VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1356.4         	|  100 %          	|
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run_training_epoch                 	|  2.5977         	|500            	|  1298.8         	|  95.76          	|
run_training_batch                 	|  0.26873        	|1000           	|  268.73         	|  19.813         	|
optimizer_step_with_closure_0      	|  0.26484        	|1000           	|  264.84         	|  19.526         	|
get_train_batch                    	|  0.14191        	|1500           	|  212.87         	|  15.694         	|
fetch_next_train_batch             	|  0.14187        	|1500           	|  212.81         	|  15.69          	|
training_step_and_backward         	|  0.1966         	|1000           	|  196.6          	|  14.495         	|
model_forward                      	|  0.10259        	|1000           	|  102.59         	|  7.5637         	|
training_step                      	|  0.10238        	|1000           	|  102.38         	|  7.548          	|
backward                           	|  0.092461       	|1000           	|  92.461         	|  6.8169         	|
run_validate_evaluation            	|  30.932         	|1              	|  30.932         	|  2.2805         	|
evaluation_step_and_end            	|  0.084165       	|313            	|  26.343         	|  1.9422         	|
validation_step                    	|  0.0841         	|313            	|  26.323         	|  1.9407         	|
on_train_batch_end                 	|  0.0019656      	|1000           	|  1.9656         	|  0.14492        	|
zero_grad                          	|  0.0015101      	|1000           	|  1.5101         	|  0.11133        	|
get_validate_batch                 	|  0.0036201      	|314            	|  1.1367         	|  0.083806       	|
fetch_next_validate_batch          	|  0.0036028      	|314            	|  1.1313         	|  0.083406       	|
training_batch_to_device           	|  0.00070084     	|1000           	|  0.70084        	|  0.051671       	|
on_train_epoch_start               	|  0.00032088     	|500            	|  0.16044        	|  0.011829       	|
on_train_epoch_end                 	|  0.00031953     	|500            	|  0.15976        	|  0.011779       	|
on_train_batch_start               	|  0.00011172     	|1000           	|  0.11172        	|  0.0082365      	|
on_train_end                       	|  0.070059       	|1              	|  0.070059       	|  0.0051652      	|
evaluation_batch_to_device         	|  0.0001894      	|313            	|  0.059283       	|  0.0043707      	|
on_batch_start                     	|  4.8629e-05     	|1000           	|  0.048629       	|  0.0035853      	|
on_before_zero_grad                	|  2.2664e-05     	|1000           	|  0.022664       	|  0.0016709      	|
on_after_backward                  	|  2.1681e-05     	|1000           	|  0.021681       	|  0.0015985      	|
on_pretrain_routine_start          	|  0.021307       	|1              	|  0.021307       	|  0.0015709      	|
on_batch_end                       	|  1.7455e-05     	|1000           	|  0.017455       	|  0.0012869      	|
on_before_optimizer_step           	|  1.2784e-05     	|1000           	|  0.012784       	|  0.00094254     	|
on_before_backward                 	|  1.1711e-05     	|1000           	|  0.011711       	|  0.00086343     	|
configure_optimizers               	|  0.0097023      	|1              	|  0.0097023      	|  0.00071532     	|
training_step_end                  	|  8.5162e-06     	|1000           	|  0.0085162      	|  0.00062787     	|
on_validation_batch_end            	|  2.3335e-05     	|313            	|  0.007304       	|  0.0005385      	|
on_epoch_start                     	|  1.0609e-05     	|501            	|  0.005315       	|  0.00039186     	|
on_epoch_end                       	|  1.0536e-05     	|501            	|  0.0052786      	|  0.00038917     	|
on_validation_model_eval           	|  0.0038195      	|1              	|  0.0038195      	|  0.0002816      	|
on_validation_batch_start          	|  1.1825e-05     	|313            	|  0.0037011      	|  0.00027287     	|
validation_step_end                	|  5.7813e-06     	|313            	|  0.0018095      	|  0.00013341     	|
on_train_start                     	|  0.00095405     	|1              	|  0.00095405     	|  7.0339e-05     	|
on_validation_start                	|  0.00043825     	|1              	|  0.00043825     	|  3.2311e-05     	|
on_validation_end                  	|  0.00014512     	|1              	|  0.00014512     	|  1.07e-05       	|
on_fit_end                         	|  7.5784e-05     	|1              	|  7.5784e-05     	|  5.5873e-06     	|
on_validation_epoch_end            	|  4.5996e-05     	|1              	|  4.5996e-05     	|  3.3912e-06     	|
on_before_accelerator_backend_setup	|  2.2417e-05     	|2              	|  4.4834e-05     	|  3.3055e-06     	|
teardown                           	|  2.1049e-05     	|2              	|  4.2098e-05     	|  3.1037e-06     	|
setup                              	|  2.0562e-05     	|2              	|  4.1123e-05     	|  3.0319e-06     	|
on_fit_start                       	|  3.979e-05      	|1              	|  3.979e-05      	|  2.9336e-06     	|
on_configure_sharded_model         	|  1.9561e-05     	|2              	|  3.9121e-05     	|  2.8843e-06     	|
prepare_data                       	|  9.0953e-06     	|2              	|  1.8191e-05     	|  1.3411e-06     	|
configure_callbacks                	|  8.5188e-06     	|2              	|  1.7038e-05     	|  1.2561e-06     	|
on_val_dataloader                  	|  7.3491e-06     	|2              	|  1.4698e-05     	|  1.0836e-06     	|
on_pretrain_routine_end            	|  1.3951e-05     	|1              	|  1.3951e-05     	|  1.0286e-06     	|
configure_sharded_model            	|  6.1234e-06     	|2              	|  1.2247e-05     	|  9.0293e-07     	|
on_validation_epoch_start          	|  9.4846e-06     	|1              	|  9.4846e-06     	|  6.9927e-07     	|
on_train_dataloader                	|  6.3144e-06     	|1              	|  6.3144e-06     	|  4.6554e-07     	|
