VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  409.61         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  5.5942         	|63             	|  352.43         	|  86.04          	|
run_training_batch                 	|  0.32578        	|1000           	|  325.78         	|  79.533         	|
optimizer_step_with_closure_0      	|  0.32312        	|1000           	|  323.12         	|  78.883         	|
training_step_and_backward         	|  0.24234        	|1000           	|  242.34         	|  59.162         	|
model_forward                      	|  0.151          	|1000           	|  151.0          	|  36.865         	|
training_step                      	|  0.15087        	|1000           	|  150.87         	|  36.832         	|
backward                           	|  0.090036       	|1000           	|  90.036         	|  21.981         	|
run_validate_evaluation            	|  12.447         	|1              	|  12.447         	|  3.0386         	|
evaluation_step_and_end            	|  0.24925        	|48             	|  11.964         	|  2.9209         	|
validation_step                    	|  0.2492         	|48             	|  11.962         	|  2.9202         	|
get_train_batch                    	|  0.0080491      	|1063           	|  8.5562         	|  2.0888         	|
fetch_next_train_batch             	|  0.00803        	|1063           	|  8.5358         	|  2.0839         	|
zero_grad                          	|  0.001271       	|1000           	|  1.271          	|  0.3103         	|
on_train_batch_end                 	|  0.0011946      	|1000           	|  1.1946         	|  0.29163        	|
training_batch_to_device           	|  0.00022565     	|1000           	|  0.22565        	|  0.055089       	|
get_validate_batch                 	|  0.0041726      	|49             	|  0.20446        	|  0.049915       	|
fetch_next_validate_batch          	|  0.004157       	|49             	|  0.2037         	|  0.049729       	|
on_train_batch_start               	|  9.1699e-05     	|1000           	|  0.091699       	|  0.022387       	|
on_train_end                       	|  0.02542        	|1              	|  0.02542        	|  0.0062058      	|
on_pretrain_routine_start          	|  0.022406       	|1              	|  0.022406       	|  0.0054701      	|
on_train_epoch_start               	|  0.00029562     	|63             	|  0.018624       	|  0.0045467      	|
on_train_epoch_end                 	|  0.00028825     	|63             	|  0.01816        	|  0.0044334      	|
on_batch_start                     	|  1.6063e-05     	|1000           	|  0.016063       	|  0.0039215      	|
on_before_zero_grad                	|  1.3984e-05     	|1000           	|  0.013984       	|  0.0034138      	|
on_batch_end                       	|  1.3219e-05     	|1000           	|  0.013219       	|  0.0032271      	|
on_after_backward                  	|  1.1773e-05     	|1000           	|  0.011773       	|  0.0028743      	|
on_before_backward                 	|  1.0803e-05     	|1000           	|  0.010803       	|  0.0026374      	|
on_before_optimizer_step           	|  1.0426e-05     	|1000           	|  0.010426       	|  0.0025452      	|
evaluation_batch_to_device         	|  0.00021679     	|48             	|  0.010406       	|  0.0025405      	|
configure_optimizers               	|  0.0088212      	|1              	|  0.0088212      	|  0.0021536      	|
training_step_end                  	|  5.8311e-06     	|1000           	|  0.0058311      	|  0.0014236      	|
on_validation_model_eval           	|  0.0039622      	|1              	|  0.0039622      	|  0.00096729     	|
on_validation_batch_end            	|  2.1965e-05     	|48             	|  0.0010543      	|  0.00025739     	|
on_train_start                     	|  0.00074638     	|1              	|  0.00074638     	|  0.00018222     	|
on_epoch_end                       	|  1.0738e-05     	|64             	|  0.00068723     	|  0.00016778     	|
on_epoch_start                     	|  1.0579e-05     	|64             	|  0.00067704     	|  0.00016529     	|
