VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  408.96         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  5.5855         	|63             	|  351.89         	|  86.046         	|
run_training_batch                 	|  0.32528        	|1000           	|  325.28         	|  79.539         	|
optimizer_step_with_closure_0      	|  0.3226         	|1000           	|  322.6          	|  78.885         	|
training_step_and_backward         	|  0.24194        	|1000           	|  241.94         	|  59.161         	|
model_forward                      	|  0.15077        	|1000           	|  150.77         	|  36.868         	|
training_step                      	|  0.15063        	|1000           	|  150.63         	|  36.834         	|
backward                           	|  0.089877       	|1000           	|  89.877         	|  21.977         	|
run_validate_evaluation            	|  12.347         	|1              	|  12.347         	|  3.0192         	|
evaluation_step_and_end            	|  0.24677        	|48             	|  11.845         	|  2.8964         	|
validation_step                    	|  0.24671        	|48             	|  11.842         	|  2.8957         	|
get_train_batch                    	|  0.0081474      	|1063           	|  8.6606         	|  2.1177         	|
fetch_next_train_batch             	|  0.0081285      	|1063           	|  8.6406         	|  2.1128         	|
zero_grad                          	|  0.0012665      	|1000           	|  1.2665         	|  0.30969        	|
on_train_batch_end                 	|  0.0011942      	|1000           	|  1.1942         	|  0.29201        	|
training_batch_to_device           	|  0.00022644     	|1000           	|  0.22644        	|  0.05537        	|
get_validate_batch                 	|  0.0045795      	|49             	|  0.2244         	|  0.054871       	|
fetch_next_validate_batch          	|  0.0045646      	|49             	|  0.22366        	|  0.054691       	|
on_train_batch_start               	|  9.1773e-05     	|1000           	|  0.091773       	|  0.022441       	|
on_train_end                       	|  0.025425       	|1              	|  0.025425       	|  0.0062172      	|
on_pretrain_routine_start          	|  0.022877       	|1              	|  0.022877       	|  0.0055941      	|
on_train_epoch_end                 	|  0.00029129     	|63             	|  0.018351       	|  0.0044873      	|
on_train_epoch_start               	|  0.00028925     	|63             	|  0.018223       	|  0.0044559      	|
on_batch_start                     	|  1.6343e-05     	|1000           	|  0.016343       	|  0.0039962      	|
on_batch_end                       	|  1.394e-05      	|1000           	|  0.01394        	|  0.0034088      	|
on_before_zero_grad                	|  1.373e-05      	|1000           	|  0.01373        	|  0.0033572      	|
on_after_backward                  	|  1.2051e-05     	|1000           	|  0.012051       	|  0.0029468      	|
evaluation_batch_to_device         	|  0.00022631     	|48             	|  0.010863       	|  0.0026563      	|
on_before_backward                 	|  1.068e-05      	|1000           	|  0.01068        	|  0.0026114      	|
on_before_optimizer_step           	|  1.0333e-05     	|1000           	|  0.010333       	|  0.0025268      	|
configure_optimizers               	|  0.0084124      	|1              	|  0.0084124      	|  0.002057       	|
training_step_end                  	|  6.0268e-06     	|1000           	|  0.0060268      	|  0.0014737      	|
on_validation_model_eval           	|  0.0039314      	|1              	|  0.0039314      	|  0.00096132     	|
on_validation_batch_end            	|  2.0838e-05     	|48             	|  0.0010002      	|  0.00024458     	|
on_train_start                     	|  0.00073335     	|1              	|  0.00073335     	|  0.00017932     	|
on_epoch_start                     	|  1.0849e-05     	|64             	|  0.00069436     	|  0.00016979     	|
on_epoch_end                       	|  1.06e-05       	|64             	|  0.0006784      	|  0.00016589     	|
