VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1331.1         	|  100 %          	|
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run_training_epoch                 	|  2.5877         	|500            	|  1293.9         	|  97.205         	|
run_training_batch                 	|  0.28133        	|1000           	|  281.33         	|  21.136         	|
optimizer_step_with_closure_0      	|  0.27776        	|1000           	|  277.76         	|  20.867         	|
training_step_and_backward         	|  0.21101        	|1000           	|  211.01         	|  15.852         	|
get_train_batch                    	|  0.13694        	|1500           	|  205.41         	|  15.432         	|
fetch_next_train_batch             	|  0.13689        	|1500           	|  205.34         	|  15.427         	|
model_forward                      	|  0.11168        	|1000           	|  111.68         	|  8.3905         	|
training_step                      	|  0.11144        	|1000           	|  111.44         	|  8.3722         	|
backward                           	|  0.097736       	|1000           	|  97.736         	|  7.3426         	|
run_validate_evaluation            	|  7.8432         	|1              	|  7.8432         	|  0.58924        	|
evaluation_step_and_end            	|  0.099958       	|48             	|  4.798          	|  0.36046        	|
validation_step                    	|  0.099843       	|48             	|  4.7925         	|  0.36005        	|
on_train_batch_end                 	|  0.0023041      	|1000           	|  2.3041         	|  0.1731         	|
zero_grad                          	|  0.0015409      	|1000           	|  1.5409         	|  0.11576        	|
get_validate_batch                 	|  0.01614        	|49             	|  0.79088        	|  0.059417       	|
fetch_next_validate_batch          	|  0.016117       	|49             	|  0.78972        	|  0.059329       	|
training_batch_to_device           	|  0.00076487     	|1000           	|  0.76487        	|  0.057463       	|
on_train_epoch_end                 	|  0.0003239      	|500            	|  0.16195        	|  0.012167       	|
on_train_epoch_start               	|  0.00032316     	|500            	|  0.16158        	|  0.012139       	|
on_train_batch_start               	|  0.00011367     	|1000           	|  0.11367        	|  0.0085394      	|
on_batch_start                     	|  5.4662e-05     	|1000           	|  0.054662       	|  0.0041066      	|
on_train_end                       	|  0.050294       	|1              	|  0.050294       	|  0.0037785      	|
on_after_backward                  	|  2.6654e-05     	|1000           	|  0.026654       	|  0.0020025      	|
configure_optimizers               	|  0.025454       	|1              	|  0.025454       	|  0.0019123      	|
on_before_zero_grad                	|  2.5016e-05     	|1000           	|  0.025016       	|  0.0018794      	|
on_pretrain_routine_start          	|  0.022668       	|1              	|  0.022668       	|  0.001703       	|
on_before_backward                 	|  1.7406e-05     	|1000           	|  0.017406       	|  0.0013076      	|
on_batch_end                       	|  1.7149e-05     	|1000           	|  0.017149       	|  0.0012883      	|
on_before_optimizer_step           	|  1.6692e-05     	|1000           	|  0.016692       	|  0.001254       	|
evaluation_batch_to_device         	|  0.00027415     	|48             	|  0.013159       	|  0.00098862     	|
training_step_end                  	|  1.2941e-05     	|1000           	|  0.012941       	|  0.00097221     	|
on_epoch_end                       	|  1.1875e-05     	|501            	|  0.0059494      	|  0.00044696     	|
on_epoch_start                     	|  1.1481e-05     	|501            	|  0.0057522      	|  0.00043214     	|
on_validation_model_eval           	|  0.0038272      	|1              	|  0.0038272      	|  0.00028753     	|
on_validation_batch_end            	|  3.9644e-05     	|48             	|  0.0019029      	|  0.00014296     	|
on_train_start                     	|  0.001059       	|1              	|  0.001059       	|  7.9558e-05     	|
on_validation_batch_start          	|  1.7853e-05     	|48             	|  0.00085693     	|  6.4379e-05     	|
on_validation_start                	|  0.00047598     	|1              	|  0.00047598     	|  3.5759e-05     	|
validation_step_end                	|  9.5133e-06     	|48             	|  0.00045664     	|  3.4306e-05     	|
on_validation_end                  	|  0.00017373     	|1              	|  0.00017373     	|  1.3052e-05     	|
on_fit_end                         	|  6.0169e-05     	|1              	|  6.0169e-05     	|  4.5203e-06     	|
on_configure_sharded_model         	|  2.5467e-05     	|2              	|  5.0934e-05     	|  3.8265e-06     	|
on_before_accelerator_backend_setup	|  2.5454e-05     	|2              	|  5.0908e-05     	|  3.8246e-06     	|
teardown                           	|  2.5122e-05     	|2              	|  5.0245e-05     	|  3.7748e-06     	|
setup                              	|  2.3275e-05     	|2              	|  4.6549e-05     	|  3.4971e-06     	|
on_fit_start                       	|  4.2133e-05     	|1              	|  4.2133e-05     	|  3.1653e-06     	|
on_validation_epoch_end            	|  2.7345e-05     	|1              	|  2.7345e-05     	|  2.0544e-06     	|
on_val_dataloader                  	|  9.1735e-06     	|2              	|  1.8347e-05     	|  1.3784e-06     	|
configure_sharded_model            	|  8.4387e-06     	|2              	|  1.6877e-05     	|  1.268e-06      	|
configure_callbacks                	|  8.2934e-06     	|2              	|  1.6587e-05     	|  1.2461e-06     	|
prepare_data                       	|  7.3574e-06     	|2              	|  1.4715e-05     	|  1.1055e-06     	|
on_pretrain_routine_end            	|  1.2852e-05     	|1              	|  1.2852e-05     	|  9.6555e-07     	|
on_validation_epoch_start          	|  1.0889e-05     	|1              	|  1.0889e-05     	|  8.1806e-07     	|
on_train_dataloader                	|  8.123e-06      	|1              	|  8.123e-06      	|  6.1026e-07     	|
