VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  504.07         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  7.3781         	|63             	|  464.82         	|  92.213         	|
run_training_batch                 	|  0.29035        	|1000           	|  290.35         	|  57.601         	|
optimizer_step_with_closure_0      	|  0.28603        	|1000           	|  286.03         	|  56.743         	|
training_step_and_backward         	|  0.22049        	|1000           	|  220.49         	|  43.742         	|
backward                           	|  0.11003        	|1000           	|  110.03         	|  21.828         	|
model_forward                      	|  0.1089         	|1000           	|  108.9          	|  21.605         	|
training_step                      	|  0.10871        	|1000           	|  108.71         	|  21.565         	|
get_train_batch                    	|  0.031344       	|1063           	|  33.318         	|  6.6098         	|
fetch_next_train_batch             	|  0.031316       	|1063           	|  33.289         	|  6.604          	|
run_validate_evaluation            	|  7.9614         	|1              	|  7.9614         	|  1.5794         	|
evaluation_step_and_end            	|  0.10059        	|48             	|  4.8281         	|  0.95783        	|
validation_step                    	|  0.10047        	|48             	|  4.8227         	|  0.95674        	|
on_train_batch_end                 	|  0.0027485      	|1000           	|  2.7485         	|  0.54526        	|
zero_grad                          	|  0.0015208      	|1000           	|  1.5208         	|  0.30171        	|
get_validate_batch                 	|  0.016312       	|49             	|  0.79928        	|  0.15856        	|
fetch_next_validate_batch          	|  0.016288       	|49             	|  0.7981         	|  0.15833        	|
training_batch_to_device           	|  0.00030831     	|1000           	|  0.30831        	|  0.061164       	|
on_train_batch_start               	|  9.901e-05      	|1000           	|  0.09901        	|  0.019642       	|
on_train_end                       	|  0.067158       	|1              	|  0.067158       	|  0.013323       	|
on_train_epoch_end                 	|  0.00044423     	|63             	|  0.027986       	|  0.005552       	|
on_after_backward                  	|  2.7337e-05     	|1000           	|  0.027337       	|  0.0054233      	|
on_train_epoch_start               	|  0.00039798     	|63             	|  0.025073       	|  0.004974       	|
on_pretrain_routine_start          	|  0.024748       	|1              	|  0.024748       	|  0.0049096      	|
on_batch_start                     	|  2.3099e-05     	|1000           	|  0.023099       	|  0.0045826      	|
configure_optimizers               	|  0.02066        	|1              	|  0.02066        	|  0.0040985      	|
on_before_zero_grad                	|  1.7097e-05     	|1000           	|  0.017097       	|  0.0033918      	|
on_batch_end                       	|  1.6425e-05     	|1000           	|  0.016425       	|  0.0032585      	|
evaluation_batch_to_device         	|  0.0002872      	|48             	|  0.013786       	|  0.0027348      	|
on_before_backward                 	|  1.3317e-05     	|1000           	|  0.013317       	|  0.002642       	|
on_before_optimizer_step           	|  1.2995e-05     	|1000           	|  0.012995       	|  0.002578       	|
training_step_end                  	|  8.2264e-06     	|1000           	|  0.0082264      	|  0.001632       	|
on_validation_model_eval           	|  0.0056552      	|1              	|  0.0056552      	|  0.0011219      	|
on_validation_batch_end            	|  4.1317e-05     	|48             	|  0.0019832      	|  0.00039344     	|
on_validation_start                	|  0.0010776      	|1              	|  0.0010776      	|  0.00021378     	|
on_validation_batch_start          	|  1.6947e-05     	|48             	|  0.00081346     	|  0.00016138     	|
on_epoch_start                     	|  1.157e-05      	|64             	|  0.00074051     	|  0.00014691     	|
on_epoch_end                       	|  1.1528e-05     	|64             	|  0.00073778     	|  0.00014636     	|
on_train_start                     	|  0.00064049     	|1              	|  0.00064049     	|  0.00012706     	|
validation_step_end                	|  8.6719e-06     	|48             	|  0.00041625     	|  8.2577e-05     	|
on_validation_end                  	|  0.00016934     	|1              	|  0.00016934     	|  3.3595e-05     	|
teardown                           	|  7.0693e-05     	|2              	|  0.00014139     	|  2.8049e-05     	|
on_fit_end                         	|  5.384e-05      	|1              	|  5.384e-05      	|  1.0681e-05     	|
setup                              	|  2.632e-05      	|2              	|  5.264e-05      	|  1.0443e-05     	|
on_before_accelerator_backend_setup	|  2.604e-05      	|2              	|  5.208e-05      	|  1.0332e-05     	|
on_configure_sharded_model         	|  2.436e-05      	|2              	|  4.8719e-05     	|  9.6652e-06     	|
on_val_dataloader                  	|  1.903e-05      	|2              	|  3.8059e-05     	|  7.5504e-06     	|
on_fit_start                       	|  2.956e-05      	|1              	|  2.956e-05      	|  5.8643e-06     	|
on_validation_epoch_end            	|  2.7362e-05     	|1              	|  2.7362e-05     	|  5.4282e-06     	|
configure_callbacks                	|  9.9e-06        	|2              	|  1.98e-05       	|  3.928e-06      	|
prepare_data                       	|  8.3027e-06     	|2              	|  1.6605e-05     	|  3.2943e-06     	|
configure_sharded_model            	|  7.933e-06      	|2              	|  1.5866e-05     	|  3.1476e-06     	|
on_validation_epoch_start          	|  1.5547e-05     	|1              	|  1.5547e-05     	|  3.0844e-06     	|
on_pretrain_routine_end            	|  1.4381e-05     	|1              	|  1.4381e-05     	|  2.8531e-06     	|
on_train_dataloader                	|  7.2215e-06     	|1              	|  7.2215e-06     	|  1.4326e-06     	|
