VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  529.21         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  2.6918         	|167            	|  449.53         	|  84.943         	|
run_training_batch                 	|  0.39609        	|1000           	|  396.09         	|  74.845         	|
optimizer_step_with_closure_0      	|  0.39342        	|1000           	|  393.42         	|  74.342         	|
training_step_and_backward         	|  0.30977        	|1000           	|  309.77         	|  58.535         	|
model_forward                      	|  0.17848        	|1000           	|  178.48         	|  33.726         	|
training_step                      	|  0.17833        	|1000           	|  178.33         	|  33.698         	|
backward                           	|  0.12991        	|1000           	|  129.91         	|  24.548         	|
run_validate_evaluation            	|  34.812         	|1              	|  34.812         	|  6.578          	|
evaluation_step_and_end            	|  0.27359        	|125            	|  34.198         	|  6.4621         	|
validation_step                    	|  0.27353        	|125            	|  34.191         	|  6.4608         	|
get_train_batch                    	|  0.013981       	|1167           	|  16.316         	|  3.083          	|
fetch_next_train_batch             	|  0.013957       	|1167           	|  16.288         	|  3.0777         	|
zero_grad                          	|  0.001352       	|1000           	|  1.352          	|  0.25548        	|
on_train_batch_end                 	|  0.0012323      	|1000           	|  1.2323         	|  0.23285        	|
get_validate_batch                 	|  0.0026344      	|126            	|  0.33194        	|  0.062723       	|
fetch_next_validate_batch          	|  0.0026192      	|126            	|  0.33002        	|  0.062361       	|
training_batch_to_device           	|  0.00031865     	|1000           	|  0.31865        	|  0.060213       	|
on_train_batch_start               	|  9.5531e-05     	|1000           	|  0.095531       	|  0.018052       	|
on_train_epoch_start               	|  0.00028141     	|167            	|  0.046995       	|  0.0088801      	|
on_train_epoch_end                 	|  0.00026478     	|167            	|  0.044219       	|  0.0083556      	|
evaluation_batch_to_device         	|  0.00023603     	|125            	|  0.029504       	|  0.0055751      	|
on_train_end                       	|  0.026135       	|1              	|  0.026135       	|  0.0049385      	|
on_pretrain_routine_start          	|  0.023536       	|1              	|  0.023536       	|  0.0044473      	|
on_batch_start                     	|  2.0985e-05     	|1000           	|  0.020985       	|  0.0039652      	|
on_before_zero_grad                	|  1.5675e-05     	|1000           	|  0.015675       	|  0.0029619      	|
on_batch_end                       	|  1.3919e-05     	|1000           	|  0.013919       	|  0.0026301      	|
on_after_backward                  	|  1.1638e-05     	|1000           	|  0.011638       	|  0.0021992      	|
on_before_optimizer_step           	|  1.1217e-05     	|1000           	|  0.011217       	|  0.0021195      	|
on_before_backward                 	|  1.072e-05      	|1000           	|  0.01072        	|  0.0020257      	|
configure_optimizers               	|  0.0078501      	|1              	|  0.0078501      	|  0.0014834      	|
training_step_end                  	|  6.439e-06      	|1000           	|  0.006439       	|  0.0012167      	|
on_validation_model_eval           	|  0.0040626      	|1              	|  0.0040626      	|  0.00076766     	|
on_validation_batch_end            	|  2.2126e-05     	|125            	|  0.0027657      	|  0.00052261     	|
on_epoch_start                     	|  1.0598e-05     	|168            	|  0.0017805      	|  0.00033644     	|
on_epoch_end                       	|  1.0354e-05     	|168            	|  0.0017394      	|  0.00032868     	|
on_validation_batch_start          	|  1.062e-05      	|125            	|  0.0013275      	|  0.00025084     	|
