VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  1236.3         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  2.3837         	|500            	|  1191.8         	|  96.401         	|
run_training_batch                 	|  0.29776        	|1000           	|  297.76         	|  24.084         	|
optimizer_step_with_closure_0      	|  0.29452        	|1000           	|  294.52         	|  23.822         	|
training_step_and_backward         	|  0.22822        	|1000           	|  228.22         	|  18.459         	|
get_train_batch                    	|  0.094894       	|1500           	|  142.34         	|  11.513         	|
fetch_next_train_batch             	|  0.094853       	|1500           	|  142.28         	|  11.508         	|
model_forward                      	|  0.11538        	|1000           	|  115.38         	|  9.3321         	|
training_step                      	|  0.11514        	|1000           	|  115.14         	|  9.3131         	|
backward                           	|  0.11124        	|1000           	|  111.24         	|  8.9972         	|
run_validate_evaluation            	|  7.4086         	|1              	|  7.4086         	|  0.59924        	|
evaluation_step_and_end            	|  0.10603        	|48             	|  5.0894         	|  0.41165        	|
validation_step                    	|  0.1059         	|48             	|  5.0833         	|  0.41116        	|
on_train_batch_end                 	|  0.0022538      	|1000           	|  2.2538         	|  0.1823         	|
zero_grad                          	|  0.0015658      	|1000           	|  1.5658         	|  0.12665        	|
training_batch_to_device           	|  0.00068223     	|1000           	|  0.68223        	|  0.055182       	|
get_validate_batch                 	|  0.011354       	|49             	|  0.55633        	|  0.044999       	|
fetch_next_validate_batch          	|  0.011328       	|49             	|  0.55509        	|  0.044898       	|
on_train_epoch_end                 	|  0.00033794     	|500            	|  0.16897        	|  0.013667       	|
on_train_epoch_start               	|  0.00032696     	|500            	|  0.16348        	|  0.013223       	|
on_train_batch_start               	|  0.00011346     	|1000           	|  0.11346        	|  0.0091774      	|
on_train_end                       	|  0.072196       	|1              	|  0.072196       	|  0.0058396      	|
on_batch_start                     	|  5.5523e-05     	|1000           	|  0.055523       	|  0.0044909      	|
on_pretrain_routine_start          	|  0.025168       	|1              	|  0.025168       	|  0.0020357      	|
on_after_backward                  	|  2.4284e-05     	|1000           	|  0.024284       	|  0.0019642      	|
on_before_zero_grad                	|  2.2938e-05     	|1000           	|  0.022938       	|  0.0018553      	|
on_batch_end                       	|  1.7271e-05     	|1000           	|  0.017271       	|  0.0013969      	|
on_before_optimizer_step           	|  1.6834e-05     	|1000           	|  0.016834       	|  0.0013616      	|
on_before_backward                 	|  1.5277e-05     	|1000           	|  0.015277       	|  0.0012357      	|
evaluation_batch_to_device         	|  0.00028429     	|48             	|  0.013646       	|  0.0011037      	|
configure_optimizers               	|  0.012285       	|1              	|  0.012285       	|  0.00099366     	|
training_step_end                  	|  1.1327e-05     	|1000           	|  0.011327       	|  0.00091616     	|
on_epoch_end                       	|  1.2032e-05     	|501            	|  0.0060282      	|  0.00048759     	|
on_epoch_start                     	|  1.0963e-05     	|501            	|  0.0054925      	|  0.00044426     	|
on_validation_model_eval           	|  0.0050787      	|1              	|  0.0050787      	|  0.00041079     	|
on_validation_batch_end            	|  4.78e-05       	|48             	|  0.0022944      	|  0.00018558     	|
on_train_start                     	|  0.0011049      	|1              	|  0.0011049      	|  8.9368e-05     	|
on_validation_batch_start          	|  1.9854e-05     	|48             	|  0.000953       	|  7.7083e-05     	|
on_validation_start                	|  0.00071464     	|1              	|  0.00071464     	|  5.7804e-05     	|
validation_step_end                	|  9.8687e-06     	|48             	|  0.0004737      	|  3.8315e-05     	|
on_validation_end                  	|  0.00014861     	|1              	|  0.00014861     	|  1.202e-05      	|
on_before_accelerator_backend_setup	|  3.066e-05      	|2              	|  6.132e-05      	|  4.9598e-06     	|
on_fit_end                         	|  5.9363e-05     	|1              	|  5.9363e-05     	|  4.8015e-06     	|
teardown                           	|  2.7882e-05     	|2              	|  5.5764e-05     	|  4.5104e-06     	|
setup                              	|  2.4527e-05     	|2              	|  4.9055e-05     	|  3.9678e-06     	|
on_configure_sharded_model         	|  2.4478e-05     	|2              	|  4.8956e-05     	|  3.9598e-06     	|
on_fit_start                       	|  4.1598e-05     	|1              	|  4.1598e-05     	|  3.3647e-06     	|
on_validation_epoch_end            	|  3.3123e-05     	|1              	|  3.3123e-05     	|  2.6792e-06     	|
on_val_dataloader                  	|  1.4883e-05     	|2              	|  2.9767e-05     	|  2.4077e-06     	|
configure_callbacks                	|  8.3363e-06     	|2              	|  1.6673e-05     	|  1.3485e-06     	|
prepare_data                       	|  7.7691e-06     	|2              	|  1.5538e-05     	|  1.2568e-06     	|
on_pretrain_routine_end            	|  1.3866e-05     	|1              	|  1.3866e-05     	|  1.1215e-06     	|
configure_sharded_model            	|  6.9216e-06     	|2              	|  1.3843e-05     	|  1.1197e-06     	|
on_validation_epoch_start          	|  1.3694e-05     	|1              	|  1.3694e-05     	|  1.1076e-06     	|
on_train_dataloader                	|  6.2678e-06     	|1              	|  6.2678e-06     	|  5.0697e-07     	|