on_validation_batch_start          	|  1.1235e-05     	|48             	|  0.00053927     	|  0.00013186     	|
on_validation_start                	|  0.00030794     	|1              	|  0.00030794     	|  7.5298e-05     	|
validation_step_end                	|  5.5107e-06     	|48             	|  0.00026451     	|  6.468e-05      	|
on_validation_end                  	|  0.00011015     	|1              	|  0.00011015     	|  2.6933e-05     	|
on_before_accelerator_backend_setup	|  1.7968e-05     	|2              	|  3.5937e-05     	|  8.7875e-06     	|
teardown                           	|  1.597e-05      	|2              	|  3.194e-05      	|  7.8101e-06     	|
on_configure_sharded_model         	|  1.4281e-05     	|2              	|  2.8563e-05     	|  6.9844e-06     	|
setup                              	|  1.2929e-05     	|2              	|  2.5858e-05     	|  6.3229e-06     	|
on_fit_end                         	|  2.2312e-05     	|1              	|  2.2312e-05     	|  5.4559e-06     	|
on_validation_epoch_end            	|  1.8505e-05     	|1              	|  1.8505e-05     	|  4.5249e-06     	|
on_fit_start                       	|  1.7463e-05     	|1              	|  1.7463e-05     	|  4.2701e-06     	|
prepare_data                       	|  5.9865e-06     	|2              	|  1.1973e-05     	|  2.9277e-06     	|
on_val_dataloader                  	|  5.921e-06      	|2              	|  1.1842e-05     	|  2.8957e-06     	|
on_pretrain_routine_end            	|  1.0389e-05     	|1              	|  1.0389e-05     	|  2.5403e-06     	|
on_validation_epoch_start          	|  1.033e-05      	|1              	|  1.033e-05      	|  2.5259e-06     	|
configure_sharded_model            	|  4.8635e-06     	|2              	|  9.7271e-06     	|  2.3785e-06     	|
configure_callbacks                	|  4.8345e-06     	|2              	|  9.669e-06      	|  2.3643e-06     	|
on_train_dataloader                	|  4.829e-06      	|1              	|  4.829e-06      	|  1.1808e-06     	|
VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  1611.4         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  24.301         	|63             	|  1530.9         	|  95.009         	|
run_training_batch                 	|  0.18702        	|8000           	|  1496.1         	|  92.848         	|
training_step_and_backward         	|  0.17678        	|8000           	|  1414.2         	|  87.765         	|
model_forward                      	|  0.092138       	|8000           	|  737.11         	|  45.744         	|
training_step                      	|  0.092005       	|8000           	|  736.04         	|  45.678         	|
backward                           	|  0.084453       	|8000           	|  675.63         	|  41.929         	|
optimizer_step_with_closure_0      	|  0.23616        	|1000           	|  236.16         	|  14.656         	|
run_validate_evaluation            	|  37.214         	|1              	|  37.214         	|  2.3095         	|
evaluation_step_and_end            	|  0.096489       	|377            	|  36.377         	|  2.2575         	|
validation_step                    	|  0.096439       	|377            	|  36.358         	|  2.2563         	|
get_train_batch                    	|  0.0022425      	|8063           	|  18.081         	|  1.1221         	|
fetch_next_train_batch             	|  0.0022257      	|8063           	|  17.946         	|  1.1137         	|
on_train_batch_end                 	|  0.001068       	|8000           	|  8.5442         	|  0.53024        	|
training_batch_to_device           	|  0.00021475     	|8000           	|  1.718          	|  0.10662        	|
zero_grad                          	|  0.0013346      	|1000           	|  1.3346         	|  0.082822       	|
on_train_batch_start               	|  9.1704e-05     	|8000           	|  0.73363        	|  0.045529       	|
get_validate_batch                 	|  0.0015726      	|378            	|  0.59446        	|  0.036892       	|