on_train_start                     	|  0.00070648     	|1              	|  0.00070648     	|  0.0001335      	|
validation_step_end                	|  5.1476e-06     	|125            	|  0.00064344     	|  0.00012159     	|
on_validation_start                	|  0.00032548     	|1              	|  0.00032548     	|  6.1503e-05     	|
on_validation_end                  	|  0.00010783     	|1              	|  0.00010783     	|  2.0376e-05     	|
on_before_accelerator_backend_setup	|  1.9676e-05     	|2              	|  3.9353e-05     	|  7.4361e-06     	|
teardown                           	|  1.5364e-05     	|2              	|  3.0727e-05     	|  5.8062e-06     	|
setup                              	|  1.4974e-05     	|2              	|  2.9947e-05     	|  5.6588e-06     	|
on_configure_sharded_model         	|  1.4216e-05     	|2              	|  2.8433e-05     	|  5.3727e-06     	|
on_fit_end                         	|  2.2992e-05     	|1              	|  2.2992e-05     	|  4.3446e-06     	|
on_validation_epoch_end            	|  1.7933e-05     	|1              	|  1.7933e-05     	|  3.3886e-06     	|
on_fit_start                       	|  1.6211e-05     	|1              	|  1.6211e-05     	|  3.0632e-06     	|
prepare_data                       	|  6.016e-06      	|2              	|  1.2032e-05     	|  2.2736e-06     	|
configure_callbacks                	|  5.8515e-06     	|2              	|  1.1703e-05     	|  2.2114e-06     	|
on_val_dataloader                  	|  5.6105e-06     	|2              	|  1.1221e-05     	|  2.1203e-06     	|
on_validation_epoch_start          	|  1.0049e-05     	|1              	|  1.0049e-05     	|  1.8989e-06     	|
configure_sharded_model            	|  5.024e-06      	|2              	|  1.0048e-05     	|  1.8987e-06     	|
on_pretrain_routine_end            	|  9.8781e-06     	|1              	|  9.8781e-06     	|  1.8666e-06     	|
on_train_dataloader                	|  4.2081e-06     	|1              	|  4.2081e-06     	|  7.9516e-07     	|
VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  1709.7         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  9.3475         	|167            	|  1561.0         	|  91.305         	|
run_training_batch                 	|  0.18889        	|8000           	|  1511.1         	|  88.385         	|
training_step_and_backward         	|  0.17859        	|8000           	|  1428.7         	|  83.566         	|
model_forward                      	|  0.094655       	|8000           	|  757.24         	|  44.291         	|
training_step                      	|  0.09452        	|8000           	|  756.16         	|  44.228         	|
backward                           	|  0.083751       	|8000           	|  670.01         	|  39.189         	|
optimizer_step_with_closure_0      	|  0.23838        	|1000           	|  238.38         	|  13.943         	|
run_validate_evaluation            	|  101.92         	|1              	|  101.92         	|  5.9614         	|
evaluation_step_and_end            	|  0.099922       	|1000           	|  99.922         	|  5.8445         	|
validation_step                    	|  0.099873       	|1000           	|  99.873         	|  5.8416         	|
get_train_batch                    	|  0.00355        	|8167           	|  28.993         	|  1.6958         	|
fetch_next_train_batch             	|  0.0035328      	|8167           	|  28.853         	|  1.6876         	|
on_train_batch_end                 	|  0.0010716      	|8000           	|  8.5729         	|  0.50143        	|
training_batch_to_device           	|  0.00022368     	|8000           	|  1.7895         	|  0.10467        	|
get_validate_batch                 	|  0.0014536      	|1001           	|  1.455          	|  0.085105       	|
fetch_next_validate_batch          	|  0.00144        	|1001           	|  1.4415         	|  0.084312       	|
zero_grad                          	|  0.001329       	|1000           	|  1.329          	|  0.077736       	|
