VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  441.48         	|  100 %          	|
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run_training_epoch                 	|  5.207          	|63             	|  328.04         	|  74.305         	|
run_training_batch                 	|  0.30477        	|1000           	|  304.77         	|  69.033         	|
optimizer_step_with_closure_0      	|  0.30205        	|1000           	|  302.05         	|  68.417         	|
training_step_and_backward         	|  0.22657        	|1000           	|  226.57         	|  51.32          	|
model_forward                      	|  0.14015        	|1000           	|  140.15         	|  31.745         	|
training_step                      	|  0.14001        	|1000           	|  140.01         	|  31.713         	|
backward                           	|  0.085106       	|1000           	|  85.106         	|  19.277         	|
run_validate_evaluation            	|  70.325         	|1              	|  70.325         	|  15.929         	|
evaluation_step_and_end            	|  0.21949        	|313            	|  68.701         	|  15.562         	|
validation_step                    	|  0.21944        	|313            	|  68.685         	|  15.558         	|
get_train_batch                    	|  0.0074304      	|1063           	|  7.8985         	|  1.7891         	|
fetch_next_train_batch             	|  0.0074115      	|1063           	|  7.8784         	|  1.7845         	|
zero_grad                          	|  0.001291       	|1000           	|  1.291          	|  0.29242        	|
on_train_batch_end                 	|  0.0011921      	|1000           	|  1.1921         	|  0.27001        	|
get_validate_batch                 	|  0.0018885      	|314            	|  0.593          	|  0.13432        	|
fetch_next_validate_batch          	|  0.0018747      	|314            	|  0.58864        	|  0.13333        	|
training_batch_to_device           	|  0.00022114     	|1000           	|  0.22114        	|  0.050091       	|
on_train_batch_start               	|  9.2338e-05     	|1000           	|  0.092338       	|  0.020916       	|
evaluation_batch_to_device         	|  0.00022313     	|313            	|  0.069838       	|  0.015819       	|
on_train_end                       	|  0.024971       	|1              	|  0.024971       	|  0.0056562      	|
on_pretrain_routine_start          	|  0.022577       	|1              	|  0.022577       	|  0.005114       	|
on_train_epoch_end                 	|  0.00029343     	|63             	|  0.018486       	|  0.0041872      	|
on_train_epoch_start               	|  0.00028618     	|63             	|  0.018029       	|  0.0040838      	|
on_batch_start                     	|  1.6666e-05     	|1000           	|  0.016666       	|  0.0037751      	|
on_before_zero_grad                	|  1.4183e-05     	|1000           	|  0.014183       	|  0.0032125      	|
on_batch_end                       	|  1.3252e-05     	|1000           	|  0.013252       	|  0.0030017      	|
on_after_backward                  	|  1.0966e-05     	|1000           	|  0.010966       	|  0.0024839      	|
on_before_backward                 	|  1.0335e-05     	|1000           	|  0.010335       	|  0.0023411      	|
on_before_optimizer_step           	|  1.0259e-05     	|1000           	|  0.010259       	|  0.0023237      	|
configure_optimizers               	|  0.0082509      	|1              	|  0.0082509      	|  0.0018689      	|
on_validation_batch_end            	|  1.9999e-05     	|313            	|  0.0062596      	|  0.0014179      	|
training_step_end                  	|  5.8556e-06     	|1000           	|  0.0058556      	|  0.0013264      	|
on_validation_model_eval           	|  0.004373       	|1              	|  0.004373       	|  0.00099054     	|
on_validation_batch_start          	|  9.8368e-06     	|313            	|  0.0030789      	|  0.0006974      	|
validation_step_end                	|  4.8694e-06     	|313            	|  0.0015241      	|  0.00034523     	|
on_train_start                     	|  0.00073252     	|1              	|  0.00073252     	|  0.00016592     	|
on_epoch_end                       	|  1.0784e-05     	|64             	|  0.00069015     	|  0.00015633     	|
on_epoch_start                     	|  1.0551e-05     	|64             	|  0.00067529     	|  0.00015296     	|
on_validation_start                	|  0.00033949     	|1              	|  0.00033949     	|  7.6897e-05     	|
on_validation_end                  	|  0.0001067      	|1              	|  0.0001067      	|  2.4169e-05     	|
on_before_accelerator_backend_setup	|  1.7683e-05     	|2              	|  3.5366e-05     	|  8.0108e-06     	|
on_validation_epoch_end            	|  3.4524e-05     	|1              	|  3.4524e-05     	|  7.8201e-06     	|
teardown                           	|  1.5509e-05     	|2              	|  3.1018e-05     	|  7.0259e-06     	|
on_configure_sharded_model         	|  1.4107e-05     	|2              	|  2.8213e-05     	|  6.3906e-06     	|
setup                              	|  1.3861e-05     	|2              	|  2.7722e-05     	|  6.2793e-06     	|
on_fit_end                         	|  2.128e-05      	|1              	|  2.128e-05      	|  4.8202e-06     	|
on_fit_start                       	|  1.6601e-05     	|1              	|  1.6601e-05     	|  3.7603e-06     	|
on_val_dataloader                  	|  6.2815e-06     	|2              	|  1.2563e-05     	|  2.8457e-06     	|
prepare_data                       	|  5.816e-06      	|2              	|  1.1632e-05     	|  2.6348e-06     	|
on_pretrain_routine_end            	|  1.049e-05      	|1              	|  1.049e-05      	|  2.3761e-06     	|
configure_sharded_model            	|  4.8535e-06     	|2              	|  9.7069e-06     	|  2.1987e-06     	|
configure_callbacks                	|  4.789e-06      	|2              	|  9.5781e-06     	|  2.1695e-06     	|
on_validation_epoch_start          	|  9.1981e-06     	|1              	|  9.1981e-06     	|  2.0835e-06     	|
on_train_dataloader                	|  4.488e-06      	|1              	|  4.488e-06      	|  1.0166e-06     	|