fetch_next_validate_batch          	|  0.0015586      	|378            	|  0.58916        	|  0.036563       	|
on_batch_start                     	|  1.4327e-05     	|8000           	|  0.11461        	|  0.0071129      	|
on_batch_end                       	|  1.3678e-05     	|8000           	|  0.10943        	|  0.0067909      	|
on_before_backward                 	|  1.2739e-05     	|8000           	|  0.10191        	|  0.0063244      	|
on_after_backward                  	|  1.1573e-05     	|8000           	|  0.092584       	|  0.0057457      	|
evaluation_batch_to_device         	|  0.00021127     	|377            	|  0.07965        	|  0.004943       	|
training_step_end                  	|  5.771e-06      	|8000           	|  0.046168       	|  0.0028652      	|
on_train_end                       	|  0.025324       	|1              	|  0.025324       	|  0.0015716      	|
on_pretrain_routine_start          	|  0.022603       	|1              	|  0.022603       	|  0.0014027      	|
on_train_epoch_start               	|  0.00029627     	|63             	|  0.018665       	|  0.0011583      	|
on_train_epoch_end                 	|  0.00027863     	|63             	|  0.017554       	|  0.0010894      	|
on_before_zero_grad                	|  1.416e-05      	|1000           	|  0.01416        	|  0.00087874     	|
on_before_optimizer_step           	|  1.174e-05      	|1000           	|  0.01174        	|  0.00072857     	|
configure_optimizers               	|  0.0082623      	|1              	|  0.0082623      	|  0.00051275     	|
on_validation_batch_end            	|  1.8115e-05     	|377            	|  0.0068294      	|  0.00042383     	|
on_validation_model_eval           	|  0.0040363      	|1              	|  0.0040363      	|  0.00025049     	|
on_validation_batch_start          	|  9.7472e-06     	|377            	|  0.0036747      	|  0.00022805     	|
validation_step_end                	|  4.6675e-06     	|377            	|  0.0017597      	|  0.0001092      	|
on_train_start                     	|  0.00073622     	|1              	|  0.00073622     	|  4.5689e-05     	|
on_epoch_start                     	|  1.0949e-05     	|64             	|  0.00070076     	|  4.3489e-05     	|
on_epoch_end                       	|  1.0728e-05     	|64             	|  0.00068658     	|  4.2609e-05     	|
on_validation_start                	|  0.00031785     	|1              	|  0.00031785     	|  1.9726e-05     	|
on_validation_end                  	|  0.00011196     	|1              	|  0.00011196     	|  6.9481e-06     	|
on_before_accelerator_backend_setup	|  1.9341e-05     	|2              	|  3.8682e-05     	|  2.4006e-06     	|
teardown                           	|  1.6055e-05     	|2              	|  3.211e-05      	|  1.9927e-06     	|
on_configure_sharded_model         	|  1.3596e-05     	|2              	|  2.7191e-05     	|  1.6875e-06     	|
setup                              	|  1.3329e-05     	|2              	|  2.6659e-05     	|  1.6544e-06     	|
on_fit_end                         	|  2.0038e-05     	|1              	|  2.0038e-05     	|  1.2436e-06     	|
on_validation_epoch_end            	|  1.9176e-05     	|1              	|  1.9176e-05     	|  1.1901e-06     	|
on_fit_start                       	|  1.7673e-05     	|1              	|  1.7673e-05     	|  1.0968e-06     	|
on_pretrain_routine_end            	|  1.2784e-05     	|1              	|  1.2784e-05     	|  7.9337e-07     	|
on_val_dataloader                  	|  5.926e-06      	|2              	|  1.1852e-05     	|  7.3553e-07     	|
prepare_data                       	|  5.896e-06      	|2              	|  1.1792e-05     	|  7.318e-07      	|
on_validation_epoch_start          	|  1.1632e-05     	|1              	|  1.1632e-05     	|  7.2187e-07     	|
configure_callbacks                	|  5.0694e-06     	|2              	|  1.0139e-05     	|  6.2921e-07     	|
configure_sharded_model            	|  4.6984e-06     	|2              	|  9.3968e-06     	|  5.8316e-07     	|
on_train_dataloader                	|  4.1281e-06     	|1              	|  4.1281e-06     	|  2.5619e-07     	|
