VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  693.7          	|  100 %          	|
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run_training_epoch                 	|  3.1847         	|200            	|  636.93         	|  91.817         	|
run_training_batch                 	|  0.30251        	|1000           	|  302.51         	|  43.609         	|
optimizer_step_with_closure_0      	|  0.29791        	|1000           	|  297.91         	|  42.946         	|
training_step_and_backward         	|  0.23103        	|1000           	|  231.03         	|  33.304         	|
model_forward                      	|  0.11515        	|1000           	|  115.15         	|  16.599         	|
training_step                      	|  0.11491        	|1000           	|  114.91         	|  16.565         	|
backward                           	|  0.11431        	|1000           	|  114.31         	|  16.478         	|
get_train_batch                    	|  0.061328       	|1200           	|  73.593         	|  10.609         	|
fetch_next_train_batch             	|  0.061293       	|1200           	|  73.551         	|  10.603         	|
run_validate_evaluation            	|  16.764         	|1              	|  16.764         	|  2.4166         	|
evaluation_step_and_end            	|  0.10179        	|139            	|  14.149         	|  2.0396         	|
validation_step                    	|  0.10167        	|139            	|  14.132         	|  2.0371         	|
on_train_batch_end                 	|  0.0028746      	|1000           	|  2.8746         	|  0.41439        	|
zero_grad                          	|  0.0015348      	|1000           	|  1.5348         	|  0.22124        	|
get_validate_batch                 	|  0.0051152      	|140            	|  0.71613        	|  0.10323        	|
fetch_next_validate_batch          	|  0.0050875      	|140            	|  0.71225        	|  0.10267        	|
on_train_end                       	|  0.49595        	|1              	|  0.49595        	|  0.071494       	|
training_batch_to_device           	|  0.00045401     	|1000           	|  0.45401        	|  0.065447       	|
on_train_batch_start               	|  0.00010788     	|1000           	|  0.10788        	|  0.015551       	|
on_train_epoch_end                 	|  0.00041781     	|200            	|  0.083562       	|  0.012046       	|
on_train_epoch_start               	|  0.0004041      	|200            	|  0.08082        	|  0.011651       	|
evaluation_batch_to_device         	|  0.00034111     	|139            	|  0.047415       	|  0.0068351      	|
on_batch_start                     	|  3.4517e-05     	|1000           	|  0.034517       	|  0.0049758      	|
on_after_backward                  	|  2.9471e-05     	|1000           	|  0.029471       	|  0.0042483      	|
on_pretrain_routine_start          	|  0.026708       	|1              	|  0.026708       	|  0.0038501      	|
on_before_zero_grad                	|  2.1796e-05     	|1000           	|  0.021796       	|  0.0031419      	|
on_batch_end                       	|  1.6805e-05     	|1000           	|  0.016805       	|  0.0024226      	|
on_before_optimizer_step           	|  1.5527e-05     	|1000           	|  0.015527       	|  0.0022383      	|
configure_optimizers               	|  0.014572       	|1              	|  0.014572       	|  0.0021006      	|
on_before_backward                 	|  1.4524e-05     	|1000           	|  0.014524       	|  0.0020937      	|
training_step_end                  	|  9.0575e-06     	|1000           	|  0.0090575      	|  0.0013057      	|
on_validation_batch_end            	|  4.2092e-05     	|139            	|  0.0058507      	|  0.00084341     	|
on_validation_model_eval           	|  0.0050358      	|1              	|  0.0050358      	|  0.00072594     	|
on_epoch_end                       	|  1.24e-05       	|201            	|  0.0024923      	|  0.00035928     	|
on_validation_batch_start          	|  1.7794e-05     	|139            	|  0.0024734      	|  0.00035655     	|
on_epoch_start                     	|  1.2167e-05     	|201            	|  0.0024455      	|  0.00035253     	|
validation_step_end                	|  9.6537e-06     	|139            	|  0.0013419      	|  0.00019344     	|
on_train_start                     	|  0.001252       	|1              	|  0.001252       	|  0.00018048     	|
on_validation_start                	|  0.00072647     	|1              	|  0.00072647     	|  0.00010472     	|
on_validation_end                  	|  0.00032698     	|1              	|  0.00032698     	|  4.7136e-05     	|
on_configure_sharded_model         	|  3.8474e-05     	|2              	|  7.6948e-05     	|  1.1092e-05     	|
teardown                           	|  3.7447e-05     	|2              	|  7.4893e-05     	|  1.0796e-05     	|
on_fit_end                         	|  6.3503e-05     	|1              	|  6.3503e-05     	|  9.1543e-06     	|
on_before_accelerator_backend_setup	|  3.0624e-05     	|2              	|  6.1247e-05     	|  8.8291e-06     	|
on_validation_epoch_end            	|  5.2679e-05     	|1              	|  5.2679e-05     	|  7.594e-06      	|
setup                              	|  2.4381e-05     	|2              	|  4.8762e-05     	|  7.0293e-06     	|
on_fit_start                       	|  4.6805e-05     	|1              	|  4.6805e-05     	|  6.7471e-06     	|
on_val_dataloader                  	|  1.6936e-05     	|2              	|  3.3872e-05     	|  4.8828e-06     	|
prepare_data                       	|  1.1731e-05     	|2              	|  2.3462e-05     	|  3.3821e-06     	|
configure_sharded_model            	|  1.0837e-05     	|2              	|  2.1674e-05     	|  3.1244e-06     	|
on_pretrain_routine_end            	|  1.7678e-05     	|1              	|  1.7678e-05     	|  2.5484e-06     	|
configure_callbacks                	|  8.4294e-06     	|2              	|  1.6859e-05     	|  2.4303e-06     	|
on_validation_epoch_start          	|  1.2325e-05     	|1              	|  1.2325e-05     	|  1.7767e-06     	|
on_train_dataloader                	|  7.9442e-06     	|1              	|  7.9442e-06     	|  1.1452e-06     	|
