VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  571.05         	|  100 %          	|
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run_training_epoch                 	|  0.91489        	|500            	|  457.45         	|  80.106         	|
run_training_batch                 	|  0.30687        	|1000           	|  306.87         	|  53.737         	|
optimizer_step_with_closure_0      	|  0.30422        	|1000           	|  304.22         	|  53.274         	|
training_step_and_backward         	|  0.2293         	|1000           	|  229.3          	|  40.154         	|
model_forward                      	|  0.14196        	|1000           	|  141.96         	|  24.859         	|
training_step                      	|  0.14179        	|1000           	|  141.79         	|  24.83          	|
backward                           	|  0.085992       	|1000           	|  85.992         	|  15.059         	|
run_validate_evaluation            	|  70.338         	|1              	|  70.338         	|  12.317         	|
evaluation_step_and_end            	|  0.21965        	|313            	|  68.749         	|  12.039         	|
validation_step                    	|  0.21959        	|313            	|  68.733         	|  12.036         	|
get_train_batch                    	|  0.028616       	|1500           	|  42.924         	|  7.5166         	|
fetch_next_train_batch             	|  0.028582       	|1500           	|  42.874         	|  7.5078         	|
on_train_batch_end                 	|  0.0013264      	|1000           	|  1.3264         	|  0.23228        	|
zero_grad                          	|  0.0013235      	|1000           	|  1.3235         	|  0.23177        	|
training_batch_to_device           	|  0.0005865      	|1000           	|  0.5865         	|  0.1027         	|
get_validate_batch                 	|  0.0017964      	|314            	|  0.56408        	|  0.098779       	|
fetch_next_validate_batch          	|  0.0017831      	|314            	|  0.55988        	|  0.098043       	|
on_train_epoch_start               	|  0.00028738     	|500            	|  0.14369        	|  0.025163       	|
on_train_epoch_end                 	|  0.00026953     	|500            	|  0.13476        	|  0.023599       	|
on_train_batch_start               	|  0.00010825     	|1000           	|  0.10825        	|  0.018956       	|
evaluation_batch_to_device         	|  0.00021813     	|313            	|  0.068275       	|  0.011956       	|
on_batch_start                     	|  3.4547e-05     	|1000           	|  0.034547       	|  0.0060497      	|
on_train_end                       	|  0.024389       	|1              	|  0.024389       	|  0.0042708      	|
on_pretrain_routine_start          	|  0.022789       	|1              	|  0.022789       	|  0.0039907      	|
on_before_zero_grad                	|  2.117e-05      	|1000           	|  0.02117        	|  0.0037072      	|
on_batch_end                       	|  1.3559e-05     	|1000           	|  0.013559       	|  0.0023744      	|
on_before_optimizer_step           	|  1.2023e-05     	|1000           	|  0.012023       	|  0.0021055      	|
on_after_backward                  	|  1.1193e-05     	|1000           	|  0.011193       	|  0.0019601      	|
on_before_backward                 	|  1.0879e-05     	|1000           	|  0.010879       	|  0.001905       	|
configure_optimizers               	|  0.0083205      	|1              	|  0.0083205      	|  0.0014571      	|
training_step_end                  	|  7.7586e-06     	|1000           	|  0.0077586      	|  0.0013586      	|
on_validation_batch_end            	|  1.8654e-05     	|313            	|  0.0058388      	|  0.0010225      	|
on_epoch_end                       	|  1.1077e-05     	|501            	|  0.0055497      	|  0.00097183     	|
on_epoch_start                     	|  1.0666e-05     	|501            	|  0.0053437      	|  0.00093575     	|
on_validation_model_eval           	|  0.0039686      	|1              	|  0.0039686      	|  0.00069496     	|
on_validation_batch_start          	|  9.9951e-06     	|313            	|  0.0031285      	|  0.00054784     	|
validation_step_end                	|  4.594e-06      	|313            	|  0.0014379      	|  0.0002518      	|
on_train_start                     	|  0.0007095      	|1              	|  0.0007095      	|  0.00012424     	|
on_validation_start                	|  0.00033482     	|1              	|  0.00033482     	|  5.8631e-05     	|
on_validation_end                  	|  0.00011192     	|1              	|  0.00011192     	|  1.9599e-05     	|
on_before_accelerator_backend_setup	|  1.8199e-05     	|2              	|  3.6399e-05     	|  6.374e-06      	|
on_validation_epoch_end            	|  3.2401e-05     	|1              	|  3.2401e-05     	|  5.6739e-06     	|
teardown                           	|  1.6056e-05     	|2              	|  3.2111e-05     	|  5.6231e-06     	|
setup                              	|  1.4863e-05     	|2              	|  2.9726e-05     	|  5.2055e-06     	|
on_configure_sharded_model         	|  1.4032e-05     	|2              	|  2.8063e-05     	|  4.9143e-06     	|
on_fit_end                         	|  2.3664e-05     	|1              	|  2.3664e-05     	|  4.1439e-06     	|
on_fit_start                       	|  1.6391e-05     	|1              	|  1.6391e-05     	|  2.8703e-06     	|
on_val_dataloader                  	|  5.7355e-06     	|2              	|  1.1471e-05     	|  2.0087e-06     	|
prepare_data                       	|  5.3e-06        	|2              	|  1.06e-05       	|  1.8562e-06     	|
on_pretrain_routine_end            	|  1.0569e-05     	|1              	|  1.0569e-05     	|  1.8508e-06     	|
configure_sharded_model            	|  4.869e-06      	|2              	|  9.738e-06      	|  1.7053e-06     	|
configure_callbacks                	|  4.7135e-06     	|2              	|  9.427e-06      	|  1.6508e-06     	|
on_validation_epoch_start          	|  8.9359e-06     	|1              	|  8.9359e-06     	|  1.5648e-06     	|
on_train_dataloader                	|  4.568e-06      	|1              	|  4.568e-06      	|  7.9993e-07     	|
