VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  789.73         	|  100 %          	|
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run_training_epoch                 	|  3.6651         	|200            	|  733.02         	|  92.819         	|
run_training_batch                 	|  0.31292        	|1000           	|  312.92         	|  39.624         	|
optimizer_step_with_closure_0      	|  0.30888        	|1000           	|  308.88         	|  39.113         	|
training_step_and_backward         	|  0.23986        	|1000           	|  239.86         	|  30.373         	|
model_forward                      	|  0.1204         	|1000           	|  120.4          	|  15.246         	|
training_step                      	|  0.12016        	|1000           	|  120.16         	|  15.216         	|
backward                           	|  0.11776        	|1000           	|  117.76         	|  14.912         	|
get_train_batch                    	|  0.067473       	|1200           	|  80.968         	|  10.253         	|
fetch_next_train_batch             	|  0.067436       	|1200           	|  80.923         	|  10.247         	|
run_validate_evaluation            	|  17.193         	|1              	|  17.193         	|  2.1771         	|
evaluation_step_and_end            	|  0.10103        	|139            	|  14.043         	|  1.7782         	|
validation_step                    	|  0.1009         	|139            	|  14.026         	|  1.776          	|
on_train_batch_end                 	|  0.0029749      	|1000           	|  2.9749         	|  0.3767         	|
zero_grad                          	|  0.001659       	|1000           	|  1.659          	|  0.21007        	|
get_validate_batch                 	|  0.0060655      	|140            	|  0.84917        	|  0.10753        	|
fetch_next_validate_batch          	|  0.0060389      	|140            	|  0.84545        	|  0.10706        	|
training_batch_to_device           	|  0.00047838     	|1000           	|  0.47838        	|  0.060576       	|
on_train_batch_start               	|  0.00010764     	|1000           	|  0.10764        	|  0.01363        	|
on_train_epoch_end                 	|  0.00042143     	|200            	|  0.084287       	|  0.010673       	|
on_train_epoch_start               	|  0.00040997     	|200            	|  0.081995       	|  0.010383       	|
on_train_end                       	|  0.059956       	|1              	|  0.059956       	|  0.007592       	|
evaluation_batch_to_device         	|  0.00030405     	|139            	|  0.042263       	|  0.0053516      	|
on_pretrain_routine_start          	|  0.040523       	|1              	|  0.040523       	|  0.0051313      	|
on_batch_start                     	|  3.6838e-05     	|1000           	|  0.036838       	|  0.0046647      	|
on_after_backward                  	|  3.1674e-05     	|1000           	|  0.031674       	|  0.0040108      	|
on_before_zero_grad                	|  2.2624e-05     	|1000           	|  0.022624       	|  0.0028648      	|
on_batch_end                       	|  1.9497e-05     	|1000           	|  0.019497       	|  0.0024688      	|
configure_optimizers               	|  0.017194       	|1              	|  0.017194       	|  0.0021772      	|
on_before_backward                 	|  1.5497e-05     	|1000           	|  0.015497       	|  0.0019624      	|
on_before_optimizer_step           	|  1.5483e-05     	|1000           	|  0.015483       	|  0.0019605      	|
training_step_end                  	|  9.9059e-06     	|1000           	|  0.0099059      	|  0.0012543      	|
on_validation_batch_end            	|  4.4579e-05     	|139            	|  0.0061964      	|  0.00078463     	|
on_validation_model_eval           	|  0.0048057      	|1              	|  0.0048057      	|  0.00060852     	|
on_epoch_end                       	|  1.3059e-05     	|201            	|  0.0026248      	|  0.00033237     	|
on_validation_batch_start          	|  1.8192e-05     	|139            	|  0.0025287      	|  0.0003202      	|
on_epoch_start                     	|  1.2092e-05     	|201            	|  0.0024304      	|  0.00030776     	|
on_train_start                     	|  0.0015922      	|1              	|  0.0015922      	|  0.00020162     	|
validation_step_end                	|  9.8945e-06     	|139            	|  0.0013753      	|  0.00017415     	|
on_validation_start                	|  0.00074848     	|1              	|  0.00074848     	|  9.4776e-05     	|
on_validation_end                  	|  0.00031324     	|1              	|  0.00031324     	|  3.9664e-05     	|
setup                              	|  3.9335e-05     	|2              	|  7.8671e-05     	|  9.9618e-06     	|
on_fit_start                       	|  7.3614e-05     	|1              	|  7.3614e-05     	|  9.3214e-06     	|
on_configure_sharded_model         	|  2.9525e-05     	|2              	|  5.905e-05      	|  7.4772e-06     	|
on_fit_end                         	|  5.2987e-05     	|1              	|  5.2987e-05     	|  6.7095e-06     	|
on_before_accelerator_backend_setup	|  2.6107e-05     	|2              	|  5.2214e-05     	|  6.6116e-06     	|
teardown                           	|  2.3638e-05     	|2              	|  4.7276e-05     	|  5.9863e-06     	|
on_validation_epoch_end            	|  4.2131e-05     	|1              	|  4.2131e-05     	|  5.3349e-06     	|
on_val_dataloader                  	|  1.8399e-05     	|2              	|  3.6798e-05     	|  4.6596e-06     	|
on_pretrain_routine_end            	|  2.682e-05      	|1              	|  2.682e-05      	|  3.3961e-06     	|
configure_callbacks                	|  1.1401e-05     	|2              	|  2.2803e-05     	|  2.8874e-06     	|
configure_sharded_model            	|  1.0429e-05     	|2              	|  2.0858e-05     	|  2.6412e-06     	|
on_train_dataloader                	|  1.394e-05      	|1              	|  1.394e-05      	|  1.7652e-06     	|
prepare_data                       	|  6.6897e-06     	|2              	|  1.3379e-05     	|  1.6942e-06     	|
on_validation_epoch_start          	|  1.1286e-05     	|1              	|  1.1286e-05     	|  1.4291e-06     	|
