VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  535.82         	|  100 %          	|
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run_training_epoch                 	|  0.95762        	|500            	|  478.81         	|  89.36          	|
run_training_batch                 	|  0.32364        	|1000           	|  323.64         	|  60.4           	|
optimizer_step_with_closure_0      	|  0.32098        	|1000           	|  320.98         	|  59.904         	|
training_step_and_backward         	|  0.23988        	|1000           	|  239.88         	|  44.768         	|
model_forward                      	|  0.1488         	|1000           	|  148.8          	|  27.77          	|
training_step                      	|  0.14863        	|1000           	|  148.63         	|  27.738         	|
backward                           	|  0.08969        	|1000           	|  89.69          	|  16.739         	|
get_train_batch                    	|  0.032378       	|1500           	|  48.568         	|  9.0641         	|
fetch_next_train_batch             	|  0.032346       	|1500           	|  48.519         	|  9.0551         	|
run_validate_evaluation            	|  12.443         	|1              	|  12.443         	|  2.3222         	|
evaluation_step_and_end            	|  0.24946        	|48             	|  11.974         	|  2.2347         	|
validation_step                    	|  0.2494         	|48             	|  11.971         	|  2.2342         	|
zero_grad                          	|  0.0013596      	|1000           	|  1.3596         	|  0.25373        	|
on_train_batch_end                 	|  0.0013404      	|1000           	|  1.3404         	|  0.25017        	|
training_batch_to_device           	|  0.00057494     	|1000           	|  0.57494        	|  0.1073         	|
get_validate_batch                 	|  0.0046455      	|49             	|  0.22763        	|  0.042482       	|
fetch_next_validate_batch          	|  0.0046307      	|49             	|  0.22691        	|  0.042347       	|
on_train_epoch_end                 	|  0.00027647     	|500            	|  0.13824        	|  0.025799       	|
on_train_epoch_start               	|  0.00027626     	|500            	|  0.13813        	|  0.025779       	|
on_train_batch_start               	|  0.0001059      	|1000           	|  0.1059         	|  0.019763       	|
on_batch_start                     	|  3.5039e-05     	|1000           	|  0.035039       	|  0.0065392      	|
on_train_end                       	|  0.023607       	|1              	|  0.023607       	|  0.0044058      	|
on_pretrain_routine_start          	|  0.023004       	|1              	|  0.023004       	|  0.0042932      	|
on_before_zero_grad                	|  2.0669e-05     	|1000           	|  0.020669       	|  0.0038574      	|
on_before_backward                 	|  1.4441e-05     	|1000           	|  0.014441       	|  0.0026951      	|
on_batch_end                       	|  1.3941e-05     	|1000           	|  0.013941       	|  0.0026018      	|
on_before_optimizer_step           	|  1.2777e-05     	|1000           	|  0.012777       	|  0.0023846      	|
on_after_backward                  	|  1.226e-05      	|1000           	|  0.01226        	|  0.002288       	|
evaluation_batch_to_device         	|  0.00024043     	|48             	|  0.01154        	|  0.0021538      	|
configure_optimizers               	|  0.008198       	|1              	|  0.008198       	|  0.00153        	|
training_step_end                  	|  7.5459e-06     	|1000           	|  0.0075459      	|  0.0014083      	|
on_epoch_start                     	|  1.0787e-05     	|501            	|  0.0054042      	|  0.0010086      	|
on_epoch_end                       	|  1.0351e-05     	|501            	|  0.0051859      	|  0.00096784     	|
on_validation_model_eval           	|  0.0039133      	|1              	|  0.0039133      	|  0.00073034     	|
on_validation_batch_end            	|  2.3971e-05     	|48             	|  0.0011506      	|  0.00021474     	|
on_train_start                     	|  0.00068906     	|1              	|  0.00068906     	|  0.0001286      	|
on_validation_batch_start          	|  1.0664e-05     	|48             	|  0.00051187     	|  9.553e-05      	|
on_validation_start                	|  0.00030824     	|1              	|  0.00030824     	|  5.7526e-05     	|
validation_step_end                	|  5.3927e-06     	|48             	|  0.00025885     	|  4.8309e-05     	|
on_validation_end                  	|  0.00010418     	|1              	|  0.00010418     	|  1.9444e-05     	|
on_before_accelerator_backend_setup	|  1.9056e-05     	|2              	|  3.8112e-05     	|  7.1128e-06     	|
teardown                           	|  1.4793e-05     	|2              	|  2.9585e-05     	|  5.5214e-06     	|
on_configure_sharded_model         	|  1.3626e-05     	|2              	|  2.7251e-05     	|  5.0858e-06     	|
setup                              	|  1.3245e-05     	|2              	|  2.6489e-05     	|  4.9436e-06     	|
on_fit_end                         	|  2.5568e-05     	|1              	|  2.5568e-05     	|  4.7717e-06     	|
on_validation_epoch_end            	|  1.8544e-05     	|1              	|  1.8544e-05     	|  3.4609e-06     	|
on_fit_start                       	|  1.5779e-05     	|1              	|  1.5779e-05     	|  2.9448e-06     	|
prepare_data                       	|  6.4725e-06     	|2              	|  1.2945e-05     	|  2.4159e-06     	|
on_val_dataloader                  	|  5.595e-06      	|2              	|  1.119e-05      	|  2.0884e-06     	|
on_pretrain_routine_end            	|  1.0019e-05     	|1              	|  1.0019e-05     	|  1.8698e-06     	|
on_validation_epoch_start          	|  9.798e-06      	|1              	|  9.798e-06      	|  1.8286e-06     	|
configure_sharded_model            	|  4.709e-06      	|2              	|  9.418e-06      	|  1.7577e-06     	|
configure_callbacks                	|  4.6336e-06     	|2              	|  9.2671e-06     	|  1.7295e-06     	|
on_train_dataloader                	|  3.8471e-06     	|1              	|  3.8471e-06     	|  7.1797e-07     	|
