VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1842.1         	|  100 %          	|
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run_training_epoch                 	|  26.374         	|63             	|  1661.6         	|  90.202         	|
run_training_batch                 	|  0.20332        	|8000           	|  1626.6         	|  88.302         	|
training_step_and_backward         	|  0.19195        	|8000           	|  1535.6         	|  83.361         	|
model_forward                      	|  0.10808        	|8000           	|  864.62         	|  46.937         	|
training_step                      	|  0.10794        	|8000           	|  863.56         	|  46.88          	|
backward                           	|  0.083686       	|8000           	|  669.49         	|  36.344         	|
optimizer_step_with_closure_0      	|  0.24987        	|1000           	|  249.87         	|  13.565         	|
run_validate_evaluation            	|  137.44         	|1              	|  137.44         	|  7.4609         	|
evaluation_step_and_end            	|  0.13544        	|1000           	|  135.44         	|  7.3528         	|
validation_step                    	|  0.13539        	|1000           	|  135.39         	|  7.35           	|
get_train_batch                    	|  0.0022697      	|8063           	|  18.301         	|  0.99349        	|
fetch_next_train_batch             	|  0.0022524      	|8063           	|  18.161         	|  0.98591        	|
on_train_batch_end                 	|  0.0010843      	|8000           	|  8.6748         	|  0.47092        	|
training_batch_to_device           	|  0.00021081     	|8000           	|  1.6865         	|  0.091553       	|
get_validate_batch                 	|  0.0014604      	|1001           	|  1.4618         	|  0.079357       	|
fetch_next_validate_batch          	|  0.0014462      	|1001           	|  1.4477         	|  0.078589       	|
zero_grad                          	|  0.0013219      	|1000           	|  1.3219         	|  0.07176        	|
on_train_batch_start               	|  9.0673e-05     	|8000           	|  0.72538        	|  0.039378       	|
evaluation_batch_to_device         	|  0.0002056      	|1000           	|  0.2056         	|  0.011161       	|
on_batch_start                     	|  1.5169e-05     	|8000           	|  0.12135        	|  0.0065879      	|
on_before_backward                 	|  1.3303e-05     	|8000           	|  0.10642        	|  0.0057772      	|
on_batch_end                       	|  1.3223e-05     	|8000           	|  0.10578        	|  0.0057425      	|
on_after_backward                  	|  1.1852e-05     	|8000           	|  0.09482        	|  0.0051474      	|
training_step_end                  	|  5.9771e-06     	|8000           	|  0.047817       	|  0.0025958      	|
on_train_end                       	|  0.025133       	|1              	|  0.025133       	|  0.0013644      	|
on_pretrain_routine_start          	|  0.022641       	|1              	|  0.022641       	|  0.0012291      	|
on_train_epoch_start               	|  0.00031016     	|63             	|  0.01954        	|  0.0010608      	|
on_validation_batch_end            	|  1.839e-05      	|1000           	|  0.01839        	|  0.00099833     	|
on_train_epoch_end                 	|  0.00028114     	|63             	|  0.017712       	|  0.00096152     	|
on_before_zero_grad                	|  1.4802e-05     	|1000           	|  0.014802       	|  0.00080357     	|
on_before_optimizer_step           	|  1.1682e-05     	|1000           	|  0.011682       	|  0.00063419     	|
on_validation_batch_start          	|  9.8952e-06     	|1000           	|  0.0098952      	|  0.00053717     	|
configure_optimizers               	|  0.0084102      	|1              	|  0.0084102      	|  0.00045656     	|
validation_step_end                	|  4.7385e-06     	|1000           	|  0.0047385      	|  0.00025724     	|
on_validation_model_eval           	|  0.0040772      	|1              	|  0.0040772      	|  0.00022134     	|
on_train_start                     	|  0.00080739     	|1              	|  0.00080739     	|  4.383e-05      	|
on_epoch_start                     	|  1.1091e-05     	|64             	|  0.00070983     	|  3.8534e-05     	|
on_epoch_end                       	|  1.0479e-05     	|64             	|  0.00067065     	|  3.6407e-05     	|
on_validation_start                	|  0.00032127     	|1              	|  0.00032127     	|  1.7441e-05     	|
on_validation_end                  	|  0.00012063     	|1              	|  0.00012063     	|  6.5483e-06     	|
setup                              	|  2.4586e-05     	|2              	|  4.9172e-05     	|  2.6694e-06     	|
on_before_accelerator_backend_setup	|  1.865e-05      	|2              	|  3.73e-05       	|  2.0249e-06     	|
on_configure_sharded_model         	|  1.7833e-05     	|2              	|  3.5667e-05     	|  1.9362e-06     	|
teardown                           	|  1.6761e-05     	|2              	|  3.3523e-05     	|  1.8198e-06     	|
on_fit_end                         	|  2.2111e-05     	|1              	|  2.2111e-05     	|  1.2003e-06     	|
on_validation_epoch_end            	|  1.7422e-05     	|1              	|  1.7422e-05     	|  9.4578e-07     	|
on_fit_start                       	|  1.7253e-05     	|1              	|  1.7253e-05     	|  9.366e-07      	|
configure_sharded_model            	|  6.9829e-06     	|2              	|  1.3966e-05     	|  7.5816e-07     	|
prepare_data                       	|  6.3974e-06     	|2              	|  1.2795e-05     	|  6.9458e-07     	|
on_val_dataloader                  	|  5.8759e-06     	|2              	|  1.1752e-05     	|  6.3797e-07     	|
configure_callbacks                	|  5.4855e-06     	|2              	|  1.0971e-05     	|  5.9557e-07     	|
on_validation_epoch_start          	|  9.9591e-06     	|1              	|  9.9591e-06     	|  5.4064e-07     	|
on_pretrain_routine_end            	|  9.8192e-06     	|1              	|  9.8192e-06     	|  5.3305e-07     	|
on_train_dataloader                	|  4.038e-06      	|1              	|  4.038e-06      	|  2.1921e-07     	|
