VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  1876.5         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  3.3895         	|500            	|  1694.7         	|  90.314         	|
run_training_batch                 	|  0.20091        	|8000           	|  1607.3         	|  85.655         	|
training_step_and_backward         	|  0.18971        	|8000           	|  1517.7         	|  80.878         	|
model_forward                      	|  0.10631        	|8000           	|  850.48         	|  45.323         	|
training_step                      	|  0.10617        	|8000           	|  849.37         	|  45.264         	|
backward                           	|  0.083212       	|8000           	|  665.7          	|  35.476         	|
optimizer_step_with_closure_0      	|  0.24802        	|1000           	|  248.02         	|  13.217         	|
run_validate_evaluation            	|  137.72         	|1              	|  137.72         	|  7.339          	|
evaluation_step_and_end            	|  0.13569        	|1000           	|  135.69         	|  7.2309         	|
validation_step                    	|  0.13563        	|1000           	|  135.63         	|  7.2281         	|
get_train_batch                    	|  0.0067737      	|8500           	|  57.576         	|  3.0683         	|
fetch_next_train_batch             	|  0.0067543      	|8500           	|  57.412         	|  3.0595         	|
on_train_batch_end                 	|  0.0011043      	|8000           	|  8.8342         	|  0.47078        	|
training_batch_to_device           	|  0.00023624     	|8000           	|  1.8899         	|  0.10071        	|
get_validate_batch                 	|  0.0014758      	|1001           	|  1.4773         	|  0.078724       	|
fetch_next_validate_batch          	|  0.0014619      	|1001           	|  1.4633         	|  0.077982       	|
zero_grad                          	|  0.0013498      	|1000           	|  1.3498         	|  0.071934       	|
on_train_batch_start               	|  9.1789e-05     	|8000           	|  0.73431        	|  0.039132       	|
evaluation_batch_to_device         	|  0.00021647     	|1000           	|  0.21647        	|  0.011536       	|
on_train_epoch_start               	|  0.00028317     	|500            	|  0.14159        	|  0.0075452      	|
on_batch_start                     	|  1.7258e-05     	|8000           	|  0.13806        	|  0.0073575      	|
on_train_epoch_end                 	|  0.00026691     	|500            	|  0.13345        	|  0.0071119      	|
on_batch_end                       	|  1.343e-05      	|8000           	|  0.10744        	|  0.0057256      	|
on_before_backward                 	|  1.2876e-05     	|8000           	|  0.10301        	|  0.0054895      	|
on_after_backward                  	|  1.193e-05      	|8000           	|  0.095441       	|  0.0050861      	|
training_step_end                  	|  6.0305e-06     	|8000           	|  0.048244       	|  0.002571       	|
on_train_end                       	|  0.02464        	|1              	|  0.02464        	|  0.0013131      	|
on_pretrain_routine_start          	|  0.023072       	|1              	|  0.023072       	|  0.0012296      	|
on_before_zero_grad                	|  2.2023e-05     	|1000           	|  0.022023       	|  0.0011736      	|
on_validation_batch_end            	|  1.9243e-05     	|1000           	|  0.019243       	|  0.0010255      	|
on_before_optimizer_step           	|  1.6853e-05     	|1000           	|  0.016853       	|  0.0008981      	|
on_validation_batch_start          	|  9.7887e-06     	|1000           	|  0.0097887      	|  0.00052165     	|
configure_optimizers               	|  0.0081757      	|1              	|  0.0081757      	|  0.00043569     	|
on_epoch_start                     	|  1.0921e-05     	|501            	|  0.0054715      	|  0.00029158     	|
on_epoch_end                       	|  1.0564e-05     	|501            	|  0.0052925      	|  0.00028204     	|
validation_step_end                	|  4.8259e-06     	|1000           	|  0.0048259      	|  0.00025718     	|
on_validation_model_eval           	|  0.0041981      	|1              	|  0.0041981      	|  0.00022372     	|
on_train_start                     	|  0.00075644     	|1              	|  0.00075644     	|  4.0311e-05     	|
on_validation_start                	|  0.00033643     	|1              	|  0.00033643     	|  1.7929e-05     	|
on_validation_end                  	|  0.00011562     	|1              	|  0.00011562     	|  6.1613e-06     	|
setup                              	|  2.0768e-05     	|2              	|  4.1537e-05     	|  2.2135e-06     	|
on_before_accelerator_backend_setup	|  1.9757e-05     	|2              	|  3.9514e-05     	|  2.1057e-06     	|
on_configure_sharded_model         	|  1.6897e-05     	|2              	|  3.3794e-05     	|  1.8009e-06     	|
teardown                           	|  1.5599e-05     	|2              	|  3.1199e-05     	|  1.6626e-06     	|
on_fit_end                         	|  2.3724e-05     	|1              	|  2.3724e-05     	|  1.2643e-06     	|
on_validation_epoch_end            	|  1.8745e-05     	|1              	|  1.8745e-05     	|  9.9893e-07     	|
on_fit_start                       	|  1.7242e-05     	|1              	|  1.7242e-05     	|  9.1884e-07     	|
prepare_data                       	|  6.046e-06      	|2              	|  1.2092e-05     	|  6.4439e-07     	|
on_val_dataloader                  	|  5.8405e-06     	|2              	|  1.1681e-05     	|  6.2249e-07     	|
configure_sharded_model            	|  5.72e-06       	|2              	|  1.144e-05      	|  6.0965e-07     	|
configure_callbacks                	|  5.3805e-06     	|2              	|  1.0761e-05     	|  5.7346e-07     	|
on_pretrain_routine_end            	|  9.889e-06      	|1              	|  9.889e-06      	|  5.2699e-07     	|
on_validation_epoch_start          	|  9.3479e-06     	|1              	|  9.3479e-06     	|  4.9816e-07     	|
on_train_dataloader                	|  4.1369e-06     	|1              	|  4.1369e-06     	|  2.2046e-07     	|
