VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  465.51         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  18.382         	|21             	|  386.02         	|  82.924         	|
run_training_batch                 	|  0.37477        	|1000           	|  374.77         	|  80.508         	|
optimizer_step_with_closure_0      	|  0.37206        	|1000           	|  372.06         	|  79.926         	|
training_step_and_backward         	|  0.29146        	|1000           	|  291.46         	|  62.612         	|
model_forward                      	|  0.16935        	|1000           	|  169.35         	|  36.38          	|
training_step                      	|  0.16921        	|1000           	|  169.21         	|  36.35          	|
backward                           	|  0.12077        	|1000           	|  120.77         	|  25.943         	|
run_validate_evaluation            	|  35.587         	|1              	|  35.587         	|  7.6449         	|
evaluation_step_and_end            	|  0.27964        	|125            	|  34.955         	|  7.509          	|
validation_step                    	|  0.27959        	|125            	|  34.948         	|  7.5076         	|
get_train_batch                    	|  0.0039186      	|1021           	|  4.0009         	|  0.85948        	|
fetch_next_train_batch             	|  0.0039012      	|1021           	|  3.9831         	|  0.85566        	|
zero_grad                          	|  0.0013195      	|1000           	|  1.3195         	|  0.28344        	|
on_train_batch_end                 	|  0.0012098      	|1000           	|  1.2098         	|  0.25989        	|
get_validate_batch                 	|  0.0025451      	|126            	|  0.32069        	|  0.06889        	|
fetch_next_validate_batch          	|  0.0025303      	|126            	|  0.31882        	|  0.06849        	|
training_batch_to_device           	|  0.00024364     	|1000           	|  0.24364        	|  0.05234        	|
on_train_batch_start               	|  9.1444e-05     	|1000           	|  0.091444       	|  0.019644       	|
evaluation_batch_to_device         	|  0.00024807     	|125            	|  0.031008       	|  0.0066612      	|
on_train_end                       	|  0.025731       	|1              	|  0.025731       	|  0.0055276      	|
on_pretrain_routine_start          	|  0.022099       	|1              	|  0.022099       	|  0.0047473      	|
on_batch_start                     	|  1.4881e-05     	|1000           	|  0.014881       	|  0.0031968      	|
on_batch_end                       	|  1.3851e-05     	|1000           	|  0.013851       	|  0.0029755      	|
on_before_zero_grad                	|  1.3525e-05     	|1000           	|  0.013525       	|  0.0029055      	|
on_after_backward                  	|  1.1965e-05     	|1000           	|  0.011965       	|  0.0025703      	|
on_before_optimizer_step           	|  1.0521e-05     	|1000           	|  0.010521       	|  0.0022602      	|
on_before_backward                 	|  1.0501e-05     	|1000           	|  0.010501       	|  0.0022558      	|
configure_optimizers               	|  0.0082314      	|1              	|  0.0082314      	|  0.0017683      	|
training_step_end                  	|  6.2301e-06     	|1000           	|  0.0062301      	|  0.0013383      	|
on_train_epoch_end                 	|  0.0002941      	|21             	|  0.006176       	|  0.0013267      	|
on_train_epoch_start               	|  0.00028322     	|21             	|  0.0059476      	|  0.0012777      	|
on_validation_model_eval           	|  0.0043317      	|1              	|  0.0043317      	|  0.00093053     	|
on_validation_batch_end            	|  2.0353e-05     	|125            	|  0.0025442      	|  0.00054654     	|
on_validation_batch_start          	|  1.0277e-05     	|125            	|  0.0012846      	|  0.00027596     	|
on_train_start                     	|  0.00068464     	|1              	|  0.00068464     	|  0.00014707     	|
validation_step_end                	|  5.0662e-06     	|125            	|  0.00063327     	|  0.00013604     	|
