VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  393.11         	|  100 %          	|
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run_training_epoch                 	|  15.975         	|21             	|  335.48         	|  85.34          	|
run_training_batch                 	|  0.28695        	|1000           	|  286.95         	|  72.993         	|
optimizer_step_with_closure_0      	|  0.28359        	|1000           	|  283.59         	|  72.139         	|
training_step_and_backward         	|  0.21908        	|1000           	|  219.08         	|  55.73          	|
backward                           	|  0.10984        	|1000           	|  109.84         	|  27.942         	|
model_forward                      	|  0.10769        	|1000           	|  107.69         	|  27.393         	|
training_step                      	|  0.10749        	|1000           	|  107.49         	|  27.343         	|
run_validate_evaluation            	|  16.864         	|1              	|  16.864         	|  4.2899         	|
evaluation_step_and_end            	|  0.10865        	|125            	|  13.581         	|  3.4548         	|
validation_step                    	|  0.10853        	|125            	|  13.567         	|  3.4511         	|
get_train_batch                    	|  0.0098394      	|1021           	|  10.046         	|  2.5555         	|
fetch_next_train_batch             	|  0.0098135      	|1021           	|  10.02          	|  2.5488         	|
on_train_batch_end                 	|  0.0025704      	|1000           	|  2.5704         	|  0.65386        	|
zero_grad                          	|  0.001516       	|1000           	|  1.516          	|  0.38564        	|
get_validate_batch                 	|  0.006026       	|126            	|  0.75927        	|  0.19314        	|
fetch_next_validate_batch          	|  0.0060002      	|126            	|  0.75602        	|  0.19232        	|
training_batch_to_device           	|  0.00030247     	|1000           	|  0.30247        	|  0.076941       	|
on_train_batch_start               	|  9.5199e-05     	|1000           	|  0.095199       	|  0.024217       	|
on_train_end                       	|  0.060478       	|1              	|  0.060478       	|  0.015385       	|
evaluation_batch_to_device         	|  0.00028415     	|125            	|  0.035518       	|  0.0090351      	|
on_after_backward                  	|  2.5555e-05     	|1000           	|  0.025555       	|  0.0065008      	|
on_batch_start                     	|  2.3055e-05     	|1000           	|  0.023055       	|  0.0058648      	|
on_pretrain_routine_start          	|  0.022899       	|1              	|  0.022899       	|  0.0058251      	|
on_before_zero_grad                	|  1.7562e-05     	|1000           	|  0.017562       	|  0.0044675      	|
on_batch_end                       	|  1.691e-05      	|1000           	|  0.01691        	|  0.0043015      	|
configure_optimizers               	|  0.015346       	|1              	|  0.015346       	|  0.0039036      	|
on_before_backward                 	|  1.4075e-05     	|1000           	|  0.014075       	|  0.0035803      	|
on_before_optimizer_step           	|  1.3251e-05     	|1000           	|  0.013251       	|  0.0033708      	|
on_train_epoch_end                 	|  0.00048838     	|21             	|  0.010256       	|  0.0026089      	|
on_train_epoch_start               	|  0.00042318     	|21             	|  0.0088867      	|  0.0022606      	|
training_step_end                  	|  7.1575e-06     	|1000           	|  0.0071575      	|  0.0018207      	|
on_validation_batch_end            	|  4.2104e-05     	|125            	|  0.005263       	|  0.0013388      	|
on_validation_model_eval           	|  0.0040803      	|1              	|  0.0040803      	|  0.001038       	|
on_validation_batch_start          	|  1.9008e-05     	|125            	|  0.002376       	|  0.00060442     	|
validation_step_end                	|  9.3126e-06     	|125            	|  0.0011641      	|  0.00029612     	|
on_train_start                     	|  0.0010749      	|1              	|  0.0010749      	|  0.00027344     	|
on_validation_start                	|  0.00042926     	|1              	|  0.00042926     	|  0.00010919     	|
on_epoch_end                       	|  1.3312e-05     	|22             	|  0.00029286     	|  7.4497e-05     	|
on_validation_end                  	|  0.00025777     	|1              	|  0.00025777     	|  6.5572e-05     	|
on_epoch_start                     	|  1.1517e-05     	|22             	|  0.00025337     	|  6.4453e-05     	|
on_before_accelerator_backend_setup	|  3.9277e-05     	|2              	|  7.8553e-05     	|  1.9982e-05     	|
teardown                           	|  3.5741e-05     	|2              	|  7.1483e-05     	|  1.8184e-05     	|
on_configure_sharded_model         	|  2.777e-05      	|2              	|  5.554e-05      	|  1.4128e-05     	|
on_validation_epoch_end            	|  5.2569e-05     	|1              	|  5.2569e-05     	|  1.3373e-05     	|
setup                              	|  2.6132e-05     	|2              	|  5.2264e-05     	|  1.3295e-05     	|
on_fit_start                       	|  4.2329e-05     	|1              	|  4.2329e-05     	|  1.0768e-05     	|
on_fit_end                         	|  3.6066e-05     	|1              	|  3.6066e-05     	|  9.1746e-06     	|
configure_callbacks                	|  1.221e-05      	|2              	|  2.4419e-05     	|  6.2118e-06     	|
prepare_data                       	|  1.0099e-05     	|2              	|  2.0199e-05     	|  5.1381e-06     	|
on_val_dataloader                  	|  9.113e-06      	|2              	|  1.8226e-05     	|  4.6363e-06     	|
configure_sharded_model            	|  8.0513e-06     	|2              	|  1.6103e-05     	|  4.0962e-06     	|
on_pretrain_routine_end            	|  1.5104e-05     	|1              	|  1.5104e-05     	|  3.8422e-06     	|
on_validation_epoch_start          	|  1.0058e-05     	|1              	|  1.0058e-05     	|  2.5586e-06     	|
on_train_dataloader                	|  8.5626e-06     	|1              	|  8.5626e-06     	|  2.1781e-06     	|
