VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  545.42         	|  100 %          	|
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run_training_epoch                 	|  0.86386        	|500            	|  431.93         	|  79.191         	|
run_training_batch                 	|  0.28104        	|1000           	|  281.04         	|  51.528         	|
optimizer_step_with_closure_0      	|  0.27841        	|1000           	|  278.41         	|  51.044         	|
training_step_and_backward         	|  0.21384        	|1000           	|  213.84         	|  39.207         	|
model_forward                      	|  0.12649        	|1000           	|  126.49         	|  23.19          	|
training_step                      	|  0.12632        	|1000           	|  126.32         	|  23.16          	|
backward                           	|  0.085913       	|1000           	|  85.913         	|  15.752         	|
run_validate_evaluation            	|  70.634         	|1              	|  70.634         	|  12.95          	|
evaluation_step_and_end            	|  0.22038        	|313            	|  68.978         	|  12.647         	|
validation_step                    	|  0.22032        	|313            	|  68.96          	|  12.643         	|
get_train_batch                    	|  0.028519       	|1500           	|  42.779         	|  7.8432         	|
fetch_next_train_batch             	|  0.028485       	|1500           	|  42.728         	|  7.8338         	|
zero_grad                          	|  0.0014114      	|1000           	|  1.4114         	|  0.25877        	|
on_train_batch_end                 	|  0.0013072      	|1000           	|  1.3072         	|  0.23967        	|
get_validate_batch                 	|  0.0019408      	|314            	|  0.6094         	|  0.11173        	|
fetch_next_validate_batch          	|  0.0019264      	|314            	|  0.60488        	|  0.1109         	|
training_batch_to_device           	|  0.00059719     	|1000           	|  0.59719        	|  0.10949        	|
on_train_epoch_end                 	|  0.00027456     	|500            	|  0.13728        	|  0.025169       	|
on_train_epoch_start               	|  0.00026913     	|500            	|  0.13457        	|  0.024672       	|
on_train_batch_start               	|  0.0001082      	|1000           	|  0.1082         	|  0.019838       	|
evaluation_batch_to_device         	|  0.00023044     	|313            	|  0.072127       	|  0.013224       	|
on_batch_start                     	|  3.5977e-05     	|1000           	|  0.035977       	|  0.0065962      	|
on_train_end                       	|  0.024217       	|1              	|  0.024217       	|  0.0044399      	|
on_pretrain_routine_start          	|  0.022944       	|1              	|  0.022944       	|  0.0042066      	|
on_before_zero_grad                	|  2.1035e-05     	|1000           	|  0.021035       	|  0.0038567      	|
on_batch_end                       	|  1.3279e-05     	|1000           	|  0.013279       	|  0.0024346      	|
on_before_optimizer_step           	|  1.1664e-05     	|1000           	|  0.011664       	|  0.0021386      	|
on_after_backward                  	|  1.073e-05      	|1000           	|  0.01073        	|  0.0019673      	|
on_before_backward                 	|  1.0462e-05     	|1000           	|  0.010462       	|  0.0019182      	|
configure_optimizers               	|  0.0084102      	|1              	|  0.0084102      	|  0.0015419      	|
training_step_end                  	|  7.7117e-06     	|1000           	|  0.0077117      	|  0.0014139      	|
on_validation_batch_end            	|  2.1278e-05     	|313            	|  0.00666        	|  0.0012211      	|
on_epoch_start                     	|  1.0786e-05     	|501            	|  0.0054038      	|  0.00099075     	|
on_epoch_end                       	|  1.053e-05      	|501            	|  0.0052757      	|  0.00096727     	|
on_validation_model_eval           	|  0.0043917      	|1              	|  0.0043917      	|  0.00080519     	|
on_validation_batch_start          	|  1.0229e-05     	|313            	|  0.0032016      	|  0.00058698     	|
validation_step_end                	|  5.3485e-06     	|313            	|  0.0016741      	|  0.00030693     	|
on_train_start                     	|  0.00072749     	|1              	|  0.00072749     	|  0.00013338     	|
on_validation_start                	|  0.00033066     	|1              	|  0.00033066     	|  6.0624e-05     	|
on_validation_end                  	|  0.0001028      	|1              	|  0.0001028      	|  1.8848e-05     	|
on_before_accelerator_backend_setup	|  2.141e-05      	|2              	|  4.282e-05      	|  7.8508e-06     	|
on_validation_epoch_end            	|  3.4494e-05     	|1              	|  3.4494e-05     	|  6.3242e-06     	|
teardown                           	|  1.6009e-05     	|2              	|  3.2019e-05     	|  5.8705e-06     	|
setup                              	|  1.5439e-05     	|2              	|  3.0878e-05     	|  5.6613e-06     	|
on_configure_sharded_model         	|  1.4221e-05     	|2              	|  2.8443e-05     	|  5.2148e-06     	|
on_fit_end                         	|  2.2042e-05     	|1              	|  2.2042e-05     	|  4.0412e-06     	|
on_fit_start                       	|  1.7443e-05     	|1              	|  1.7443e-05     	|  3.1981e-06     	|
on_val_dataloader                  	|  6.3665e-06     	|2              	|  1.2733e-05     	|  2.3345e-06     	|
prepare_data                       	|  6.317e-06      	|2              	|  1.2634e-05     	|  2.3164e-06     	|
configure_sharded_model            	|  5.721e-06      	|2              	|  1.1442e-05     	|  2.0978e-06     	|
on_pretrain_routine_end            	|  9.7081e-06     	|1              	|  9.7081e-06     	|  1.7799e-06     	|
configure_callbacks                	|  4.849e-06      	|2              	|  9.6981e-06     	|  1.7781e-06     	|
on_validation_epoch_start          	|  9.318e-06      	|1              	|  9.318e-06      	|  1.7084e-06     	|
on_train_dataloader                	|  4.689e-06      	|1              	|  4.689e-06      	|  8.5969e-07     	|
