VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1351.2         	|  100 %          	|
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run_training_epoch                 	|  2.5827         	|500            	|  1291.3         	|  95.569         	|
run_training_batch                 	|  0.27802        	|1000           	|  278.02         	|  20.576         	|
optimizer_step_with_closure_0      	|  0.27556        	|1000           	|  275.56         	|  20.394         	|
training_step_and_backward         	|  0.20633        	|1000           	|  206.33         	|  15.27          	|
get_train_batch                    	|  0.13339        	|1500           	|  200.09         	|  14.808         	|
fetch_next_train_batch             	|  0.13335        	|1500           	|  200.03         	|  14.804         	|
model_forward                      	|  0.10735        	|1000           	|  107.35         	|  7.9447         	|
training_step                      	|  0.10714        	|1000           	|  107.14         	|  7.929          	|
backward                           	|  0.097554       	|1000           	|  97.554         	|  7.2197         	|
run_validate_evaluation            	|  31.298         	|1              	|  31.298         	|  2.3163         	|
evaluation_step_and_end            	|  0.086391       	|313            	|  27.04          	|  2.0012         	|
validation_step                    	|  0.086318       	|313            	|  27.018         	|  1.9995         	|
on_train_batch_end                 	|  0.0018382      	|1000           	|  1.8382         	|  0.13604        	|
zero_grad                          	|  0.0013851      	|1000           	|  1.3851         	|  0.10251        	|
get_validate_batch                 	|  0.0035063      	|314            	|  1.101          	|  0.081481       	|
fetch_next_validate_batch          	|  0.0034884      	|314            	|  1.0954         	|  0.081065       	|
training_batch_to_device           	|  0.00066373     	|1000           	|  0.66373        	|  0.049121       	|
on_train_epoch_end                 	|  0.00031731     	|500            	|  0.15865        	|  0.011742       	|
on_train_epoch_start               	|  0.00031385     	|500            	|  0.15693        	|  0.011614       	|
on_train_batch_start               	|  0.00011224     	|1000           	|  0.11224        	|  0.0083067      	|
evaluation_batch_to_device         	|  0.00023075     	|313            	|  0.072224       	|  0.0053451      	|
on_batch_start                     	|  4.8862e-05     	|1000           	|  0.048862       	|  0.0036162      	|
on_train_end                       	|  0.041828       	|1              	|  0.041828       	|  0.0030956      	|
on_after_backward                  	|  2.1538e-05     	|1000           	|  0.021538       	|  0.001594       	|
on_pretrain_routine_start          	|  0.021406       	|1              	|  0.021406       	|  0.0015842      	|
on_before_zero_grad                	|  2.14e-05       	|1000           	|  0.0214         	|  0.0015837      	|
on_batch_end                       	|  1.6093e-05     	|1000           	|  0.016093       	|  0.001191       	|
on_before_optimizer_step           	|  1.3416e-05     	|1000           	|  0.013416       	|  0.00099286     	|
on_before_backward                 	|  1.2578e-05     	|1000           	|  0.012578       	|  0.00093089     	|
training_step_end                  	|  9.968e-06      	|1000           	|  0.009968       	|  0.00073771     	|
configure_optimizers               	|  0.0098291      	|1              	|  0.0098291      	|  0.00072743     	|
on_validation_batch_end            	|  2.5745e-05     	|313            	|  0.0080582      	|  0.00059637     	|
on_epoch_end                       	|  1.1894e-05     	|501            	|  0.0059589      	|  0.000441       	|
on_epoch_start                     	|  1.1116e-05     	|501            	|  0.0055689      	|  0.00041214     	|
on_validation_batch_start          	|  1.2765e-05     	|313            	|  0.0039954      	|  0.00029569     	|
on_validation_model_eval           	|  0.0038269      	|1              	|  0.0038269      	|  0.00028322     	|
validation_step_end                	|  6.2917e-06     	|313            	|  0.0019693      	|  0.00014574     	|
on_train_start                     	|  0.0010513      	|1              	|  0.0010513      	|  7.7803e-05     	|
on_validation_start                	|  0.00048671     	|1              	|  0.00048671     	|  3.6021e-05     	|
on_validation_end                  	|  0.0001339      	|1              	|  0.0001339      	|  9.9096e-06     	|
teardown                           	|  4.6642e-05     	|2              	|  9.3283e-05     	|  6.9036e-06     	|
on_fit_end                         	|  6.6428e-05     	|1              	|  6.6428e-05     	|  4.9161e-06     	|
setup                              	|  2.8779e-05     	|2              	|  5.7558e-05     	|  4.2597e-06     	|
on_configure_sharded_model         	|  2.5217e-05     	|2              	|  5.0435e-05     	|  3.7326e-06     	|
on_before_accelerator_backend_setup	|  2.4651e-05     	|2              	|  4.9302e-05     	|  3.6487e-06     	|
on_fit_start                       	|  4.4595e-05     	|1              	|  4.4595e-05     	|  3.3004e-06     	|
on_validation_epoch_end            	|  3.4524e-05     	|1              	|  3.4524e-05     	|  2.555e-06      	|
prepare_data                       	|  1.014e-05      	|2              	|  2.028e-05      	|  1.5009e-06     	|
configure_callbacks                	|  8.2981e-06     	|2              	|  1.6596e-05     	|  1.2282e-06     	|
on_pretrain_routine_end            	|  1.5933e-05     	|1              	|  1.5933e-05     	|  1.1792e-06     	|
configure_sharded_model            	|  7.798e-06      	|2              	|  1.5596e-05     	|  1.1542e-06     	|
on_val_dataloader                  	|  7.7728e-06     	|2              	|  1.5546e-05     	|  1.1505e-06     	|
on_validation_epoch_start          	|  9.3952e-06     	|1              	|  9.3952e-06     	|  6.9531e-07     	|
on_train_dataloader                	|  7.4804e-06     	|1              	|  7.4804e-06     	|  5.536e-07      	|
