VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  691.94         	|  100 %          	|
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run_training_epoch                 	|  3.82           	|167            	|  637.94         	|  92.196         	|
run_training_batch                 	|  0.26958        	|1000           	|  269.58         	|  38.96          	|
optimizer_step_with_closure_0      	|  0.26583        	|1000           	|  265.83         	|  38.418         	|
training_step_and_backward         	|  0.20545        	|1000           	|  205.45         	|  29.693         	|
backward                           	|  0.1092         	|1000           	|  109.2          	|  15.782         	|
model_forward                      	|  0.094924       	|1000           	|  94.924         	|  13.719         	|
training_step                      	|  0.094754       	|1000           	|  94.754         	|  13.694         	|
get_train_batch                    	|  0.069524       	|1167           	|  81.134         	|  11.726         	|
fetch_next_train_batch             	|  0.069498       	|1167           	|  81.104         	|  11.721         	|
run_validate_evaluation            	|  19.84          	|1              	|  19.84          	|  2.8673         	|
evaluation_step_and_end            	|  0.10594        	|125            	|  13.242         	|  1.9137         	|
validation_step                    	|  0.10586        	|125            	|  13.232         	|  1.9123         	|
on_train_batch_end                 	|  0.0018885      	|1000           	|  1.8885         	|  0.27293        	|
zero_grad                          	|  0.0012993      	|1000           	|  1.2993         	|  0.18778        	|
get_validate_batch                 	|  0.0069639      	|126            	|  0.87745        	|  0.12681        	|
fetch_next_validate_batch          	|  0.0069447      	|126            	|  0.87504        	|  0.12646        	|
training_batch_to_device           	|  0.00034991     	|1000           	|  0.34991        	|  0.050569       	|
on_train_batch_start               	|  9.61e-05       	|1000           	|  0.0961         	|  0.013889       	|
on_train_epoch_end                 	|  0.00030448     	|167            	|  0.050848       	|  0.0073487      	|
on_train_epoch_start               	|  0.00030398     	|167            	|  0.050765       	|  0.0073367      	|
on_train_end                       	|  0.045686       	|1              	|  0.045686       	|  0.0066026      	|
on_batch_start                     	|  3.0061e-05     	|1000           	|  0.030061       	|  0.0043445      	|
evaluation_batch_to_device         	|  0.0002321      	|125            	|  0.029013       	|  0.004193       	|
on_pretrain_routine_start          	|  0.02188        	|1              	|  0.02188        	|  0.0031621      	|
on_after_backward                  	|  1.9916e-05     	|1000           	|  0.019916       	|  0.0028783      	|
on_before_zero_grad                	|  1.5871e-05     	|1000           	|  0.015871       	|  0.0022936      	|
on_batch_end                       	|  1.4844e-05     	|1000           	|  0.014844       	|  0.0021453      	|
on_before_optimizer_step           	|  1.3289e-05     	|1000           	|  0.013289       	|  0.0019205      	|
configure_optimizers               	|  0.011514       	|1              	|  0.011514       	|  0.001664       	|
on_before_backward                 	|  1.1348e-05     	|1000           	|  0.011348       	|  0.0016401      	|
training_step_end                  	|  6.4661e-06     	|1000           	|  0.0064661      	|  0.00093449     	|
on_validation_model_eval           	|  0.0045803      	|1              	|  0.0045803      	|  0.00066195     	|
on_validation_batch_end            	|  2.8393e-05     	|125            	|  0.0035492      	|  0.00051293     	|
on_epoch_start                     	|  1.2007e-05     	|168            	|  0.0020173      	|  0.00029154     	|
on_epoch_end                       	|  1.0789e-05     	|168            	|  0.0018125      	|  0.00026195     	|
on_train_start                     	|  0.001691       	|1              	|  0.001691       	|  0.00024438     	|
on_validation_batch_start          	|  1.3003e-05     	|125            	|  0.0016253      	|  0.00023489     	|
validation_step_end                	|  6.5347e-06     	|125            	|  0.00081684     	|  0.00011805     	|
on_validation_start                	|  0.00061837     	|1              	|  0.00061837     	|  8.9368e-05     	|
on_validation_end                  	|  0.00019068     	|1              	|  0.00019068     	|  2.7557e-05     	|
teardown                           	|  3.6409e-05     	|2              	|  7.2818e-05     	|  1.0524e-05     	|
on_before_accelerator_backend_setup	|  2.8815e-05     	|2              	|  5.763e-05      	|  8.3288e-06     	|
on_validation_epoch_end            	|  5.134e-05      	|1              	|  5.134e-05      	|  7.4198e-06     	|
on_configure_sharded_model         	|  2.2981e-05     	|2              	|  4.5963e-05     	|  6.6426e-06     	|
setup                              	|  2.0743e-05     	|2              	|  4.1487e-05     	|  5.9957e-06     	|
on_fit_start                       	|  4.1233e-05     	|1              	|  4.1233e-05     	|  5.9591e-06     	|
on_fit_end                         	|  3.3241e-05     	|1              	|  3.3241e-05     	|  4.804e-06      	|
on_val_dataloader                  	|  1.405e-05      	|2              	|  2.81e-05       	|  4.061e-06      	|
configure_callbacks                	|  8.0224e-06     	|2              	|  1.6045e-05     	|  2.3188e-06     	|
configure_sharded_model            	|  7.5735e-06     	|2              	|  1.5147e-05     	|  2.1891e-06     	|
prepare_data                       	|  6.103e-06      	|2              	|  1.2206e-05     	|  1.764e-06      	|
on_pretrain_routine_end            	|  1.183e-05      	|1              	|  1.183e-05      	|  1.7096e-06     	|
on_validation_epoch_start          	|  9.8031e-06     	|1              	|  9.8031e-06     	|  1.4168e-06     	|
on_train_dataloader                	|  7.0799e-06     	|1              	|  7.0799e-06     	|  1.0232e-06     	|
