VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1367.6         	|  100 %          	|
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run_training_epoch                 	|  2.6152         	|500            	|  1307.6         	|  95.61          	|
run_training_batch                 	|  0.37061        	|1000           	|  370.61         	|  27.099         	|
optimizer_step_with_closure_0      	|  0.36748        	|1000           	|  367.48         	|  26.87          	|
training_step_and_backward         	|  0.26472        	|1000           	|  264.72         	|  19.356         	|
get_train_batch                    	|  0.10192        	|1500           	|  152.88         	|  11.178         	|
fetch_next_train_batch             	|  0.10188        	|1500           	|  152.82         	|  11.174         	|
model_forward                      	|  0.13804        	|1000           	|  138.04         	|  10.093         	|
training_step                      	|  0.13781        	|1000           	|  137.81         	|  10.077         	|
backward                           	|  0.12522        	|1000           	|  125.22         	|  9.156          	|
run_validate_evaluation            	|  30.453         	|1              	|  30.453         	|  2.2267         	|
evaluation_step_and_end            	|  0.22112        	|125            	|  27.64          	|  2.021          	|
validation_step                    	|  0.22101        	|125            	|  27.626         	|  2.02           	|
on_train_batch_end                 	|  0.0022627      	|1000           	|  2.2627         	|  0.16545        	|
zero_grad                          	|  0.0014222      	|1000           	|  1.4222         	|  0.10399        	|
get_validate_batch                 	|  0.004862       	|126            	|  0.61261        	|  0.044794       	|
fetch_next_validate_batch          	|  0.0048373      	|126            	|  0.60949        	|  0.044566       	|
training_batch_to_device           	|  0.00060465     	|1000           	|  0.60465        	|  0.044211       	|
on_train_epoch_end                 	|  0.00036378     	|500            	|  0.18189        	|  0.0133         	|
on_train_epoch_start               	|  0.00033719     	|500            	|  0.16859        	|  0.012328       	|
on_train_batch_start               	|  0.00010966     	|1000           	|  0.10966        	|  0.0080185      	|
on_batch_start                     	|  4.4062e-05     	|1000           	|  0.044062       	|  0.0032218      	|
on_train_end                       	|  0.042389       	|1              	|  0.042389       	|  0.0030994      	|
evaluation_batch_to_device         	|  0.00029817     	|125            	|  0.037272       	|  0.0027253      	|
on_after_backward                  	|  2.402e-05      	|1000           	|  0.02402        	|  0.0017563      	|
on_pretrain_routine_start          	|  0.023604       	|1              	|  0.023604       	|  0.0017259      	|
on_before_zero_grad                	|  2.2246e-05     	|1000           	|  0.022246       	|  0.0016266      	|
on_before_optimizer_step           	|  1.6578e-05     	|1000           	|  0.016578       	|  0.0012121      	|
on_batch_end                       	|  1.561e-05      	|1000           	|  0.01561        	|  0.0011414      	|
on_before_backward                 	|  1.4912e-05     	|1000           	|  0.014912       	|  0.0010904      	|
configure_optimizers               	|  0.010745       	|1              	|  0.010745       	|  0.00078564     	|
training_step_end                  	|  8.6776e-06     	|1000           	|  0.0086776      	|  0.0006345      	|
on_epoch_end                       	|  1.1335e-05     	|501            	|  0.0056788      	|  0.00041523     	|
on_epoch_start                     	|  1.1134e-05     	|501            	|  0.0055781      	|  0.00040787     	|
on_validation_batch_end            	|  3.977e-05      	|125            	|  0.0049712      	|  0.00036349     	|
on_validation_model_eval           	|  0.0036563      	|1              	|  0.0036563      	|  0.00026735     	|
on_train_start                     	|  0.0024536      	|1              	|  0.0024536      	|  0.00017941     	|
on_validation_batch_start          	|  1.6738e-05     	|125            	|  0.0020922      	|  0.00015298     	|
validation_step_end                	|  9.291e-06      	|125            	|  0.0011614      	|  8.4919e-05     	|
on_validation_start                	|  0.00049973     	|1              	|  0.00049973     	|  3.654e-05      	|
on_validation_end                  	|  0.00014391     	|1              	|  0.00014391     	|  1.0522e-05     	|
on_fit_end                         	|  6.6128e-05     	|1              	|  6.6128e-05     	|  4.8352e-06     	|
teardown                           	|  2.8647e-05     	|2              	|  5.7293e-05     	|  4.1892e-06     	|
on_configure_sharded_model         	|  2.4954e-05     	|2              	|  4.9908e-05     	|  3.6492e-06     	|
on_before_accelerator_backend_setup	|  2.4561e-05     	|2              	|  4.9122e-05     	|  3.5917e-06     	|
setup                              	|  2.4377e-05     	|2              	|  4.8755e-05     	|  3.5649e-06     	|
on_fit_start                       	|  4.4437e-05     	|1              	|  4.4437e-05     	|  3.2492e-06     	|
on_pretrain_routine_end            	|  3.3384e-05     	|1              	|  3.3384e-05     	|  2.441e-06      	|
on_validation_epoch_end            	|  3.0907e-05     	|1              	|  3.0907e-05     	|  2.2599e-06     	|
configure_callbacks                	|  9.4222e-06     	|2              	|  1.8844e-05     	|  1.3779e-06     	|
on_val_dataloader                  	|  8.0271e-06     	|2              	|  1.6054e-05     	|  1.1739e-06     	|
configure_sharded_model            	|  7.4683e-06     	|2              	|  1.4937e-05     	|  1.0922e-06     	|
prepare_data                       	|  7.0566e-06     	|2              	|  1.4113e-05     	|  1.032e-06      	|
on_validation_epoch_start          	|  9.7714e-06     	|1              	|  9.7714e-06     	|  7.1448e-07     	|
on_train_dataloader                	|  6.3274e-06     	|1              	|  6.3274e-06     	|  4.6266e-07     	|
