VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1359.2         	|  100 %          	|
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run_training_epoch                 	|  2.5963         	|500            	|  1298.2         	|  95.512         	|
run_training_batch                 	|  0.25704        	|1000           	|  257.04         	|  18.912         	|
optimizer_step_with_closure_0      	|  0.25326        	|1000           	|  253.26         	|  18.633         	|
get_train_batch                    	|  0.14131        	|1500           	|  211.96         	|  15.595         	|
fetch_next_train_batch             	|  0.14127        	|1500           	|  211.9          	|  15.591         	|
training_step_and_backward         	|  0.19116        	|1000           	|  191.16         	|  14.064         	|
model_forward                      	|  0.097786       	|1000           	|  97.786         	|  7.1946         	|
training_step                      	|  0.097559       	|1000           	|  97.559         	|  7.1779         	|
backward                           	|  0.091998       	|1000           	|  91.998         	|  6.7687         	|
run_validate_evaluation            	|  30.665         	|1              	|  30.665         	|  2.2561         	|
evaluation_step_and_end            	|  0.084175       	|313            	|  26.347         	|  1.9384         	|
validation_step                    	|  0.084112       	|313            	|  26.327         	|  1.937          	|
on_train_batch_end                 	|  0.0019227      	|1000           	|  1.9227         	|  0.14146        	|
zero_grad                          	|  0.0013341      	|1000           	|  1.3341         	|  0.098157       	|
get_validate_batch                 	|  0.0034694      	|314            	|  1.0894         	|  0.08015        	|
fetch_next_validate_batch          	|  0.0034532      	|314            	|  1.0843         	|  0.079777       	|
training_batch_to_device           	|  0.00075311     	|1000           	|  0.75311        	|  0.055409       	|
on_train_epoch_start               	|  0.0003564      	|500            	|  0.1782         	|  0.013111       	|
on_train_epoch_end                 	|  0.00031347     	|500            	|  0.15674        	|  0.011532       	|
on_train_batch_start               	|  0.00011239     	|1000           	|  0.11239        	|  0.0082693      	|
evaluation_batch_to_device         	|  0.00022931     	|313            	|  0.071774       	|  0.0052807      	|
on_batch_start                     	|  5.1611e-05     	|1000           	|  0.051611       	|  0.0037972      	|
on_train_end                       	|  0.041251       	|1              	|  0.041251       	|  0.003035       	|
on_batch_end                       	|  3.1158e-05     	|1000           	|  0.031158       	|  0.0022924      	|
on_before_zero_grad                	|  2.1656e-05     	|1000           	|  0.021656       	|  0.0015933      	|
on_pretrain_routine_start          	|  0.021462       	|1              	|  0.021462       	|  0.0015791      	|
on_after_backward                  	|  1.6355e-05     	|1000           	|  0.016355       	|  0.0012033      	|
on_before_optimizer_step           	|  1.2888e-05     	|1000           	|  0.012888       	|  0.00094821     	|
configure_optimizers               	|  0.012749       	|1              	|  0.012749       	|  0.00093802     	|
on_before_backward                 	|  1.2045e-05     	|1000           	|  0.012045       	|  0.00088617     	|
training_step_end                  	|  7.8117e-06     	|1000           	|  0.0078117      	|  0.00057474     	|
on_validation_batch_end            	|  2.1941e-05     	|313            	|  0.0068674      	|  0.00050527     	|
on_epoch_end                       	|  1.1366e-05     	|501            	|  0.0056941      	|  0.00041894     	|
on_epoch_start                     	|  1.0342e-05     	|501            	|  0.0051814      	|  0.00038122     	|
on_validation_model_eval           	|  0.0039029      	|1              	|  0.0039029      	|  0.00028715     	|
on_validation_batch_start          	|  1.1438e-05     	|313            	|  0.00358        	|  0.0002634      	|
validation_step_end                	|  5.4285e-06     	|313            	|  0.0016991      	|  0.00012501     	|
on_train_start                     	|  0.0010499      	|1              	|  0.0010499      	|  7.7243e-05     	|
on_validation_start                	|  0.00048387     	|1              	|  0.00048387     	|  3.5601e-05     	|
on_validation_end                  	|  0.00013877     	|1              	|  0.00013877     	|  1.021e-05      	|
on_fit_end                         	|  6.4559e-05     	|1              	|  6.4559e-05     	|  4.7499e-06     	|
on_before_accelerator_backend_setup	|  2.5199e-05     	|2              	|  5.0398e-05     	|  3.708e-06      	|
setup                              	|  2.2611e-05     	|2              	|  4.5221e-05     	|  3.3271e-06     	|
on_fit_start                       	|  4.4845e-05     	|1              	|  4.4845e-05     	|  3.2994e-06     	|
teardown                           	|  2.1517e-05     	|2              	|  4.3035e-05     	|  3.1662e-06     	|
on_configure_sharded_model         	|  2.1402e-05     	|2              	|  4.2804e-05     	|  3.1492e-06     	|
on_validation_epoch_end            	|  3.07e-05       	|1              	|  3.07e-05       	|  2.2587e-06     	|
configure_sharded_model            	|  1.1509e-05     	|2              	|  2.3019e-05     	|  1.6936e-06     	|
prepare_data                       	|  8.3158e-06     	|2              	|  1.6632e-05     	|  1.2237e-06     	|
on_val_dataloader                  	|  7.6508e-06     	|2              	|  1.5302e-05     	|  1.1258e-06     	|
configure_callbacks                	|  7.5884e-06     	|2              	|  1.5177e-05     	|  1.1166e-06     	|
on_pretrain_routine_end            	|  1.1923e-05     	|1              	|  1.1923e-05     	|  8.7721e-07     	|
on_validation_epoch_start          	|  9.8534e-06     	|1              	|  9.8534e-06     	|  7.2496e-07     	|
on_train_dataloader                	|  5.9176e-06     	|1              	|  5.9176e-06     	|  4.3539e-07     	|
