VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  427.07         	|  100 %          	|
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run_training_epoch                 	|  5.8176         	|63             	|  366.51         	|  85.819         	|
run_training_batch                 	|  0.2322         	|1000           	|  232.2          	|  54.369         	|
optimizer_step_with_closure_0      	|  0.23034        	|1000           	|  230.34         	|  53.935         	|
training_step_and_backward         	|  0.17156        	|1000           	|  171.56         	|  40.172         	|
model_forward                      	|  0.086154       	|1000           	|  86.154         	|  20.173         	|
training_step                      	|  0.085995       	|1000           	|  85.995         	|  20.136         	|
backward                           	|  0.084141       	|1000           	|  84.141         	|  19.702         	|
run_validate_evaluation            	|  30.212         	|1              	|  30.212         	|  7.0741         	|
get_train_batch                    	|  0.027849       	|1063           	|  29.603         	|  6.9316         	|
fetch_next_train_batch             	|  0.027771       	|1063           	|  29.521         	|  6.9124         	|
evaluation_step_and_end            	|  0.083547       	|313            	|  26.15          	|  6.1231         	|
validation_step                    	|  0.08348        	|313            	|  26.129         	|  6.1182         	|
on_train_batch_end                 	|  0.0014688      	|1000           	|  1.4688         	|  0.34393        	|
zero_grad                          	|  0.0012411      	|1000           	|  1.2411         	|  0.29061        	|
get_validate_batch                 	|  0.0034214      	|314            	|  1.0743         	|  0.25156        	|
fetch_next_validate_batch          	|  0.0034041      	|314            	|  1.0689         	|  0.25028        	|
training_batch_to_device           	|  0.00024173     	|1000           	|  0.24173        	|  0.056601       	|
on_train_batch_start               	|  9.1035e-05     	|1000           	|  0.091035       	|  0.021316       	|
evaluation_batch_to_device         	|  0.00021826     	|313            	|  0.068315       	|  0.015996       	|
on_train_end                       	|  0.049618       	|1              	|  0.049618       	|  0.011618       	|
configure_optimizers               	|  0.021747       	|1              	|  0.021747       	|  0.005092       	|
on_pretrain_routine_start          	|  0.021621       	|1              	|  0.021621       	|  0.0050626      	|
on_before_backward                 	|  2.0913e-05     	|1000           	|  0.020913       	|  0.0048968      	|
on_train_epoch_end                 	|  0.00032882     	|63             	|  0.020715       	|  0.0048506      	|
on_train_epoch_start               	|  0.00032543     	|63             	|  0.020502       	|  0.0048006      	|
on_batch_start                     	|  1.9058e-05     	|1000           	|  0.019058       	|  0.0044625      	|
on_after_backward                  	|  1.5353e-05     	|1000           	|  0.015353       	|  0.003595       	|
on_batch_end                       	|  1.395e-05      	|1000           	|  0.01395        	|  0.0032665      	|
on_before_zero_grad                	|  1.3454e-05     	|1000           	|  0.013454       	|  0.0031503      	|
on_before_optimizer_step           	|  1.1836e-05     	|1000           	|  0.011836       	|  0.0027715      	|
on_validation_batch_end            	|  2.2594e-05     	|313            	|  0.0070719      	|  0.0016559      	|
training_step_end                  	|  6.1042e-06     	|1000           	|  0.0061042      	|  0.0014293      	|
on_validation_model_eval           	|  0.0045781      	|1              	|  0.0045781      	|  0.001072       	|
on_validation_batch_start          	|  1.198e-05      	|313            	|  0.0037497      	|  0.00087799     	|
validation_step_end                	|  5.7688e-06     	|313            	|  0.0018056      	|  0.0004228      	|
on_train_start                     	|  0.0011712      	|1              	|  0.0011712      	|  0.00027423     	|
on_epoch_start                     	|  1.1153e-05     	|64             	|  0.00071381     	|  0.00016714     	|
on_epoch_end                       	|  1.0841e-05     	|64             	|  0.00069385     	|  0.00016247     	|
on_validation_start                	|  0.00060803     	|1              	|  0.00060803     	|  0.00014237     	|
on_validation_end                  	|  0.00014425     	|1              	|  0.00014425     	|  3.3776e-05     	|
on_fit_end                         	|  0.00012534     	|1              	|  0.00012534     	|  2.9348e-05     	|
teardown                           	|  4.4714e-05     	|2              	|  8.9427e-05     	|  2.094e-05      	|
on_before_accelerator_backend_setup	|  2.6623e-05     	|2              	|  5.3246e-05     	|  1.2468e-05     	|
setup                              	|  2.6149e-05     	|2              	|  5.2297e-05     	|  1.2246e-05     	|
on_fit_start                       	|  4.31e-05       	|1              	|  4.31e-05       	|  1.0092e-05     	|
on_configure_sharded_model         	|  2.141e-05      	|2              	|  4.282e-05      	|  1.0026e-05     	|
on_validation_epoch_end            	|  3.6819e-05     	|1              	|  3.6819e-05     	|  8.6212e-06     	|
on_val_dataloader                  	|  1.276e-05      	|2              	|  2.552e-05      	|  5.9756e-06     	|
prepare_data                       	|  1.0905e-05     	|2              	|  2.181e-05      	|  5.1068e-06     	|
configure_sharded_model            	|  8.6119e-06     	|2              	|  1.7224e-05     	|  4.033e-06      	|
configure_callbacks                	|  8.5952e-06     	|2              	|  1.719e-05      	|  4.0252e-06     	|
on_pretrain_routine_end            	|  1.503e-05      	|1              	|  1.503e-05      	|  3.5192e-06     	|
on_validation_epoch_start          	|  1.1658e-05     	|1              	|  1.1658e-05     	|  2.7298e-06     	|
on_train_dataloader                	|  6.0312e-06     	|1              	|  6.0312e-06     	|  1.4122e-06     	|
