VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  720.17         	|  100 %          	|
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run_training_epoch                 	|  3.9817         	|167            	|  664.94         	|  92.332         	|
run_training_batch                 	|  0.25924        	|1000           	|  259.24         	|  35.997         	|
optimizer_step_with_closure_0      	|  0.25707        	|1000           	|  257.07         	|  35.696         	|
training_step_and_backward         	|  0.19077        	|1000           	|  190.77         	|  26.489         	|
model_forward                      	|  0.10023        	|1000           	|  100.23         	|  13.918         	|
training_step                      	|  0.10005        	|1000           	|  100.05         	|  13.893         	|
backward                           	|  0.089081       	|1000           	|  89.081         	|  12.37          	|
get_train_batch                    	|  0.070834       	|1167           	|  82.664         	|  11.478         	|
fetch_next_train_batch             	|  0.070808       	|1167           	|  82.633         	|  11.474         	|
run_validate_evaluation            	|  16.708         	|1              	|  16.708         	|  2.32           	|
evaluation_step_and_end            	|  0.10734        	|125            	|  13.418         	|  1.8632         	|
validation_step                    	|  0.10727        	|125            	|  13.408         	|  1.8618         	|
on_train_batch_end                 	|  0.0016357      	|1000           	|  1.6357         	|  0.22712        	|
zero_grad                          	|  0.0014224      	|1000           	|  1.4224         	|  0.1975         	|
get_validate_batch                 	|  0.0064897      	|126            	|  0.81771        	|  0.11354        	|
fetch_next_validate_batch          	|  0.0064716      	|126            	|  0.81542        	|  0.11323        	|
on_train_end                       	|  0.44421        	|1              	|  0.44421        	|  0.061682       	|
training_batch_to_device           	|  0.00038384     	|1000           	|  0.38384        	|  0.053299       	|
on_train_batch_start               	|  9.7695e-05     	|1000           	|  0.097695       	|  0.013566       	|
on_train_epoch_start               	|  0.00031742     	|167            	|  0.053008       	|  0.0073606      	|
on_train_epoch_end                 	|  0.00031219     	|167            	|  0.052136       	|  0.0072394      	|
on_batch_start                     	|  2.8026e-05     	|1000           	|  0.028026       	|  0.0038916      	|
evaluation_batch_to_device         	|  0.00021276     	|125            	|  0.026595       	|  0.0036929      	|
on_pretrain_routine_start          	|  0.021832       	|1              	|  0.021832       	|  0.0030315      	|
on_after_backward                  	|  1.8367e-05     	|1000           	|  0.018367       	|  0.0025504      	|
on_before_zero_grad                	|  1.6215e-05     	|1000           	|  0.016215       	|  0.0022516      	|
on_batch_end                       	|  1.4879e-05     	|1000           	|  0.014879       	|  0.0020661      	|
on_before_optimizer_step           	|  1.2524e-05     	|1000           	|  0.012524       	|  0.0017391      	|
on_before_backward                 	|  1.1739e-05     	|1000           	|  0.011739       	|  0.00163        	|
configure_optimizers               	|  0.010958       	|1              	|  0.010958       	|  0.0015216      	|
training_step_end                  	|  6.8682e-06     	|1000           	|  0.0068682      	|  0.0009537      	|
on_validation_model_eval           	|  0.0038137      	|1              	|  0.0038137      	|  0.00052956     	|
on_validation_batch_end            	|  2.8897e-05     	|125            	|  0.0036121      	|  0.00050156     	|
on_epoch_start                     	|  1.1306e-05     	|168            	|  0.0018994      	|  0.00026375     	|
on_epoch_end                       	|  1.0783e-05     	|168            	|  0.0018115      	|  0.00025154     	|
on_train_start                     	|  0.0017575      	|1              	|  0.0017575      	|  0.00024404     	|
on_validation_batch_start          	|  1.2903e-05     	|125            	|  0.0016128      	|  0.00022395     	|
validation_step_end                	|  6.8067e-06     	|125            	|  0.00085084     	|  0.00011814     	|
on_validation_start                	|  0.00045821     	|1              	|  0.00045821     	|  6.3626e-05     	|
on_validation_end                  	|  0.00020286     	|1              	|  0.00020286     	|  2.8169e-05     	|
on_fit_end                         	|  5.7317e-05     	|1              	|  5.7317e-05     	|  7.9589e-06     	|
on_before_accelerator_backend_setup	|  2.7196e-05     	|2              	|  5.4391e-05     	|  7.5526e-06     	|
teardown                           	|  2.3624e-05     	|2              	|  4.7248e-05     	|  6.5607e-06     	|
on_configure_sharded_model         	|  2.3476e-05     	|2              	|  4.6952e-05     	|  6.5196e-06     	|
on_fit_start                       	|  4.3593e-05     	|1              	|  4.3593e-05     	|  6.0532e-06     	|
setup                              	|  2.0901e-05     	|2              	|  4.1801e-05     	|  5.8044e-06     	|
on_validation_epoch_end            	|  3.2404e-05     	|1              	|  3.2404e-05     	|  4.4996e-06     	|
configure_callbacks                	|  1.0952e-05     	|2              	|  2.1905e-05     	|  3.0416e-06     	|
on_val_dataloader                  	|  8.164e-06      	|2              	|  1.6328e-05     	|  2.2672e-06     	|
configure_sharded_model            	|  7.8538e-06     	|2              	|  1.5708e-05     	|  2.1811e-06     	|
prepare_data                       	|  7.5605e-06     	|2              	|  1.5121e-05     	|  2.0996e-06     	|
on_pretrain_routine_end            	|  1.3081e-05     	|1              	|  1.3081e-05     	|  1.8164e-06     	|
on_validation_epoch_start          	|  1.1316e-05     	|1              	|  1.1316e-05     	|  1.5712e-06     	|
on_train_dataloader                	|  7.6108e-06     	|1              	|  7.6108e-06     	|  1.0568e-06     	|