on_validation_start                	|  0.00032243     	|1              	|  0.00032243     	|  6.9265e-05     	|
on_epoch_start                     	|  1.0843e-05     	|22             	|  0.00023854     	|  5.1243e-05     	|
on_epoch_end                       	|  1.0599e-05     	|22             	|  0.00023318     	|  5.0093e-05     	|
on_validation_end                  	|  0.00011037     	|1              	|  0.00011037     	|  2.3709e-05     	|
on_before_accelerator_backend_setup	|  1.8009e-05     	|2              	|  3.6018e-05     	|  7.7374e-06     	|
teardown                           	|  1.5725e-05     	|2              	|  3.1449e-05     	|  6.7559e-06     	|
setup                              	|  1.4542e-05     	|2              	|  2.9085e-05     	|  6.248e-06      	|
on_configure_sharded_model         	|  1.3095e-05     	|2              	|  2.6189e-05     	|  5.6259e-06     	|
on_fit_end                         	|  2.2142e-05     	|1              	|  2.2142e-05     	|  4.7565e-06     	|
on_validation_epoch_end            	|  1.8114e-05     	|1              	|  1.8114e-05     	|  3.8913e-06     	|
on_fit_start                       	|  1.6661e-05     	|1              	|  1.6661e-05     	|  3.5791e-06     	|
on_val_dataloader                  	|  6.0215e-06     	|2              	|  1.2043e-05     	|  2.5871e-06     	|
prepare_data                       	|  5.7255e-06     	|2              	|  1.1451e-05     	|  2.4599e-06     	|
on_pretrain_routine_end            	|  1.0069e-05     	|1              	|  1.0069e-05     	|  2.163e-06      	|
configure_sharded_model            	|  4.9845e-06     	|2              	|  9.969e-06      	|  2.1415e-06     	|
configure_callbacks                	|  4.974e-06      	|2              	|  9.9479e-06     	|  2.137e-06      	|
on_validation_epoch_start          	|  9.889e-06      	|1              	|  9.889e-06      	|  2.1244e-06     	|
on_train_dataloader                	|  4.518e-06      	|1              	|  4.518e-06      	|  9.7055e-07     	|
VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  1663.3         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  72.286         	|21             	|  1518.0         	|  91.266         	|
run_training_batch                 	|  0.186          	|8000           	|  1488.0         	|  89.46          	|
training_step_and_backward         	|  0.17589        	|8000           	|  1407.1         	|  84.6           	|
model_forward                      	|  0.093861       	|8000           	|  750.89         	|  45.145         	|
training_step                      	|  0.09373        	|8000           	|  749.84         	|  45.082         	|
backward                           	|  0.081853       	|8000           	|  654.83         	|  39.369         	|
optimizer_step_with_closure_0      	|  0.23406        	|1000           	|  234.06         	|  14.072         	|
run_validate_evaluation            	|  101.67         	|1              	|  101.67         	|  6.1124         	|
evaluation_step_and_end            	|  0.099694       	|1000           	|  99.694         	|  5.9938         	|
validation_step                    	|  0.099642       	|1000           	|  99.642         	|  5.9907         	|
get_train_batch                    	|  0.0018311      	|8021           	|  14.687         	|  0.88303        	|
fetch_next_train_batch             	|  0.0018148      	|8021           	|  14.557         	|  0.87517        	|
on_train_batch_end                 	|  0.0010656      	|8000           	|  8.5248         	|  0.51253        	|
training_batch_to_device           	|  0.00020692     	|8000           	|  1.6553         	|  0.099521       	|
get_validate_batch                 	|  0.0014284      	|1001           	|  1.4298         	|  0.085962       	|
fetch_next_validate_batch          	|  0.0014144      	|1001           	|  1.4158         	|  0.085121       	|
zero_grad                          	|  0.0012836      	|1000           	|  1.2836         	|  0.077172       	|
