VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1663.4         	|  100 %          	|
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run_training_epoch                 	|  72.273         	|21             	|  1517.7         	|  91.243         	|
run_training_batch                 	|  0.18596        	|8000           	|  1487.7         	|  89.437         	|
training_step_and_backward         	|  0.17583        	|8000           	|  1406.6         	|  84.565         	|
model_forward                      	|  0.09374        	|8000           	|  749.92         	|  45.084         	|
training_step                      	|  0.093608       	|8000           	|  748.87         	|  45.02          	|
backward                           	|  0.081903       	|8000           	|  655.23         	|  39.391         	|
optimizer_step_with_closure_0      	|  0.2354         	|1000           	|  235.4          	|  14.152         	|
run_validate_evaluation            	|  102.21         	|1              	|  102.21         	|  6.1447         	|
evaluation_step_and_end            	|  0.10022        	|1000           	|  100.22         	|  6.0248         	|
validation_step                    	|  0.10017        	|1000           	|  100.17         	|  6.0218         	|
get_train_batch                    	|  0.0018221      	|8021           	|  14.615         	|  0.87863        	|
fetch_next_train_batch             	|  0.0018061      	|8021           	|  14.487         	|  0.87093        	|
on_train_batch_end                 	|  0.0010604      	|8000           	|  8.4829         	|  0.50997        	|
training_batch_to_device           	|  0.00021079     	|8000           	|  1.6863         	|  0.10138        	|
get_validate_batch                 	|  0.0014602      	|1001           	|  1.4617         	|  0.087873       	|
fetch_next_validate_batch          	|  0.0014461      	|1001           	|  1.4476         	|  0.087025       	|
zero_grad                          	|  0.0013518      	|1000           	|  1.3518         	|  0.081265       	|
on_train_batch_start               	|  8.9548e-05     	|8000           	|  0.71638        	|  0.043068       	|
evaluation_batch_to_device         	|  0.00020315     	|1000           	|  0.20315        	|  0.012213       	|
on_batch_start                     	|  1.4243e-05     	|8000           	|  0.11394        	|  0.00685        	|
on_before_backward                 	|  1.3079e-05     	|8000           	|  0.10463        	|  0.0062904      	|
on_batch_end                       	|  1.2923e-05     	|8000           	|  0.10338        	|  0.0062152      	|
on_after_backward                  	|  1.1299e-05     	|8000           	|  0.090396       	|  0.0054344      	|
training_step_end                  	|  5.4847e-06     	|8000           	|  0.043878       	|  0.0026378      	|
on_train_end                       	|  0.025975       	|1              	|  0.025975       	|  0.0015616      	|
on_pretrain_routine_start          	|  0.022817       	|1              	|  0.022817       	|  0.0013717      	|
on_validation_batch_end            	|  1.8564e-05     	|1000           	|  0.018564       	|  0.001116       	|
on_before_zero_grad                	|  1.4339e-05     	|1000           	|  0.014339       	|  0.00086201     	|
on_before_optimizer_step           	|  1.0985e-05     	|1000           	|  0.010985       	|  0.00066041     	|
on_validation_batch_start          	|  9.9234e-06     	|1000           	|  0.0099234      	|  0.00059657     	|
configure_optimizers               	|  0.008685       	|1              	|  0.008685       	|  0.00052213     	|
on_train_epoch_start               	|  0.00029991     	|21             	|  0.006298       	|  0.00037863     	|
on_train_epoch_end                 	|  0.00027887     	|21             	|  0.0058562      	|  0.00035206     	|
validation_step_end                	|  4.8597e-06     	|1000           	|  0.0048597      	|  0.00029216     	|
on_validation_model_eval           	|  0.0039863      	|1              	|  0.0039863      	|  0.00023965     	|
on_train_start                     	|  0.0007136      	|1              	|  0.0007136      	|  4.29e-05       	|
on_validation_start                	|  0.00032225     	|1              	|  0.00032225     	|  1.9373e-05     	|
on_epoch_start                     	|  1.0771e-05     	|22             	|  0.00023696     	|  1.4246e-05     	|
on_epoch_end                       	|  9.94e-06       	|22             	|  0.00021868     	|  1.3147e-05     	|
on_validation_end                  	|  0.00011228     	|1              	|  0.00011228     	|  6.7501e-06     	|
on_before_accelerator_backend_setup	|  1.8941e-05     	|2              	|  3.7881e-05     	|  2.2773e-06     	|
teardown                           	|  1.621e-05      	|2              	|  3.242e-05      	|  1.949e-06      	|
on_configure_sharded_model         	|  1.37e-05       	|2              	|  2.7401e-05     	|  1.6473e-06     	|
setup                              	|  1.3154e-05     	|2              	|  2.6309e-05     	|  1.5816e-06     	|
on_fit_end                         	|  2.0818e-05     	|1              	|  2.0818e-05     	|  1.2515e-06     	|
on_validation_epoch_end            	|  2.0208e-05     	|1              	|  2.0208e-05     	|  1.2149e-06     	|
on_fit_start                       	|  1.8294e-05     	|1              	|  1.8294e-05     	|  1.0998e-06     	|
prepare_data                       	|  6.717e-06      	|2              	|  1.3434e-05     	|  8.0763e-07     	|
configure_callbacks                	|  5.8111e-06     	|2              	|  1.1622e-05     	|  6.987e-07      	|
on_val_dataloader                  	|  5.5955e-06     	|2              	|  1.1191e-05     	|  6.7278e-07     	|
on_pretrain_routine_end            	|  9.788e-06      	|1              	|  9.788e-06      	|  5.8843e-07     	|
configure_sharded_model            	|  4.824e-06      	|2              	|  9.648e-06      	|  5.8002e-07     	|
on_validation_epoch_start          	|  9.238e-06      	|1              	|  9.238e-06      	|  5.5537e-07     	|
on_train_dataloader                	|  4.1381e-06     	|1              	|  4.1381e-06     	|  2.4877e-07     	|
