VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  556.06         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  0.99969        	|500            	|  499.84         	|  89.891         	|
run_training_batch                 	|  0.33906        	|1000           	|  339.06         	|  60.976         	|
optimizer_step_with_closure_0      	|  0.33634        	|1000           	|  336.34         	|  60.487         	|
training_step_and_backward         	|  0.25105        	|1000           	|  251.05         	|  45.148         	|
model_forward                      	|  0.1557         	|1000           	|  155.7          	|  28.002         	|
training_step                      	|  0.15553        	|1000           	|  155.53         	|  27.971         	|
backward                           	|  0.09394        	|1000           	|  93.94          	|  16.894         	|
get_train_batch                    	|  0.030439       	|1500           	|  45.658         	|  8.211          	|
fetch_next_train_batch             	|  0.030405       	|1500           	|  45.607         	|  8.2018         	|
run_validate_evaluation            	|  12.293         	|1              	|  12.293         	|  2.2108         	|
evaluation_step_and_end            	|  0.24694        	|48             	|  11.853         	|  2.1316         	|
validation_step                    	|  0.24688        	|48             	|  11.85          	|  2.1311         	|
zero_grad                          	|  0.0013713      	|1000           	|  1.3713         	|  0.24661        	|
on_train_batch_end                 	|  0.001321       	|1000           	|  1.321          	|  0.23756        	|
training_batch_to_device           	|  0.00060761     	|1000           	|  0.60761        	|  0.10927        	|
get_validate_batch                 	|  0.0039925      	|49             	|  0.19563        	|  0.035182       	|
fetch_next_validate_batch          	|  0.0039768      	|49             	|  0.19486        	|  0.035044       	|
on_train_epoch_start               	|  0.00027743     	|500            	|  0.13872        	|  0.024946       	|
on_train_epoch_end                 	|  0.00027593     	|500            	|  0.13796        	|  0.024811       	|
on_train_batch_start               	|  0.00010907     	|1000           	|  0.10907        	|  0.019616       	|
on_batch_start                     	|  3.373e-05      	|1000           	|  0.03373        	|  0.006066       	|
on_train_end                       	|  0.023878       	|1              	|  0.023878       	|  0.0042941      	|
on_pretrain_routine_start          	|  0.022649       	|1              	|  0.022649       	|  0.0040731      	|
on_before_zero_grad                	|  2.2385e-05     	|1000           	|  0.022385       	|  0.0040257      	|
on_batch_end                       	|  1.4919e-05     	|1000           	|  0.014919       	|  0.0026831      	|
on_before_backward                 	|  1.2744e-05     	|1000           	|  0.012744       	|  0.0022919      	|
on_before_optimizer_step           	|  1.2475e-05     	|1000           	|  0.012475       	|  0.0022434      	|
on_after_backward                  	|  1.1976e-05     	|1000           	|  0.011976       	|  0.0021537      	|
evaluation_batch_to_device         	|  0.00022626     	|48             	|  0.010861       	|  0.0019532      	|
configure_optimizers               	|  0.0087777      	|1              	|  0.0087777      	|  0.0015786      	|
training_step_end                  	|  8.1331e-06     	|1000           	|  0.0081331      	|  0.0014626      	|
on_epoch_start                     	|  1.076e-05      	|501            	|  0.0053909      	|  0.00096948     	|
on_epoch_end                       	|  1.0618e-05     	|501            	|  0.0053199      	|  0.00095671     	|
on_validation_model_eval           	|  0.0045127      	|1              	|  0.0045127      	|  0.00081155     	|
on_validation_batch_end            	|  2.3652e-05     	|48             	|  0.0011353      	|  0.00020417     	|
on_train_start                     	|  0.00073234     	|1              	|  0.00073234     	|  0.0001317      	|
on_validation_batch_start          	|  1.1075e-05     	|48             	|  0.00053161     	|  9.5603e-05     	|
on_validation_start                	|  0.00032708     	|1              	|  0.00032708     	|  5.8822e-05     	|
validation_step_end                	|  6.2532e-06     	|48             	|  0.00030015     	|  5.3979e-05     	|
on_validation_end                  	|  0.00010952     	|1              	|  0.00010952     	|  1.9695e-05     	|
on_before_accelerator_backend_setup	|  1.86e-05       	|2              	|  3.72e-05       	|  6.69e-06       	|
teardown                           	|  1.5543e-05     	|2              	|  3.1087e-05     	|  5.5906e-06     	|
on_configure_sharded_model         	|  1.359e-05      	|2              	|  2.7181e-05     	|  4.8881e-06     	|
setup                              	|  1.3314e-05     	|2              	|  2.6629e-05     	|  4.7889e-06     	|
on_fit_end                         	|  2.4827e-05     	|1              	|  2.4827e-05     	|  4.4648e-06     	|
on_validation_epoch_end            	|  1.7603e-05     	|1              	|  1.7603e-05     	|  3.1657e-06     	|
on_fit_start                       	|  1.6822e-05     	|1              	|  1.6822e-05     	|  3.0252e-06     	|
on_val_dataloader                  	|  6.4116e-06     	|2              	|  1.2823e-05     	|  2.3061e-06     	|
prepare_data                       	|  5.9715e-06     	|2              	|  1.1943e-05     	|  2.1478e-06     	|
configure_sharded_model            	|  5.12e-06       	|2              	|  1.024e-05      	|  1.8415e-06     	|
on_pretrain_routine_end            	|  9.9189e-06     	|1              	|  9.9189e-06     	|  1.7838e-06     	|
on_validation_epoch_start          	|  9.688e-06      	|1              	|  9.688e-06      	|  1.7423e-06     	|
configure_callbacks                	|  4.8245e-06     	|2              	|  9.649e-06      	|  1.7352e-06     	|
on_train_dataloader                	|  4.418e-06      	|1              	|  4.418e-06      	|  7.9451e-07     	|
