VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  364.89         	|  100 %          	|
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run_training_epoch                 	|  15.794         	|21             	|  331.68         	|  90.899         	|
run_training_batch                 	|  0.31747        	|1000           	|  317.47         	|  87.003         	|
optimizer_step_with_closure_0      	|  0.31455        	|1000           	|  314.55         	|  86.204         	|
training_step_and_backward         	|  0.24101        	|1000           	|  241.01         	|  66.049         	|
backward                           	|  0.12196        	|1000           	|  121.96         	|  33.424         	|
model_forward                      	|  0.1175         	|1000           	|  117.5          	|  32.202         	|
training_step                      	|  0.11729        	|1000           	|  117.29         	|  32.145         	|
run_validate_evaluation            	|  13.517         	|1              	|  13.517         	|  3.7044         	|
evaluation_step_and_end            	|  0.10099        	|125            	|  12.624         	|  3.4596         	|
validation_step                    	|  0.10089        	|125            	|  12.611         	|  3.4561         	|
get_train_batch                    	|  0.0046694      	|1021           	|  4.7675         	|  1.3065         	|
fetch_next_train_batch             	|  0.004647       	|1021           	|  4.7446         	|  1.3003         	|
on_train_batch_end                 	|  0.0019484      	|1000           	|  1.9484         	|  0.53396        	|
zero_grad                          	|  0.0015165      	|1000           	|  1.5165         	|  0.41561        	|
get_validate_batch                 	|  0.0035036      	|126            	|  0.44145        	|  0.12098        	|
fetch_next_validate_batch          	|  0.0034816      	|126            	|  0.43869        	|  0.12022        	|
training_batch_to_device           	|  0.00030094     	|1000           	|  0.30094        	|  0.082474       	|
on_train_batch_start               	|  0.00011457     	|1000           	|  0.11457        	|  0.031397       	|
evaluation_batch_to_device         	|  0.00028835     	|125            	|  0.036044       	|  0.009878       	|
on_train_end                       	|  0.025109       	|1              	|  0.025109       	|  0.0068813      	|
on_pretrain_routine_start          	|  0.022574       	|1              	|  0.022574       	|  0.0061866      	|
on_after_backward                  	|  2.1297e-05     	|1000           	|  0.021297       	|  0.0058366      	|
on_batch_start                     	|  2.1159e-05     	|1000           	|  0.021159       	|  0.0057988      	|
on_before_zero_grad                	|  1.6333e-05     	|1000           	|  0.016333       	|  0.004476       	|
on_batch_end                       	|  1.6091e-05     	|1000           	|  0.016091       	|  0.0044098      	|
on_before_optimizer_step           	|  1.4815e-05     	|1000           	|  0.014815       	|  0.0040602      	|
on_before_backward                 	|  1.4361e-05     	|1000           	|  0.014361       	|  0.0039356      	|
on_train_epoch_start               	|  0.0004515      	|21             	|  0.0094816      	|  0.0025985      	|
on_train_epoch_end                 	|  0.00044407     	|21             	|  0.0093255      	|  0.0025557      	|
training_step_end                  	|  8.6365e-06     	|1000           	|  0.0086365      	|  0.0023669      	|
configure_optimizers               	|  0.0084656      	|1              	|  0.0084656      	|  0.00232        	|
on_validation_batch_end            	|  3.5586e-05     	|125            	|  0.0044482      	|  0.0012191      	|
on_validation_model_eval           	|  0.0041398      	|1              	|  0.0041398      	|  0.0011345      	|
on_validation_batch_start          	|  1.6823e-05     	|125            	|  0.0021029      	|  0.00057632     	|
on_train_start                     	|  0.0017504      	|1              	|  0.0017504      	|  0.0004797      	|
validation_step_end                	|  7.6721e-06     	|125            	|  0.00095901     	|  0.00026282     	|
on_validation_start                	|  0.00042678     	|1              	|  0.00042678     	|  0.00011696     	|
on_epoch_end                       	|  1.1791e-05     	|22             	|  0.00025941     	|  7.1093e-05     	|
on_epoch_start                     	|  1.0425e-05     	|22             	|  0.00022936     	|  6.2857e-05     	|
on_validation_end                  	|  0.00016869     	|1              	|  0.00016869     	|  4.6231e-05     	|
setup                              	|  3.2178e-05     	|2              	|  6.4356e-05     	|  1.7637e-05     	|
on_before_accelerator_backend_setup	|  2.5921e-05     	|2              	|  5.1841e-05     	|  1.4207e-05     	|
on_configure_sharded_model         	|  2.4437e-05     	|2              	|  4.8875e-05     	|  1.3394e-05     	|
on_validation_epoch_end            	|  4.2744e-05     	|1              	|  4.2744e-05     	|  1.1714e-05     	|
teardown                           	|  1.6341e-05     	|2              	|  3.2683e-05     	|  8.9569e-06     	|
on_fit_end                         	|  2.8445e-05     	|1              	|  2.8445e-05     	|  7.7955e-06     	|
configure_sharded_model            	|  1.1455e-05     	|2              	|  2.2909e-05     	|  6.2783e-06     	|
on_pretrain_routine_end            	|  1.8714e-05     	|1              	|  1.8714e-05     	|  5.1287e-06     	|
on_fit_start                       	|  1.7972e-05     	|1              	|  1.7972e-05     	|  4.9253e-06     	|
on_val_dataloader                  	|  7.887e-06      	|2              	|  1.5774e-05     	|  4.3229e-06     	|
on_validation_epoch_start          	|  1.4241e-05     	|1              	|  1.4241e-05     	|  3.9028e-06     	|
prepare_data                       	|  6.799e-06      	|2              	|  1.3598e-05     	|  3.7266e-06     	|
configure_callbacks                	|  6.1805e-06     	|2              	|  1.2361e-05     	|  3.3876e-06     	|
on_train_dataloader                	|  7.263e-06      	|1              	|  7.263e-06      	|  1.9904e-06     	|
