VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  445.78         	|  100 %          	|
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run_training_epoch                 	|  5.2728         	|63             	|  332.19         	|  74.519         	|
run_training_batch                 	|  0.30905        	|1000           	|  309.05         	|  69.328         	|
optimizer_step_with_closure_0      	|  0.30641        	|1000           	|  306.41         	|  68.736         	|
training_step_and_backward         	|  0.23003        	|1000           	|  230.03         	|  51.603         	|
model_forward                      	|  0.14153        	|1000           	|  141.53         	|  31.748         	|
training_step                      	|  0.14139        	|1000           	|  141.39         	|  31.717         	|
backward                           	|  0.087189       	|1000           	|  87.189         	|  19.559         	|
run_validate_evaluation            	|  70.154         	|1              	|  70.154         	|  15.737         	|
evaluation_step_and_end            	|  0.21899        	|313            	|  68.543         	|  15.376         	|
validation_step                    	|  0.21894        	|313            	|  68.527         	|  15.372         	|
get_train_batch                    	|  0.0073719      	|1063           	|  7.8364         	|  1.7579         	|
fetch_next_train_batch             	|  0.0073531      	|1063           	|  7.8164         	|  1.7534         	|
zero_grad                          	|  0.0012939      	|1000           	|  1.2939         	|  0.29025        	|
on_train_batch_end                 	|  0.0011806      	|1000           	|  1.1806         	|  0.26483        	|
get_validate_batch                 	|  0.0018817      	|314            	|  0.59084        	|  0.13254        	|
fetch_next_validate_batch          	|  0.0018676      	|314            	|  0.58643        	|  0.13155        	|
training_batch_to_device           	|  0.00022446     	|1000           	|  0.22446        	|  0.050352       	|
on_train_batch_start               	|  9.1236e-05     	|1000           	|  0.091236       	|  0.020467       	|
evaluation_batch_to_device         	|  0.00021915     	|313            	|  0.068593       	|  0.015387       	|
on_train_end                       	|  0.025235       	|1              	|  0.025235       	|  0.0056608      	|
on_pretrain_routine_start          	|  0.022879       	|1              	|  0.022879       	|  0.0051324      	|
on_train_epoch_start               	|  0.00028593     	|63             	|  0.018014       	|  0.004041       	|
on_train_epoch_end                 	|  0.00027466     	|63             	|  0.017304       	|  0.0038817      	|
on_batch_start                     	|  1.5626e-05     	|1000           	|  0.015626       	|  0.0035053      	|
on_before_zero_grad                	|  1.3615e-05     	|1000           	|  0.013615       	|  0.0030543      	|
on_batch_end                       	|  1.3383e-05     	|1000           	|  0.013383       	|  0.0030021      	|
on_after_backward                  	|  1.1158e-05     	|1000           	|  0.011158       	|  0.002503       	|
on_before_backward                 	|  1.1133e-05     	|1000           	|  0.011133       	|  0.0024973      	|
on_before_optimizer_step           	|  1.0311e-05     	|1000           	|  0.010311       	|  0.002313       	|
configure_optimizers               	|  0.0083356      	|1              	|  0.0083356      	|  0.0018699      	|
on_validation_batch_end            	|  1.9241e-05     	|313            	|  0.0060224      	|  0.001351       	|
training_step_end                  	|  5.9077e-06     	|1000           	|  0.0059077      	|  0.0013253      	|
on_validation_model_eval           	|  0.0043997      	|1              	|  0.0043997      	|  0.00098696     	|
on_validation_batch_start          	|  1.0214e-05     	|313            	|  0.0031971      	|  0.00071718     	|
validation_step_end                	|  4.6581e-06     	|313            	|  0.001458       	|  0.00032706     	|
on_train_start                     	|  0.00073004     	|1              	|  0.00073004     	|  0.00016377     	|
on_epoch_start                     	|  1.0328e-05     	|64             	|  0.00066098     	|  0.00014828     	|
on_epoch_end                       	|  1.0312e-05     	|64             	|  0.00065998     	|  0.00014805     	|
on_validation_start                	|  0.00031316     	|1              	|  0.00031316     	|  7.025e-05      	|
on_validation_end                  	|  0.00010226     	|1              	|  0.00010226     	|  2.294e-05      	|
on_before_accelerator_backend_setup	|  1.7803e-05     	|2              	|  3.5606e-05     	|  7.9874e-06     	|
on_validation_epoch_end            	|  3.3974e-05     	|1              	|  3.3974e-05     	|  7.6213e-06     	|
teardown                           	|  1.5764e-05     	|2              	|  3.1529e-05     	|  7.0728e-06     	|
setup                              	|  1.3305e-05     	|2              	|  2.661e-05      	|  5.9693e-06     	|
on_configure_sharded_model         	|  1.323e-05      	|2              	|  2.6461e-05     	|  5.9359e-06     	|
on_fit_end                         	|  2.0339e-05     	|1              	|  2.0339e-05     	|  4.5626e-06     	|
on_fit_start                       	|  1.635e-05      	|1              	|  1.635e-05      	|  3.6677e-06     	|
on_val_dataloader                  	|  5.906e-06      	|2              	|  1.1812e-05     	|  2.6497e-06     	|
prepare_data                       	|  5.6755e-06     	|2              	|  1.1351e-05     	|  2.5463e-06     	|
configure_sharded_model            	|  4.859e-06      	|2              	|  9.718e-06      	|  2.18e-06       	|
on_validation_epoch_start          	|  9.408e-06      	|1              	|  9.408e-06      	|  2.1105e-06     	|
on_pretrain_routine_end            	|  9.338e-06      	|1              	|  9.338e-06      	|  2.0948e-06     	|
configure_callbacks                	|  4.489e-06      	|2              	|  8.9781e-06     	|  2.014e-06      	|
on_train_dataloader                	|  4.899e-06      	|1              	|  4.899e-06      	|  1.099e-06      	|
