VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1850.0         	|  100 %          	|
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run_training_epoch                 	|  26.497         	|63             	|  1669.3         	|  90.234         	|
run_training_batch                 	|  0.20423        	|8000           	|  1633.9         	|  88.317         	|
training_step_and_backward         	|  0.19303        	|8000           	|  1544.2         	|  83.473         	|
model_forward                      	|  0.10828        	|8000           	|  866.25         	|  46.825         	|
training_step                      	|  0.10815        	|8000           	|  865.17         	|  46.766         	|
backward                           	|  0.084566       	|8000           	|  676.52         	|  36.569         	|
optimizer_step_with_closure_0      	|  0.2508         	|1000           	|  250.8          	|  13.557         	|
run_validate_evaluation            	|  137.45         	|1              	|  137.45         	|  7.4295         	|
evaluation_step_and_end            	|  0.13543        	|1000           	|  135.43         	|  7.3204         	|
validation_step                    	|  0.13537        	|1000           	|  135.37         	|  7.3174         	|
get_train_batch                    	|  0.0022832      	|8063           	|  18.409         	|  0.9951         	|
fetch_next_train_batch             	|  0.0022667      	|8063           	|  18.276         	|  0.98791        	|
on_train_batch_end                 	|  0.0011068      	|8000           	|  8.854          	|  0.4786         	|
training_batch_to_device           	|  0.00021485     	|8000           	|  1.7188         	|  0.092909       	|
get_validate_batch                 	|  0.0014713      	|1001           	|  1.4727         	|  0.079607       	|
fetch_next_validate_batch          	|  0.0014574      	|1001           	|  1.4588         	|  0.078857       	|
zero_grad                          	|  0.0013125      	|1000           	|  1.3125         	|  0.070948       	|
on_train_batch_start               	|  9.0844e-05     	|8000           	|  0.72675        	|  0.039284       	|
evaluation_batch_to_device         	|  0.00021357     	|1000           	|  0.21357        	|  0.011544       	|
on_batch_start                     	|  1.5017e-05     	|8000           	|  0.12013        	|  0.0064937      	|
on_batch_end                       	|  1.3455e-05     	|8000           	|  0.10764        	|  0.0058185      	|
on_before_backward                 	|  1.3167e-05     	|8000           	|  0.10534        	|  0.0056938      	|
on_after_backward                  	|  1.1943e-05     	|8000           	|  0.095546       	|  0.0051647      	|
training_step_end                  	|  6.0129e-06     	|8000           	|  0.048103       	|  0.0026002      	|
on_train_end                       	|  0.02487        	|1              	|  0.02487        	|  0.0013443      	|
on_pretrain_routine_start          	|  0.022471       	|1              	|  0.022471       	|  0.0012147      	|
on_validation_batch_end            	|  2.0842e-05     	|1000           	|  0.020842       	|  0.0011266      	|
on_train_epoch_start               	|  0.00030653     	|63             	|  0.019311       	|  0.0010439      	|
on_train_epoch_end                 	|  0.00028811     	|63             	|  0.018151       	|  0.00098112     	|
on_before_zero_grad                	|  1.4941e-05     	|1000           	|  0.014941       	|  0.00080762     	|
on_before_optimizer_step           	|  1.2036e-05     	|1000           	|  0.012036       	|  0.00065062     	|
on_validation_batch_start          	|  9.8837e-06     	|1000           	|  0.0098837      	|  0.00053425     	|
configure_optimizers               	|  0.0090547      	|1              	|  0.0090547      	|  0.00048944     	|
validation_step_end                	|  4.7535e-06     	|1000           	|  0.0047535      	|  0.00025695     	|
on_validation_model_eval           	|  0.003843       	|1              	|  0.003843       	|  0.00020773     	|
on_train_start                     	|  0.00080982     	|1              	|  0.00080982     	|  4.3774e-05     	|
on_epoch_end                       	|  1.0948e-05     	|64             	|  0.00070068     	|  3.7875e-05     	|
on_epoch_start                     	|  1.0891e-05     	|64             	|  0.00069705     	|  3.7679e-05     	|
on_validation_start                	|  0.00031565     	|1              	|  0.00031565     	|  1.7062e-05     	|
on_validation_end                  	|  0.0001016      	|1              	|  0.0001016      	|  5.4919e-06     	|
setup                              	|  2.384e-05      	|2              	|  4.768e-05      	|  2.5773e-06     	|
on_before_accelerator_backend_setup	|  1.9727e-05     	|2              	|  3.9454e-05     	|  2.1327e-06     	|
on_configure_sharded_model         	|  1.8068e-05     	|2              	|  3.6137e-05     	|  1.9534e-06     	|
teardown                           	|  1.5599e-05     	|2              	|  3.1198e-05     	|  1.6864e-06     	|
on_fit_end                         	|  2.102e-05      	|1              	|  2.102e-05      	|  1.1362e-06     	|
on_validation_epoch_end            	|  1.8615e-05     	|1              	|  1.8615e-05     	|  1.0062e-06     	|
on_fit_start                       	|  1.7342e-05     	|1              	|  1.7342e-05     	|  9.374e-07      	|
on_val_dataloader                  	|  6.3719e-06     	|2              	|  1.2744e-05     	|  6.8885e-07     	|
configure_sharded_model            	|  6.3669e-06     	|2              	|  1.2734e-05     	|  6.8831e-07     	|
prepare_data                       	|  6.197e-06      	|2              	|  1.2394e-05     	|  6.6995e-07     	|
configure_callbacks                	|  5.6556e-06     	|2              	|  1.1311e-05     	|  6.1141e-07     	|
on_pretrain_routine_end            	|  1.061e-05      	|1              	|  1.061e-05      	|  5.7351e-07     	|
on_validation_epoch_start          	|  1.0069e-05     	|1              	|  1.0069e-05     	|  5.4427e-07     	|
on_train_dataloader                	|  4.1879e-06     	|1              	|  4.1879e-06     	|  2.2637e-07     	|
