	|  0.043699       	|1              	|  0.043699       	|  0.0077652      	|
evaluation_batch_to_device         	|  0.00027087     	|125            	|  0.033859       	|  0.0060167      	|
on_train_epoch_end                 	|  0.00042984     	|63             	|  0.02708        	|  0.004812       	|
on_train_epoch_start               	|  0.0004126      	|63             	|  0.025994       	|  0.0046191      	|
on_after_backward                  	|  2.5115e-05     	|1000           	|  0.025115       	|  0.004463       	|
on_pretrain_routine_start          	|  0.022834       	|1              	|  0.022834       	|  0.0040575      	|
on_batch_start                     	|  2.1283e-05     	|1000           	|  0.021283       	|  0.003782       	|
on_before_zero_grad                	|  1.7794e-05     	|1000           	|  0.017794       	|  0.0031619      	|
on_batch_end                       	|  1.6274e-05     	|1000           	|  0.016274       	|  0.0028919      	|
on_before_optimizer_step           	|  1.378e-05      	|1000           	|  0.01378        	|  0.0024487      	|
on_before_backward                 	|  1.3543e-05     	|1000           	|  0.013543       	|  0.0024065      	|
configure_optimizers               	|  0.010698       	|1              	|  0.010698       	|  0.0019011      	|
training_step_end                  	|  7.2888e-06     	|1000           	|  0.0072888      	|  0.0012952      	|
on_validation_batch_end            	|  4.0339e-05     	|125            	|  0.0050423      	|  0.00089602     	|
on_validation_model_eval           	|  0.0043215      	|1              	|  0.0043215      	|  0.00076793     	|
on_validation_batch_start          	|  1.5995e-05     	|125            	|  0.0019993      	|  0.00035528     	|
on_train_start                     	|  0.0015847      	|1              	|  0.0015847      	|  0.00028159     	|
validation_step_end                	|  8.7003e-06     	|125            	|  0.0010875      	|  0.00019325     	|
on_epoch_end                       	|  1.2747e-05     	|64             	|  0.00081579     	|  0.00014497     	|
on_epoch_start                     	|  1.195e-05      	|64             	|  0.00076482     	|  0.00013591     	|
on_validation_start                	|  0.00055838     	|1              	|  0.00055838     	|  9.9224e-05     	|
on_validation_end                  	|  0.00015643     	|1              	|  0.00015643     	|  2.7797e-05     	|
teardown                           	|  3.51e-05       	|2              	|  7.0199e-05     	|  1.2474e-05     	|
on_before_accelerator_backend_setup	|  2.6989e-05     	|2              	|  5.3978e-05     	|  9.5918e-06     	|
setup                              	|  2.6833e-05     	|2              	|  5.3667e-05     	|  9.5365e-06     	|
on_configure_sharded_model         	|  2.6043e-05     	|2              	|  5.2085e-05     	|  9.2555e-06     	|
on_fit_start                       	|  4.1822e-05     	|1              	|  4.1822e-05     	|  7.4317e-06     	|
on_fit_end                         	|  3.0501e-05     	|1              	|  3.0501e-05     	|  5.42e-06       	|
on_validation_epoch_end            	|  2.7461e-05     	|1              	|  2.7461e-05     	|  4.8798e-06     	|
on_val_dataloader                  	|  1.2045e-05     	|2              	|  2.409e-05      	|  4.2807e-06     	|
configure_sharded_model            	|  9.5153e-06     	|2              	|  1.9031e-05     	|  3.3817e-06     	|
configure_callbacks                	|  7.4888e-06     	|2              	|  1.4978e-05     	|  2.6615e-06     	|
on_pretrain_routine_end            	|  1.3355e-05     	|1              	|  1.3355e-05     	|  2.3732e-06     	|
prepare_data                       	|  6.4941e-06     	|2              	|  1.2988e-05     	|  2.308e-06      	|
on_validation_epoch_start          	|  1.2748e-05     	|1              	|  1.2748e-05     	|  2.2653e-06     	|
on_train_dataloader                	|  6.3274e-06     	|1              	|  6.3274e-06     	|  1.1244e-06     	|
