VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  741.35         	|  100 %          	|
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run_training_epoch                 	|  3.4347         	|200            	|  686.94         	|  92.66          	|
run_training_batch                 	|  0.287          	|1000           	|  287.0          	|  38.713         	|
optimizer_step_with_closure_0      	|  0.28345        	|1000           	|  283.45         	|  38.235         	|
training_step_and_backward         	|  0.21934        	|1000           	|  219.34         	|  29.587         	|
model_forward                      	|  0.11075        	|1000           	|  110.75         	|  14.94          	|
training_step                      	|  0.11054        	|1000           	|  110.54         	|  14.911         	|
backward                           	|  0.10704        	|1000           	|  107.04         	|  14.439         	|
get_train_batch                    	|  0.063334       	|1200           	|  76.001         	|  10.252         	|
fetch_next_train_batch             	|  0.063301       	|1200           	|  75.961         	|  10.246         	|
run_validate_evaluation            	|  16.659         	|1              	|  16.659         	|  2.2471         	|
evaluation_step_and_end            	|  0.10081        	|139            	|  14.012         	|  1.8901         	|
validation_step                    	|  0.10069        	|139            	|  13.996         	|  1.8879         	|
on_train_batch_end                 	|  0.0023139      	|1000           	|  2.3139         	|  0.31211        	|
zero_grad                          	|  0.0015104      	|1000           	|  1.5104         	|  0.20373        	|
get_validate_batch                 	|  0.0057658      	|140            	|  0.80721        	|  0.10888        	|
fetch_next_validate_batch          	|  0.0057399      	|140            	|  0.80359        	|  0.1084         	|
training_batch_to_device           	|  0.00046117     	|1000           	|  0.46117        	|  0.062206       	|
on_train_end                       	|  0.39764        	|1              	|  0.39764        	|  0.053637       	|
on_train_batch_start               	|  0.00010539     	|1000           	|  0.10539        	|  0.014215       	|
on_train_epoch_end                 	|  0.0003198      	|200            	|  0.06396        	|  0.0086276      	|
on_train_epoch_start               	|  0.00031905     	|200            	|  0.06381        	|  0.0086072      	|
evaluation_batch_to_device         	|  0.00028625     	|139            	|  0.039789       	|  0.0053671      	|
on_after_backward                  	|  3.0331e-05     	|1000           	|  0.030331       	|  0.0040913      	|
on_batch_start                     	|  3.0246e-05     	|1000           	|  0.030246       	|  0.0040798      	|
on_pretrain_routine_start          	|  0.02455        	|1              	|  0.02455        	|  0.0033115      	|
on_before_zero_grad                	|  1.9413e-05     	|1000           	|  0.019413       	|  0.0026186      	|
on_batch_end                       	|  1.6319e-05     	|1000           	|  0.016319       	|  0.0022012      	|
configure_optimizers               	|  0.015609       	|1              	|  0.015609       	|  0.0021055      	|
on_before_optimizer_step           	|  1.5333e-05     	|1000           	|  0.015333       	|  0.0020682      	|
on_before_backward                 	|  1.3658e-05     	|1000           	|  0.013658       	|  0.0018423      	|
training_step_end                  	|  9.2032e-06     	|1000           	|  0.0092032      	|  0.0012414      	|
on_validation_batch_end            	|  4.1451e-05     	|139            	|  0.0057616      	|  0.00077718     	|
on_validation_model_eval           	|  0.0047146      	|1              	|  0.0047146      	|  0.00063595     	|
on_validation_batch_start          	|  1.7967e-05     	|139            	|  0.0024974      	|  0.00033688     	|
on_epoch_end                       	|  1.1771e-05     	|201            	|  0.002366       	|  0.00031914     	|
on_epoch_start                     	|  1.1043e-05     	|201            	|  0.0022196      	|  0.0002994      	|
validation_step_end                	|  9.7975e-06     	|139            	|  0.0013619      	|  0.0001837      	|
on_train_start                     	|  0.0011105      	|1              	|  0.0011105      	|  0.0001498      	|
on_validation_start                	|  0.00066631     	|1              	|  0.00066631     	|  8.9877e-05     	|
on_validation_end                  	|  0.00022185     	|1              	|  0.00022185     	|  2.9925e-05     	|
on_fit_end                         	|  6.5237e-05     	|1              	|  6.5237e-05     	|  8.7998e-06     	|
teardown                           	|  2.9518e-05     	|2              	|  5.9037e-05     	|  7.9634e-06     	|
on_configure_sharded_model         	|  2.4923e-05     	|2              	|  4.9846e-05     	|  6.7237e-06     	|
setup                              	|  2.4884e-05     	|2              	|  4.9768e-05     	|  6.7131e-06     	|
on_before_accelerator_backend_setup	|  2.4564e-05     	|2              	|  4.9127e-05     	|  6.6267e-06     	|
on_fit_start                       	|  4.7497e-05     	|1              	|  4.7497e-05     	|  6.4069e-06     	|
on_validation_epoch_end            	|  4.1872e-05     	|1              	|  4.1872e-05     	|  5.6481e-06     	|
on_val_dataloader                  	|  1.4511e-05     	|2              	|  2.9022e-05     	|  3.9147e-06     	|
configure_callbacks                	|  1.0663e-05     	|2              	|  2.1325e-05     	|  2.8766e-06     	|
configure_sharded_model            	|  8.7321e-06     	|2              	|  1.7464e-05     	|  2.3557e-06     	|
on_pretrain_routine_end            	|  1.4555e-05     	|1              	|  1.4555e-05     	|  1.9633e-06     	|
prepare_data                       	|  6.8601e-06     	|2              	|  1.372e-05      	|  1.8507e-06     	|
on_validation_epoch_start          	|  1.1772e-05     	|1              	|  1.1772e-05     	|  1.5879e-06     	|
on_train_dataloader                	|  7.9107e-06     	|1              	|  7.9107e-06     	|  1.0671e-06     	|
