VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  511.0          	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  2.1139         	|200            	|  422.77         	|  82.734         	|
run_training_batch                 	|  0.35177        	|1000           	|  351.77         	|  68.84          	|
optimizer_step_with_closure_0      	|  0.3491         	|1000           	|  349.1          	|  68.317         	|
training_step_and_backward         	|  0.27186        	|1000           	|  271.86         	|  53.201         	|
model_forward                      	|  0.16116        	|1000           	|  161.16         	|  31.539         	|
training_step                      	|  0.16102        	|1000           	|  161.02         	|  31.51          	|
backward                           	|  0.10933        	|1000           	|  109.33         	|  21.396         	|
run_validate_evaluation            	|  35.892         	|1              	|  35.892         	|  7.0239         	|
evaluation_step_and_end            	|  0.25352        	|139            	|  35.239         	|  6.896          	|
validation_step                    	|  0.25346        	|139            	|  35.231         	|  6.8946         	|
get_train_batch                    	|  0.016669       	|1200           	|  20.003         	|  3.9145         	|
fetch_next_train_batch             	|  0.016644       	|1200           	|  19.973         	|  3.9086         	|
zero_grad                          	|  0.0013351      	|1000           	|  1.3351         	|  0.26127        	|
on_train_batch_end                 	|  0.0012659      	|1000           	|  1.2659         	|  0.24772        	|
training_batch_to_device           	|  0.00034059     	|1000           	|  0.34059        	|  0.066651       	|
get_validate_batch                 	|  0.0024075      	|140            	|  0.33705        	|  0.065958       	|
fetch_next_validate_batch          	|  0.002393       	|140            	|  0.33502        	|  0.065561       	|
on_train_batch_start               	|  9.6257e-05     	|1000           	|  0.096257       	|  0.018837       	|
on_train_epoch_start               	|  0.00027091     	|200            	|  0.054182       	|  0.010603       	|
on_train_epoch_end                 	|  0.00025674     	|200            	|  0.051349       	|  0.010049       	|
evaluation_batch_to_device         	|  0.00024131     	|139            	|  0.033542       	|  0.006564       	|
on_train_end                       	|  0.024403       	|1              	|  0.024403       	|  0.0047755      	|
on_pretrain_routine_start          	|  0.023049       	|1              	|  0.023049       	|  0.0045105      	|
on_batch_start                     	|  2.3008e-05     	|1000           	|  0.023008       	|  0.0045026      	|
on_before_zero_grad                	|  1.6306e-05     	|1000           	|  0.016306       	|  0.0031909      	|
on_batch_end                       	|  1.4416e-05     	|1000           	|  0.014416       	|  0.002821       	|
on_before_optimizer_step           	|  1.1283e-05     	|1000           	|  0.011283       	|  0.0022081      	|
on_after_backward                  	|  1.1165e-05     	|1000           	|  0.011165       	|  0.002185       	|
on_before_backward                 	|  1.1056e-05     	|1000           	|  0.011056       	|  0.0021636      	|
configure_optimizers               	|  0.0082785      	|1              	|  0.0082785      	|  0.00162        	|
training_step_end                  	|  6.4424e-06     	|1000           	|  0.0064424      	|  0.0012607      	|
on_validation_model_eval           	|  0.0045147      	|1              	|  0.0045147      	|  0.00088349     	|
on_validation_batch_end            	|  1.9115e-05     	|139            	|  0.0026569      	|  0.00051994     	|
on_epoch_start                     	|  1.0853e-05     	|201            	|  0.0021814      	|  0.00042688     	|
on_epoch_end                       	|  1.0502e-05     	|201            	|  0.002111       	|  0.0004131      	|
on_validation_batch_start          	|  1.0003e-05     	|139            	|  0.0013904      	|  0.00027208     	|
on_train_start                     	|  0.00080959     	|1              	|  0.00080959     	|  0.00015843     	|
validation_step_end                	|  4.9024e-06     	|139            	|  0.00068143     	|  0.00013335     	|
on_validation_start                	|  0.00032299     	|1              	|  0.00032299     	|  6.3208e-05     	|
on_validation_end                  	|  0.00010772     	|1              	|  0.00010772     	|  2.108e-05      	|
on_before_accelerator_backend_setup	|  1.8724e-05     	|2              	|  3.7449e-05     	|  7.3285e-06     	|
setup                              	|  1.5349e-05     	|2              	|  3.0698e-05     	|  6.0074e-06     	|
teardown                           	|  1.5229e-05     	|2              	|  3.0457e-05     	|  5.9602e-06     	|
on_configure_sharded_model         	|  1.3952e-05     	|2              	|  2.7903e-05     	|  5.4604e-06     	|
on_fit_end                         	|  2.2342e-05     	|1              	|  2.2342e-05     	|  4.3722e-06     	|
on_validation_epoch_end            	|  1.7593e-05     	|1              	|  1.7593e-05     	|  3.4428e-06     	|
on_fit_start                       	|  1.572e-05      	|1              	|  1.572e-05      	|  3.0763e-06     	|
on_pretrain_routine_end            	|  1.3616e-05     	|1              	|  1.3616e-05     	|  2.6646e-06     	|
on_val_dataloader                  	|  5.946e-06      	|2              	|  1.1892e-05     	|  2.3272e-06     	|
prepare_data                       	|  5.886e-06      	|2              	|  1.1772e-05     	|  2.3037e-06     	|
configure_callbacks                	|  5.37e-06       	|2              	|  1.074e-05      	|  2.1017e-06     	|
on_validation_epoch_start          	|  9.969e-06      	|1              	|  9.969e-06      	|  1.9509e-06     	|
configure_sharded_model            	|  4.9645e-06     	|2              	|  9.9289e-06     	|  1.943e-06      	|
on_train_dataloader                	|  4.319e-06      	|1              	|  4.319e-06      	|  8.452e-07      	|
