VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1820.8         	|  100 %          	|
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run_training_epoch                 	|  26.034         	|63             	|  1640.1         	|  90.078         	|
run_training_batch                 	|  0.20062        	|8000           	|  1605.0         	|  88.147         	|
training_step_and_backward         	|  0.18925        	|8000           	|  1514.0         	|  83.152         	|
model_forward                      	|  0.10637        	|8000           	|  850.93         	|  46.734         	|
training_step                      	|  0.10623        	|8000           	|  849.86         	|  46.676         	|
backward                           	|  0.082701       	|8000           	|  661.61         	|  36.337         	|
optimizer_step_with_closure_0      	|  0.24837        	|1000           	|  248.37         	|  13.641         	|
run_validate_evaluation            	|  137.68         	|1              	|  137.68         	|  7.5616         	|
evaluation_step_and_end            	|  0.13571        	|1000           	|  135.71         	|  7.4534         	|
validation_step                    	|  0.13566        	|1000           	|  135.66         	|  7.4507         	|
get_train_batch                    	|  0.0022605      	|8063           	|  18.226         	|  1.001          	|
fetch_next_train_batch             	|  0.0022442      	|8063           	|  18.095         	|  0.9938         	|
on_train_batch_end                 	|  0.0010908      	|8000           	|  8.7267         	|  0.47929        	|
training_batch_to_device           	|  0.00021517     	|8000           	|  1.7214         	|  0.09454        	|
get_validate_batch                 	|  0.0014359      	|1001           	|  1.4373         	|  0.07894        	|
fetch_next_validate_batch          	|  0.0014226      	|1001           	|  1.424          	|  0.07821        	|
zero_grad                          	|  0.0013247      	|1000           	|  1.3247         	|  0.072754       	|
on_train_batch_start               	|  9.043e-05      	|8000           	|  0.72344        	|  0.039733       	|
evaluation_batch_to_device         	|  0.00020693     	|1000           	|  0.20693        	|  0.011365       	|
on_batch_start                     	|  1.5064e-05     	|8000           	|  0.12051        	|  0.0066188      	|
on_batch_end                       	|  1.278e-05      	|8000           	|  0.10224        	|  0.0056152      	|
on_before_backward                 	|  1.2547e-05     	|8000           	|  0.10037        	|  0.0055127      	|
on_after_backward                  	|  1.1305e-05     	|8000           	|  0.090439       	|  0.0049671      	|
training_step_end                  	|  5.9718e-06     	|8000           	|  0.047775       	|  0.0026239      	|
on_train_end                       	|  0.025468       	|1              	|  0.025468       	|  0.0013987      	|
on_pretrain_routine_start          	|  0.022677       	|1              	|  0.022677       	|  0.0012454      	|
on_validation_batch_end            	|  1.8841e-05     	|1000           	|  0.018841       	|  0.0010348      	|
on_train_epoch_start               	|  0.00029432     	|63             	|  0.018542       	|  0.0010184      	|
on_train_epoch_end                 	|  0.0002842      	|63             	|  0.017905       	|  0.00098336     	|
on_before_zero_grad                	|  1.4215e-05     	|1000           	|  0.014215       	|  0.0007807      	|
on_before_optimizer_step           	|  1.158e-05      	|1000           	|  0.01158        	|  0.000636       	|
on_validation_batch_start          	|  1.0029e-05     	|1000           	|  0.010029       	|  0.00055084     	|
configure_optimizers               	|  0.0082987      	|1              	|  0.0082987      	|  0.00045578     	|
validation_step_end                	|  4.7319e-06     	|1000           	|  0.0047319      	|  0.00025988     	|
on_validation_model_eval           	|  0.0044577      	|1              	|  0.0044577      	|  0.00024483     	|
on_train_start                     	|  0.00077035     	|1              	|  0.00077035     	|  4.2309e-05     	|
on_epoch_start                     	|  1.0624e-05     	|64             	|  0.00067995     	|  3.7344e-05     	|
on_epoch_end                       	|  1.001e-05      	|64             	|  0.00064062     	|  3.5184e-05     	|
on_validation_start                	|  0.00031739     	|1              	|  0.00031739     	|  1.7432e-05     	|
on_validation_end                  	|  0.00012702     	|1              	|  0.00012702     	|  6.976e-06      	|
setup                              	|  2.3213e-05     	|2              	|  4.6427e-05     	|  2.5498e-06     	|
on_before_accelerator_backend_setup	|  2.0489e-05     	|2              	|  4.0977e-05     	|  2.2505e-06     	|
on_configure_sharded_model         	|  1.6661e-05     	|2              	|  3.3322e-05     	|  1.8301e-06     	|
teardown                           	|  1.5284e-05     	|2              	|  3.0568e-05     	|  1.6788e-06     	|
on_fit_end                         	|  2.2832e-05     	|1              	|  2.2832e-05     	|  1.254e-06      	|
on_fit_start                       	|  1.9096e-05     	|1              	|  1.9096e-05     	|  1.0488e-06     	|
on_validation_epoch_end            	|  1.7683e-05     	|1              	|  1.7683e-05     	|  9.7118e-07     	|
prepare_data                       	|  6.6125e-06     	|2              	|  1.3225e-05     	|  7.2634e-07     	|
on_val_dataloader                  	|  5.601e-06      	|2              	|  1.1202e-05     	|  6.1523e-07     	|
configure_sharded_model            	|  5.3346e-06     	|2              	|  1.0669e-05     	|  5.8597e-07     	|
configure_callbacks                	|  5.2896e-06     	|2              	|  1.0579e-05     	|  5.8102e-07     	|
on_pretrain_routine_end            	|  9.4881e-06     	|1              	|  9.4881e-06     	|  5.211e-07      	|
on_validation_epoch_start          	|  9.167e-06      	|1              	|  9.167e-06      	|  5.0347e-07     	|
on_train_dataloader                	|  4.3591e-06     	|1              	|  4.3591e-06     	|  2.3941e-07     	|
