VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  436.31         	|  100 %          	|
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run_training_epoch                 	|  6.3071         	|63             	|  397.35         	|  91.07          	|
run_training_batch                 	|  0.27079        	|1000           	|  270.79         	|  62.065         	|
optimizer_step_with_closure_0      	|  0.26751        	|1000           	|  267.51         	|  61.313         	|
training_step_and_backward         	|  0.20415        	|1000           	|  204.15         	|  46.791         	|
model_forward                      	|  0.10235        	|1000           	|  102.35         	|  23.458         	|
training_step                      	|  0.10216        	|1000           	|  102.16         	|  23.414         	|
backward                           	|  0.10027        	|1000           	|  100.27         	|  22.982         	|
get_train_batch                    	|  0.025949       	|1063           	|  27.584         	|  6.3221         	|
fetch_next_train_batch             	|  0.025925       	|1063           	|  27.558         	|  6.3162         	|
run_validate_evaluation            	|  7.6682         	|1              	|  7.6682         	|  1.7575         	|
evaluation_step_and_end            	|  0.10466        	|48             	|  5.0238         	|  1.1514         	|
validation_step                    	|  0.10455        	|48             	|  5.0184         	|  1.1502         	|
on_train_batch_end                 	|  0.0021603      	|1000           	|  2.1603         	|  0.49512        	|
zero_grad                          	|  0.0014967      	|1000           	|  1.4967         	|  0.34304        	|
get_validate_batch                 	|  0.014005       	|49             	|  0.68623        	|  0.15728        	|
fetch_next_validate_batch          	|  0.01398        	|49             	|  0.68502        	|  0.157          	|
training_batch_to_device           	|  0.00027814     	|1000           	|  0.27814        	|  0.063748       	|
on_train_batch_start               	|  9.7555e-05     	|1000           	|  0.097555       	|  0.022359       	|
on_train_end                       	|  0.061268       	|1              	|  0.061268       	|  0.014042       	|
on_pretrain_routine_start          	|  0.028297       	|1              	|  0.028297       	|  0.0064855      	|
on_after_backward                  	|  2.6997e-05     	|1000           	|  0.026997       	|  0.0061875      	|
on_train_epoch_end                 	|  0.00041176     	|63             	|  0.025941       	|  0.0059456      	|
on_train_epoch_start               	|  0.00036058     	|63             	|  0.022717       	|  0.0052065      	|
configure_optimizers               	|  0.022095       	|1              	|  0.022095       	|  0.005064       	|
on_batch_start                     	|  2.1168e-05     	|1000           	|  0.021168       	|  0.0048517      	|
on_before_zero_grad                	|  1.8267e-05     	|1000           	|  0.018267       	|  0.0041867      	|
on_batch_end                       	|  1.6875e-05     	|1000           	|  0.016875       	|  0.0038676      	|
evaluation_batch_to_device         	|  0.00029271     	|48             	|  0.01405        	|  0.0032202      	|
on_before_optimizer_step           	|  1.3648e-05     	|1000           	|  0.013648       	|  0.003128       	|
on_before_backward                 	|  1.3285e-05     	|1000           	|  0.013285       	|  0.0030448      	|
training_step_end                  	|  8.1202e-06     	|1000           	|  0.0081202      	|  0.0018611      	|
on_validation_model_eval           	|  0.0039114      	|1              	|  0.0039114      	|  0.00089647     	|
on_validation_batch_end            	|  4.0992e-05     	|48             	|  0.0019676      	|  0.00045097     	|
on_train_start                     	|  0.0013258      	|1              	|  0.0013258      	|  0.00030387     	|
on_validation_batch_start          	|  1.768e-05      	|48             	|  0.00084862     	|  0.0001945      	|
on_epoch_end                       	|  1.1508e-05     	|64             	|  0.00073654     	|  0.00016881     	|
on_epoch_start                     	|  1.1046e-05     	|64             	|  0.00070697     	|  0.00016204     	|
on_validation_start                	|  0.00047367     	|1              	|  0.00047367     	|  0.00010856     	|
validation_step_end                	|  9.0575e-06     	|48             	|  0.00043476     	|  9.9645e-05     	|
on_validation_end                  	|  0.00030729     	|1              	|  0.00030729     	|  7.043e-05      	|
on_fit_end                         	|  6.3637e-05     	|1              	|  6.3637e-05     	|  1.4585e-05     	|
teardown                           	|  3.0952e-05     	|2              	|  6.1903e-05     	|  1.4188e-05     	|
on_before_accelerator_backend_setup	|  3.0559e-05     	|2              	|  6.1117e-05     	|  1.4008e-05     	|
on_configure_sharded_model         	|  2.576e-05      	|2              	|  5.1521e-05     	|  1.1808e-05     	|
setup                              	|  2.3841e-05     	|2              	|  4.7682e-05     	|  1.0928e-05     	|
on_fit_start                       	|  4.7015e-05     	|1              	|  4.7015e-05     	|  1.0776e-05     	|
on_validation_epoch_end            	|  3.1227e-05     	|1              	|  3.1227e-05     	|  7.1571e-06     	|
configure_callbacks                	|  1.0281e-05     	|2              	|  2.0562e-05     	|  4.7127e-06     	|
on_val_dataloader                  	|  8.8755e-06     	|2              	|  1.7751e-05     	|  4.0685e-06     	|
prepare_data                       	|  8.8559e-06     	|2              	|  1.7712e-05     	|  4.0595e-06     	|
on_pretrain_routine_end            	|  1.5939e-05     	|1              	|  1.5939e-05     	|  3.6531e-06     	|
configure_sharded_model            	|  7.7551e-06     	|2              	|  1.551e-05      	|  3.5549e-06     	|
on_validation_epoch_start          	|  1.0874e-05     	|1              	|  1.0874e-05     	|  2.4923e-06     	|
on_train_dataloader                	|  1.0177e-05     	|1              	|  1.0177e-05     	|  2.3326e-06     	|
