VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  801.98         	|  100 %          	|
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run_training_epoch                 	|  4.3896         	|167            	|  733.07         	|  91.407         	|
run_training_batch                 	|  0.28031        	|1000           	|  280.31         	|  34.953         	|
optimizer_step_with_closure_0      	|  0.27629        	|1000           	|  276.29         	|  34.451         	|
training_step_and_backward         	|  0.20954        	|1000           	|  209.54         	|  26.128         	|
model_forward                      	|  0.11236        	|1000           	|  112.36         	|  14.01          	|
training_step                      	|  0.11217        	|1000           	|  112.17         	|  13.986         	|
backward                           	|  0.095631       	|1000           	|  95.631         	|  11.924         	|
get_train_batch                    	|  0.07079        	|1167           	|  82.612         	|  10.301         	|
fetch_next_train_batch             	|  0.070761       	|1167           	|  82.579         	|  10.297         	|
run_validate_evaluation            	|  17.102         	|1              	|  17.102         	|  2.1325         	|
on_train_end                       	|  17.062         	|1              	|  17.062         	|  2.1274         	|
evaluation_step_and_end            	|  0.10372        	|125            	|  12.965         	|  1.6166         	|
validation_step                    	|  0.10363        	|125            	|  12.954         	|  1.6153         	|
on_train_batch_end                 	|  0.0020027      	|1000           	|  2.0027         	|  0.24972        	|
zero_grad                          	|  0.0015219      	|1000           	|  1.5219         	|  0.18977        	|
get_validate_batch                 	|  0.0074777      	|126            	|  0.94219        	|  0.11748        	|
fetch_next_validate_batch          	|  0.0074576      	|126            	|  0.93966        	|  0.11717        	|
training_batch_to_device           	|  0.00036848     	|1000           	|  0.36848        	|  0.045946       	|
on_train_batch_start               	|  9.8736e-05     	|1000           	|  0.098736       	|  0.012312       	|
on_train_epoch_end                 	|  0.0003364      	|167            	|  0.056179       	|  0.007005       	|
on_train_epoch_start               	|  0.00031891     	|167            	|  0.053257       	|  0.0066407      	|
evaluation_batch_to_device         	|  0.00025688     	|125            	|  0.03211        	|  0.0040039      	|
on_batch_start                     	|  2.8428e-05     	|1000           	|  0.028428       	|  0.0035447      	|
on_pretrain_routine_start          	|  0.024686       	|1              	|  0.024686       	|  0.0030781      	|
on_after_backward                  	|  2.1961e-05     	|1000           	|  0.021961       	|  0.0027384      	|
on_before_zero_grad                	|  1.767e-05      	|1000           	|  0.01767        	|  0.0022033      	|
on_batch_end                       	|  1.5233e-05     	|1000           	|  0.015233       	|  0.0018995      	|
configure_optimizers               	|  0.01257        	|1              	|  0.01257        	|  0.0015674      	|
on_before_optimizer_step           	|  1.2491e-05     	|1000           	|  0.012491       	|  0.0015576      	|
on_before_backward                 	|  1.1823e-05     	|1000           	|  0.011823       	|  0.0014743      	|
training_step_end                  	|  6.7261e-06     	|1000           	|  0.0067261      	|  0.00083868     	|
on_validation_model_eval           	|  0.0042701      	|1              	|  0.0042701      	|  0.00053245     	|
on_validation_batch_end            	|  3.2551e-05     	|125            	|  0.0040688      	|  0.00050735     	|
on_epoch_start                     	|  1.1735e-05     	|168            	|  0.0019715      	|  0.00024582     	|
on_epoch_end                       	|  1.131e-05      	|168            	|  0.0019001      	|  0.00023693     	|
on_validation_batch_start          	|  1.438e-05      	|125            	|  0.0017974      	|  0.00022413     	|
on_train_start                     	|  0.0016628      	|1              	|  0.0016628      	|  0.00020734     	|
validation_step_end                	|  7.2674e-06     	|125            	|  0.00090842     	|  0.00011327     	|
on_validation_start                	|  0.00046502     	|1              	|  0.00046502     	|  5.7983e-05     	|
on_validation_end                  	|  0.00019715     	|1              	|  0.00019715     	|  2.4583e-05     	|
on_before_accelerator_backend_setup	|  3.4668e-05     	|2              	|  6.9337e-05     	|  8.6457e-06     	|
on_fit_end                         	|  6.4421e-05     	|1              	|  6.4421e-05     	|  8.0328e-06     	|
setup                              	|  2.7142e-05     	|2              	|  5.4283e-05     	|  6.7686e-06     	|
on_configure_sharded_model         	|  2.5369e-05     	|2              	|  5.0738e-05     	|  6.3266e-06     	|
on_validation_epoch_end            	|  4.7229e-05     	|1              	|  4.7229e-05     	|  5.8891e-06     	|
on_fit_start                       	|  4.263e-05      	|1              	|  4.263e-05      	|  5.3156e-06     	|
teardown                           	|  2.0853e-05     	|2              	|  4.1706e-05     	|  5.2004e-06     	|
configure_callbacks                	|  1.3608e-05     	|2              	|  2.7217e-05     	|  3.3937e-06     	|
prepare_data                       	|  9.5991e-06     	|2              	|  1.9198e-05     	|  2.3939e-06     	|
on_val_dataloader                  	|  8.7311e-06     	|2              	|  1.7462e-05     	|  2.1774e-06     	|
configure_sharded_model            	|  8.679e-06      	|2              	|  1.7358e-05     	|  2.1644e-06     	|
on_pretrain_routine_end            	|  1.2089e-05     	|1              	|  1.2089e-05     	|  1.5073e-06     	|
on_validation_epoch_start          	|  1.1746e-05     	|1              	|  1.1746e-05     	|  1.4646e-06     	|
on_train_dataloader                	|  8.0317e-06     	|1              	|  8.0317e-06     	|  1.0015e-06     	|
