VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  757.6          	|  100 %          	|
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run_training_epoch                 	|  3.5591         	|200            	|  711.81         	|  93.956         	|
run_training_batch                 	|  0.29099        	|1000           	|  290.99         	|  38.41          	|
optimizer_step_with_closure_0      	|  0.28748        	|1000           	|  287.48         	|  37.946         	|
training_step_and_backward         	|  0.22172        	|1000           	|  221.72         	|  29.266         	|
model_forward                      	|  0.11165        	|1000           	|  111.65         	|  14.738         	|
training_step                      	|  0.11144        	|1000           	|  111.44         	|  14.71          	|
backward                           	|  0.10843        	|1000           	|  108.43         	|  14.313         	|
get_train_batch                    	|  0.068593       	|1200           	|  82.312         	|  10.865         	|
fetch_next_train_batch             	|  0.068561       	|1200           	|  82.273         	|  10.86          	|
run_validate_evaluation            	|  16.475         	|1              	|  16.475         	|  2.1746         	|
evaluation_step_and_end            	|  0.098553       	|139            	|  13.699         	|  1.8082         	|
validation_step                    	|  0.098447       	|139            	|  13.684         	|  1.8062         	|
on_train_batch_end                 	|  0.00232        	|1000           	|  2.32           	|  0.30623        	|
zero_grad                          	|  0.0015904      	|1000           	|  1.5904         	|  0.20993        	|
get_validate_batch                 	|  0.0049515      	|140            	|  0.6932         	|  0.0915         	|
fetch_next_validate_batch          	|  0.0049284      	|140            	|  0.68997        	|  0.091073       	|
training_batch_to_device           	|  0.00049968     	|1000           	|  0.49968        	|  0.065956       	|
on_train_batch_start               	|  0.00012155     	|1000           	|  0.12155        	|  0.016045       	|
on_train_epoch_end                 	|  0.00033287     	|200            	|  0.066574       	|  0.0087875      	|
on_train_epoch_start               	|  0.00033231     	|200            	|  0.066463       	|  0.0087728      	|
on_train_end                       	|  0.048919       	|1              	|  0.048919       	|  0.006457       	|
evaluation_batch_to_device         	|  0.00024763     	|139            	|  0.034421       	|  0.0045434      	|
on_batch_start                     	|  2.9672e-05     	|1000           	|  0.029672       	|  0.0039165      	|
on_after_backward                  	|  2.961e-05      	|1000           	|  0.02961        	|  0.0039084      	|
on_pretrain_routine_start          	|  0.022539       	|1              	|  0.022539       	|  0.0029751      	|
on_before_zero_grad                	|  1.9684e-05     	|1000           	|  0.019684       	|  0.0025982      	|
on_batch_end                       	|  1.6168e-05     	|1000           	|  0.016168       	|  0.0021341      	|
on_before_optimizer_step           	|  1.4308e-05     	|1000           	|  0.014308       	|  0.0018886      	|
on_before_backward                 	|  1.396e-05      	|1000           	|  0.01396        	|  0.0018427      	|
configure_optimizers               	|  0.011372       	|1              	|  0.011372       	|  0.0015011      	|
training_step_end                  	|  8.6994e-06     	|1000           	|  0.0086994      	|  0.0011483      	|
on_validation_batch_end            	|  3.7109e-05     	|139            	|  0.0051582      	|  0.00068085     	|
on_validation_model_eval           	|  0.003924       	|1              	|  0.003924       	|  0.00051795     	|
on_epoch_end                       	|  1.1894e-05     	|201            	|  0.0023906      	|  0.00031555     	|
on_validation_batch_start          	|  1.6568e-05     	|139            	|  0.002303       	|  0.00030399     	|
on_epoch_start                     	|  1.1221e-05     	|201            	|  0.0022555      	|  0.00029772     	|
validation_step_end                	|  8.6352e-06     	|139            	|  0.0012003      	|  0.00015843     	|
on_train_start                     	|  0.0011496      	|1              	|  0.0011496      	|  0.00015174     	|
on_validation_start                	|  0.00047722     	|1              	|  0.00047722     	|  6.2991e-05     	|
on_validation_end                  	|  0.00015403     	|1              	|  0.00015403     	|  2.0331e-05     	|
setup                              	|  2.7457e-05     	|2              	|  5.4915e-05     	|  7.2485e-06     	|
on_fit_end                         	|  5.4741e-05     	|1              	|  5.4741e-05     	|  7.2256e-06     	|
on_before_accelerator_backend_setup	|  2.4934e-05     	|2              	|  4.9869e-05     	|  6.5824e-06     	|
on_configure_sharded_model         	|  2.4053e-05     	|2              	|  4.8107e-05     	|  6.3498e-06     	|
teardown                           	|  2.1517e-05     	|2              	|  4.3035e-05     	|  5.6804e-06     	|
configure_sharded_model            	|  1.9193e-05     	|2              	|  3.8385e-05     	|  5.0667e-06     	|
on_fit_start                       	|  3.822e-05      	|1              	|  3.822e-05      	|  5.0448e-06     	|
on_validation_epoch_end            	|  3.1434e-05     	|1              	|  3.1434e-05     	|  4.1491e-06     	|
prepare_data                       	|  8.6529e-06     	|2              	|  1.7306e-05     	|  2.2843e-06     	|
on_val_dataloader                  	|  8.6389e-06     	|2              	|  1.7278e-05     	|  2.2806e-06     	|
configure_callbacks                	|  7.4254e-06     	|2              	|  1.4851e-05     	|  1.9602e-06     	|
on_pretrain_routine_end            	|  1.4558e-05     	|1              	|  1.4558e-05     	|  1.9216e-06     	|
on_validation_epoch_start          	|  1.2774e-05     	|1              	|  1.2774e-05     	|  1.6861e-06     	|
on_train_dataloader                	|  7.3202e-06     	|1              	|  7.3202e-06     	|  9.6623e-07     	|
