VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  368.2          	|  100 %          	|
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run_training_epoch                 	|  15.139         	|21             	|  317.93         	|  86.346         	|
run_training_batch                 	|  0.27624        	|1000           	|  276.24         	|  75.025         	|
optimizer_step_with_closure_0      	|  0.27302        	|1000           	|  273.02         	|  74.15          	|
training_step_and_backward         	|  0.21086        	|1000           	|  210.86         	|  57.268         	|
backward                           	|  0.10513        	|1000           	|  105.13         	|  28.554         	|
model_forward                      	|  0.10428        	|1000           	|  104.28         	|  28.323         	|
training_step                      	|  0.10409        	|1000           	|  104.09         	|  28.271         	|
run_validate_evaluation            	|  16.034         	|1              	|  16.034         	|  4.3546         	|
evaluation_step_and_end            	|  0.10744        	|125            	|  13.43          	|  3.6476         	|
validation_step                    	|  0.10733        	|125            	|  13.416         	|  3.6437         	|
get_train_batch                    	|  0.0090712      	|1021           	|  9.2617         	|  2.5154         	|
fetch_next_train_batch             	|  0.0090444      	|1021           	|  9.2344         	|  2.508          	|
on_train_batch_end                 	|  0.0024582      	|1000           	|  2.4582         	|  0.66764        	|
zero_grad                          	|  0.0014101      	|1000           	|  1.4101         	|  0.38297        	|
get_validate_batch                 	|  0.005715       	|126            	|  0.72009        	|  0.19557        	|
fetch_next_validate_batch          	|  0.0056891      	|126            	|  0.71683        	|  0.19469        	|
training_batch_to_device           	|  0.00028247     	|1000           	|  0.28247        	|  0.076718       	|
on_train_batch_start               	|  9.6444e-05     	|1000           	|  0.096444       	|  0.026194       	|
on_train_end                       	|  0.063096       	|1              	|  0.063096       	|  0.017137       	|
evaluation_batch_to_device         	|  0.0002767      	|125            	|  0.034587       	|  0.0093937      	|
on_after_backward                  	|  2.5523e-05     	|1000           	|  0.025523       	|  0.0069319      	|
on_pretrain_routine_start          	|  0.023367       	|1              	|  0.023367       	|  0.0063463      	|
on_batch_start                     	|  2.2814e-05     	|1000           	|  0.022814       	|  0.006196       	|
on_before_zero_grad                	|  1.717e-05      	|1000           	|  0.01717        	|  0.0046632      	|
on_batch_end                       	|  1.6301e-05     	|1000           	|  0.016301       	|  0.0044273      	|
configure_optimizers               	|  0.014407       	|1              	|  0.014407       	|  0.0039128      	|
on_before_backward                 	|  1.3566e-05     	|1000           	|  0.013566       	|  0.0036843      	|
on_before_optimizer_step           	|  1.3296e-05     	|1000           	|  0.013296       	|  0.0036112      	|
on_train_epoch_end                 	|  0.00042468     	|21             	|  0.0089183      	|  0.0024221      	|
on_train_epoch_start               	|  0.00039335     	|21             	|  0.0082603      	|  0.0022434      	|
training_step_end                  	|  7.0633e-06     	|1000           	|  0.0070633      	|  0.0019183      	|
on_validation_batch_end            	|  4.1213e-05     	|125            	|  0.0051516      	|  0.0013991      	|
on_validation_model_eval           	|  0.0038195      	|1              	|  0.0038195      	|  0.0010373      	|
on_validation_batch_start          	|  1.8365e-05     	|125            	|  0.0022957      	|  0.00062349     	|
validation_step_end                	|  9.1597e-06     	|125            	|  0.001145       	|  0.00031096     	|
on_train_start                     	|  0.00084166     	|1              	|  0.00084166     	|  0.00022859     	|
on_validation_start                	|  0.00067979     	|1              	|  0.00067979     	|  0.00018463     	|
on_validation_end                  	|  0.00030206     	|1              	|  0.00030206     	|  8.2037e-05     	|
on_epoch_start                     	|  1.1728e-05     	|22             	|  0.00025802     	|  7.0077e-05     	|
on_epoch_end                       	|  1.1622e-05     	|22             	|  0.00025569     	|  6.9442e-05     	|
setup                              	|  2.8346e-05     	|2              	|  5.6691e-05     	|  1.5397e-05     	|
on_before_accelerator_backend_setup	|  2.5862e-05     	|2              	|  5.1724e-05     	|  1.4048e-05     	|
on_configure_sharded_model         	|  2.5345e-05     	|2              	|  5.069e-05      	|  1.3767e-05     	|
teardown                           	|  2.4258e-05     	|2              	|  4.8516e-05     	|  1.3177e-05     	|
on_validation_epoch_end            	|  3.8838e-05     	|1              	|  3.8838e-05     	|  1.0548e-05     	|
on_fit_end                         	|  2.6263e-05     	|1              	|  2.6263e-05     	|  7.1329e-06     	|
on_fit_start                       	|  2.4883e-05     	|1              	|  2.4883e-05     	|  6.7581e-06     	|
on_validation_epoch_start          	|  1.8857e-05     	|1              	|  1.8857e-05     	|  5.1215e-06     	|
on_val_dataloader                  	|  9.2108e-06     	|2              	|  1.8422e-05     	|  5.0032e-06     	|
configure_sharded_model            	|  7.8185e-06     	|2              	|  1.5637e-05     	|  4.2469e-06     	|
configure_callbacks                	|  7.2699e-06     	|2              	|  1.454e-05      	|  3.9489e-06     	|
prepare_data                       	|  6.9849e-06     	|2              	|  1.397e-05      	|  3.7941e-06     	|
on_pretrain_routine_end            	|  1.3702e-05     	|1              	|  1.3702e-05     	|  3.7213e-06     	|
on_train_dataloader                	|  8.2478e-06     	|1              	|  8.2478e-06     	|  2.24e-06       	|
