VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1723.8         	|  100 %          	|
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run_training_epoch                 	|  75.179         	|21             	|  1578.8         	|  91.585         	|
run_training_batch                 	|  0.19357        	|8000           	|  1548.6         	|  89.833         	|
training_step_and_backward         	|  0.1826         	|8000           	|  1460.8         	|  84.743         	|
model_forward                      	|  0.099845       	|8000           	|  798.76         	|  46.337         	|
training_step                      	|  0.099714       	|8000           	|  797.71         	|  46.276         	|
backward                           	|  0.082567       	|8000           	|  660.54         	|  38.319         	|
optimizer_step_with_closure_0      	|  0.24442        	|1000           	|  244.42         	|  14.179         	|
run_validate_evaluation            	|  101.64         	|1              	|  101.64         	|  5.8963         	|
evaluation_step_and_end            	|  0.099661       	|1000           	|  99.661         	|  5.7814         	|
validation_step                    	|  0.099612       	|1000           	|  99.612         	|  5.7786         	|
get_train_batch                    	|  0.0018278      	|8021           	|  14.661         	|  0.8505         	|
fetch_next_train_batch             	|  0.0018117      	|8021           	|  14.531         	|  0.84299        	|
on_train_batch_end                 	|  0.0010756      	|8000           	|  8.6052         	|  0.4992         	|
training_batch_to_device           	|  0.00021263     	|8000           	|  1.701          	|  0.098678       	|
get_validate_batch                 	|  0.00145        	|1001           	|  1.4515         	|  0.084203       	|
fetch_next_validate_batch          	|  0.0014366      	|1001           	|  1.4381         	|  0.083423       	|
zero_grad                          	|  0.0013621      	|1000           	|  1.3621         	|  0.079014       	|
on_train_batch_start               	|  8.9247e-05     	|8000           	|  0.71398        	|  0.041419       	|
evaluation_batch_to_device         	|  0.00020402     	|1000           	|  0.20402        	|  0.011835       	|
on_batch_start                     	|  1.4356e-05     	|8000           	|  0.11485        	|  0.0066623      	|
on_batch_end                       	|  1.2718e-05     	|8000           	|  0.10175        	|  0.0059025      	|
on_before_backward                 	|  1.2606e-05     	|8000           	|  0.10085        	|  0.0058503      	|
on_after_backward                  	|  1.131e-05      	|8000           	|  0.090477       	|  0.0052486      	|
training_step_end                  	|  5.6004e-06     	|8000           	|  0.044804       	|  0.0025991      	|
on_train_end                       	|  0.025246       	|1              	|  0.025246       	|  0.0014646      	|
on_pretrain_routine_start          	|  0.022735       	|1              	|  0.022735       	|  0.0013189      	|
on_validation_batch_end            	|  1.9086e-05     	|1000           	|  0.019086       	|  0.0011072      	|
on_before_zero_grad                	|  1.3586e-05     	|1000           	|  0.013586       	|  0.00078817     	|
on_before_optimizer_step           	|  1.1575e-05     	|1000           	|  0.011575       	|  0.0006715      	|
on_validation_batch_start          	|  9.657e-06      	|1000           	|  0.009657       	|  0.00056021     	|
configure_optimizers               	|  0.00844        	|1              	|  0.00844        	|  0.00048961     	|
on_train_epoch_start               	|  0.00030506     	|21             	|  0.0064062      	|  0.00037163     	|
on_train_epoch_end                 	|  0.0002864      	|21             	|  0.0060143      	|  0.0003489      	|
validation_step_end                	|  4.6356e-06     	|1000           	|  0.0046356      	|  0.00026892     	|
on_validation_model_eval           	|  0.00401        	|1              	|  0.00401        	|  0.00023263     	|
on_train_start                     	|  0.00069966     	|1              	|  0.00069966     	|  4.0588e-05     	|
on_validation_start                	|  0.00032283     	|1              	|  0.00032283     	|  1.8728e-05     	|
on_epoch_end                       	|  1.0734e-05     	|22             	|  0.00023615     	|  1.3699e-05     	|
on_epoch_start                     	|  1.0455e-05     	|22             	|  0.00023002     	|  1.3344e-05     	|
on_validation_end                  	|  0.00010829     	|1              	|  0.00010829     	|  6.2821e-06     	|
on_before_accelerator_backend_setup	|  1.8424e-05     	|2              	|  3.6848e-05     	|  2.1376e-06     	|
teardown                           	|  1.5964e-05     	|2              	|  3.1929e-05     	|  1.8522e-06     	|
on_configure_sharded_model         	|  1.4402e-05     	|2              	|  2.8804e-05     	|  1.6709e-06     	|
setup                              	|  1.3566e-05     	|2              	|  2.7132e-05     	|  1.5739e-06     	|
on_fit_end                         	|  2.2281e-05     	|1              	|  2.2281e-05     	|  1.2925e-06     	|
on_validation_epoch_end            	|  1.9186e-05     	|1              	|  1.9186e-05     	|  1.113e-06      	|
on_fit_start                       	|  1.7102e-05     	|1              	|  1.7102e-05     	|  9.921e-07      	|
prepare_data                       	|  6.202e-06      	|2              	|  1.2404e-05     	|  7.1957e-07     	|
on_val_dataloader                  	|  5.7705e-06     	|2              	|  1.1541e-05     	|  6.695e-07      	|
configure_callbacks                	|  5.4755e-06     	|2              	|  1.0951e-05     	|  6.3528e-07     	|
on_pretrain_routine_end            	|  9.4471e-06     	|1              	|  9.4471e-06     	|  5.4804e-07     	|
configure_sharded_model            	|  4.6085e-06     	|2              	|  9.2171e-06     	|  5.3469e-07     	|
on_validation_epoch_start          	|  9.0571e-06     	|1              	|  9.0571e-06     	|  5.2541e-07     	|
on_train_dataloader                	|  4.1181e-06     	|1              	|  4.1181e-06     	|  2.3889e-07     	|
