VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1464.1         	|  100 %          	|
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run_training_epoch                 	|  2.8145         	|500            	|  1407.2         	|  96.113         	|
run_training_batch                 	|  0.39093        	|1000           	|  390.93         	|  26.7           	|
optimizer_step_with_closure_0      	|  0.38776        	|1000           	|  387.76         	|  26.483         	|
training_step_and_backward         	|  0.28223        	|1000           	|  282.23         	|  19.276         	|
get_train_batch                    	|  0.10776        	|1500           	|  161.64         	|  11.04          	|
fetch_next_train_batch             	|  0.10772        	|1500           	|  161.59         	|  11.036         	|
model_forward                      	|  0.15258        	|1000           	|  152.58         	|  10.421         	|
training_step                      	|  0.15235        	|1000           	|  152.35         	|  10.406         	|
backward                           	|  0.12812        	|1000           	|  128.12         	|  8.7504         	|
run_validate_evaluation            	|  30.648         	|1              	|  30.648         	|  2.0932         	|
evaluation_step_and_end            	|  0.22098        	|125            	|  27.623         	|  1.8866         	|
validation_step                    	|  0.22087        	|125            	|  27.608         	|  1.8856         	|
on_train_batch_end                 	|  0.0022775      	|1000           	|  2.2775         	|  0.15555        	|
zero_grad                          	|  0.0015002      	|1000           	|  1.5002         	|  0.10247        	|
training_batch_to_device           	|  0.00060745     	|1000           	|  0.60745        	|  0.041489       	|
get_validate_batch                 	|  0.0045636      	|126            	|  0.57501        	|  0.039273       	|
fetch_next_validate_batch          	|  0.0045393      	|126            	|  0.57196        	|  0.039064       	|
on_train_epoch_end                 	|  0.0003747      	|500            	|  0.18735        	|  0.012796       	|
on_train_epoch_start               	|  0.00037027     	|500            	|  0.18514        	|  0.012645       	|
on_train_batch_start               	|  0.00011055     	|1000           	|  0.11055        	|  0.0075507      	|
on_train_end                       	|  0.053909       	|1              	|  0.053909       	|  0.0036819      	|
on_batch_start                     	|  4.5083e-05     	|1000           	|  0.045083       	|  0.0030791      	|
evaluation_batch_to_device         	|  0.00029661     	|125            	|  0.037076       	|  0.0025322      	|
on_after_backward                  	|  2.4226e-05     	|1000           	|  0.024226       	|  0.0016546      	|
on_before_zero_grad                	|  2.3928e-05     	|1000           	|  0.023928       	|  0.0016343      	|
on_pretrain_routine_start          	|  0.021919       	|1              	|  0.021919       	|  0.001497       	|
on_before_backward                 	|  1.6615e-05     	|1000           	|  0.016615       	|  0.0011348      	|
on_before_optimizer_step           	|  1.6449e-05     	|1000           	|  0.016449       	|  0.0011234      	|
on_batch_end                       	|  1.5798e-05     	|1000           	|  0.015798       	|  0.001079       	|
configure_optimizers               	|  0.0089078      	|1              	|  0.0089078      	|  0.0006084      	|
training_step_end                  	|  8.2819e-06     	|1000           	|  0.0082819      	|  0.00056564     	|
on_epoch_end                       	|  1.203e-05      	|501            	|  0.006027       	|  0.00041164     	|
on_validation_batch_end            	|  4.4363e-05     	|125            	|  0.0055453      	|  0.00037874     	|
on_epoch_start                     	|  1.0836e-05     	|501            	|  0.0054288      	|  0.00037078     	|
on_validation_model_eval           	|  0.003632       	|1              	|  0.003632       	|  0.00024806     	|
on_train_start                     	|  0.0021197      	|1              	|  0.0021197      	|  0.00014478     	|
on_validation_batch_start          	|  1.6073e-05     	|125            	|  0.0020091      	|  0.00013722     	|
validation_step_end                	|  9.3046e-06     	|125            	|  0.0011631      	|  7.9437e-05     	|
on_validation_start                	|  0.00039268     	|1              	|  0.00039268     	|  2.682e-05      	|
on_validation_end                  	|  0.00019114     	|1              	|  0.00019114     	|  1.3055e-05     	|
setup                              	|  3.1202e-05     	|2              	|  6.2404e-05     	|  4.2622e-06     	|
on_before_accelerator_backend_setup	|  2.9768e-05     	|2              	|  5.9536e-05     	|  4.0662e-06     	|
on_configure_sharded_model         	|  2.5354e-05     	|2              	|  5.0709e-05     	|  3.4634e-06     	|
teardown                           	|  2.206e-05      	|2              	|  4.412e-05      	|  3.0134e-06     	|
on_validation_epoch_end            	|  3.3423e-05     	|1              	|  3.3423e-05     	|  2.2828e-06     	|
on_fit_end                         	|  2.682e-05      	|1              	|  2.682e-05      	|  1.8318e-06     	|
on_fit_start                       	|  2.6552e-05     	|1              	|  2.6552e-05     	|  1.8135e-06     	|
configure_sharded_model            	|  9.2471e-06     	|2              	|  1.8494e-05     	|  1.2631e-06     	|
on_val_dataloader                  	|  8.4052e-06     	|2              	|  1.681e-05      	|  1.1481e-06     	|
configure_callbacks                	|  7.6853e-06     	|2              	|  1.5371e-05     	|  1.0498e-06     	|
prepare_data                       	|  7.3165e-06     	|2              	|  1.4633e-05     	|  9.9942e-07     	|
on_pretrain_routine_end            	|  1.266e-05      	|1              	|  1.266e-05      	|  8.6469e-07     	|
on_validation_epoch_start          	|  1.0137e-05     	|1              	|  1.0137e-05     	|  6.9232e-07     	|
on_train_dataloader                	|  7.3109e-06     	|1              	|  7.3109e-06     	|  4.9933e-07     	|
