VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  352.91         	|  100 %          	|
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run_training_epoch                 	|  15.256         	|21             	|  320.38         	|  90.782         	|
run_training_batch                 	|  0.30681        	|1000           	|  306.81         	|  86.937         	|
optimizer_step_with_closure_0      	|  0.30476        	|1000           	|  304.76         	|  86.357         	|
training_step_and_backward         	|  0.23316        	|1000           	|  233.16         	|  66.068         	|
backward                           	|  0.11679        	|1000           	|  116.79         	|  33.093         	|
model_forward                      	|  0.1149         	|1000           	|  114.9          	|  32.557         	|
training_step                      	|  0.11471        	|1000           	|  114.71         	|  32.504         	|
run_validate_evaluation            	|  13.261         	|1              	|  13.261         	|  3.7576         	|
evaluation_step_and_end            	|  0.099795       	|125            	|  12.474         	|  3.5347         	|
validation_step                    	|  0.099727       	|125            	|  12.466         	|  3.5323         	|
get_train_batch                    	|  0.0045736      	|1021           	|  4.6696         	|  1.3232         	|
fetch_next_train_batch             	|  0.004554       	|1021           	|  4.6496         	|  1.3175         	|
on_train_batch_end                 	|  0.0015247      	|1000           	|  1.5247         	|  0.43204        	|
zero_grad                          	|  0.001452       	|1000           	|  1.452          	|  0.41145        	|
get_validate_batch                 	|  0.0031951      	|126            	|  0.40258        	|  0.11408        	|
fetch_next_validate_batch          	|  0.0031784      	|126            	|  0.40048        	|  0.11348        	|
training_batch_to_device           	|  0.00027414     	|1000           	|  0.27414        	|  0.077681       	|
on_train_batch_start               	|  0.00010754     	|1000           	|  0.10754        	|  0.030471       	|
evaluation_batch_to_device         	|  0.00023676     	|125            	|  0.029595       	|  0.008386       	|
on_train_end                       	|  0.025072       	|1              	|  0.025072       	|  0.0071044      	|
on_pretrain_routine_start          	|  0.022292       	|1              	|  0.022292       	|  0.0063167      	|
on_batch_start                     	|  1.8481e-05     	|1000           	|  0.018481       	|  0.0052367      	|
on_after_backward                  	|  1.7079e-05     	|1000           	|  0.017079       	|  0.0048396      	|
on_batch_end                       	|  1.5615e-05     	|1000           	|  0.015615       	|  0.0044246      	|
on_before_zero_grad                	|  1.2963e-05     	|1000           	|  0.012963       	|  0.0036733      	|
on_before_backward                 	|  1.2532e-05     	|1000           	|  0.012532       	|  0.0035511      	|
on_before_optimizer_step           	|  1.1312e-05     	|1000           	|  0.011312       	|  0.0032055      	|
on_train_epoch_end                 	|  0.00044997     	|21             	|  0.0094493      	|  0.0026776      	|
on_train_epoch_start               	|  0.00041143     	|21             	|  0.00864        	|  0.0024482      	|
configure_optimizers               	|  0.0078191      	|1              	|  0.0078191      	|  0.0022156      	|
training_step_end                  	|  5.9163e-06     	|1000           	|  0.0059163      	|  0.0016764      	|
on_validation_model_eval           	|  0.0040573      	|1              	|  0.0040573      	|  0.0011497      	|
on_validation_batch_end            	|  2.6215e-05     	|125            	|  0.0032769      	|  0.00092855     	|
on_train_start                     	|  0.0017382      	|1              	|  0.0017382      	|  0.00049252     	|
on_validation_batch_start          	|  1.2755e-05     	|125            	|  0.0015943      	|  0.00045177     	|
validation_step_end                	|  6.1354e-06     	|125            	|  0.00076693     	|  0.00021732     	|
on_validation_start                	|  0.000425       	|1              	|  0.000425       	|  0.00012043     	|
on_epoch_end                       	|  1.1796e-05     	|22             	|  0.00025951     	|  7.3536e-05     	|
on_epoch_start                     	|  1.083e-05      	|22             	|  0.00023825     	|  6.7512e-05     	|
on_validation_end                  	|  0.00016682     	|1              	|  0.00016682     	|  4.7271e-05     	|
setup                              	|  2.5568e-05     	|2              	|  5.1135e-05     	|  1.449e-05      	|
on_before_accelerator_backend_setup	|  2.3128e-05     	|2              	|  4.6257e-05     	|  1.3107e-05     	|
on_configure_sharded_model         	|  2.1135e-05     	|2              	|  4.2271e-05     	|  1.1978e-05     	|
teardown                           	|  1.7813e-05     	|2              	|  3.5626e-05     	|  1.0095e-05     	|
on_fit_end                         	|  2.8877e-05     	|1              	|  2.8877e-05     	|  8.1826e-06     	|
on_validation_epoch_end            	|  2.8222e-05     	|1              	|  2.8222e-05     	|  7.997e-06      	|
configure_sharded_model            	|  1.017e-05      	|2              	|  2.034e-05      	|  5.7635e-06     	|
on_pretrain_routine_end            	|  1.9158e-05     	|1              	|  1.9158e-05     	|  5.4286e-06     	|
on_val_dataloader                  	|  9.3445e-06     	|2              	|  1.8689e-05     	|  5.2957e-06     	|
on_fit_start                       	|  1.7628e-05     	|1              	|  1.7628e-05     	|  4.9951e-06     	|
prepare_data                       	|  7.886e-06      	|2              	|  1.5772e-05     	|  4.4691e-06     	|
on_validation_epoch_start          	|  1.3245e-05     	|1              	|  1.3245e-05     	|  3.7531e-06     	|
configure_callbacks                	|  6.265e-06      	|2              	|  1.253e-05      	|  3.5505e-06     	|
on_train_dataloader                	|  7.404e-06      	|1              	|  7.404e-06      	|  2.098e-06      	|
