VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  786.2          	|  100 %          	|
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run_training_epoch                 	|  3.6729         	|200            	|  734.58         	|  93.434         	|
run_training_batch                 	|  0.31119        	|1000           	|  311.19         	|  39.582         	|
optimizer_step_with_closure_0      	|  0.30654        	|1000           	|  306.54         	|  38.99          	|
training_step_and_backward         	|  0.23728        	|1000           	|  237.28         	|  30.181         	|
backward                           	|  0.11956        	|1000           	|  119.56         	|  15.207         	|
model_forward                      	|  0.11603        	|1000           	|  116.03         	|  14.758         	|
training_step                      	|  0.1158         	|1000           	|  115.8          	|  14.729         	|
get_train_batch                    	|  0.060184       	|1200           	|  72.221         	|  9.1861         	|
fetch_next_train_batch             	|  0.060148       	|1200           	|  72.177         	|  9.1805         	|
run_validate_evaluation            	|  16.351         	|1              	|  16.351         	|  2.0798         	|
evaluation_step_and_end            	|  0.098048       	|139            	|  13.629         	|  1.7335         	|
validation_step                    	|  0.097923       	|139            	|  13.611         	|  1.7313         	|
on_train_batch_end                 	|  0.0025158      	|1000           	|  2.5158         	|  0.32           	|
zero_grad                          	|  0.0016512      	|1000           	|  1.6512         	|  0.21002        	|
get_validate_batch                 	|  0.0051364      	|140            	|  0.7191         	|  0.091465       	|
fetch_next_validate_batch          	|  0.0051093      	|140            	|  0.71531        	|  0.090983       	|
configure_optimizers               	|  0.52606        	|1              	|  0.52606        	|  0.066911       	|
training_batch_to_device           	|  0.00043699     	|1000           	|  0.43699        	|  0.055583       	|
on_train_batch_start               	|  0.00014982     	|1000           	|  0.14982        	|  0.019056       	|
on_batch_start                     	|  0.00012071     	|1000           	|  0.12071        	|  0.015353       	|
on_train_epoch_end                 	|  0.00034598     	|200            	|  0.069196       	|  0.0088013      	|
on_train_epoch_start               	|  0.00033517     	|200            	|  0.067034       	|  0.0085263      	|
on_train_end                       	|  0.056335       	|1              	|  0.056335       	|  0.0071655      	|
evaluation_batch_to_device         	|  0.00030781     	|139            	|  0.042785       	|  0.0054421      	|
on_after_backward                  	|  3.0768e-05     	|1000           	|  0.030768       	|  0.0039135      	|
on_pretrain_routine_start          	|  0.022676       	|1              	|  0.022676       	|  0.0028842      	|
on_before_zero_grad                	|  2.1335e-05     	|1000           	|  0.021335       	|  0.0027137      	|
on_batch_end                       	|  1.657e-05      	|1000           	|  0.01657        	|  0.0021076      	|
on_before_optimizer_step           	|  1.5445e-05     	|1000           	|  0.015445       	|  0.0019645      	|
on_before_backward                 	|  1.3879e-05     	|1000           	|  0.013879       	|  0.0017653      	|
training_step_end                  	|  1.0653e-05     	|1000           	|  0.010653       	|  0.001355       	|
on_validation_batch_end            	|  4.8243e-05     	|139            	|  0.0067057      	|  0.00085293     	|
on_validation_model_eval           	|  0.0044552      	|1              	|  0.0044552      	|  0.00056667     	|
on_validation_batch_start          	|  1.9325e-05     	|139            	|  0.0026862      	|  0.00034167     	|
on_epoch_end                       	|  1.2172e-05     	|201            	|  0.0024466      	|  0.00031119     	|
on_epoch_start                     	|  1.1644e-05     	|201            	|  0.0023404      	|  0.00029769     	|
validation_step_end                	|  9.8973e-06     	|139            	|  0.0013757      	|  0.00017498     	|
on_train_start                     	|  0.00083589     	|1              	|  0.00083589     	|  0.00010632     	|
on_validation_start                	|  0.0005746      	|1              	|  0.0005746      	|  7.3086e-05     	|
on_validation_end                  	|  0.0001674      	|1              	|  0.0001674      	|  2.1293e-05     	|
teardown                           	|  5.1612e-05     	|2              	|  0.00010322     	|  1.3129e-05     	|
on_configure_sharded_model         	|  3.0962e-05     	|2              	|  6.1924e-05     	|  7.8763e-06     	|
on_before_accelerator_backend_setup	|  3.0096e-05     	|2              	|  6.0191e-05     	|  7.656e-06      	|
setup                              	|  2.6845e-05     	|2              	|  5.3691e-05     	|  6.8291e-06     	|
on_validation_epoch_end            	|  5.3547e-05     	|1              	|  5.3547e-05     	|  6.8109e-06     	|
on_val_dataloader                  	|  1.5146e-05     	|2              	|  3.0292e-05     	|  3.853e-06      	|
on_fit_end                         	|  2.8448e-05     	|1              	|  2.8448e-05     	|  3.6184e-06     	|
on_fit_start                       	|  2.5187e-05     	|1              	|  2.5187e-05     	|  3.2036e-06     	|
configure_sharded_model            	|  1.0404e-05     	|2              	|  2.0808e-05     	|  2.6466e-06     	|
prepare_data                       	|  9.2499e-06     	|2              	|  1.85e-05       	|  2.3531e-06     	|
configure_callbacks                	|  7.5791e-06     	|2              	|  1.5158e-05     	|  1.928e-06      	|
on_pretrain_routine_end            	|  1.4815e-05     	|1              	|  1.4815e-05     	|  1.8844e-06     	|
on_validation_epoch_start          	|  1.2198e-05     	|1              	|  1.2198e-05     	|  1.5516e-06     	|
on_train_dataloader                	|  7.5158e-06     	|1              	|  7.5158e-06     	|  9.5596e-07     	|
