VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1655.7         	|  100 %          	|
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run_training_epoch                 	|  71.927         	|21             	|  1510.5         	|  91.23          	|
run_training_batch                 	|  0.18504        	|8000           	|  1480.3         	|  89.41          	|
training_step_and_backward         	|  0.17507        	|8000           	|  1400.5         	|  84.59          	|
model_forward                      	|  0.094012       	|8000           	|  752.09         	|  45.425         	|
training_step                      	|  0.093884       	|8000           	|  751.07         	|  45.364         	|
backward                           	|  0.080879       	|8000           	|  647.03         	|  39.08          	|
optimizer_step_with_closure_0      	|  0.23207        	|1000           	|  232.07         	|  14.016         	|
run_validate_evaluation            	|  101.74         	|1              	|  101.74         	|  6.1448         	|
evaluation_step_and_end            	|  0.099766       	|1000           	|  99.766         	|  6.0257         	|
validation_step                    	|  0.099717       	|1000           	|  99.717         	|  6.0228         	|
get_train_batch                    	|  0.0018262      	|8021           	|  14.648         	|  0.8847         	|
fetch_next_train_batch             	|  0.0018103      	|8021           	|  14.52          	|  0.877          	|
on_train_batch_end                 	|  0.0010753      	|8000           	|  8.6023         	|  0.51956        	|
training_batch_to_device           	|  0.00021008     	|8000           	|  1.6806         	|  0.10151        	|
get_validate_batch                 	|  0.0014469      	|1001           	|  1.4484         	|  0.08748        	|
fetch_next_validate_batch          	|  0.0014337      	|1001           	|  1.4351         	|  0.086677       	|
zero_grad                          	|  0.0012686      	|1000           	|  1.2686         	|  0.076622       	|
on_train_batch_start               	|  8.9812e-05     	|8000           	|  0.7185         	|  0.043396       	|
evaluation_batch_to_device         	|  0.00019991     	|1000           	|  0.19991        	|  0.012074       	|
on_batch_start                     	|  1.4487e-05     	|8000           	|  0.11589        	|  0.0069999      	|
on_batch_end                       	|  1.3075e-05     	|8000           	|  0.1046         	|  0.0063177      	|
on_before_backward                 	|  1.2759e-05     	|8000           	|  0.10207        	|  0.006165       	|
on_after_backward                  	|  1.1963e-05     	|8000           	|  0.095704       	|  0.0057804      	|
training_step_end                  	|  5.6924e-06     	|8000           	|  0.045539       	|  0.0027505      	|
on_train_end                       	|  0.025366       	|1              	|  0.025366       	|  0.0015321      	|
on_pretrain_routine_start          	|  0.022536       	|1              	|  0.022536       	|  0.0013611      	|
on_validation_batch_end            	|  1.8487e-05     	|1000           	|  0.018487       	|  0.0011166      	|
on_before_zero_grad                	|  1.3583e-05     	|1000           	|  0.013583       	|  0.00082038     	|
on_before_optimizer_step           	|  1.1283e-05     	|1000           	|  0.011283       	|  0.00068148     	|
on_validation_batch_start          	|  9.7623e-06     	|1000           	|  0.0097623      	|  0.00058963     	|
configure_optimizers               	|  0.0088803      	|1              	|  0.0088803      	|  0.00053636     	|
on_train_epoch_start               	|  0.00028187     	|21             	|  0.0059193      	|  0.00035752     	|
on_train_epoch_end                 	|  0.00025811     	|21             	|  0.0054203      	|  0.00032738     	|
validation_step_end                	|  4.4374e-06     	|1000           	|  0.0044374      	|  0.00026801     	|
on_validation_model_eval           	|  0.0041358      	|1              	|  0.0041358      	|  0.00024979     	|
on_train_start                     	|  0.00082265     	|1              	|  0.00082265     	|  4.9687e-05     	|
on_validation_start                	|  0.00031073     	|1              	|  0.00031073     	|  1.8768e-05     	|
on_epoch_start                     	|  1.0875e-05     	|22             	|  0.00023926     	|  1.4451e-05     	|
on_epoch_end                       	|  1.063e-05      	|22             	|  0.00023385     	|  1.4124e-05     	|
on_validation_end                  	|  0.00010403     	|1              	|  0.00010403     	|  6.283e-06      	|
on_before_accelerator_backend_setup	|  2.0268e-05     	|2              	|  4.0536e-05     	|  2.4483e-06     	|
teardown                           	|  1.5499e-05     	|2              	|  3.0998e-05     	|  1.8722e-06     	|
on_configure_sharded_model         	|  1.3876e-05     	|2              	|  2.7753e-05     	|  1.6762e-06     	|
setup                              	|  1.353e-05      	|2              	|  2.7061e-05     	|  1.6344e-06     	|
on_fit_end                         	|  2.107e-05      	|1              	|  2.107e-05      	|  1.2726e-06     	|
on_validation_epoch_end            	|  1.8465e-05     	|1              	|  1.8465e-05     	|  1.1153e-06     	|
on_fit_start                       	|  1.7112e-05     	|1              	|  1.7112e-05     	|  1.0335e-06     	|
configure_callbacks                	|  6.417e-06      	|2              	|  1.2834e-05     	|  7.7516e-07     	|
on_val_dataloader                  	|  6.0466e-06     	|2              	|  1.2093e-05     	|  7.3041e-07     	|
prepare_data                       	|  6.031e-06      	|2              	|  1.2062e-05     	|  7.2853e-07     	|
configure_sharded_model            	|  5.2199e-06     	|2              	|  1.044e-05      	|  6.3055e-07     	|
on_validation_epoch_start          	|  1.0189e-05     	|1              	|  1.0189e-05     	|  6.1541e-07     	|
on_pretrain_routine_end            	|  1.0009e-05     	|1              	|  1.0009e-05     	|  6.0452e-07     	|
on_train_dataloader                	|  4.078e-06      	|1              	|  4.078e-06      	|  2.4631e-07     	|
