VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  800.29         	|  100 %          	|
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run_training_epoch                 	|  3.7162         	|200            	|  743.24         	|  92.871         	|
run_training_batch                 	|  0.31745        	|1000           	|  317.45         	|  39.667         	|
optimizer_step_with_closure_0      	|  0.31308        	|1000           	|  313.08         	|  39.121         	|
training_step_and_backward         	|  0.24246        	|1000           	|  242.46         	|  30.296         	|
backward                           	|  0.12197        	|1000           	|  121.97         	|  15.241         	|
model_forward                      	|  0.11877        	|1000           	|  118.77         	|  14.841         	|
training_step                      	|  0.11856        	|1000           	|  118.56         	|  14.814         	|
get_train_batch                    	|  0.059794       	|1200           	|  71.753         	|  8.9659         	|
fetch_next_train_batch             	|  0.059763       	|1200           	|  71.716         	|  8.9613         	|
run_validate_evaluation            	|  18.804         	|1              	|  18.804         	|  2.3497         	|
evaluation_step_and_end            	|  0.11016        	|139            	|  15.312         	|  1.9134         	|
validation_step                    	|  0.11003        	|139            	|  15.293         	|  1.911          	|
on_train_batch_end                 	|  0.0024228      	|1000           	|  2.4228         	|  0.30274        	|
zero_grad                          	|  0.0016767      	|1000           	|  1.6767         	|  0.20952        	|
get_validate_batch                 	|  0.005954       	|140            	|  0.83357        	|  0.10416        	|
fetch_next_validate_batch          	|  0.005928       	|140            	|  0.82993        	|  0.1037         	|
configure_optimizers               	|  0.80771        	|1              	|  0.80771        	|  0.10093        	|
training_batch_to_device           	|  0.00045393     	|1000           	|  0.45393        	|  0.056721       	|
on_train_batch_start               	|  0.00010551     	|1000           	|  0.10551        	|  0.013184       	|
on_train_epoch_start               	|  0.00034325     	|200            	|  0.068649       	|  0.0085781      	|
on_train_epoch_end                 	|  0.00032831     	|200            	|  0.065662       	|  0.0082048      	|
on_train_end                       	|  0.057892       	|1              	|  0.057892       	|  0.0072339      	|
evaluation_batch_to_device         	|  0.00034383     	|139            	|  0.047793       	|  0.005972       	|
on_batch_start                     	|  3.2464e-05     	|1000           	|  0.032464       	|  0.0040566      	|
on_pretrain_routine_start          	|  0.030398       	|1              	|  0.030398       	|  0.0037983      	|
on_after_backward                  	|  2.9766e-05     	|1000           	|  0.029766       	|  0.0037194      	|
on_before_zero_grad                	|  2.0455e-05     	|1000           	|  0.020455       	|  0.002556       	|
on_batch_end                       	|  1.7461e-05     	|1000           	|  0.017461       	|  0.0021819      	|
on_before_optimizer_step           	|  1.4448e-05     	|1000           	|  0.014448       	|  0.0018053      	|
on_before_backward                 	|  1.3532e-05     	|1000           	|  0.013532       	|  0.0016909      	|
on_validation_batch_end            	|  6.8479e-05     	|139            	|  0.0095186      	|  0.0011894      	|
training_step_end                  	|  8.7902e-06     	|1000           	|  0.0087902      	|  0.0010984      	|
on_validation_model_eval           	|  0.0048568      	|1              	|  0.0048568      	|  0.00060688     	|
on_epoch_end                       	|  1.2587e-05     	|201            	|  0.0025299      	|  0.00031613     	|
on_epoch_start                     	|  1.2487e-05     	|201            	|  0.00251        	|  0.00031364     	|
on_validation_batch_start          	|  1.7054e-05     	|139            	|  0.0023705      	|  0.00029621     	|
validation_step_end                	|  9.1166e-06     	|139            	|  0.0012672      	|  0.00015834     	|
on_train_start                     	|  0.0008033      	|1              	|  0.0008033      	|  0.00010038     	|
on_validation_start                	|  0.00059397     	|1              	|  0.00059397     	|  7.422e-05      	|
on_validation_end                  	|  0.00032652     	|1              	|  0.00032652     	|  4.08e-05       	|
on_configure_sharded_model         	|  5.7107e-05     	|2              	|  0.00011421     	|  1.4272e-05     	|
on_before_accelerator_backend_setup	|  3.0666e-05     	|2              	|  6.1331e-05     	|  7.6637e-06     	|
on_fit_end                         	|  6.0951e-05     	|1              	|  6.0951e-05     	|  7.6162e-06     	|
setup                              	|  2.79e-05       	|2              	|  5.5799e-05     	|  6.9724e-06     	|
on_validation_epoch_end            	|  4.7512e-05     	|1              	|  4.7512e-05     	|  5.9369e-06     	|
configure_sharded_model            	|  2.2608e-05     	|2              	|  4.5216e-05     	|  5.6499e-06     	|
teardown                           	|  2.2344e-05     	|2              	|  4.4689e-05     	|  5.5841e-06     	|
on_val_dataloader                  	|  1.3673e-05     	|2              	|  2.7345e-05     	|  3.417e-06      	|
on_fit_start                       	|  2.5628e-05     	|1              	|  2.5628e-05     	|  3.2024e-06     	|
configure_callbacks                	|  1.1594e-05     	|2              	|  2.3188e-05     	|  2.8975e-06     	|
prepare_data                       	|  8.9044e-06     	|2              	|  1.7809e-05     	|  2.2253e-06     	|
on_pretrain_routine_end            	|  1.5277e-05     	|1              	|  1.5277e-05     	|  1.909e-06      	|
on_validation_epoch_start          	|  1.0064e-05     	|1              	|  1.0064e-05     	|  1.2575e-06     	|
on_train_dataloader                	|  6.5397e-06     	|1              	|  6.5397e-06     	|  8.1718e-07     	|