on_validation_batch_start          	|  1.0947e-05     	|48             	|  0.00052545     	|  0.00012828     	|
on_validation_start                	|  0.00031205     	|1              	|  0.00031205     	|  7.6183e-05     	|
validation_step_end                	|  5.5572e-06     	|48             	|  0.00026675     	|  6.5122e-05     	|
on_validation_end                  	|  0.00011508     	|1              	|  0.00011508     	|  2.8094e-05     	|
on_before_accelerator_backend_setup	|  1.9051e-05     	|2              	|  3.8103e-05     	|  9.3022e-06     	|
teardown                           	|  1.5494e-05     	|2              	|  3.0988e-05     	|  7.5652e-06     	|
on_configure_sharded_model         	|  1.388e-05      	|2              	|  2.7761e-05     	|  6.7774e-06     	|
setup                              	|  1.3301e-05     	|2              	|  2.6601e-05     	|  6.4942e-06     	|
on_fit_end                         	|  2.0738e-05     	|1              	|  2.0738e-05     	|  5.0628e-06     	|
on_validation_epoch_end            	|  1.8705e-05     	|1              	|  1.8705e-05     	|  4.5665e-06     	|
on_fit_start                       	|  1.6671e-05     	|1              	|  1.6671e-05     	|  4.0699e-06     	|
prepare_data                       	|  5.7711e-06     	|2              	|  1.1542e-05     	|  2.8178e-06     	|
on_val_dataloader                  	|  5.756e-06      	|2              	|  1.1512e-05     	|  2.8105e-06     	|
on_pretrain_routine_end            	|  9.978e-06      	|1              	|  9.978e-06      	|  2.436e-06      	|
configure_sharded_model            	|  4.699e-06      	|2              	|  9.398e-06      	|  2.2944e-06     	|
on_validation_epoch_start          	|  8.967e-06      	|1              	|  8.967e-06      	|  2.1891e-06     	|
configure_callbacks                	|  4.308e-06      	|2              	|  8.616e-06      	|  2.1035e-06     	|
on_train_dataloader                	|  4.5289e-06     	|1              	|  4.5289e-06     	|  1.1057e-06     	|
VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  1613.4         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  24.328         	|63             	|  1532.6         	|  94.996         	|
run_training_batch                 	|  0.1872         	|8000           	|  1497.6         	|  92.826         	|
training_step_and_backward         	|  0.17693        	|8000           	|  1415.5         	|  87.733         	|
model_forward                      	|  0.092505       	|8000           	|  740.04         	|  45.869         	|
training_step                      	|  0.09237        	|8000           	|  738.96         	|  45.802         	|
backward                           	|  0.084246       	|8000           	|  673.97         	|  41.774         	|
optimizer_step_with_closure_0      	|  0.23628        	|1000           	|  236.28         	|  14.645         	|
run_validate_evaluation            	|  37.41          	|1              	|  37.41          	|  2.3188         	|
evaluation_step_and_end            	|  0.096941       	|377            	|  36.547         	|  2.2652         	|
validation_step                    	|  0.096889       	|377            	|  36.527         	|  2.264          	|
get_train_batch                    	|  0.0022621      	|8063           	|  18.239         	|  1.1305         	|
fetch_next_train_batch             	|  0.002245       	|8063           	|  18.102         	|  1.122          	|
on_train_batch_end                 	|  0.0010794      	|8000           	|  8.6355         	|  0.53524        	|
training_batch_to_device           	|  0.00021469     	|8000           	|  1.7175         	|  0.10645        	|
zero_grad                          	|  0.001303       	|1000           	|  1.303          	|  0.080762       	|
on_train_batch_start               	|  9.0393e-05     	|8000           	|  0.72315        	|  0.044822       	|
get_validate_batch                 	|  0.0016312      	|378            	|  0.61659        	|  0.038217       	|
