VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1697.0         	|  100 %          	|
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run_training_epoch                 	|  9.2959         	|167            	|  1552.4         	|  91.482         	|
run_training_batch                 	|  0.18818        	|8000           	|  1505.5         	|  88.715         	|
training_step_and_backward         	|  0.17784        	|8000           	|  1422.8         	|  83.841         	|
model_forward                      	|  0.093491       	|8000           	|  747.92         	|  44.074         	|
training_step                      	|  0.093356       	|8000           	|  746.84         	|  44.011         	|
backward                           	|  0.084168       	|8000           	|  673.34         	|  39.679         	|
optimizer_step_with_closure_0      	|  0.23774        	|1000           	|  237.74         	|  14.01          	|
run_validate_evaluation            	|  101.48         	|1              	|  101.48         	|  5.98           	|
evaluation_step_and_end            	|  0.099483       	|1000           	|  99.483         	|  5.8625         	|
validation_step                    	|  0.099434       	|1000           	|  99.434         	|  5.8595         	|
get_train_batch                    	|  0.0033423      	|8167           	|  27.296         	|  1.6085         	|
fetch_next_train_batch             	|  0.0033248      	|8167           	|  27.154         	|  1.6001         	|
on_train_batch_end                 	|  0.0010793      	|8000           	|  8.6345         	|  0.50882        	|
training_batch_to_device           	|  0.00022142     	|8000           	|  1.7713         	|  0.10438        	|
get_validate_batch                 	|  0.0014609      	|1001           	|  1.4623         	|  0.086173       	|
fetch_next_validate_batch          	|  0.001447       	|1001           	|  1.4485         	|  0.085358       	|
zero_grad                          	|  0.0013369      	|1000           	|  1.3369         	|  0.078781       	|
on_train_batch_start               	|  9.1375e-05     	|8000           	|  0.731          	|  0.043077       	|
evaluation_batch_to_device         	|  0.00021068     	|1000           	|  0.21068        	|  0.012415       	|
on_batch_start                     	|  1.504e-05      	|8000           	|  0.12032        	|  0.0070904      	|
on_batch_end                       	|  1.2908e-05     	|8000           	|  0.10326        	|  0.0060853      	|
on_before_backward                 	|  1.2589e-05     	|8000           	|  0.10071        	|  0.005935       	|
on_after_backward                  	|  1.1738e-05     	|8000           	|  0.093906       	|  0.0055338      	|
on_train_epoch_start               	|  0.0002764      	|167            	|  0.046159       	|  0.0027201      	|
training_step_end                  	|  5.6444e-06     	|8000           	|  0.045155       	|  0.002661       	|
on_train_epoch_end                 	|  0.00025679     	|167            	|  0.042884       	|  0.0025271      	|
on_train_end                       	|  0.025534       	|1              	|  0.025534       	|  0.0015047      	|
on_pretrain_routine_start          	|  0.022883       	|1              	|  0.022883       	|  0.0013485      	|
on_validation_batch_end            	|  1.8429e-05     	|1000           	|  0.018429       	|  0.001086       	|
on_before_zero_grad                	|  1.5797e-05     	|1000           	|  0.015797       	|  0.0009309      	|
on_before_optimizer_step           	|  1.245e-05      	|1000           	|  0.01245        	|  0.00073366     	|
on_validation_batch_start          	|  9.8569e-06     	|1000           	|  0.0098569      	|  0.00058086     	|
configure_optimizers               	|  0.0088755      	|1              	|  0.0088755      	|  0.00052302     	|
validation_step_end                	|  4.6541e-06     	|1000           	|  0.0046541      	|  0.00027426     	|
on_validation_model_eval           	|  0.0039662      	|1              	|  0.0039662      	|  0.00023372     	|
on_epoch_end                       	|  1.0493e-05     	|168            	|  0.0017628      	|  0.00010388     	|
on_epoch_start                     	|  1.0289e-05     	|168            	|  0.0017285      	|  0.00010186     	|
on_train_start                     	|  0.00074616     	|1              	|  0.00074616     	|  4.397e-05      	|
on_validation_start                	|  0.00033134     	|1              	|  0.00033134     	|  1.9526e-05     	|
on_validation_end                  	|  0.00011265     	|1              	|  0.00011265     	|  6.6384e-06     	|
on_before_accelerator_backend_setup	|  1.7733e-05     	|2              	|  3.5466e-05     	|  2.09e-06       	|
teardown                           	|  1.558e-05      	|2              	|  3.1159e-05     	|  1.8362e-06     	|
setup                              	|  1.4076e-05     	|2              	|  2.8152e-05     	|  1.659e-06      	|
on_configure_sharded_model         	|  1.3576e-05     	|2              	|  2.7151e-05     	|  1.6e-06        	|
on_fit_end                         	|  2.1571e-05     	|1              	|  2.1571e-05     	|  1.2712e-06     	|
on_validation_epoch_end            	|  1.8154e-05     	|1              	|  1.8154e-05     	|  1.0698e-06     	|
on_fit_start                       	|  1.7924e-05     	|1              	|  1.7924e-05     	|  1.0562e-06     	|
on_val_dataloader                  	|  6.8925e-06     	|2              	|  1.3785e-05     	|  8.1234e-07     	|
prepare_data                       	|  6.0815e-06     	|2              	|  1.2163e-05     	|  7.1676e-07     	|
configure_callbacks                	|  5.8966e-06     	|2              	|  1.1793e-05     	|  6.9496e-07     	|
configure_sharded_model            	|  5.1495e-06     	|2              	|  1.0299e-05     	|  6.0691e-07     	|
on_pretrain_routine_end            	|  9.638e-06      	|1              	|  9.638e-06      	|  5.6796e-07     	|
on_validation_epoch_start          	|  9.0371e-06     	|1              	|  9.0371e-06     	|  5.3255e-07     	|
on_train_dataloader                	|  4.3178e-06     	|1              	|  4.3178e-06     	|  2.5445e-07     	|
