VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1374.1         	|  100 %          	|
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run_training_epoch                 	|  2.6317         	|500            	|  1315.8         	|  95.762         	|
run_training_batch                 	|  0.25761        	|1000           	|  257.61         	|  18.748         	|
optimizer_step_with_closure_0      	|  0.25522        	|1000           	|  255.22         	|  18.574         	|
get_train_batch                    	|  0.14317        	|1500           	|  214.75         	|  15.629         	|
fetch_next_train_batch             	|  0.14312        	|1500           	|  214.69         	|  15.624         	|
training_step_and_backward         	|  0.19055        	|1000           	|  190.55         	|  13.868         	|
model_forward                      	|  0.10292        	|1000           	|  102.92         	|  7.4898         	|
training_step                      	|  0.10268        	|1000           	|  102.68         	|  7.473          	|
backward                           	|  0.086151       	|1000           	|  86.151         	|  6.2698         	|
run_validate_evaluation            	|  30.867         	|1              	|  30.867         	|  2.2464         	|
evaluation_step_and_end            	|  0.085076       	|313            	|  26.629         	|  1.938          	|
validation_step                    	|  0.085009       	|313            	|  26.608         	|  1.9364         	|
on_train_batch_end                 	|  0.0018281      	|1000           	|  1.8281         	|  0.13304        	|
zero_grad                          	|  0.0014486      	|1000           	|  1.4486         	|  0.10542        	|
get_validate_batch                 	|  0.0035782      	|314            	|  1.1236         	|  0.081768       	|
fetch_next_validate_batch          	|  0.0035609      	|314            	|  1.1181         	|  0.081372       	|
training_batch_to_device           	|  0.00070706     	|1000           	|  0.70706        	|  0.051457       	|
on_train_epoch_end                 	|  0.00032055     	|500            	|  0.16028        	|  0.011664       	|
on_train_epoch_start               	|  0.00031638     	|500            	|  0.15819        	|  0.011513       	|
on_train_batch_start               	|  0.00011465     	|1000           	|  0.11465        	|  0.0083441      	|
evaluation_batch_to_device         	|  0.00020684     	|313            	|  0.064741       	|  0.0047116      	|
on_batch_start                     	|  4.996e-05      	|1000           	|  0.04996        	|  0.0036359      	|
on_train_end                       	|  0.041397       	|1              	|  0.041397       	|  0.0030127      	|
training_step_end                  	|  2.4875e-05     	|1000           	|  0.024875       	|  0.0018103      	|
on_before_zero_grad                	|  2.3359e-05     	|1000           	|  0.023359       	|  0.0017         	|
on_pretrain_routine_start          	|  0.021612       	|1              	|  0.021612       	|  0.0015729      	|
on_after_backward                  	|  1.9423e-05     	|1000           	|  0.019423       	|  0.0014135      	|
on_batch_end                       	|  1.7544e-05     	|1000           	|  0.017544       	|  0.0012768      	|
on_before_backward                 	|  1.3547e-05     	|1000           	|  0.013547       	|  0.00098589     	|
on_before_optimizer_step           	|  1.3195e-05     	|1000           	|  0.013195       	|  0.00096028     	|
configure_optimizers               	|  0.009953       	|1              	|  0.009953       	|  0.00072434     	|
on_validation_batch_end            	|  2.568e-05      	|313            	|  0.0080379      	|  0.00058497     	|
on_epoch_end                       	|  1.2791e-05     	|501            	|  0.0064081      	|  0.00046636     	|
on_epoch_start                     	|  1.058e-05      	|501            	|  0.0053007      	|  0.00038576     	|
on_validation_model_eval           	|  0.0038259      	|1              	|  0.0038259      	|  0.00027843     	|
on_validation_batch_start          	|  1.1785e-05     	|313            	|  0.0036887      	|  0.00026845     	|
validation_step_end                	|  5.5957e-06     	|313            	|  0.0017515      	|  0.00012747     	|
on_train_start                     	|  0.0010048      	|1              	|  0.0010048      	|  7.3127e-05     	|
on_validation_start                	|  0.00035438     	|1              	|  0.00035438     	|  2.579e-05      	|
on_validation_end                  	|  0.0001671      	|1              	|  0.0001671      	|  1.2161e-05     	|
teardown                           	|  3.7276e-05     	|2              	|  7.4552e-05     	|  5.4256e-06     	|
on_configure_sharded_model         	|  2.2327e-05     	|2              	|  4.4653e-05     	|  3.2497e-06     	|
on_before_accelerator_backend_setup	|  2.181e-05      	|2              	|  4.3619e-05     	|  3.1745e-06     	|
setup                              	|  2.14e-05       	|2              	|  4.28e-05       	|  3.1148e-06     	|
on_fit_start                       	|  3.9749e-05     	|1              	|  3.9749e-05     	|  2.8928e-06     	|
on_fit_end                         	|  3.5122e-05     	|1              	|  3.5122e-05     	|  2.5561e-06     	|
on_validation_epoch_end            	|  3.1386e-05     	|1              	|  3.1386e-05     	|  2.2841e-06     	|
configure_callbacks                	|  1.0359e-05     	|2              	|  2.0718e-05     	|  1.5078e-06     	|
on_pretrain_routine_end            	|  1.6116e-05     	|1              	|  1.6116e-05     	|  1.1728e-06     	|
configure_sharded_model            	|  7.2243e-06     	|2              	|  1.4449e-05     	|  1.0515e-06     	|
on_val_dataloader                  	|  7.0119e-06     	|2              	|  1.4024e-05     	|  1.0206e-06     	|
prepare_data                       	|  6.8834e-06     	|2              	|  1.3767e-05     	|  1.0019e-06     	|
on_validation_epoch_start          	|  9.2555e-06     	|1              	|  9.2555e-06     	|  6.7358e-07     	|
on_train_dataloader                	|  6.2529e-06     	|1              	|  6.2529e-06     	|  4.5506e-07     	|
