VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1344.9         	|  100 %          	|
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run_training_epoch                 	|  2.6195         	|500            	|  1309.8         	|  97.389         	|
run_training_batch                 	|  0.26904        	|1000           	|  269.04         	|  20.005         	|
optimizer_step_with_closure_0      	|  0.26559        	|1000           	|  265.59         	|  19.748         	|
get_train_batch                    	|  0.13986        	|1500           	|  209.79         	|  15.599         	|
fetch_next_train_batch             	|  0.13982        	|1500           	|  209.73         	|  15.594         	|
training_step_and_backward         	|  0.20276        	|1000           	|  202.76         	|  15.076         	|
model_forward                      	|  0.10495        	|1000           	|  104.95         	|  7.8037         	|
training_step                      	|  0.10472        	|1000           	|  104.72         	|  7.7863         	|
backward                           	|  0.096305       	|1000           	|  96.305         	|  7.1609         	|
run_validate_evaluation            	|  7.9545         	|1              	|  7.9545         	|  0.59147        	|
evaluation_step_and_end            	|  0.098144       	|48             	|  4.7109         	|  0.35029        	|
validation_step                    	|  0.098031       	|48             	|  4.7055         	|  0.34988        	|
on_train_batch_end                 	|  0.0023045      	|1000           	|  2.3045         	|  0.17135        	|
zero_grad                          	|  0.001452       	|1000           	|  1.452          	|  0.10797        	|
get_validate_batch                 	|  0.015742       	|49             	|  0.77135        	|  0.057355       	|
fetch_next_validate_batch          	|  0.015719       	|49             	|  0.77024        	|  0.057272       	|
training_batch_to_device           	|  0.00071986     	|1000           	|  0.71986        	|  0.053526       	|
on_train_epoch_end                 	|  0.00033425     	|500            	|  0.16712        	|  0.012427       	|
on_train_epoch_start               	|  0.00031417     	|500            	|  0.15708        	|  0.01168        	|
on_train_batch_start               	|  0.00011161     	|1000           	|  0.11161        	|  0.0082987      	|
on_batch_start                     	|  5.4595e-05     	|1000           	|  0.054595       	|  0.0040595      	|
on_train_end                       	|  0.043752       	|1              	|  0.043752       	|  0.0032532      	|
on_after_backward                  	|  2.6427e-05     	|1000           	|  0.026427       	|  0.001965       	|
on_before_zero_grad                	|  2.3408e-05     	|1000           	|  0.023408       	|  0.0017405      	|
on_pretrain_routine_start          	|  0.022583       	|1              	|  0.022583       	|  0.0016792      	|
on_before_optimizer_step           	|  1.6887e-05     	|1000           	|  0.016887       	|  0.0012557      	|
on_batch_end                       	|  1.5663e-05     	|1000           	|  0.015663       	|  0.0011647      	|
on_before_backward                 	|  1.5597e-05     	|1000           	|  0.015597       	|  0.0011598      	|
evaluation_batch_to_device         	|  0.00026851     	|48             	|  0.012889       	|  0.00095835     	|
training_step_end                  	|  1.0068e-05     	|1000           	|  0.010068       	|  0.00074858     	|
configure_optimizers               	|  0.0087087      	|1              	|  0.0087087      	|  0.00064755     	|
on_epoch_end                       	|  1.2992e-05     	|501            	|  0.006509       	|  0.00048399     	|
on_epoch_start                     	|  1.0752e-05     	|501            	|  0.0053866      	|  0.00040053     	|
on_validation_model_eval           	|  0.0043156      	|1              	|  0.0043156      	|  0.0003209      	|
on_validation_batch_end            	|  4.0843e-05     	|48             	|  0.0019605      	|  0.00014577     	|
on_validation_batch_start          	|  1.7782e-05     	|48             	|  0.00085354     	|  6.3466e-05     	|
on_train_start                     	|  0.00084228     	|1              	|  0.00084228     	|  6.2629e-05     	|
on_validation_start                	|  0.00068641     	|1              	|  0.00068641     	|  5.1039e-05     	|
validation_step_end                	|  8.8187e-06     	|48             	|  0.0004233      	|  3.1475e-05     	|
on_validation_end                  	|  0.00012993     	|1              	|  0.00012993     	|  9.6609e-06     	|
teardown                           	|  4.0779e-05     	|2              	|  8.1558e-05     	|  6.0643e-06     	|
setup                              	|  2.5703e-05     	|2              	|  5.1405e-05     	|  3.8223e-06     	|
on_before_accelerator_backend_setup	|  2.3522e-05     	|2              	|  4.7045e-05     	|  3.4981e-06     	|
on_configure_sharded_model         	|  2.3504e-05     	|2              	|  4.7008e-05     	|  3.4953e-06     	|
on_validation_epoch_end            	|  2.929e-05      	|1              	|  2.929e-05      	|  2.1779e-06     	|
on_fit_end                         	|  2.9279e-05     	|1              	|  2.9279e-05     	|  2.1771e-06     	|
on_fit_start                       	|  2.5317e-05     	|1              	|  2.5317e-05     	|  1.8825e-06     	|
on_val_dataloader                  	|  1.2444e-05     	|2              	|  2.4889e-05     	|  1.8506e-06     	|
configure_sharded_model            	|  7.8604e-06     	|2              	|  1.5721e-05     	|  1.1689e-06     	|
configure_callbacks                	|  6.916e-06      	|2              	|  1.3832e-05     	|  1.0285e-06     	|
prepare_data                       	|  6.7735e-06     	|2              	|  1.3547e-05     	|  1.0073e-06     	|
on_pretrain_routine_end            	|  1.3527e-05     	|1              	|  1.3527e-05     	|  1.0058e-06     	|
on_validation_epoch_start          	|  1.071e-05      	|1              	|  1.071e-05      	|  7.9637e-07     	|
on_train_dataloader                	|  7.5437e-06     	|1              	|  7.5437e-06     	|  5.6092e-07     	|
