VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1416.2         	|  100 %          	|
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run_training_epoch                 	|  2.6988         	|500            	|  1349.4         	|  95.285         	|
run_training_batch                 	|  0.3831         	|1000           	|  383.1          	|  27.052         	|
optimizer_step_with_closure_0      	|  0.37933        	|1000           	|  379.33         	|  26.786         	|
training_step_and_backward         	|  0.27475        	|1000           	|  274.75         	|  19.401         	|
get_train_batch                    	|  0.10418        	|1500           	|  156.27         	|  11.035         	|
fetch_next_train_batch             	|  0.10414        	|1500           	|  156.21         	|  11.03          	|
model_forward                      	|  0.14423        	|1000           	|  144.23         	|  10.184         	|
training_step                      	|  0.144          	|1000           	|  144.0          	|  10.169         	|
backward                           	|  0.12897        	|1000           	|  128.97         	|  9.1067         	|
run_validate_evaluation            	|  30.84          	|1              	|  30.84          	|  2.1777         	|
evaluation_step_and_end            	|  0.22126        	|125            	|  27.658         	|  1.953          	|
validation_step                    	|  0.22113        	|125            	|  27.641         	|  1.9518         	|
on_train_batch_end                 	|  0.002319       	|1000           	|  2.319          	|  0.16375        	|
zero_grad                          	|  0.0015223      	|1000           	|  1.5223         	|  0.10749        	|
get_validate_batch                 	|  0.0054148      	|126            	|  0.68226        	|  0.048177       	|
fetch_next_validate_batch          	|  0.0053858      	|126            	|  0.67862        	|  0.047919       	|
training_batch_to_device           	|  0.00062901     	|1000           	|  0.62901        	|  0.044416       	|
on_train_epoch_end                 	|  0.00035277     	|500            	|  0.17638        	|  0.012455       	|
on_train_epoch_start               	|  0.00034706     	|500            	|  0.17353        	|  0.012253       	|
on_train_batch_start               	|  0.00011153     	|1000           	|  0.11153        	|  0.0078755      	|
on_train_end                       	|  0.057139       	|1              	|  0.057139       	|  0.0040348      	|
on_batch_start                     	|  4.4262e-05     	|1000           	|  0.044262       	|  0.0031255      	|
evaluation_batch_to_device         	|  0.00031        	|125            	|  0.03875        	|  0.0027363      	|
on_after_backward                  	|  2.3245e-05     	|1000           	|  0.023245       	|  0.0016414      	|
on_before_zero_grad                	|  2.2698e-05     	|1000           	|  0.022698       	|  0.0016028      	|
on_pretrain_routine_start          	|  0.022056       	|1              	|  0.022056       	|  0.0015574      	|
on_batch_end                       	|  1.7534e-05     	|1000           	|  0.017534       	|  0.0012382      	|
on_before_backward                 	|  1.6599e-05     	|1000           	|  0.016599       	|  0.0011721      	|
on_before_optimizer_step           	|  1.6208e-05     	|1000           	|  0.016208       	|  0.0011445      	|
configure_optimizers               	|  0.010832       	|1              	|  0.010832       	|  0.0007649      	|
training_step_end                  	|  8.4449e-06     	|1000           	|  0.0084449      	|  0.00059632     	|
on_validation_batch_end            	|  4.8798e-05     	|125            	|  0.0060998      	|  0.00043072     	|
on_epoch_end                       	|  1.2155e-05     	|501            	|  0.0060897      	|  0.00043001     	|
on_epoch_start                     	|  1.1098e-05     	|501            	|  0.0055599      	|  0.0003926      	|
on_validation_model_eval           	|  0.0037189      	|1              	|  0.0037189      	|  0.0002626      	|
on_validation_batch_start          	|  1.9026e-05     	|125            	|  0.0023783      	|  0.00016794     	|
on_train_start                     	|  0.0022506      	|1              	|  0.0022506      	|  0.00015892     	|
validation_step_end                	|  1.066e-05      	|125            	|  0.0013326      	|  9.4096e-05     	|
on_validation_start                	|  0.00046685     	|1              	|  0.00046685     	|  3.2966e-05     	|
on_validation_end                  	|  0.00021615     	|1              	|  0.00021615     	|  1.5263e-05     	|
on_fit_end                         	|  6.2229e-05     	|1              	|  6.2229e-05     	|  4.3942e-06     	|
on_configure_sharded_model         	|  2.4242e-05     	|2              	|  4.8485e-05     	|  3.4237e-06     	|
on_before_accelerator_backend_setup	|  2.4191e-05     	|2              	|  4.8382e-05     	|  3.4164e-06     	|
teardown                           	|  2.3245e-05     	|2              	|  4.649e-05      	|  3.2828e-06     	|
setup                              	|  2.2547e-05     	|2              	|  4.5095e-05     	|  3.1843e-06     	|
on_fit_start                       	|  4.2154e-05     	|1              	|  4.2154e-05     	|  2.9766e-06     	|
on_validation_epoch_end            	|  3.6012e-05     	|1              	|  3.6012e-05     	|  2.5429e-06     	|
configure_callbacks                	|  9.2555e-06     	|2              	|  1.8511e-05     	|  1.3071e-06     	|
on_val_dataloader                  	|  7.8715e-06     	|2              	|  1.5743e-05     	|  1.1117e-06     	|
prepare_data                       	|  7.7533e-06     	|2              	|  1.5507e-05     	|  1.095e-06      	|
configure_sharded_model            	|  7.0389e-06     	|2              	|  1.4078e-05     	|  9.9408e-07     	|
on_pretrain_routine_end            	|  1.2875e-05     	|1              	|  1.2875e-05     	|  9.0912e-07     	|
on_validation_epoch_start          	|  9.6913e-06     	|1              	|  9.6913e-06     	|  6.8434e-07     	|
on_train_dataloader                	|  6.184e-06      	|1              	|  6.184e-06      	|  4.3667e-07     	|
