VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  436.6          	|  100 %          	|
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run_training_epoch                 	|  6.331          	|63             	|  398.85         	|  91.354         	|
run_training_batch                 	|  0.2765         	|1000           	|  276.5          	|  63.331         	|
optimizer_step_with_closure_0      	|  0.27331        	|1000           	|  273.31         	|  62.6           	|
training_step_and_backward         	|  0.20825        	|1000           	|  208.25         	|  47.699         	|
model_forward                      	|  0.10416        	|1000           	|  104.16         	|  23.858         	|
training_step                      	|  0.10397        	|1000           	|  103.97         	|  23.814         	|
backward                           	|  0.10252        	|1000           	|  102.52         	|  23.483         	|
get_train_batch                    	|  0.026187       	|1063           	|  27.836         	|  6.3758         	|
fetch_next_train_batch             	|  0.026163       	|1063           	|  27.811         	|  6.37           	|
run_validate_evaluation            	|  7.2882         	|1              	|  7.2882         	|  1.6693         	|
evaluation_step_and_end            	|  0.10185        	|48             	|  4.889          	|  1.1198         	|
validation_step                    	|  0.10175        	|48             	|  4.8838         	|  1.1186         	|
on_train_batch_end                 	|  0.0020829      	|1000           	|  2.0829         	|  0.47707        	|
zero_grad                          	|  0.0015322      	|1000           	|  1.5322         	|  0.35094        	|
get_validate_batch                 	|  0.014022       	|49             	|  0.68707        	|  0.15737        	|
fetch_next_validate_batch          	|  0.013998       	|49             	|  0.68592        	|  0.15711        	|
training_batch_to_device           	|  0.00024645     	|1000           	|  0.24645        	|  0.056448       	|
on_train_batch_start               	|  9.4051e-05     	|1000           	|  0.094051       	|  0.021542       	|
on_train_end                       	|  0.049776       	|1              	|  0.049776       	|  0.011401       	|
on_after_backward                  	|  2.4477e-05     	|1000           	|  0.024477       	|  0.0056064      	|
on_pretrain_routine_start          	|  0.022595       	|1              	|  0.022595       	|  0.0051752      	|
on_train_epoch_end                 	|  0.00033313     	|63             	|  0.020987       	|  0.004807       	|
on_batch_start                     	|  2.0612e-05     	|1000           	|  0.020612       	|  0.0047211      	|
on_train_epoch_start               	|  0.00031515     	|63             	|  0.019854       	|  0.0045475      	|
configure_optimizers               	|  0.019844       	|1              	|  0.019844       	|  0.0045452      	|
on_before_zero_grad                	|  1.8622e-05     	|1000           	|  0.018622       	|  0.0042653      	|
evaluation_batch_to_device         	|  0.00034392     	|48             	|  0.016508       	|  0.0037811      	|
on_batch_end                       	|  1.6005e-05     	|1000           	|  0.016005       	|  0.0036659      	|
on_before_optimizer_step           	|  1.3095e-05     	|1000           	|  0.013095       	|  0.0029994      	|
on_before_backward                 	|  1.2611e-05     	|1000           	|  0.012611       	|  0.0028884      	|
training_step_end                  	|  6.9698e-06     	|1000           	|  0.0069698      	|  0.0015964      	|
on_validation_model_eval           	|  0.0039051      	|1              	|  0.0039051      	|  0.00089445     	|
on_validation_batch_end            	|  4.1147e-05     	|48             	|  0.001975       	|  0.00045237     	|
on_train_start                     	|  0.0011149      	|1              	|  0.0011149      	|  0.00025536     	|
on_validation_batch_start          	|  1.6192e-05     	|48             	|  0.00077721     	|  0.00017802     	|
on_epoch_end                       	|  1.0991e-05     	|64             	|  0.00070345     	|  0.00016112     	|
on_epoch_start                     	|  1.0919e-05     	|64             	|  0.00069883     	|  0.00016006     	|
on_validation_start                	|  0.00046376     	|1              	|  0.00046376     	|  0.00010622     	|
validation_step_end                	|  8.6593e-06     	|48             	|  0.00041565     	|  9.5201e-05     	|
on_validation_end                  	|  0.0002432      	|1              	|  0.0002432      	|  5.5704e-05     	|
on_before_accelerator_backend_setup	|  3.8914e-05     	|2              	|  7.7829e-05     	|  1.7826e-05     	|
on_fit_end                         	|  6.3719e-05     	|1              	|  6.3719e-05     	|  1.4594e-05     	|
on_configure_sharded_model         	|  2.8415e-05     	|2              	|  5.6829e-05     	|  1.3016e-05     	|
setup                              	|  2.8009e-05     	|2              	|  5.6017e-05     	|  1.283e-05      	|
teardown                           	|  2.459e-05      	|2              	|  4.9179e-05     	|  1.1264e-05     	|
on_fit_start                       	|  4.5048e-05     	|1              	|  4.5048e-05     	|  1.0318e-05     	|
on_validation_epoch_end            	|  2.8828e-05     	|1              	|  2.8828e-05     	|  6.6029e-06     	|
prepare_data                       	|  1.1032e-05     	|2              	|  2.2063e-05     	|  5.0534e-06     	|
on_val_dataloader                  	|  8.9072e-06     	|2              	|  1.7814e-05     	|  4.0803e-06     	|
configure_callbacks                	|  8.4871e-06     	|2              	|  1.6974e-05     	|  3.8878e-06     	|
configure_sharded_model            	|  8.2273e-06     	|2              	|  1.6455e-05     	|  3.7688e-06     	|
on_pretrain_routine_end            	|  1.5249e-05     	|1              	|  1.5249e-05     	|  3.4928e-06     	|
on_validation_epoch_start          	|  1.0505e-05     	|1              	|  1.0505e-05     	|  2.4062e-06     	|
on_train_dataloader                	|  8.0913e-06     	|1              	|  8.0913e-06     	|  1.8533e-06     	|
