VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  444.22         	|  100 %          	|
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run_training_epoch                 	|  6.4893         	|63             	|  408.83         	|  92.032         	|
run_training_batch                 	|  0.29161        	|1000           	|  291.61         	|  65.644         	|
optimizer_step_with_closure_0      	|  0.28857        	|1000           	|  288.57         	|  64.96          	|
training_step_and_backward         	|  0.22295        	|1000           	|  222.95         	|  50.189         	|
model_forward                      	|  0.11308        	|1000           	|  113.08         	|  25.455         	|
training_step                      	|  0.11288        	|1000           	|  112.88         	|  25.412         	|
backward                           	|  0.10826        	|1000           	|  108.26         	|  24.371         	|
get_train_batch                    	|  0.025573       	|1063           	|  27.184         	|  6.1195         	|
fetch_next_train_batch             	|  0.02555        	|1063           	|  27.159         	|  6.1139         	|
run_validate_evaluation            	|  7.2354         	|1              	|  7.2354         	|  1.6288         	|
evaluation_step_and_end            	|  0.10137        	|48             	|  4.8658         	|  1.0953         	|
validation_step                    	|  0.10127        	|48             	|  4.8608         	|  1.0942         	|
on_train_batch_end                 	|  0.0020296      	|1000           	|  2.0296         	|  0.45688        	|
zero_grad                          	|  0.0015779      	|1000           	|  1.5779         	|  0.35521        	|
get_validate_batch                 	|  0.014281       	|49             	|  0.69978        	|  0.15753        	|
fetch_next_validate_batch          	|  0.014258       	|49             	|  0.69865        	|  0.15728        	|
training_batch_to_device           	|  0.00034978     	|1000           	|  0.34978        	|  0.078741       	|
on_train_batch_start               	|  9.6486e-05     	|1000           	|  0.096486       	|  0.02172        	|
on_train_end                       	|  0.067934       	|1              	|  0.067934       	|  0.015293       	|
on_after_backward                  	|  2.7282e-05     	|1000           	|  0.027282       	|  0.0061415      	|
on_train_epoch_end                 	|  0.00037369     	|63             	|  0.023542       	|  0.0052997      	|
on_pretrain_routine_start          	|  0.023414       	|1              	|  0.023414       	|  0.0052707      	|
on_train_epoch_start               	|  0.00035716     	|63             	|  0.022501       	|  0.0050653      	|
on_batch_start                     	|  2.1619e-05     	|1000           	|  0.021619       	|  0.0048667      	|
on_before_zero_grad                	|  1.8865e-05     	|1000           	|  0.018865       	|  0.0042467      	|
on_batch_end                       	|  1.6155e-05     	|1000           	|  0.016155       	|  0.0036367      	|
configure_optimizers               	|  0.015836       	|1              	|  0.015836       	|  0.003565       	|
on_before_optimizer_step           	|  1.3846e-05     	|1000           	|  0.013846       	|  0.003117       	|
on_before_backward                 	|  1.3621e-05     	|1000           	|  0.013621       	|  0.0030662      	|
evaluation_batch_to_device         	|  0.00027277     	|48             	|  0.013093       	|  0.0029474      	|
training_step_end                  	|  7.2409e-06     	|1000           	|  0.0072409      	|  0.00163        	|
on_validation_model_eval           	|  0.0048879      	|1              	|  0.0048879      	|  0.0011003      	|
on_validation_batch_end            	|  3.7826e-05     	|48             	|  0.0018156      	|  0.00040872     	|
on_train_start                     	|  0.0010584      	|1              	|  0.0010584      	|  0.00023827     	|
on_validation_batch_start          	|  1.6385e-05     	|48             	|  0.00078648     	|  0.00017705     	|
on_epoch_end                       	|  1.1864e-05     	|64             	|  0.00075927     	|  0.00017092     	|
on_epoch_start                     	|  1.1293e-05     	|64             	|  0.00072275     	|  0.0001627      	|
on_validation_start                	|  0.00057143     	|1              	|  0.00057143     	|  0.00012864     	|
validation_step_end                	|  8.9971e-06     	|48             	|  0.00043186     	|  9.7217e-05     	|
on_validation_end                  	|  0.00016216     	|1              	|  0.00016216     	|  3.6505e-05     	|
on_before_accelerator_backend_setup	|  2.3871e-05     	|2              	|  4.7741e-05     	|  1.0747e-05     	|
setup                              	|  2.3464e-05     	|2              	|  4.6927e-05     	|  1.0564e-05     	|
on_fit_start                       	|  4.4908e-05     	|1              	|  4.4908e-05     	|  1.0109e-05     	|
on_configure_sharded_model         	|  2.2081e-05     	|2              	|  4.4161e-05     	|  9.9413e-06     	|
on_validation_epoch_end            	|  4.2504e-05     	|1              	|  4.2504e-05     	|  9.5681e-06     	|
teardown                           	|  2.106e-05      	|2              	|  4.212e-05      	|  9.4818e-06     	|
on_fit_end                         	|  3.0352e-05     	|1              	|  3.0352e-05     	|  6.8326e-06     	|
on_val_dataloader                  	|  1.1344e-05     	|2              	|  2.2689e-05     	|  5.1076e-06     	|
prepare_data                       	|  8.4164e-06     	|2              	|  1.6833e-05     	|  3.7893e-06     	|
on_pretrain_routine_end            	|  1.354e-05      	|1              	|  1.354e-05      	|  3.0479e-06     	|
configure_sharded_model            	|  6.6264e-06     	|2              	|  1.3253e-05     	|  2.9834e-06     	|
configure_callbacks                	|  6.5463e-06     	|2              	|  1.3093e-05     	|  2.9473e-06     	|
on_validation_epoch_start          	|  1.1563e-05     	|1              	|  1.1563e-05     	|  2.603e-06      	|
on_train_dataloader                	|  5.6103e-06     	|1              	|  5.6103e-06     	|  1.2629e-06     	|
