VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1701.9         	|  100 %          	|
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run_training_epoch                 	|  74.023         	|21             	|  1554.5         	|  91.336         	|
run_training_batch                 	|  0.19056        	|8000           	|  1524.5         	|  89.574         	|
training_step_and_backward         	|  0.1799         	|8000           	|  1439.2         	|  84.563         	|
model_forward                      	|  0.098594       	|8000           	|  788.75         	|  46.344         	|
training_step                      	|  0.098462       	|8000           	|  787.69         	|  46.282         	|
backward                           	|  0.081128       	|8000           	|  649.02         	|  38.134         	|
optimizer_step_with_closure_0      	|  0.24099        	|1000           	|  240.99         	|  14.16          	|
run_validate_evaluation            	|  103.83         	|1              	|  103.83         	|  6.1007         	|
evaluation_step_and_end            	|  0.10182        	|1000           	|  101.82         	|  5.9827         	|
validation_step                    	|  0.10177        	|1000           	|  101.77         	|  5.9796         	|
get_train_batch                    	|  0.0018061      	|8021           	|  14.487         	|  0.85118        	|
fetch_next_train_batch             	|  0.0017899      	|8021           	|  14.357         	|  0.84355        	|
on_train_batch_end                 	|  0.0010761      	|8000           	|  8.6091         	|  0.50584        	|
training_batch_to_device           	|  0.00020871     	|8000           	|  1.6697         	|  0.098106       	|
get_validate_batch                 	|  0.0014679      	|1001           	|  1.4694         	|  0.086338       	|
fetch_next_validate_batch          	|  0.0014541      	|1001           	|  1.4556         	|  0.085525       	|
zero_grad                          	|  0.001296       	|1000           	|  1.296          	|  0.076148       	|
on_train_batch_start               	|  8.9312e-05     	|8000           	|  0.71449        	|  0.041981       	|
evaluation_batch_to_device         	|  0.00020746     	|1000           	|  0.20746        	|  0.012189       	|
on_batch_start                     	|  1.521e-05      	|8000           	|  0.12168        	|  0.0071496      	|
on_before_backward                 	|  1.2854e-05     	|8000           	|  0.10283        	|  0.0060419      	|
on_batch_end                       	|  1.285e-05      	|8000           	|  0.1028         	|  0.0060402      	|
on_after_backward                  	|  1.1998e-05     	|8000           	|  0.095984       	|  0.0056397      	|
training_step_end                  	|  5.7866e-06     	|8000           	|  0.046293       	|  0.00272        	|
on_train_end                       	|  0.02569        	|1              	|  0.02569        	|  0.0015095      	|
on_pretrain_routine_start          	|  0.022924       	|1              	|  0.022924       	|  0.0013469      	|
on_validation_batch_end            	|  2.0002e-05     	|1000           	|  0.020002       	|  0.0011753      	|
on_before_zero_grad                	|  1.4111e-05     	|1000           	|  0.014111       	|  0.0008291      	|
on_before_optimizer_step           	|  1.1629e-05     	|1000           	|  0.011629       	|  0.00068328     	|
on_validation_batch_start          	|  9.9613e-06     	|1000           	|  0.0099613      	|  0.00058529     	|
configure_optimizers               	|  0.0081399      	|1              	|  0.0081399      	|  0.00047827     	|
on_train_epoch_start               	|  0.00029834     	|21             	|  0.0062651      	|  0.00036811     	|
on_train_epoch_end                 	|  0.00027015     	|21             	|  0.0056731      	|  0.00033333     	|
validation_step_end                	|  5.0108e-06     	|1000           	|  0.0050108      	|  0.00029441     	|
on_validation_model_eval           	|  0.0039625      	|1              	|  0.0039625      	|  0.00023282     	|
on_train_start                     	|  0.00067395     	|1              	|  0.00067395     	|  3.9599e-05     	|
on_validation_start                	|  0.00030408     	|1              	|  0.00030408     	|  1.7867e-05     	|
on_epoch_start                     	|  1.1152e-05     	|22             	|  0.00024534     	|  1.4415e-05     	|
on_epoch_end                       	|  1.0672e-05     	|22             	|  0.00023478     	|  1.3795e-05     	|
on_validation_end                  	|  0.00011851     	|1              	|  0.00011851     	|  6.9634e-06     	|
on_before_accelerator_backend_setup	|  1.9181e-05     	|2              	|  3.8362e-05     	|  2.254e-06      	|
teardown                           	|  1.5614e-05     	|2              	|  3.1228e-05     	|  1.8349e-06     	|
on_configure_sharded_model         	|  1.3906e-05     	|2              	|  2.7812e-05     	|  1.6341e-06     	|
setup                              	|  1.3135e-05     	|2              	|  2.6269e-05     	|  1.5435e-06     	|
on_fit_end                         	|  2.102e-05      	|1              	|  2.102e-05      	|  1.2351e-06     	|
on_validation_epoch_end            	|  1.8925e-05     	|1              	|  1.8925e-05     	|  1.112e-06      	|
on_fit_start                       	|  1.7112e-05     	|1              	|  1.7112e-05     	|  1.0054e-06     	|
prepare_data                       	|  6.3615e-06     	|2              	|  1.2723e-05     	|  7.4756e-07     	|
configure_callbacks                	|  6.0017e-06     	|2              	|  1.2003e-05     	|  7.0527e-07     	|
on_val_dataloader                  	|  5.4755e-06     	|2              	|  1.0951e-05     	|  6.4344e-07     	|
on_pretrain_routine_end            	|  1.025e-05      	|1              	|  1.025e-05      	|  6.0226e-07     	|
configure_sharded_model            	|  5.0239e-06     	|2              	|  1.0048e-05     	|  5.9037e-07     	|
on_validation_epoch_start          	|  9.2781e-06     	|1              	|  9.2781e-06     	|  5.4515e-07     	|
on_train_dataloader                	|  4.5379e-06     	|1              	|  4.5379e-06     	|  2.6663e-07     	|
