VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1310.7         	|  100 %          	|
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run_training_epoch                 	|  2.5042         	|500            	|  1252.1         	|  95.532         	|
run_training_batch                 	|  0.25284        	|1000           	|  252.84         	|  19.291         	|
optimizer_step_with_closure_0      	|  0.25064        	|1000           	|  250.64         	|  19.123         	|
get_train_batch                    	|  0.13215        	|1500           	|  198.23         	|  15.124         	|
fetch_next_train_batch             	|  0.13211        	|1500           	|  198.17         	|  15.12          	|
training_step_and_backward         	|  0.18953        	|1000           	|  189.53         	|  14.461         	|
model_forward                      	|  0.099496       	|1000           	|  99.496         	|  7.5913         	|
training_step                      	|  0.09929        	|1000           	|  99.29          	|  7.5755         	|
backward                           	|  0.088585       	|1000           	|  88.585         	|  6.7588         	|
run_validate_evaluation            	|  30.166         	|1              	|  30.166         	|  2.3015         	|
evaluation_step_and_end            	|  0.083874       	|313            	|  26.253         	|  2.003          	|
validation_step                    	|  0.083808       	|313            	|  26.232         	|  2.0014         	|
on_train_batch_end                 	|  0.0017539      	|1000           	|  1.7539         	|  0.13382        	|
zero_grad                          	|  0.0014153      	|1000           	|  1.4153         	|  0.10798        	|
get_validate_batch                 	|  0.0034897      	|314            	|  1.0958         	|  0.083605       	|
fetch_next_validate_batch          	|  0.003473       	|314            	|  1.0905         	|  0.083203       	|
training_batch_to_device           	|  0.00067799     	|1000           	|  0.67799        	|  0.051729       	|
on_train_epoch_start               	|  0.00032584     	|500            	|  0.16292        	|  0.01243        	|
on_train_epoch_end                 	|  0.0003065      	|500            	|  0.15325        	|  0.011692       	|
on_train_batch_start               	|  0.00011385     	|1000           	|  0.11385        	|  0.008686       	|
evaluation_batch_to_device         	|  0.00020848     	|313            	|  0.065253       	|  0.0049786      	|
on_batch_start                     	|  4.8232e-05     	|1000           	|  0.048232       	|  0.00368        	|
on_train_end                       	|  0.043439       	|1              	|  0.043439       	|  0.0033143      	|
on_pretrain_routine_start          	|  0.022341       	|1              	|  0.022341       	|  0.0017045      	|
on_before_zero_grad                	|  2.1165e-05     	|1000           	|  0.021165       	|  0.0016148      	|
on_after_backward                  	|  2.0704e-05     	|1000           	|  0.020704       	|  0.0015797      	|
on_batch_end                       	|  1.6413e-05     	|1000           	|  0.016413       	|  0.0012523      	|
on_before_optimizer_step           	|  1.3137e-05     	|1000           	|  0.013137       	|  0.0010023      	|
on_before_backward                 	|  1.2233e-05     	|1000           	|  0.012233       	|  0.00093334     	|
configure_optimizers               	|  0.01048        	|1              	|  0.01048        	|  0.00079962     	|
training_step_end                  	|  8.1203e-06     	|1000           	|  0.0081203      	|  0.00061955     	|
on_validation_batch_end            	|  2.4154e-05     	|313            	|  0.0075601      	|  0.00057681     	|
on_epoch_start                     	|  1.0781e-05     	|501            	|  0.0054013      	|  0.0004121      	|
on_epoch_end                       	|  1.0718e-05     	|501            	|  0.0053695      	|  0.00040968     	|
on_validation_model_eval           	|  0.003843       	|1              	|  0.003843       	|  0.00029321     	|
on_validation_batch_start          	|  1.2035e-05     	|313            	|  0.0037669      	|  0.0002874      	|
on_validation_start                	|  0.0023612      	|1              	|  0.0023612      	|  0.00018015     	|
validation_step_end                	|  5.8705e-06     	|313            	|  0.0018375      	|  0.00014019     	|
on_train_start                     	|  0.0010943      	|1              	|  0.0010943      	|  8.3492e-05     	|
on_validation_end                  	|  0.00016395     	|1              	|  0.00016395     	|  1.2509e-05     	|
teardown                           	|  3.7377e-05     	|2              	|  7.4754e-05     	|  5.7035e-06     	|
on_fit_end                         	|  6.0832e-05     	|1              	|  6.0832e-05     	|  4.6413e-06     	|
on_before_accelerator_backend_setup	|  2.3189e-05     	|2              	|  4.6378e-05     	|  3.5385e-06     	|
on_fit_start                       	|  4.2519e-05     	|1              	|  4.2519e-05     	|  3.244e-06      	|
on_configure_sharded_model         	|  2.1063e-05     	|2              	|  4.2126e-05     	|  3.2141e-06     	|
setup                              	|  2.0491e-05     	|2              	|  4.0982e-05     	|  3.1268e-06     	|
on_validation_epoch_end            	|  3.4239e-05     	|1              	|  3.4239e-05     	|  2.6123e-06     	|
on_pretrain_routine_end            	|  1.7082e-05     	|1              	|  1.7082e-05     	|  1.3033e-06     	|
configure_callbacks                	|  8.354e-06      	|2              	|  1.6708e-05     	|  1.2748e-06     	|
on_val_dataloader                  	|  8.0923e-06     	|2              	|  1.6185e-05     	|  1.2348e-06     	|
prepare_data                       	|  6.8191e-06     	|2              	|  1.3638e-05     	|  1.0406e-06     	|
configure_sharded_model            	|  5.7751e-06     	|2              	|  1.155e-05      	|  8.8125e-07     	|
on_validation_epoch_start          	|  9.6355e-06     	|1              	|  9.6355e-06     	|  7.3516e-07     	|
on_train_dataloader                	|  6.4597e-06     	|1              	|  6.4597e-06     	|  4.9285e-07     	|
