VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1930.9         	|  100 %          	|
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run_training_epoch                 	|  3.4976         	|500            	|  1748.8         	|  90.567         	|
run_training_batch                 	|  0.20772        	|8000           	|  1661.7         	|  86.059         	|
training_step_and_backward         	|  0.19647        	|8000           	|  1571.8         	|  81.4           	|
model_forward                      	|  0.1104         	|8000           	|  883.16         	|  45.737         	|
training_step                      	|  0.11026        	|8000           	|  882.07         	|  45.681         	|
backward                           	|  0.085886       	|8000           	|  687.09         	|  35.583         	|
optimizer_step_with_closure_0      	|  0.25393        	|1000           	|  253.93         	|  13.15          	|
run_validate_evaluation            	|  137.81         	|1              	|  137.81         	|  7.1368         	|
evaluation_step_and_end            	|  0.13582        	|1000           	|  135.82         	|  7.0341         	|
validation_step                    	|  0.13577        	|1000           	|  135.77         	|  7.0315         	|
get_train_batch                    	|  0.006764       	|8500           	|  57.494         	|  2.9775         	|
fetch_next_train_batch             	|  0.0067449      	|8500           	|  57.331         	|  2.9691         	|
on_train_batch_end                 	|  0.0010953      	|8000           	|  8.7627         	|  0.4538         	|
training_batch_to_device           	|  0.00023697     	|8000           	|  1.8958         	|  0.098178       	|
get_validate_batch                 	|  0.0014499      	|1001           	|  1.4514         	|  0.075164       	|
fetch_next_validate_batch          	|  0.0014364      	|1001           	|  1.4378         	|  0.074462       	|
zero_grad                          	|  0.0013844      	|1000           	|  1.3844         	|  0.071693       	|
on_train_batch_start               	|  9.2267e-05     	|8000           	|  0.73814        	|  0.038227       	|
evaluation_batch_to_device         	|  0.00020822     	|1000           	|  0.20822        	|  0.010783       	|
on_train_epoch_start               	|  0.0002881      	|500            	|  0.14405        	|  0.0074601      	|
on_batch_start                     	|  1.7177e-05     	|8000           	|  0.13741        	|  0.0071163      	|
on_train_epoch_end                 	|  0.00026104     	|500            	|  0.13052        	|  0.0067593      	|
on_before_backward                 	|  1.4192e-05     	|8000           	|  0.11354        	|  0.0058799      	|
on_batch_end                       	|  1.3489e-05     	|8000           	|  0.10791        	|  0.0055885      	|
on_after_backward                  	|  1.1609e-05     	|8000           	|  0.092869       	|  0.0048095      	|
training_step_end                  	|  6.0952e-06     	|8000           	|  0.048762       	|  0.0025253      	|
on_train_end                       	|  0.024081       	|1              	|  0.024081       	|  0.0012471      	|
on_before_zero_grad                	|  2.3436e-05     	|1000           	|  0.023436       	|  0.0012137      	|
on_pretrain_routine_start          	|  0.022478       	|1              	|  0.022478       	|  0.0011641      	|
on_validation_batch_end            	|  1.8567e-05     	|1000           	|  0.018567       	|  0.00096157     	|
on_before_optimizer_step           	|  1.6555e-05     	|1000           	|  0.016555       	|  0.00085735     	|
on_validation_batch_start          	|  1.0066e-05     	|1000           	|  0.010066       	|  0.00052128     	|
configure_optimizers               	|  0.0083323      	|1              	|  0.0083323      	|  0.00043151     	|
on_epoch_start                     	|  1.1958e-05     	|501            	|  0.005991       	|  0.00031026     	|
on_epoch_end                       	|  1.0237e-05     	|501            	|  0.0051286      	|  0.0002656      	|
validation_step_end                	|  4.9413e-06     	|1000           	|  0.0049413      	|  0.0002559      	|
on_validation_model_eval           	|  0.0044363      	|1              	|  0.0044363      	|  0.00022975     	|
on_train_start                     	|  0.00073134     	|1              	|  0.00073134     	|  3.7875e-05     	|
on_validation_start                	|  0.00033092     	|1              	|  0.00033092     	|  1.7138e-05     	|
on_validation_end                  	|  0.0001081      	|1              	|  0.0001081      	|  5.5984e-06     	|
setup                              	|  2.3243e-05     	|2              	|  4.6487e-05     	|  2.4075e-06     	|
on_before_accelerator_backend_setup	|  2.2156e-05     	|2              	|  4.4313e-05     	|  2.2949e-06     	|
on_configure_sharded_model         	|  1.6861e-05     	|2              	|  3.3722e-05     	|  1.7464e-06     	|
teardown                           	|  1.4727e-05     	|2              	|  2.9455e-05     	|  1.5254e-06     	|
on_fit_end                         	|  2.0358e-05     	|1              	|  2.0358e-05     	|  1.0543e-06     	|
on_validation_epoch_end            	|  1.8604e-05     	|1              	|  1.8604e-05     	|  9.6346e-07     	|
on_fit_start                       	|  1.8274e-05     	|1              	|  1.8274e-05     	|  9.4637e-07     	|
prepare_data                       	|  6.392e-06      	|2              	|  1.2784e-05     	|  6.6206e-07     	|
on_val_dataloader                  	|  5.641e-06      	|2              	|  1.1282e-05     	|  5.8428e-07     	|
configure_sharded_model            	|  5.535e-06      	|2              	|  1.107e-05      	|  5.7329e-07     	|
configure_callbacks                	|  5.2101e-06     	|2              	|  1.042e-05      	|  5.3964e-07     	|
on_pretrain_routine_end            	|  1.0058e-05     	|1              	|  1.0058e-05     	|  5.2089e-07     	|
on_validation_epoch_start          	|  9.8778e-06     	|1              	|  9.8778e-06     	|  5.1155e-07     	|
on_train_dataloader                	|  4.0771e-06     	|1              	|  4.0771e-06     	|  2.1115e-07     	|