fetch_next_validate_batch          	|  0.0016161      	|378            	|  0.61088        	|  0.037863       	|
on_batch_start                     	|  1.4769e-05     	|8000           	|  0.11815        	|  0.0073233      	|
on_batch_end                       	|  1.3226e-05     	|8000           	|  0.10581        	|  0.0065583      	|
on_before_backward                 	|  1.2792e-05     	|8000           	|  0.10234        	|  0.006343       	|
on_after_backward                  	|  1.1847e-05     	|8000           	|  0.094773       	|  0.0058742      	|
evaluation_batch_to_device         	|  0.00020976     	|377            	|  0.079081       	|  0.0049016      	|
training_step_end                  	|  6.129e-06      	|8000           	|  0.049032       	|  0.0030391      	|
on_train_end                       	|  0.025553       	|1              	|  0.025553       	|  0.0015838      	|
on_pretrain_routine_start          	|  0.023103       	|1              	|  0.023103       	|  0.001432       	|
on_train_epoch_start               	|  0.00029551     	|63             	|  0.018617       	|  0.0011539      	|
on_train_epoch_end                 	|  0.00028702     	|63             	|  0.018082       	|  0.0011208      	|
on_before_zero_grad                	|  1.5069e-05     	|1000           	|  0.015069       	|  0.00093402     	|
on_before_optimizer_step           	|  1.1245e-05     	|1000           	|  0.011245       	|  0.00069697     	|
configure_optimizers               	|  0.0083678      	|1              	|  0.0083678      	|  0.00051865     	|
on_validation_batch_end            	|  1.8399e-05     	|377            	|  0.0069365      	|  0.00042993     	|
on_validation_model_eval           	|  0.0045129      	|1              	|  0.0045129      	|  0.00027972     	|
on_validation_batch_start          	|  1.0164e-05     	|377            	|  0.003832       	|  0.00023751     	|
validation_step_end                	|  5.0657e-06     	|377            	|  0.0019098      	|  0.00011837     	|
on_train_start                     	|  0.00072911     	|1              	|  0.00072911     	|  4.5191e-05     	|
on_epoch_start                     	|  1.0714e-05     	|64             	|  0.00068569     	|  4.25e-05       	|
on_epoch_end                       	|  1.0369e-05     	|64             	|  0.00066362     	|  4.1132e-05     	|
on_validation_start                	|  0.00033213     	|1              	|  0.00033213     	|  2.0586e-05     	|
on_validation_end                  	|  0.00011207     	|1              	|  0.00011207     	|  6.9463e-06     	|
on_before_accelerator_backend_setup	|  2.1254e-05     	|2              	|  4.2508e-05     	|  2.6347e-06     	|
teardown                           	|  1.5024e-05     	|2              	|  3.0047e-05     	|  1.8624e-06     	|
setup                              	|  1.4397e-05     	|2              	|  2.8793e-05     	|  1.7847e-06     	|
on_configure_sharded_model         	|  1.3971e-05     	|2              	|  2.7942e-05     	|  1.7319e-06     	|
on_fit_end                         	|  2.1631e-05     	|1              	|  2.1631e-05     	|  1.3407e-06     	|
on_validation_epoch_end            	|  1.7122e-05     	|1              	|  1.7122e-05     	|  1.0612e-06     	|
on_fit_start                       	|  1.6941e-05     	|1              	|  1.6941e-05     	|  1.05e-06       	|
on_pretrain_routine_end            	|  1.4798e-05     	|1              	|  1.4798e-05     	|  9.1721e-07     	|
on_val_dataloader                  	|  6.5624e-06     	|2              	|  1.3125e-05     	|  8.135e-07      	|
prepare_data                       	|  6.5271e-06     	|2              	|  1.3054e-05     	|  8.0912e-07     	|
configure_callbacks                	|  6.402e-06      	|2              	|  1.2804e-05     	|  7.9362e-07     	|
configure_sharded_model            	|  5.1995e-06     	|2              	|  1.0399e-05     	|  6.4454e-07     	|
on_validation_epoch_start          	|  9.4781e-06     	|1              	|  9.4781e-06     	|  5.8747e-07     	|
on_train_dataloader                	|  4.1181e-06     	|1              	|  4.1181e-06     	|  2.5525e-07     	|
