VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1169.2         	|  100 %          	|
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run_training_epoch                 	|  2.2177         	|500            	|  1108.9         	|  94.841         	|
run_training_batch                 	|  0.36787        	|1000           	|  367.87         	|  31.464         	|
optimizer_step_with_closure_0      	|  0.3648         	|1000           	|  364.8          	|  31.201         	|
training_step_and_backward         	|  0.26149        	|1000           	|  261.49         	|  22.365         	|
model_forward                      	|  0.13572        	|1000           	|  135.72         	|  11.608         	|
training_step                      	|  0.1355         	|1000           	|  135.5          	|  11.59          	|
backward                           	|  0.12428        	|1000           	|  124.28         	|  10.63          	|
get_train_batch                    	|  0.082848       	|1500           	|  124.27         	|  10.629         	|
fetch_next_train_batch             	|  0.0828         	|1500           	|  124.2          	|  10.623         	|
run_validate_evaluation            	|  30.115         	|1              	|  30.115         	|  2.5758         	|
evaluation_step_and_end            	|  0.22169        	|125            	|  27.711         	|  2.3701         	|
validation_step                    	|  0.22157        	|125            	|  27.697         	|  2.3689         	|
on_train_batch_end                 	|  0.0022588      	|1000           	|  2.2588         	|  0.19319        	|
zero_grad                          	|  0.0014426      	|1000           	|  1.4426         	|  0.12338        	|
get_validate_batch                 	|  0.005292       	|126            	|  0.66679        	|  0.05703        	|
fetch_next_validate_batch          	|  0.0052672      	|126            	|  0.66367        	|  0.056763       	|
training_batch_to_device           	|  0.00059561     	|1000           	|  0.59561        	|  0.050942       	|
on_train_epoch_start               	|  0.0003586      	|500            	|  0.1793         	|  0.015335       	|
on_train_epoch_end                 	|  0.00035543     	|500            	|  0.17772        	|  0.0152         	|
on_train_batch_start               	|  0.0001102      	|1000           	|  0.1102         	|  0.0094256      	|
on_batch_start                     	|  6.0277e-05     	|1000           	|  0.060277       	|  0.0051555      	|
on_train_end                       	|  0.042209       	|1              	|  0.042209       	|  0.0036101      	|
evaluation_batch_to_device         	|  0.00027149     	|125            	|  0.033936       	|  0.0029025      	|
on_pretrain_routine_start          	|  0.024187       	|1              	|  0.024187       	|  0.0020687      	|
on_after_backward                  	|  2.3816e-05     	|1000           	|  0.023816       	|  0.002037       	|
on_before_zero_grad                	|  2.115e-05      	|1000           	|  0.02115        	|  0.0018089      	|
on_batch_end                       	|  1.8395e-05     	|1000           	|  0.018395       	|  0.0015733      	|
on_before_backward                 	|  1.7211e-05     	|1000           	|  0.017211       	|  0.0014721      	|
on_before_optimizer_step           	|  1.6255e-05     	|1000           	|  0.016255       	|  0.0013903      	|
configure_optimizers               	|  0.01134        	|1              	|  0.01134        	|  0.00096995     	|
training_step_end                  	|  8.7672e-06     	|1000           	|  0.0087672      	|  0.00074985     	|
on_epoch_start                     	|  1.1594e-05     	|501            	|  0.0058084      	|  0.00049679     	|
on_epoch_end                       	|  1.1091e-05     	|501            	|  0.0055566      	|  0.00047525     	|
on_validation_batch_end            	|  4.2374e-05     	|125            	|  0.0052967      	|  0.00045303     	|
on_validation_model_eval           	|  0.0036987      	|1              	|  0.0036987      	|  0.00031634     	|
on_train_start                     	|  0.0027321      	|1              	|  0.0027321      	|  0.00023367     	|
on_validation_batch_start          	|  1.7062e-05     	|125            	|  0.0021328      	|  0.00018241     	|
validation_step_end                	|  8.7354e-06     	|125            	|  0.0010919      	|  9.3391e-05     	|
on_validation_start                	|  0.00039748     	|1              	|  0.00039748     	|  3.3997e-05     	|
on_validation_end                  	|  0.00017198     	|1              	|  0.00017198     	|  1.471e-05      	|
on_configure_sharded_model         	|  4.0038e-05     	|2              	|  8.0075e-05     	|  6.8488e-06     	|
on_before_accelerator_backend_setup	|  3.5135e-05     	|2              	|  7.027e-05      	|  6.0102e-06     	|
setup                              	|  2.9331e-05     	|2              	|  5.8662e-05     	|  5.0173e-06     	|
teardown                           	|  2.3345e-05     	|2              	|  4.6691e-05     	|  3.9935e-06     	|
on_fit_start                       	|  4.2008e-05     	|1              	|  4.2008e-05     	|  3.5929e-06     	|
on_validation_epoch_end            	|  2.961e-05      	|1              	|  2.961e-05      	|  2.5326e-06     	|
on_fit_end                         	|  2.6753e-05     	|1              	|  2.6753e-05     	|  2.2882e-06     	|
configure_sharded_model            	|  1.1178e-05     	|2              	|  2.2355e-05     	|  1.9121e-06     	|
on_val_dataloader                  	|  9.3263e-06     	|2              	|  1.8653e-05     	|  1.5953e-06     	|
on_pretrain_routine_end            	|  1.7444e-05     	|1              	|  1.7444e-05     	|  1.4919e-06     	|
configure_callbacks                	|  8.0215e-06     	|2              	|  1.6043e-05     	|  1.3721e-06     	|
prepare_data                       	|  7.1889e-06     	|2              	|  1.4378e-05     	|  1.2297e-06     	|
on_validation_epoch_start          	|  9.8273e-06     	|1              	|  9.8273e-06     	|  8.4053e-07     	|
on_train_dataloader                	|  6.0759e-06     	|1              	|  6.0759e-06     	|  5.1967e-07     	|
