VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  412.99         	|  100 %          	|
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run_training_epoch                 	|  14.312         	|25             	|  357.79         	|  86.635         	|
run_training_batch                 	|  0.29383        	|1000           	|  293.83         	|  71.147         	|
optimizer_step_with_closure_0      	|  0.28943        	|1000           	|  289.43         	|  70.081         	|
training_step_and_backward         	|  0.2228         	|1000           	|  222.8          	|  53.947         	|
model_forward                      	|  0.11061        	|1000           	|  110.61         	|  26.784         	|
backward                           	|  0.11059        	|1000           	|  110.59         	|  26.778         	|
training_step                      	|  0.11042        	|1000           	|  110.42         	|  26.736         	|
run_validate_evaluation            	|  17.418         	|1              	|  17.418         	|  4.2175         	|
evaluation_step_and_end            	|  0.10189        	|139            	|  14.162         	|  3.4292         	|
validation_step                    	|  0.10177        	|139            	|  14.146         	|  3.4253         	|
get_train_batch                    	|  0.012094       	|1025           	|  12.397         	|  3.0017         	|
fetch_next_train_batch             	|  0.012068       	|1025           	|  12.37          	|  2.9952         	|
on_train_batch_end                 	|  0.0028059      	|1000           	|  2.8059         	|  0.67942        	|
zero_grad                          	|  0.0015606      	|1000           	|  1.5606         	|  0.37788        	|
get_validate_batch                 	|  0.0052109      	|140            	|  0.72952        	|  0.17664        	|
fetch_next_validate_batch          	|  0.0051833      	|140            	|  0.72567        	|  0.17571        	|
training_batch_to_device           	|  0.00028971     	|1000           	|  0.28971        	|  0.070148       	|
on_train_batch_start               	|  9.6932e-05     	|1000           	|  0.096932       	|  0.023471       	|
on_train_end                       	|  0.044723       	|1              	|  0.044723       	|  0.010829       	|
evaluation_batch_to_device         	|  0.00027889     	|139            	|  0.038766       	|  0.0093867      	|
on_after_backward                  	|  2.5104e-05     	|1000           	|  0.025104       	|  0.0060786      	|
on_batch_start                     	|  2.2539e-05     	|1000           	|  0.022539       	|  0.0054574      	|
on_pretrain_routine_start          	|  0.022241       	|1              	|  0.022241       	|  0.0053853      	|
on_before_zero_grad                	|  1.6735e-05     	|1000           	|  0.016735       	|  0.0040521      	|
on_batch_end                       	|  1.6131e-05     	|1000           	|  0.016131       	|  0.003906       	|
on_before_backward                 	|  1.3145e-05     	|1000           	|  0.013145       	|  0.0031829      	|
on_before_optimizer_step           	|  1.3126e-05     	|1000           	|  0.013126       	|  0.0031784      	|
on_train_epoch_end                 	|  0.00049674     	|25             	|  0.012418       	|  0.003007       	|
on_train_epoch_start               	|  0.00048425     	|25             	|  0.012106       	|  0.0029314      	|
configure_optimizers               	|  0.007929       	|1              	|  0.007929       	|  0.0019199      	|
training_step_end                  	|  7.3699e-06     	|1000           	|  0.0073699      	|  0.0017845      	|
on_validation_batch_end            	|  4.0878e-05     	|139            	|  0.0056821      	|  0.0013758      	|
on_validation_model_eval           	|  0.0044987      	|1              	|  0.0044987      	|  0.0010893      	|
on_validation_batch_start          	|  1.8925e-05     	|139            	|  0.0026305      	|  0.00063695     	|
validation_step_end                	|  9.3556e-06     	|139            	|  0.0013004      	|  0.00031488     	|
on_train_start                     	|  0.00075656     	|1              	|  0.00075656     	|  0.00018319     	|
on_validation_start                	|  0.00063054     	|1              	|  0.00063054     	|  0.00015268     	|
on_epoch_end                       	|  1.2291e-05     	|26             	|  0.00031956     	|  7.7378e-05     	|
on_epoch_start                     	|  1.171e-05      	|26             	|  0.00030447     	|  7.3724e-05     	|
on_validation_end                  	|  0.00020799     	|1              	|  0.00020799     	|  5.0363e-05     	|
on_configure_sharded_model         	|  2.8359e-05     	|2              	|  5.6718e-05     	|  1.3733e-05     	|
setup                              	|  2.7511e-05     	|2              	|  5.5023e-05     	|  1.3323e-05     	|
teardown                           	|  2.4233e-05     	|2              	|  4.8466e-05     	|  1.1735e-05     	|
on_before_accelerator_backend_setup	|  2.2608e-05     	|2              	|  4.5216e-05     	|  1.0948e-05     	|
on_validation_epoch_end            	|  3.9531e-05     	|1              	|  3.9531e-05     	|  9.5719e-06     	|
on_fit_end                         	|  3.3354e-05     	|1              	|  3.3354e-05     	|  8.0764e-06     	|
on_val_dataloader                  	|  1.4075e-05     	|2              	|  2.815e-05      	|  6.8162e-06     	|
configure_sharded_model            	|  1.0869e-05     	|2              	|  2.1737e-05     	|  5.2634e-06     	|
on_fit_start                       	|  1.7418e-05     	|1              	|  1.7418e-05     	|  4.2175e-06     	|
prepare_data                       	|  7.4618e-06     	|2              	|  1.4924e-05     	|  3.6135e-06     	|
on_pretrain_routine_end            	|  1.3681e-05     	|1              	|  1.3681e-05     	|  3.3127e-06     	|
on_validation_epoch_start          	|  1.2835e-05     	|1              	|  1.2835e-05     	|  3.108e-06      	|
configure_callbacks                	|  6.0452e-06     	|2              	|  1.209e-05      	|  2.9275e-06     	|
on_train_dataloader                	|  8.8792e-06     	|1              	|  8.8792e-06     	|  2.15e-06       	|
