VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1887.8         	|  100 %          	|
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run_training_epoch                 	|  3.4117         	|500            	|  1705.9         	|  90.363         	|
run_training_batch                 	|  0.20229        	|8000           	|  1618.3         	|  85.728         	|
training_step_and_backward         	|  0.19072        	|8000           	|  1525.8         	|  80.825         	|
model_forward                      	|  0.10811        	|8000           	|  864.86         	|  45.814         	|
training_step                      	|  0.10797        	|8000           	|  863.76         	|  45.755         	|
backward                           	|  0.082429       	|8000           	|  659.43         	|  34.932         	|
optimizer_step_with_closure_0      	|  0.24863        	|1000           	|  248.63         	|  13.171         	|
run_validate_evaluation            	|  138.01         	|1              	|  138.01         	|  7.311          	|
evaluation_step_and_end            	|  0.13601        	|1000           	|  136.01         	|  7.2048         	|
validation_step                    	|  0.13596        	|1000           	|  135.96         	|  7.2022         	|
get_train_batch                    	|  0.0067847      	|8500           	|  57.67          	|  3.0549         	|
fetch_next_train_batch             	|  0.006766       	|8500           	|  57.511         	|  3.0465         	|
on_train_batch_end                 	|  0.0010993      	|8000           	|  8.7946         	|  0.46587        	|
training_batch_to_device           	|  0.00023609     	|8000           	|  1.8887         	|  0.10005        	|
get_validate_batch                 	|  0.001464       	|1001           	|  1.4655         	|  0.077629       	|
fetch_next_validate_batch          	|  0.0014506      	|1001           	|  1.452          	|  0.076917       	|
zero_grad                          	|  0.001355       	|1000           	|  1.355          	|  0.071778       	|
on_train_batch_start               	|  9.1767e-05     	|8000           	|  0.73414        	|  0.038889       	|
evaluation_batch_to_device         	|  0.00020886     	|1000           	|  0.20886        	|  0.011064       	|
on_train_epoch_start               	|  0.00028777     	|500            	|  0.14389        	|  0.007622       	|
on_batch_start                     	|  1.6681e-05     	|8000           	|  0.13345        	|  0.0070692      	|
on_train_epoch_end                 	|  0.00026288     	|500            	|  0.13144        	|  0.0069626      	|
on_before_backward                 	|  1.323e-05      	|8000           	|  0.10584        	|  0.0056064      	|
on_batch_end                       	|  1.2861e-05     	|8000           	|  0.10289        	|  0.0054503      	|
on_after_backward                  	|  1.2119e-05     	|8000           	|  0.096952       	|  0.0051358      	|
training_step_end                  	|  6.176e-06      	|8000           	|  0.049408       	|  0.0026173      	|
on_train_end                       	|  0.024051       	|1              	|  0.024051       	|  0.001274       	|
on_pretrain_routine_start          	|  0.022637       	|1              	|  0.022637       	|  0.0011991      	|
on_before_zero_grad                	|  2.0796e-05     	|1000           	|  0.020796       	|  0.0011016      	|
on_validation_batch_end            	|  1.8637e-05     	|1000           	|  0.018637       	|  0.00098722     	|
on_before_optimizer_step           	|  1.3395e-05     	|1000           	|  0.013395       	|  0.00070956     	|
on_validation_batch_start          	|  9.7021e-06     	|1000           	|  0.0097021      	|  0.00051394     	|
configure_optimizers               	|  0.0081705      	|1              	|  0.0081705      	|  0.00043281     	|
on_epoch_start                     	|  1.059e-05      	|501            	|  0.0053054      	|  0.00028104     	|
on_epoch_end                       	|  1.0343e-05     	|501            	|  0.0051819      	|  0.0002745      	|
validation_step_end                	|  4.7162e-06     	|1000           	|  0.0047162      	|  0.00024983     	|
on_validation_model_eval           	|  0.0044062      	|1              	|  0.0044062      	|  0.00023341     	|
on_train_start                     	|  0.00070078     	|1              	|  0.00070078     	|  3.7122e-05     	|
on_validation_start                	|  0.00032842     	|1              	|  0.00032842     	|  1.7397e-05     	|
on_validation_end                  	|  0.00011132     	|1              	|  0.00011132     	|  5.8968e-06     	|
setup                              	|  2.0729e-05     	|2              	|  4.1457e-05     	|  2.1961e-06     	|
on_before_accelerator_backend_setup	|  1.8554e-05     	|2              	|  3.7109e-05     	|  1.9658e-06     	|
teardown                           	|  1.6495e-05     	|2              	|  3.2991e-05     	|  1.7476e-06     	|
on_configure_sharded_model         	|  1.5995e-05     	|2              	|  3.1989e-05     	|  1.6945e-06     	|
on_fit_end                         	|  2.2692e-05     	|1              	|  2.2692e-05     	|  1.202e-06      	|
on_validation_epoch_end            	|  1.8515e-05     	|1              	|  1.8515e-05     	|  9.8078e-07     	|
on_fit_start                       	|  1.6952e-05     	|1              	|  1.6952e-05     	|  8.9799e-07     	|
prepare_data                       	|  6.668e-06      	|2              	|  1.3336e-05     	|  7.0644e-07     	|
on_val_dataloader                  	|  6.1965e-06     	|2              	|  1.2393e-05     	|  6.5649e-07     	|
configure_sharded_model            	|  5.656e-06      	|2              	|  1.1312e-05     	|  5.9923e-07     	|
configure_callbacks                	|  5.2645e-06     	|2              	|  1.0529e-05     	|  5.5775e-07     	|
on_pretrain_routine_end            	|  1.027e-05      	|1              	|  1.027e-05      	|  5.4403e-07     	|
on_validation_epoch_start          	|  9.578e-06      	|1              	|  9.578e-06      	|  5.0737e-07     	|
on_train_dataloader                	|  4.017e-06      	|1              	|  4.017e-06      	|  2.1279e-07     	|
