VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1309.2         	|  100 %          	|
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run_training_epoch                 	|  2.5032         	|500            	|  1251.6         	|  95.597         	|
run_training_batch                 	|  0.24759        	|1000           	|  247.59         	|  18.911         	|
optimizer_step_with_closure_0      	|  0.24537        	|1000           	|  245.37         	|  18.742         	|
get_train_batch                    	|  0.13293        	|1500           	|  199.4          	|  15.23          	|
fetch_next_train_batch             	|  0.13289        	|1500           	|  199.34         	|  15.226         	|
training_step_and_backward         	|  0.18401        	|1000           	|  184.01         	|  14.055         	|
model_forward                      	|  0.097187       	|1000           	|  97.187         	|  7.4231         	|
training_step                      	|  0.096977       	|1000           	|  96.977         	|  7.4071         	|
backward                           	|  0.085439       	|1000           	|  85.439         	|  6.5258         	|
run_validate_evaluation            	|  30.33          	|1              	|  30.33          	|  2.3166         	|
evaluation_step_and_end            	|  0.082968       	|313            	|  25.969         	|  1.9835         	|
validation_step                    	|  0.082905       	|313            	|  25.949         	|  1.982          	|
on_train_batch_end                 	|  0.0017276      	|1000           	|  1.7276         	|  0.13196        	|
zero_grad                          	|  0.0013522      	|1000           	|  1.3522         	|  0.10328        	|
get_validate_batch                 	|  0.0034766      	|314            	|  1.0916         	|  0.08338        	|
fetch_next_validate_batch          	|  0.0034598      	|314            	|  1.0864         	|  0.082977       	|
training_batch_to_device           	|  0.00065159     	|1000           	|  0.65159        	|  0.049768       	|
on_train_epoch_end                 	|  0.00031231     	|500            	|  0.15615        	|  0.011927       	|
on_train_epoch_start               	|  0.00030341     	|500            	|  0.1517         	|  0.011587       	|
on_train_batch_start               	|  0.00011089     	|1000           	|  0.11089        	|  0.0084695      	|
evaluation_batch_to_device         	|  0.00020542     	|313            	|  0.064297       	|  0.004911       	|
on_batch_start                     	|  4.7611e-05     	|1000           	|  0.047611       	|  0.0036365      	|
on_train_end                       	|  0.042403       	|1              	|  0.042403       	|  0.0032387      	|
on_before_zero_grad                	|  2.2209e-05     	|1000           	|  0.022209       	|  0.0016963      	|
on_pretrain_routine_start          	|  0.021965       	|1              	|  0.021965       	|  0.0016777      	|
on_after_backward                  	|  1.919e-05      	|1000           	|  0.01919        	|  0.0014657      	|
on_batch_end                       	|  1.6727e-05     	|1000           	|  0.016727       	|  0.0012776      	|
on_before_optimizer_step           	|  1.3006e-05     	|1000           	|  0.013006       	|  0.0009934      	|
on_before_backward                 	|  1.2613e-05     	|1000           	|  0.012613       	|  0.00096338     	|
configure_optimizers               	|  0.010623       	|1              	|  0.010623       	|  0.00081137     	|
training_step_end                  	|  8.2427e-06     	|1000           	|  0.0082427      	|  0.00062958     	|
on_validation_batch_end            	|  2.4186e-05     	|313            	|  0.0075704      	|  0.00057822     	|
on_epoch_start                     	|  1.0835e-05     	|501            	|  0.0054283      	|  0.00041461     	|
on_epoch_end                       	|  1.0806e-05     	|501            	|  0.0054137      	|  0.0004135      	|
on_validation_model_eval           	|  0.0039606      	|1              	|  0.0039606      	|  0.00030251     	|
on_validation_batch_start          	|  1.2198e-05     	|313            	|  0.003818       	|  0.00029162     	|
validation_step_end                	|  5.703e-06      	|313            	|  0.001785       	|  0.00013634     	|
on_train_start                     	|  0.00098467     	|1              	|  0.00098467     	|  7.5209e-05     	|
on_validation_start                	|  0.00049457     	|1              	|  0.00049457     	|  3.7776e-05     	|
on_validation_end                  	|  0.00015119     	|1              	|  0.00015119     	|  1.1548e-05     	|
on_fit_end                         	|  9.0014e-05     	|1              	|  9.0014e-05     	|  6.8753e-06     	|
teardown                           	|  3.7745e-05     	|2              	|  7.5489e-05     	|  5.7659e-06     	|
on_fit_start                       	|  4.7836e-05     	|1              	|  4.7836e-05     	|  3.6538e-06     	|
on_before_accelerator_backend_setup	|  2.3697e-05     	|2              	|  4.7393e-05     	|  3.6199e-06     	|
setup                              	|  2.2949e-05     	|2              	|  4.5897e-05     	|  3.5057e-06     	|
on_configure_sharded_model         	|  2.2001e-05     	|2              	|  4.4001e-05     	|  3.3608e-06     	|
on_validation_epoch_end            	|  4.0399e-05     	|1              	|  4.0399e-05     	|  3.0857e-06     	|
prepare_data                       	|  8.8839e-06     	|2              	|  1.7768e-05     	|  1.3571e-06     	|
on_val_dataloader                  	|  8.7824e-06     	|2              	|  1.7565e-05     	|  1.3416e-06     	|
configure_callbacks                	|  7.459e-06      	|2              	|  1.4918e-05     	|  1.1394e-06     	|
configure_sharded_model            	|  6.3963e-06     	|2              	|  1.2793e-05     	|  9.771e-07      	|
on_pretrain_routine_end            	|  1.2122e-05     	|1              	|  1.2122e-05     	|  9.2589e-07     	|
on_validation_epoch_start          	|  9.0525e-06     	|1              	|  9.0525e-06     	|  6.9143e-07     	|
on_train_dataloader                	|  5.8152e-06     	|1              	|  5.8152e-06     	|  4.4416e-07     	|
