VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1340.2         	|  100 %          	|
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run_training_epoch                 	|  2.6109         	|500            	|  1305.5         	|  97.406         	|
run_training_batch                 	|  0.26199        	|1000           	|  261.99         	|  19.548         	|
optimizer_step_with_closure_0      	|  0.25834        	|1000           	|  258.34         	|  19.276         	|
get_train_batch                    	|  0.14106        	|1500           	|  211.58         	|  15.787         	|
fetch_next_train_batch             	|  0.14101        	|1500           	|  211.51         	|  15.782         	|
training_step_and_backward         	|  0.19674        	|1000           	|  196.74         	|  14.68          	|
model_forward                      	|  0.097952       	|1000           	|  97.952         	|  7.3085         	|
training_step                      	|  0.097745       	|1000           	|  97.745         	|  7.2931         	|
backward                           	|  0.09738        	|1000           	|  97.38          	|  7.2659         	|
run_validate_evaluation            	|  7.9182         	|1              	|  7.9182         	|  0.59081        	|
evaluation_step_and_end            	|  0.098788       	|48             	|  4.7418         	|  0.3538         	|
validation_step                    	|  0.098723       	|48             	|  4.7387         	|  0.35357        	|
on_train_batch_end                 	|  0.0019448      	|1000           	|  1.9448         	|  0.14511        	|
zero_grad                          	|  0.0013736      	|1000           	|  1.3736         	|  0.10249        	|
get_validate_batch                 	|  0.015517       	|49             	|  0.76032        	|  0.05673        	|
fetch_next_validate_batch          	|  0.0155         	|49             	|  0.75949        	|  0.056668       	|
training_batch_to_device           	|  0.00066871     	|1000           	|  0.66871        	|  0.049895       	|
on_train_epoch_end                 	|  0.00031533     	|500            	|  0.15766        	|  0.011764       	|
on_train_epoch_start               	|  0.00030232     	|500            	|  0.15116        	|  0.011279       	|
on_train_batch_start               	|  0.00010664     	|1000           	|  0.10664        	|  0.0079565      	|
on_batch_start                     	|  4.6214e-05     	|1000           	|  0.046214       	|  0.0034482      	|
on_train_end                       	|  0.041415       	|1              	|  0.041415       	|  0.0030902      	|
on_pretrain_routine_start          	|  0.02177        	|1              	|  0.02177        	|  0.0016244      	|
on_before_zero_grad                	|  2.112e-05      	|1000           	|  0.02112        	|  0.0015758      	|
on_after_backward                  	|  1.8072e-05     	|1000           	|  0.018072       	|  0.0013484      	|
on_batch_end                       	|  1.4503e-05     	|1000           	|  0.014503       	|  0.0010821      	|
on_before_backward                 	|  1.3673e-05     	|1000           	|  0.013673       	|  0.0010202      	|
on_before_optimizer_step           	|  1.319e-05      	|1000           	|  0.01319        	|  0.00098418     	|
configure_optimizers               	|  0.010311       	|1              	|  0.010311       	|  0.00076934     	|
evaluation_batch_to_device         	|  0.00019929     	|48             	|  0.0095657      	|  0.00071374     	|
training_step_end                  	|  8.146e-06      	|1000           	|  0.008146       	|  0.00060781     	|
on_epoch_end                       	|  1.0719e-05     	|501            	|  0.0053704      	|  0.0004007      	|
on_epoch_start                     	|  1.0273e-05     	|501            	|  0.0051468      	|  0.00038402     	|
on_validation_model_eval           	|  0.0038081      	|1              	|  0.0038081      	|  0.00028414     	|
on_validation_batch_end            	|  2.3619e-05     	|48             	|  0.0011337      	|  8.4589e-05     	|
on_train_start                     	|  0.0010625      	|1              	|  0.0010625      	|  7.9274e-05     	|
on_validation_batch_start          	|  1.2858e-05     	|48             	|  0.00061721     	|  4.6052e-05     	|
on_validation_start                	|  0.00047158     	|1              	|  0.00047158     	|  3.5186e-05     	|
validation_step_end                	|  5.7892e-06     	|48             	|  0.00027788     	|  2.0734e-05     	|
on_validation_end                  	|  0.00012797     	|1              	|  0.00012797     	|  9.548e-06      	|
teardown                           	|  3.4664e-05     	|2              	|  6.9328e-05     	|  5.1728e-06     	|
on_fit_end                         	|  5.5019e-05     	|1              	|  5.5019e-05     	|  4.1052e-06     	|
setup                              	|  2.6916e-05     	|2              	|  5.3832e-05     	|  4.0166e-06     	|
on_before_accelerator_backend_setup	|  2.418e-05      	|2              	|  4.836e-05      	|  3.6083e-06     	|
on_fit_start                       	|  4.4424e-05     	|1              	|  4.4424e-05     	|  3.3146e-06     	|
on_configure_sharded_model         	|  2.0046e-05     	|2              	|  4.0092e-05     	|  2.9914e-06     	|
on_validation_epoch_end            	|  2.7107e-05     	|1              	|  2.7107e-05     	|  2.0226e-06     	|
prepare_data                       	|  8.1239e-06     	|2              	|  1.6248e-05     	|  1.2123e-06     	|
on_val_dataloader                  	|  7.9796e-06     	|2              	|  1.5959e-05     	|  1.1908e-06     	|
configure_callbacks                	|  7.2625e-06     	|2              	|  1.4525e-05     	|  1.0838e-06     	|
configure_sharded_model            	|  5.98e-06       	|2              	|  1.196e-05      	|  8.9238e-07     	|
on_validation_epoch_start          	|  1.182e-05      	|1              	|  1.182e-05      	|  8.8196e-07     	|
on_pretrain_routine_end            	|  1.1632e-05     	|1              	|  1.1632e-05     	|  8.6792e-07     	|
on_train_dataloader                	|  5.9828e-06     	|1              	|  5.9828e-06     	|  4.464e-07      	|