on_train_batch_start               	|  8.82e-05       	|8000           	|  0.7056         	|  0.042422       	|
evaluation_batch_to_device         	|  0.00021414     	|1000           	|  0.21414        	|  0.012874       	|
on_batch_start                     	|  1.4572e-05     	|8000           	|  0.11658        	|  0.0070089      	|
on_before_backward                 	|  1.3514e-05     	|8000           	|  0.10811        	|  0.0065         	|
on_batch_end                       	|  1.2881e-05     	|8000           	|  0.10305        	|  0.0061955      	|
on_after_backward                  	|  1.154e-05      	|8000           	|  0.092322       	|  0.0055506      	|
training_step_end                  	|  5.6782e-06     	|8000           	|  0.045426       	|  0.0027311      	|
on_train_end                       	|  0.02511        	|1              	|  0.02511        	|  0.0015096      	|
on_pretrain_routine_start          	|  0.022467       	|1              	|  0.022467       	|  0.0013507      	|
on_validation_batch_end            	|  1.8249e-05     	|1000           	|  0.018249       	|  0.0010971      	|
on_before_zero_grad                	|  1.3775e-05     	|1000           	|  0.013775       	|  0.00082818     	|
on_before_optimizer_step           	|  1.1441e-05     	|1000           	|  0.011441       	|  0.00068785     	|
on_validation_batch_start          	|  1.0018e-05     	|1000           	|  0.010018       	|  0.00060228     	|
configure_optimizers               	|  0.0088203      	|1              	|  0.0088203      	|  0.00053029     	|
on_train_epoch_start               	|  0.00028616     	|21             	|  0.0060094      	|  0.00036129     	|
on_train_epoch_end                 	|  0.00026207     	|21             	|  0.0055035      	|  0.00033088     	|
validation_step_end                	|  5.1272e-06     	|1000           	|  0.0051272      	|  0.00030826     	|
on_validation_model_eval           	|  0.0046107      	|1              	|  0.0046107      	|  0.0002772      	|
on_train_start                     	|  0.00067988     	|1              	|  0.00067988     	|  4.0876e-05     	|
on_validation_start                	|  0.0003233      	|1              	|  0.0003233      	|  1.9437e-05     	|
on_epoch_end                       	|  1.0427e-05     	|22             	|  0.0002294      	|  1.3792e-05     	|
on_epoch_start                     	|  1.034e-05      	|22             	|  0.00022749     	|  1.3677e-05     	|
on_validation_end                  	|  0.00011805     	|1              	|  0.00011805     	|  7.0975e-06     	|
on_before_accelerator_backend_setup	|  1.9377e-05     	|2              	|  3.8753e-05     	|  2.3299e-06     	|
teardown                           	|  1.5824e-05     	|2              	|  3.1649e-05     	|  1.9028e-06     	|
on_configure_sharded_model         	|  1.4462e-05     	|2              	|  2.8924e-05     	|  1.739e-06      	|
setup                              	|  1.3506e-05     	|2              	|  2.7011e-05     	|  1.624e-06      	|
on_validation_epoch_end            	|  2.2613e-05     	|1              	|  2.2613e-05     	|  1.3595e-06     	|
on_fit_end                         	|  2.1009e-05     	|1              	|  2.1009e-05     	|  1.2631e-06     	|
on_fit_start                       	|  1.6521e-05     	|1              	|  1.6521e-05     	|  9.9327e-07     	|
prepare_data                       	|  6.192e-06      	|2              	|  1.2384e-05     	|  7.4455e-07     	|
on_val_dataloader                  	|  6.1571e-06     	|2              	|  1.2314e-05     	|  7.4035e-07     	|
configure_callbacks                	|  5.6054e-06     	|2              	|  1.1211e-05     	|  6.7401e-07     	|
on_pretrain_routine_end            	|  1.0169e-05     	|1              	|  1.0169e-05     	|  6.1139e-07     	|
on_validation_epoch_start          	|  9.838e-06      	|1              	|  9.838e-06      	|  5.9148e-07     	|
configure_sharded_model            	|  4.809e-06      	|2              	|  9.618e-06      	|  5.7825e-07     	|
on_train_dataloader                	|  4.3581e-06     	|1              	|  4.3581e-06     	|  2.6202e-07     	|
