VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1857.7         	|  100 %          	|
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run_training_epoch                 	|  26.619         	|63             	|  1677.0         	|  90.275         	|
run_training_batch                 	|  0.20524        	|8000           	|  1641.9         	|  88.388         	|
training_step_and_backward         	|  0.19381        	|8000           	|  1550.5         	|  83.465         	|
model_forward                      	|  0.10856        	|8000           	|  868.49         	|  46.752         	|
training_step                      	|  0.10843        	|8000           	|  867.43         	|  46.695         	|
backward                           	|  0.085067       	|8000           	|  680.53         	|  36.634         	|
optimizer_step_with_closure_0      	|  0.25419        	|1000           	|  254.19         	|  13.684         	|
run_validate_evaluation            	|  137.72         	|1              	|  137.72         	|  7.4134         	|
evaluation_step_and_end            	|  0.13571        	|1000           	|  135.71         	|  7.3055         	|
validation_step                    	|  0.13566        	|1000           	|  135.66         	|  7.3028         	|
get_train_batch                    	|  0.0022651      	|8063           	|  18.264         	|  0.98316        	|
fetch_next_train_batch             	|  0.0022483      	|8063           	|  18.128         	|  0.97587        	|
on_train_batch_end                 	|  0.0010879      	|8000           	|  8.7035         	|  0.46852        	|
training_batch_to_device           	|  0.00021786     	|8000           	|  1.7429         	|  0.09382        	|
get_validate_batch                 	|  0.001474       	|1001           	|  1.4754         	|  0.079424       	|
fetch_next_validate_batch          	|  0.0014598      	|1001           	|  1.4613         	|  0.078663       	|
zero_grad                          	|  0.0013216      	|1000           	|  1.3216         	|  0.071146       	|
on_train_batch_start               	|  8.9737e-05     	|8000           	|  0.7179         	|  0.038645       	|
evaluation_batch_to_device         	|  0.00020687     	|1000           	|  0.20687        	|  0.011136       	|
on_batch_start                     	|  1.5781e-05     	|8000           	|  0.12625        	|  0.006796       	|
on_before_backward                 	|  1.3467e-05     	|8000           	|  0.10773        	|  0.0057995      	|
on_batch_end                       	|  1.3007e-05     	|8000           	|  0.10405        	|  0.0056014      	|
on_after_backward                  	|  1.1301e-05     	|8000           	|  0.090405       	|  0.0048666      	|
training_step_end                  	|  5.7081e-06     	|8000           	|  0.045665       	|  0.0024582      	|
on_train_end                       	|  0.025581       	|1              	|  0.025581       	|  0.001377       	|
on_pretrain_routine_start          	|  0.023232       	|1              	|  0.023232       	|  0.0012506      	|
on_validation_batch_end            	|  1.9237e-05     	|1000           	|  0.019237       	|  0.0010355      	|
on_train_epoch_start               	|  0.00030245     	|63             	|  0.019054       	|  0.0010257      	|
on_train_epoch_end                 	|  0.0002808      	|63             	|  0.01769        	|  0.0009523      	|
on_before_zero_grad                	|  1.4667e-05     	|1000           	|  0.014667       	|  0.00078953     	|
on_before_optimizer_step           	|  1.1516e-05     	|1000           	|  0.011516       	|  0.00061992     	|
on_validation_batch_start          	|  9.5785e-06     	|1000           	|  0.0095785      	|  0.00051562     	|
configure_optimizers               	|  0.0085297      	|1              	|  0.0085297      	|  0.00045916     	|
validation_step_end                	|  4.6589e-06     	|1000           	|  0.0046589      	|  0.0002508      	|
on_validation_model_eval           	|  0.0040279      	|1              	|  0.0040279      	|  0.00021683     	|
on_train_start                     	|  0.00075289     	|1              	|  0.00075289     	|  4.0529e-05     	|
on_epoch_start                     	|  1.0515e-05     	|64             	|  0.00067298     	|  3.6227e-05     	|
on_epoch_end                       	|  1.0238e-05     	|64             	|  0.00065526     	|  3.5274e-05     	|
on_validation_start                	|  0.00032603     	|1              	|  0.00032603     	|  1.7551e-05     	|
on_validation_end                  	|  0.00010715     	|1              	|  0.00010715     	|  5.7681e-06     	|
setup                              	|  2.1575e-05     	|2              	|  4.315e-05      	|  2.3228e-06     	|
on_before_accelerator_backend_setup	|  1.8645e-05     	|2              	|  3.729e-05      	|  2.0074e-06     	|
on_configure_sharded_model         	|  1.5439e-05     	|2              	|  3.0878e-05     	|  1.6622e-06     	|
teardown                           	|  1.5058e-05     	|2              	|  3.0115e-05     	|  1.6211e-06     	|
on_fit_end                         	|  2.2643e-05     	|1              	|  2.2643e-05     	|  1.2189e-06     	|
on_validation_epoch_end            	|  1.8084e-05     	|1              	|  1.8084e-05     	|  9.7348e-07     	|
on_fit_start                       	|  1.6171e-05     	|1              	|  1.6171e-05     	|  8.705e-07      	|
on_val_dataloader                  	|  6.1265e-06     	|2              	|  1.2253e-05     	|  6.5959e-07     	|
prepare_data                       	|  5.7005e-06     	|2              	|  1.1401e-05     	|  6.1373e-07     	|
configure_callbacks                	|  5.365e-06      	|2              	|  1.073e-05      	|  5.7761e-07     	|
configure_sharded_model            	|  5.0545e-06     	|2              	|  1.0109e-05     	|  5.4418e-07     	|
on_pretrain_routine_end            	|  9.6881e-06     	|1              	|  9.6881e-06     	|  5.2152e-07     	|
on_validation_epoch_start          	|  9.2881e-06     	|1              	|  9.2881e-06     	|  4.9999e-07     	|
on_train_dataloader                	|  3.9581e-06     	|1              	|  3.9581e-06     	|  2.1307e-07     	|
