VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1842.9         	|  100 %          	|
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run_training_epoch                 	|  26.386         	|63             	|  1662.3         	|  90.202         	|
run_training_batch                 	|  0.2034         	|8000           	|  1627.2         	|  88.297         	|
training_step_and_backward         	|  0.19235        	|8000           	|  1538.8         	|  83.501         	|
model_forward                      	|  0.10725        	|8000           	|  858.02         	|  46.559         	|
training_step                      	|  0.10712        	|8000           	|  856.96         	|  46.501         	|
backward                           	|  0.084915       	|8000           	|  679.32         	|  36.862         	|
optimizer_step_with_closure_0      	|  0.2508         	|1000           	|  250.8          	|  13.609         	|
run_validate_evaluation            	|  137.6          	|1              	|  137.6          	|  7.4665         	|
evaluation_step_and_end            	|  0.13559        	|1000           	|  135.59         	|  7.3577         	|
validation_step                    	|  0.13554        	|1000           	|  135.54         	|  7.355          	|
get_train_batch                    	|  0.002275       	|8063           	|  18.344         	|  0.99538        	|
fetch_next_train_batch             	|  0.0022582      	|8063           	|  18.208         	|  0.98802        	|
on_train_batch_end                 	|  0.0010875      	|8000           	|  8.7002         	|  0.4721         	|
training_batch_to_device           	|  0.00021307     	|8000           	|  1.7045         	|  0.092492       	|
get_validate_batch                 	|  0.0014676      	|1001           	|  1.4691         	|  0.079718       	|
fetch_next_validate_batch          	|  0.0014528      	|1001           	|  1.4542         	|  0.07891        	|
zero_grad                          	|  0.0013354      	|1000           	|  1.3354         	|  0.072465       	|
on_train_batch_start               	|  8.9605e-05     	|8000           	|  0.71684        	|  0.038898       	|
evaluation_batch_to_device         	|  0.00020836     	|1000           	|  0.20836        	|  0.011306       	|
on_batch_start                     	|  1.4721e-05     	|8000           	|  0.11777        	|  0.0063904      	|
on_before_backward                 	|  1.3342e-05     	|8000           	|  0.10673        	|  0.0057917      	|
on_batch_end                       	|  1.3309e-05     	|8000           	|  0.10647        	|  0.0057773      	|
on_after_backward                  	|  1.1589e-05     	|8000           	|  0.092713       	|  0.0050309      	|
training_step_end                  	|  6.0623e-06     	|8000           	|  0.048498       	|  0.0026317      	|
on_train_end                       	|  0.02519        	|1              	|  0.02519        	|  0.0013669      	|
on_pretrain_routine_start          	|  0.02277        	|1              	|  0.02277        	|  0.0012356      	|
on_train_epoch_start               	|  0.00031024     	|63             	|  0.019545       	|  0.0010606      	|
on_validation_batch_end            	|  1.8681e-05     	|1000           	|  0.018681       	|  0.0010137      	|
on_train_epoch_end                 	|  0.00028525     	|63             	|  0.01797        	|  0.00097513     	|
on_before_zero_grad                	|  1.4096e-05     	|1000           	|  0.014096       	|  0.00076491     	|
on_before_optimizer_step           	|  1.1684e-05     	|1000           	|  0.011684       	|  0.00063403     	|
on_validation_batch_start          	|  9.8104e-06     	|1000           	|  0.0098104      	|  0.00053234     	|
configure_optimizers               	|  0.0083448      	|1              	|  0.0083448      	|  0.00045281     	|
validation_step_end                	|  4.9421e-06     	|1000           	|  0.0049421      	|  0.00026817     	|
on_validation_model_eval           	|  0.0041416      	|1              	|  0.0041416      	|  0.00022474     	|
on_train_start                     	|  0.00078833     	|1              	|  0.00078833     	|  4.2777e-05     	|
on_epoch_start                     	|  1.0716e-05     	|64             	|  0.00068581     	|  3.7214e-05     	|
on_epoch_end                       	|  1.0153e-05     	|64             	|  0.0006498      	|  3.526e-05      	|
on_validation_start                	|  0.00032561     	|1              	|  0.00032561     	|  1.7668e-05     	|
on_validation_end                  	|  0.00011865     	|1              	|  0.00011865     	|  6.4383e-06     	|
setup                              	|  2.4847e-05     	|2              	|  4.9693e-05     	|  2.6965e-06     	|
on_before_accelerator_backend_setup	|  1.8665e-05     	|2              	|  3.7329e-05     	|  2.0256e-06     	|
teardown                           	|  1.615e-05      	|2              	|  3.23e-05       	|  1.7527e-06     	|
on_configure_sharded_model         	|  1.594e-05      	|2              	|  3.188e-05      	|  1.7299e-06     	|
on_fit_end                         	|  2.184e-05      	|1              	|  2.184e-05      	|  1.1851e-06     	|
on_validation_epoch_end            	|  1.8003e-05     	|1              	|  1.8003e-05     	|  9.769e-07      	|
on_fit_start                       	|  1.7824e-05     	|1              	|  1.7824e-05     	|  9.6719e-07     	|
prepare_data                       	|  6.2621e-06     	|2              	|  1.2524e-05     	|  6.796e-07      	|
configure_callbacks                	|  5.9165e-06     	|2              	|  1.1833e-05     	|  6.4209e-07     	|
on_val_dataloader                  	|  5.8659e-06     	|2              	|  1.1732e-05     	|  6.366e-07      	|
configure_sharded_model            	|  5.3849e-06     	|2              	|  1.077e-05      	|  5.844e-07      	|
on_pretrain_routine_end            	|  1.0589e-05     	|1              	|  1.0589e-05     	|  5.746e-07      	|
on_validation_epoch_start          	|  9.258e-06      	|1              	|  9.258e-06      	|  5.0237e-07     	|
on_train_dataloader                	|  4.339e-06      	|1              	|  4.339e-06      	|  2.3545e-07     	|
