VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1669.9         	|  100 %          	|
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run_training_epoch                 	|  72.602         	|21             	|  1524.7         	|  91.303         	|
run_training_batch                 	|  0.18677        	|8000           	|  1494.2         	|  89.476         	|
training_step_and_backward         	|  0.17658        	|8000           	|  1412.6         	|  84.594         	|
model_forward                      	|  0.094089       	|8000           	|  752.71         	|  45.076         	|
training_step                      	|  0.093956       	|8000           	|  751.65         	|  45.012         	|
backward                           	|  0.082306       	|8000           	|  658.45         	|  39.431         	|
optimizer_step_with_closure_0      	|  0.23442        	|1000           	|  234.42         	|  14.038         	|
run_validate_evaluation            	|  101.74         	|1              	|  101.74         	|  6.0924         	|
evaluation_step_and_end            	|  0.09972        	|1000           	|  99.72          	|  5.9717         	|
validation_step                    	|  0.09967        	|1000           	|  99.67          	|  5.9687         	|
get_train_batch                    	|  0.001853       	|8021           	|  14.863         	|  0.89007        	|
fetch_next_train_batch             	|  0.0018368      	|8021           	|  14.733         	|  0.88227        	|
on_train_batch_end                 	|  0.0010864      	|8000           	|  8.6912         	|  0.52047        	|
training_batch_to_device           	|  0.00021132     	|8000           	|  1.6906         	|  0.10124        	|
get_validate_batch                 	|  0.0014772      	|1001           	|  1.4787         	|  0.088551       	|
fetch_next_validate_batch          	|  0.0014635      	|1001           	|  1.465          	|  0.08773        	|
zero_grad                          	|  0.0013127      	|1000           	|  1.3127         	|  0.078612       	|
on_train_batch_start               	|  9.0755e-05     	|8000           	|  0.72604        	|  0.043479       	|
evaluation_batch_to_device         	|  0.00020906     	|1000           	|  0.20906        	|  0.012519       	|
on_batch_start                     	|  1.4753e-05     	|8000           	|  0.11803        	|  0.0070679      	|
on_batch_end                       	|  1.339e-05      	|8000           	|  0.10712        	|  0.0064149      	|
on_before_backward                 	|  1.2612e-05     	|8000           	|  0.1009         	|  0.0060422      	|
on_after_backward                  	|  1.1478e-05     	|8000           	|  0.091827       	|  0.005499       	|
training_step_end                  	|  5.7822e-06     	|8000           	|  0.046258       	|  0.0027701      	|
on_train_end                       	|  0.026097       	|1              	|  0.026097       	|  0.0015628      	|
on_pretrain_routine_start          	|  0.022806       	|1              	|  0.022806       	|  0.0013657      	|
on_validation_batch_end            	|  1.8886e-05     	|1000           	|  0.018886       	|  0.0011309      	|
on_before_zero_grad                	|  1.3779e-05     	|1000           	|  0.013779       	|  0.00082517     	|
on_before_optimizer_step           	|  1.1204e-05     	|1000           	|  0.011204       	|  0.00067097     	|
on_validation_batch_start          	|  9.5314e-06     	|1000           	|  0.0095314      	|  0.00057078     	|
configure_optimizers               	|  0.0089812      	|1              	|  0.0089812      	|  0.00053783     	|
on_train_epoch_start               	|  0.00028923     	|21             	|  0.0060737      	|  0.00036372     	|
on_train_epoch_end                 	|  0.00028712     	|21             	|  0.0060295      	|  0.00036108     	|
validation_step_end                	|  4.6715e-06     	|1000           	|  0.0046715      	|  0.00027975     	|
on_validation_model_eval           	|  0.0041009      	|1              	|  0.0041009      	|  0.00024558     	|
on_train_start                     	|  0.00070177     	|1              	|  0.00070177     	|  4.2025e-05     	|
on_validation_start                	|  0.00032771     	|1              	|  0.00032771     	|  1.9625e-05     	|
on_epoch_start                     	|  1.0631e-05     	|22             	|  0.00023389     	|  1.4006e-05     	|
on_epoch_end                       	|  1.0512e-05     	|22             	|  0.00023127     	|  1.385e-05      	|
on_validation_end                  	|  0.00010988     	|1              	|  0.00010988     	|  6.5798e-06     	|
on_before_accelerator_backend_setup	|  1.9166e-05     	|2              	|  3.8331e-05     	|  2.2954e-06     	|
teardown                           	|  1.628e-05      	|2              	|  3.2561e-05     	|  1.9499e-06     	|
on_configure_sharded_model         	|  1.3445e-05     	|2              	|  2.689e-05      	|  1.6103e-06     	|
setup                              	|  1.3425e-05     	|2              	|  2.685e-05      	|  1.6079e-06     	|
on_fit_end                         	|  2.4215e-05     	|1              	|  2.4215e-05     	|  1.4501e-06     	|
on_validation_epoch_end            	|  2.0659e-05     	|1              	|  2.0659e-05     	|  1.2372e-06     	|
on_fit_start                       	|  1.7122e-05     	|1              	|  1.7122e-05     	|  1.0253e-06     	|
on_val_dataloader                  	|  6.6176e-06     	|2              	|  1.3235e-05     	|  7.9259e-07     	|
prepare_data                       	|  6.0815e-06     	|2              	|  1.2163e-05     	|  7.2838e-07     	|
configure_callbacks                	|  5.3099e-06     	|2              	|  1.062e-05      	|  6.3596e-07     	|
on_pretrain_routine_end            	|  1.0269e-05     	|1              	|  1.0269e-05     	|  6.1495e-07     	|
configure_sharded_model            	|  4.904e-06      	|2              	|  9.808e-06      	|  5.8735e-07     	|
on_validation_epoch_start          	|  9.517e-06      	|1              	|  9.517e-06      	|  5.6992e-07     	|
on_train_dataloader                	|  4.3181e-06     	|1              	|  4.3181e-06     	|  2.5859e-07     	|
