VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  443.76         	|  100 %          	|
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run_training_epoch                 	|  5.2412         	|63             	|  330.19         	|  74.409         	|
run_training_batch                 	|  0.30697        	|1000           	|  306.97         	|  69.176         	|
optimizer_step_with_closure_0      	|  0.3043         	|1000           	|  304.3          	|  68.573         	|
training_step_and_backward         	|  0.22928        	|1000           	|  229.28         	|  51.668         	|
model_forward                      	|  0.14161        	|1000           	|  141.61         	|  31.911         	|
training_step                      	|  0.14147        	|1000           	|  141.47         	|  31.88          	|
backward                           	|  0.086361       	|1000           	|  86.361         	|  19.461         	|
run_validate_evaluation            	|  70.31          	|1              	|  70.31          	|  15.844         	|
evaluation_step_and_end            	|  0.21967        	|313            	|  68.756         	|  15.494         	|
validation_step                    	|  0.21962        	|313            	|  68.741         	|  15.491         	|
get_train_batch                    	|  0.0074073      	|1063           	|  7.8739         	|  1.7744         	|
fetch_next_train_batch             	|  0.0073884      	|1063           	|  7.8538         	|  1.7698         	|
zero_grad                          	|  0.0012865      	|1000           	|  1.2865         	|  0.28991        	|
on_train_batch_end                 	|  0.0011959      	|1000           	|  1.1959         	|  0.26949        	|
get_validate_batch                 	|  0.0018311      	|314            	|  0.57497        	|  0.12957        	|
fetch_next_validate_batch          	|  0.0018171      	|314            	|  0.57058        	|  0.12858        	|
training_batch_to_device           	|  0.00022355     	|1000           	|  0.22355        	|  0.050376       	|
on_train_batch_start               	|  9.1853e-05     	|1000           	|  0.091853       	|  0.020699       	|
evaluation_batch_to_device         	|  0.00022356     	|313            	|  0.069973       	|  0.015768       	|
on_train_end                       	|  0.024794       	|1              	|  0.024794       	|  0.0055874      	|
on_pretrain_routine_start          	|  0.022639       	|1              	|  0.022639       	|  0.0051017      	|
on_train_epoch_end                 	|  0.00027886     	|63             	|  0.017568       	|  0.0039589      	|
on_train_epoch_start               	|  0.00027676     	|63             	|  0.017436       	|  0.0039291      	|
on_batch_start                     	|  1.5704e-05     	|1000           	|  0.015704       	|  0.0035389      	|
on_batch_end                       	|  1.3731e-05     	|1000           	|  0.013731       	|  0.0030943      	|
on_before_zero_grad                	|  1.3606e-05     	|1000           	|  0.013606       	|  0.003066       	|
on_after_backward                  	|  1.1312e-05     	|1000           	|  0.011312       	|  0.0025492      	|
on_before_backward                 	|  1.0535e-05     	|1000           	|  0.010535       	|  0.0023741      	|
on_before_optimizer_step           	|  1.0101e-05     	|1000           	|  0.010101       	|  0.0022761      	|
configure_optimizers               	|  0.0087549      	|1              	|  0.0087549      	|  0.0019729      	|
on_validation_batch_end            	|  1.9251e-05     	|313            	|  0.0060256      	|  0.0013579      	|
training_step_end                  	|  5.9537e-06     	|1000           	|  0.0059537      	|  0.0013417      	|
on_validation_model_eval           	|  0.0039363      	|1              	|  0.0039363      	|  0.00088703     	|
on_validation_batch_start          	|  9.8006e-06     	|313            	|  0.0030676      	|  0.00069127     	|
validation_step_end                	|  5.0852e-06     	|313            	|  0.0015917      	|  0.00035868     	|
on_train_start                     	|  0.0007313      	|1              	|  0.0007313      	|  0.0001648      	|
on_epoch_end                       	|  1.0635e-05     	|64             	|  0.00068063     	|  0.00015338     	|
on_epoch_start                     	|  1.0476e-05     	|64             	|  0.00067047     	|  0.00015109     	|
on_validation_start                	|  0.00032187     	|1              	|  0.00032187     	|  7.2533e-05     	|
on_validation_end                  	|  0.00010532     	|1              	|  0.00010532     	|  2.3733e-05     	|
on_before_accelerator_backend_setup	|  1.9882e-05     	|2              	|  3.9764e-05     	|  8.9608e-06     	|
on_validation_epoch_end            	|  3.3683e-05     	|1              	|  3.3683e-05     	|  7.5904e-06     	|
teardown                           	|  1.5699e-05     	|2              	|  3.1399e-05     	|  7.0757e-06     	|
setup                              	|  1.4783e-05     	|2              	|  2.9566e-05     	|  6.6626e-06     	|
on_configure_sharded_model         	|  1.3925e-05     	|2              	|  2.7851e-05     	|  6.2761e-06     	|
on_fit_end                         	|  2.4385e-05     	|1              	|  2.4385e-05     	|  5.4951e-06     	|
on_fit_start                       	|  1.7713e-05     	|1              	|  1.7713e-05     	|  3.9916e-06     	|
prepare_data                       	|  7.2435e-06     	|2              	|  1.4487e-05     	|  3.2646e-06     	|
on_val_dataloader                  	|  6.3815e-06     	|2              	|  1.2763e-05     	|  2.8761e-06     	|
configure_sharded_model            	|  5.22e-06       	|2              	|  1.044e-05      	|  2.3526e-06     	|
on_pretrain_routine_end            	|  1.0109e-05     	|1              	|  1.0109e-05     	|  2.2781e-06     	|
on_validation_epoch_start          	|  9.177e-06      	|1              	|  9.177e-06      	|  2.068e-06      	|
configure_callbacks                	|  4.5784e-06     	|2              	|  9.1569e-06     	|  2.0635e-06     	|
on_train_dataloader                	|  4.288e-06      	|1              	|  4.288e-06      	|  9.663e-07      	|
