VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1674.1         	|  100 %          	|
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run_training_epoch                 	|  9.1564         	|167            	|  1529.1         	|  91.337         	|
run_training_batch                 	|  0.1852         	|8000           	|  1481.6         	|  88.5           	|
training_step_and_backward         	|  0.17522        	|8000           	|  1401.8         	|  83.73          	|
model_forward                      	|  0.09397        	|8000           	|  751.76         	|  44.904         	|
training_step                      	|  0.093835       	|8000           	|  750.68         	|  44.84          	|
backward                           	|  0.081068       	|8000           	|  648.55         	|  38.739         	|
optimizer_step_with_closure_0      	|  0.23258        	|1000           	|  232.58         	|  13.893         	|
run_validate_evaluation            	|  101.5          	|1              	|  101.5          	|  6.0626         	|
evaluation_step_and_end            	|  0.099495       	|1000           	|  99.495         	|  5.943          	|
validation_step                    	|  0.099446       	|1000           	|  99.446         	|  5.9401         	|
get_train_batch                    	|  0.0033839      	|8167           	|  27.637         	|  1.6508         	|
fetch_next_train_batch             	|  0.0033659      	|8167           	|  27.49          	|  1.642          	|
on_train_batch_end                 	|  0.0010724      	|8000           	|  8.5794         	|  0.51246        	|
training_batch_to_device           	|  0.0002193      	|8000           	|  1.7544         	|  0.10479        	|
get_validate_batch                 	|  0.0014681      	|1001           	|  1.4696         	|  0.08778        	|
fetch_next_validate_batch          	|  0.0014538      	|1001           	|  1.4553         	|  0.086928       	|
zero_grad                          	|  0.0013072      	|1000           	|  1.3072         	|  0.07808        	|
on_train_batch_start               	|  9.1358e-05     	|8000           	|  0.73087        	|  0.043656       	|
evaluation_batch_to_device         	|  0.00020675     	|1000           	|  0.20675        	|  0.01235        	|
on_batch_start                     	|  1.5191e-05     	|8000           	|  0.12153        	|  0.0072592      	|
on_batch_end                       	|  1.3449e-05     	|8000           	|  0.10759        	|  0.0064266      	|
on_before_backward                 	|  1.3446e-05     	|8000           	|  0.10757        	|  0.0064252      	|
on_after_backward                  	|  1.1999e-05     	|8000           	|  0.095995       	|  0.005734       	|
on_train_epoch_start               	|  0.00028902     	|167            	|  0.048266       	|  0.002883       	|
training_step_end                  	|  5.9772e-06     	|8000           	|  0.047818       	|  0.0028563      	|
on_train_epoch_end                 	|  0.00026195     	|167            	|  0.043745       	|  0.002613       	|
on_train_end                       	|  0.025314       	|1              	|  0.025314       	|  0.0015121      	|
on_pretrain_routine_start          	|  0.022378       	|1              	|  0.022378       	|  0.0013367      	|
on_validation_batch_end            	|  1.8458e-05     	|1000           	|  0.018458       	|  0.0011025      	|
on_before_zero_grad                	|  1.6145e-05     	|1000           	|  0.016145       	|  0.00096436     	|
on_before_optimizer_step           	|  1.3783e-05     	|1000           	|  0.013783       	|  0.00082328     	|
on_validation_batch_start          	|  1.0111e-05     	|1000           	|  0.010111       	|  0.00060398     	|
configure_optimizers               	|  0.0080905      	|1              	|  0.0080905      	|  0.00048326     	|
validation_step_end                	|  4.9412e-06     	|1000           	|  0.0049412      	|  0.00029515     	|
on_validation_model_eval           	|  0.0041936      	|1              	|  0.0041936      	|  0.00025049     	|
on_epoch_end                       	|  1.1519e-05     	|168            	|  0.0019351      	|  0.00011559     	|
on_epoch_start                     	|  1.0979e-05     	|168            	|  0.0018445      	|  0.00011017     	|
on_train_start                     	|  0.00072846     	|1              	|  0.00072846     	|  4.3513e-05     	|
on_validation_start                	|  0.00031891     	|1              	|  0.00031891     	|  1.9049e-05     	|
on_validation_end                  	|  0.0001155      	|1              	|  0.0001155      	|  6.8989e-06     	|
on_before_accelerator_backend_setup	|  1.8534e-05     	|2              	|  3.7069e-05     	|  2.2142e-06     	|
teardown                           	|  1.5389e-05     	|2              	|  3.0778e-05     	|  1.8384e-06     	|
setup                              	|  1.4562e-05     	|2              	|  2.9124e-05     	|  1.7396e-06     	|
on_configure_sharded_model         	|  1.4222e-05     	|2              	|  2.8444e-05     	|  1.699e-06      	|
on_fit_end                         	|  2.4486e-05     	|1              	|  2.4486e-05     	|  1.4626e-06     	|
on_validation_epoch_end            	|  1.8896e-05     	|1              	|  1.8896e-05     	|  1.1287e-06     	|
on_fit_start                       	|  1.6501e-05     	|1              	|  1.6501e-05     	|  9.8565e-07     	|
prepare_data                       	|  6.3876e-06     	|2              	|  1.2775e-05     	|  7.6309e-07     	|
on_pretrain_routine_end            	|  1.2253e-05     	|1              	|  1.2253e-05     	|  7.3191e-07     	|
on_val_dataloader                  	|  5.996e-06      	|2              	|  1.1992e-05     	|  7.163e-07      	|
configure_callbacks                	|  5.5209e-06     	|2              	|  1.1042e-05     	|  6.5955e-07     	|
on_validation_epoch_start          	|  1.009e-05      	|1              	|  1.009e-05      	|  6.0271e-07     	|
configure_sharded_model            	|  4.8189e-06     	|2              	|  9.6378e-06     	|  5.7568e-07     	|
on_train_dataloader                	|  4.2471e-06     	|1              	|  4.2471e-06     	|  2.5369e-07     	|
