VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1665.9         	|  100 %          	|
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run_training_epoch                 	|  72.404         	|21             	|  1520.5         	|  91.27          	|
run_training_batch                 	|  0.18632        	|8000           	|  1490.6         	|  89.475         	|
training_step_and_backward         	|  0.17636        	|8000           	|  1410.9         	|  84.692         	|
model_forward                      	|  0.094134       	|8000           	|  753.07         	|  45.205         	|
training_step                      	|  0.094004       	|8000           	|  752.03         	|  45.142         	|
backward                           	|  0.082048       	|8000           	|  656.39         	|  39.401         	|
optimizer_step_with_closure_0      	|  0.23398        	|1000           	|  233.98         	|  14.045         	|
run_validate_evaluation            	|  101.91         	|1              	|  101.91         	|  6.1173         	|
evaluation_step_and_end            	|  0.099897       	|1000           	|  99.897         	|  5.9965         	|
validation_step                    	|  0.099847       	|1000           	|  99.847         	|  5.9935         	|
get_train_batch                    	|  0.0018189      	|8021           	|  14.589         	|  0.87574        	|
fetch_next_train_batch             	|  0.0018028      	|8021           	|  14.46          	|  0.86801        	|
on_train_batch_end                 	|  0.0010551      	|8000           	|  8.4406         	|  0.50666        	|
training_batch_to_device           	|  0.00020919     	|8000           	|  1.6735         	|  0.10046        	|
get_validate_batch                 	|  0.0014608      	|1001           	|  1.4622         	|  0.087773       	|
fetch_next_validate_batch          	|  0.0014471      	|1001           	|  1.4486         	|  0.086955       	|
zero_grad                          	|  0.0013087      	|1000           	|  1.3087         	|  0.078558       	|
on_train_batch_start               	|  8.9268e-05     	|8000           	|  0.71414        	|  0.042868       	|
evaluation_batch_to_device         	|  0.00021583     	|1000           	|  0.21583        	|  0.012955       	|
on_batch_start                     	|  1.4449e-05     	|8000           	|  0.11559        	|  0.0069387      	|
on_batch_end                       	|  1.3206e-05     	|8000           	|  0.10565        	|  0.0063419      	|
on_before_backward                 	|  1.2916e-05     	|8000           	|  0.10333        	|  0.0062026      	|
on_after_backward                  	|  1.1458e-05     	|8000           	|  0.091663       	|  0.0055023      	|
training_step_end                  	|  5.4671e-06     	|8000           	|  0.043737       	|  0.0026254      	|
on_train_end                       	|  0.025055       	|1              	|  0.025055       	|  0.001504       	|
on_pretrain_routine_start          	|  0.022461       	|1              	|  0.022461       	|  0.0013483      	|
on_validation_batch_end            	|  1.8619e-05     	|1000           	|  0.018619       	|  0.0011176      	|
on_before_zero_grad                	|  1.4e-05        	|1000           	|  0.014          	|  0.00084036     	|
on_before_optimizer_step           	|  1.1523e-05     	|1000           	|  0.011523       	|  0.00069172     	|
on_validation_batch_start          	|  9.6522e-06     	|1000           	|  0.0096522      	|  0.00057939     	|
configure_optimizers               	|  0.008742       	|1              	|  0.008742       	|  0.00052476     	|
on_train_epoch_start               	|  0.00028507     	|21             	|  0.0059864      	|  0.00035934     	|
on_train_epoch_end                 	|  0.00025865     	|21             	|  0.0054317      	|  0.00032605     	|
validation_step_end                	|  4.7388e-06     	|1000           	|  0.0047388      	|  0.00028446     	|
on_validation_model_eval           	|  0.004584       	|1              	|  0.004584       	|  0.00027516     	|
on_train_start                     	|  0.00066071     	|1              	|  0.00066071     	|  3.966e-05      	|
on_validation_start                	|  0.00032574     	|1              	|  0.00032574     	|  1.9553e-05     	|
on_epoch_start                     	|  1.0559e-05     	|22             	|  0.00023229     	|  1.3944e-05     	|
on_epoch_end                       	|  1.0232e-05     	|22             	|  0.00022509     	|  1.3512e-05     	|
on_validation_end                  	|  0.00011278     	|1              	|  0.00011278     	|  6.7699e-06     	|
on_before_accelerator_backend_setup	|  1.909e-05      	|2              	|  3.8181e-05     	|  2.2919e-06     	|
teardown                           	|  1.5214e-05     	|2              	|  3.0427e-05     	|  1.8264e-06     	|
on_fit_end                         	|  2.8824e-05     	|1              	|  2.8824e-05     	|  1.7302e-06     	|
setup                              	|  1.3695e-05     	|2              	|  2.739e-05      	|  1.6441e-06     	|
on_configure_sharded_model         	|  1.3425e-05     	|2              	|  2.685e-05      	|  1.6117e-06     	|
on_fit_start                       	|  1.7743e-05     	|1              	|  1.7743e-05     	|  1.0651e-06     	|
on_validation_epoch_end            	|  1.7392e-05     	|1              	|  1.7392e-05     	|  1.044e-06      	|
prepare_data                       	|  5.9216e-06     	|2              	|  1.1843e-05     	|  7.1091e-07     	|
on_val_dataloader                  	|  5.8365e-06     	|2              	|  1.1673e-05     	|  7.0069e-07     	|
configure_callbacks                	|  5.7354e-06     	|2              	|  1.1471e-05     	|  6.8856e-07     	|
configure_sharded_model            	|  5.0489e-06     	|2              	|  1.0098e-05     	|  6.0614e-07     	|
on_pretrain_routine_end            	|  9.778e-06      	|1              	|  9.778e-06      	|  5.8694e-07     	|
on_validation_epoch_start          	|  9.438e-06      	|1              	|  9.438e-06      	|  5.6653e-07     	|
on_train_dataloader                	|  4.3479e-06     	|1              	|  4.3479e-06     	|  2.6099e-07     	|
