VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1697.4         	|  100 %          	|
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run_training_epoch                 	|  9.2916         	|167            	|  1551.7         	|  91.415         	|
run_training_batch                 	|  0.18759        	|8000           	|  1500.7         	|  88.411         	|
training_step_and_backward         	|  0.17737        	|8000           	|  1418.9         	|  83.593         	|
model_forward                      	|  0.094269       	|8000           	|  754.15         	|  44.429         	|
training_step                      	|  0.094132       	|8000           	|  753.06         	|  44.364         	|
backward                           	|  0.082908       	|8000           	|  663.27         	|  39.075         	|
optimizer_step_with_closure_0      	|  0.23639        	|1000           	|  236.39         	|  13.927         	|
run_validate_evaluation            	|  101.91         	|1              	|  101.91         	|  6.0039         	|
evaluation_step_and_end            	|  0.099935       	|1000           	|  99.935         	|  5.8874         	|
validation_step                    	|  0.099886       	|1000           	|  99.886         	|  5.8845         	|
get_train_batch                    	|  0.0038252      	|8167           	|  31.241         	|  1.8405         	|
fetch_next_train_batch             	|  0.0038078      	|8167           	|  31.098         	|  1.8321         	|
on_train_batch_end                 	|  0.0010982      	|8000           	|  8.7857         	|  0.51759        	|
training_batch_to_device           	|  0.00021641     	|8000           	|  1.7313         	|  0.10199        	|
get_validate_batch                 	|  0.0014576      	|1001           	|  1.459          	|  0.085955       	|
fetch_next_validate_batch          	|  0.001444       	|1001           	|  1.4454         	|  0.085152       	|
zero_grad                          	|  0.0013588      	|1000           	|  1.3588         	|  0.08005        	|
on_train_batch_start               	|  9.314e-05      	|8000           	|  0.74512        	|  0.043897       	|
evaluation_batch_to_device         	|  0.00020276     	|1000           	|  0.20276        	|  0.011945       	|
on_batch_start                     	|  1.5627e-05     	|8000           	|  0.12502        	|  0.007365       	|
on_batch_end                       	|  1.3473e-05     	|8000           	|  0.10778        	|  0.0063497      	|
on_before_backward                 	|  1.2956e-05     	|8000           	|  0.10365        	|  0.0061063      	|
on_after_backward                  	|  1.1857e-05     	|8000           	|  0.094857       	|  0.0055883      	|
on_train_epoch_start               	|  0.00029365     	|167            	|  0.04904        	|  0.0028891      	|
training_step_end                  	|  5.9009e-06     	|8000           	|  0.047207       	|  0.0027811      	|
on_train_epoch_end                 	|  0.00026628     	|167            	|  0.044469       	|  0.0026198      	|
on_train_end                       	|  0.024698       	|1              	|  0.024698       	|  0.001455       	|
on_pretrain_routine_start          	|  0.024679       	|1              	|  0.024679       	|  0.0014539      	|
on_validation_batch_end            	|  1.7455e-05     	|1000           	|  0.017455       	|  0.0010283      	|
on_before_zero_grad                	|  1.5588e-05     	|1000           	|  0.015588       	|  0.00091835     	|
on_before_optimizer_step           	|  1.3e-05        	|1000           	|  0.013          	|  0.00076586     	|
on_validation_batch_start          	|  9.5995e-06     	|1000           	|  0.0095995      	|  0.00056553     	|
configure_optimizers               	|  0.0091469      	|1              	|  0.0091469      	|  0.00053887     	|
validation_step_end                	|  4.6201e-06     	|1000           	|  0.0046201      	|  0.00027218     	|
on_validation_model_eval           	|  0.0045357      	|1              	|  0.0045357      	|  0.00026721     	|
on_epoch_start                     	|  1.073e-05      	|168            	|  0.0018026      	|  0.0001062      	|
on_epoch_end                       	|  1.0436e-05     	|168            	|  0.0017532      	|  0.00010329     	|
on_train_start                     	|  0.0007662      	|1              	|  0.0007662      	|  4.5139e-05     	|
on_validation_start                	|  0.00032217     	|1              	|  0.00032217     	|  1.898e-05      	|
on_validation_end                  	|  0.00010825     	|1              	|  0.00010825     	|  6.3774e-06     	|
on_before_accelerator_backend_setup	|  1.8024e-05     	|2              	|  3.6049e-05     	|  2.1237e-06     	|
teardown                           	|  1.7949e-05     	|2              	|  3.5897e-05     	|  2.1148e-06     	|
setup                              	|  1.4973e-05     	|2              	|  2.9946e-05     	|  1.7642e-06     	|
on_configure_sharded_model         	|  1.3339e-05     	|2              	|  2.6679e-05     	|  1.5717e-06     	|
on_fit_end                         	|  2.1039e-05     	|1              	|  2.1039e-05     	|  1.2395e-06     	|
on_validation_epoch_end            	|  1.8214e-05     	|1              	|  1.8214e-05     	|  1.073e-06      	|
on_fit_start                       	|  1.7533e-05     	|1              	|  1.7533e-05     	|  1.0329e-06     	|
on_val_dataloader                  	|  6.668e-06      	|2              	|  1.3336e-05     	|  7.8566e-07     	|
prepare_data                       	|  6.2271e-06     	|2              	|  1.2454e-05     	|  7.337e-07      	|
configure_callbacks                	|  6.2016e-06     	|2              	|  1.2403e-05     	|  7.307e-07      	|
on_pretrain_routine_end            	|  1.059e-05      	|1              	|  1.059e-05      	|  6.2387e-07     	|
configure_sharded_model            	|  5.0145e-06     	|2              	|  1.0029e-05     	|  5.9083e-07     	|
on_validation_epoch_start          	|  9.7181e-06     	|1              	|  9.7181e-06     	|  5.7252e-07     	|
on_train_dataloader                	|  4.458e-06      	|1              	|  4.458e-06      	|  2.6263e-07     	|