on_train_batch_start               	|  9.0301e-05     	|8000           	|  0.72241        	|  0.042254       	|
evaluation_batch_to_device         	|  0.00020749     	|1000           	|  0.20749        	|  0.012136       	|
on_batch_start                     	|  1.5669e-05     	|8000           	|  0.12535        	|  0.007332       	|
on_batch_end                       	|  1.3869e-05     	|8000           	|  0.11095        	|  0.0064897      	|
on_after_backward                  	|  1.329e-05      	|8000           	|  0.10632        	|  0.0062186      	|
on_before_backward                 	|  1.2852e-05     	|8000           	|  0.10281        	|  0.0060137      	|
training_step_end                  	|  6.0349e-06     	|8000           	|  0.04828        	|  0.0028239      	|
on_train_epoch_start               	|  0.00028052     	|167            	|  0.046848       	|  0.0027401      	|
on_train_epoch_end                 	|  0.00025513     	|167            	|  0.042607       	|  0.0024921      	|
on_train_end                       	|  0.025546       	|1              	|  0.025546       	|  0.0014942      	|
on_pretrain_routine_start          	|  0.023363       	|1              	|  0.023363       	|  0.0013665      	|
on_validation_batch_end            	|  1.7959e-05     	|1000           	|  0.017959       	|  0.0010504      	|
on_before_zero_grad                	|  1.6116e-05     	|1000           	|  0.016116       	|  0.00094265     	|
on_before_optimizer_step           	|  1.2998e-05     	|1000           	|  0.012998       	|  0.00076026     	|
on_validation_batch_start          	|  1.0126e-05     	|1000           	|  0.010126       	|  0.00059225     	|
configure_optimizers               	|  0.0088887      	|1              	|  0.0088887      	|  0.0005199      	|
validation_step_end                	|  4.9027e-06     	|1000           	|  0.0049027      	|  0.00028676     	|
on_validation_model_eval           	|  0.0045517      	|1              	|  0.0045517      	|  0.00026623     	|
on_epoch_start                     	|  1.0827e-05     	|168            	|  0.0018189      	|  0.00010638     	|
on_epoch_end                       	|  1.0577e-05     	|168            	|  0.001777       	|  0.00010394     	|
on_train_start                     	|  0.00074681     	|1              	|  0.00074681     	|  4.3681e-05     	|
on_validation_start                	|  0.00033713     	|1              	|  0.00033713     	|  1.9719e-05     	|
on_validation_end                  	|  0.00010502     	|1              	|  0.00010502     	|  6.1424e-06     	|
on_before_accelerator_backend_setup	|  1.9787e-05     	|2              	|  3.9574e-05     	|  2.3147e-06     	|
teardown                           	|  1.621e-05      	|2              	|  3.2421e-05     	|  1.8963e-06     	|
setup                              	|  1.4562e-05     	|2              	|  2.9124e-05     	|  1.7035e-06     	|
on_configure_sharded_model         	|  1.3495e-05     	|2              	|  2.699e-05      	|  1.5787e-06     	|
on_fit_end                         	|  2.2512e-05     	|1              	|  2.2512e-05     	|  1.3167e-06     	|
on_fit_start                       	|  1.8204e-05     	|1              	|  1.8204e-05     	|  1.0648e-06     	|
on_validation_epoch_end            	|  1.7923e-05     	|1              	|  1.7923e-05     	|  1.0483e-06     	|
prepare_data                       	|  6.8679e-06     	|2              	|  1.3736e-05     	|  8.0341e-07     	|
on_val_dataloader                  	|  6.6225e-06     	|2              	|  1.3245e-05     	|  7.747e-07      	|
on_pretrain_routine_end            	|  1.2473e-05     	|1              	|  1.2473e-05     	|  7.2955e-07     	|
configure_callbacks                	|  5.7304e-06     	|2              	|  1.1461e-05     	|  6.7035e-07     	|
configure_sharded_model            	|  5.355e-06      	|2              	|  1.071e-05      	|  6.2643e-07     	|
on_validation_epoch_start          	|  9.8881e-06     	|1              	|  9.8881e-06     	|  5.7836e-07     	|
on_train_dataloader                	|  4.899e-06      	|1              	|  4.899e-06      	|  2.8654e-07     	|
