VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1670.8         	|  100 %          	|
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run_training_epoch                 	|  72.646         	|21             	|  1525.6         	|  91.307         	|
run_training_batch                 	|  0.18691        	|8000           	|  1495.3         	|  89.496         	|
training_step_and_backward         	|  0.17651        	|8000           	|  1412.1         	|  84.516         	|
model_forward                      	|  0.0938         	|8000           	|  750.4          	|  44.912         	|
training_step                      	|  0.093665       	|8000           	|  749.32         	|  44.848         	|
backward                           	|  0.08253        	|8000           	|  660.24         	|  39.516         	|
optimizer_step_with_closure_0      	|  0.2369         	|1000           	|  236.9          	|  14.179         	|
run_validate_evaluation            	|  101.66         	|1              	|  101.66         	|  6.0842         	|
evaluation_step_and_end            	|  0.099629       	|1000           	|  99.629         	|  5.9629         	|
validation_step                    	|  0.099577       	|1000           	|  99.577         	|  5.9598         	|
get_train_batch                    	|  0.0018418      	|8021           	|  14.773         	|  0.88419        	|
fetch_next_train_batch             	|  0.0018259      	|8021           	|  14.645         	|  0.87654        	|
on_train_batch_end                 	|  0.0010699      	|8000           	|  8.5594         	|  0.51229        	|
training_batch_to_device           	|  0.00021498     	|8000           	|  1.7198         	|  0.10293        	|
get_validate_batch                 	|  0.0014774      	|1001           	|  1.4789         	|  0.088514       	|
fetch_next_validate_batch          	|  0.0014635      	|1001           	|  1.465          	|  0.087682       	|
zero_grad                          	|  0.0013239      	|1000           	|  1.3239         	|  0.079238       	|
on_train_batch_start               	|  8.9082e-05     	|8000           	|  0.71265        	|  0.042653       	|
evaluation_batch_to_device         	|  0.00021295     	|1000           	|  0.21295        	|  0.012745       	|
on_batch_start                     	|  1.431e-05      	|8000           	|  0.11448        	|  0.0068518      	|
on_batch_end                       	|  1.2801e-05     	|8000           	|  0.10241        	|  0.0061293      	|
on_before_backward                 	|  1.2662e-05     	|8000           	|  0.10129        	|  0.0060626      	|
on_after_backward                  	|  1.1519e-05     	|8000           	|  0.092155       	|  0.0055156      	|
training_step_end                  	|  6.02e-06       	|8000           	|  0.04816        	|  0.0028824      	|
on_train_end                       	|  0.0261         	|1              	|  0.0261         	|  0.0015621      	|
on_pretrain_routine_start          	|  0.024972       	|1              	|  0.024972       	|  0.0014946      	|
on_validation_batch_end            	|  1.9341e-05     	|1000           	|  0.019341       	|  0.0011576      	|
on_before_zero_grad                	|  1.3844e-05     	|1000           	|  0.013844       	|  0.0008286      	|
on_before_optimizer_step           	|  1.1527e-05     	|1000           	|  0.011527       	|  0.00068993     	|
on_validation_batch_start          	|  1.0076e-05     	|1000           	|  0.010076       	|  0.00060308     	|
configure_optimizers               	|  0.0093183      	|1              	|  0.0093183      	|  0.00055771     	|
on_train_epoch_start               	|  0.00028332     	|21             	|  0.0059496      	|  0.00035609     	|
on_train_epoch_end                 	|  0.00027306     	|21             	|  0.0057342      	|  0.0003432      	|
validation_step_end                	|  4.9356e-06     	|1000           	|  0.0049356      	|  0.0002954      	|
on_validation_model_eval           	|  0.0046119      	|1              	|  0.0046119      	|  0.00027603     	|
on_train_start                     	|  0.00072589     	|1              	|  0.00072589     	|  4.3445e-05     	|
on_validation_start                	|  0.00032777     	|1              	|  0.00032777     	|  1.9618e-05     	|
on_epoch_start                     	|  1.0472e-05     	|22             	|  0.00023038     	|  1.3789e-05     	|
on_epoch_end                       	|  1.003e-05      	|22             	|  0.00022066     	|  1.3207e-05     	|
on_validation_end                  	|  0.00011822     	|1              	|  0.00011822     	|  7.0757e-06     	|
on_before_accelerator_backend_setup	|  2.0092e-05     	|2              	|  4.0185e-05     	|  2.4051e-06     	|
teardown                           	|  1.6215e-05     	|2              	|  3.243e-05      	|  1.941e-06      	|
setup                              	|  1.5273e-05     	|2              	|  3.0546e-05     	|  1.8282e-06     	|
on_configure_sharded_model         	|  1.4412e-05     	|2              	|  2.8824e-05     	|  1.7251e-06     	|
on_fit_end                         	|  2.5107e-05     	|1              	|  2.5107e-05     	|  1.5027e-06     	|
on_fit_start                       	|  1.9406e-05     	|1              	|  1.9406e-05     	|  1.1615e-06     	|
on_validation_epoch_end            	|  1.8104e-05     	|1              	|  1.8104e-05     	|  1.0835e-06     	|
prepare_data                       	|  6.442e-06      	|2              	|  1.2884e-05     	|  7.7112e-07     	|
on_val_dataloader                  	|  5.991e-06      	|2              	|  1.1982e-05     	|  7.1713e-07     	|
configure_callbacks                	|  5.9159e-06     	|2              	|  1.1832e-05     	|  7.0814e-07     	|
on_pretrain_routine_end            	|  1.081e-05      	|1              	|  1.081e-05      	|  6.4699e-07     	|
configure_sharded_model            	|  5.2945e-06     	|2              	|  1.0589e-05     	|  6.3376e-07     	|
on_validation_epoch_start          	|  9.2981e-06     	|1              	|  9.2981e-06     	|  5.565e-07      	|
on_train_dataloader                	|  4.1178e-06     	|1              	|  4.1178e-06     	|  2.4646e-07     	|
