VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  511.59         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  2.5966         	|167            	|  433.64         	|  84.764         	|
run_training_batch                 	|  0.37995        	|1000           	|  379.95         	|  74.269         	|
optimizer_step_with_closure_0      	|  0.37725        	|1000           	|  377.25         	|  73.74          	|
training_step_and_backward         	|  0.29671        	|1000           	|  296.71         	|  57.998         	|
model_forward                      	|  0.17191        	|1000           	|  171.91         	|  33.603         	|
training_step                      	|  0.17176        	|1000           	|  171.76         	|  33.574         	|
backward                           	|  0.12345        	|1000           	|  123.45         	|  24.131         	|
run_validate_evaluation            	|  34.801         	|1              	|  34.801         	|  6.8025         	|
evaluation_step_and_end            	|  0.27346        	|125            	|  34.183         	|  6.6817         	|
validation_step                    	|  0.27341        	|125            	|  34.176         	|  6.6804         	|
get_train_batch                    	|  0.01405        	|1167           	|  16.396         	|  3.2049         	|
fetch_next_train_batch             	|  0.014026       	|1167           	|  16.368         	|  3.1995         	|
zero_grad                          	|  0.0013206      	|1000           	|  1.3206         	|  0.25814        	|
on_train_batch_end                 	|  0.0012377      	|1000           	|  1.2377         	|  0.24193        	|
get_validate_batch                 	|  0.0026388      	|126            	|  0.33249        	|  0.064993       	|
fetch_next_validate_batch          	|  0.002624       	|126            	|  0.33062        	|  0.064627       	|
training_batch_to_device           	|  0.00031275     	|1000           	|  0.31275        	|  0.061133       	|
on_train_batch_start               	|  9.5763e-05     	|1000           	|  0.095763       	|  0.018719       	|
on_train_epoch_start               	|  0.00027838     	|167            	|  0.04649        	|  0.0090874      	|
on_train_epoch_end                 	|  0.00026816     	|167            	|  0.044783       	|  0.0087537      	|
evaluation_batch_to_device         	|  0.00023485     	|125            	|  0.029356       	|  0.0057382      	|
on_train_end                       	|  0.025124       	|1              	|  0.025124       	|  0.004911       	|
on_pretrain_routine_start          	|  0.02259        	|1              	|  0.02259        	|  0.0044157      	|
on_batch_start                     	|  2.1578e-05     	|1000           	|  0.021578       	|  0.0042179      	|
on_before_zero_grad                	|  1.5623e-05     	|1000           	|  0.015623       	|  0.0030537      	|
on_batch_end                       	|  1.5099e-05     	|1000           	|  0.015099       	|  0.0029514      	|
on_after_backward                  	|  1.2007e-05     	|1000           	|  0.012007       	|  0.002347       	|
on_before_optimizer_step           	|  1.1318e-05     	|1000           	|  0.011318       	|  0.0022123      	|
on_before_backward                 	|  1.0849e-05     	|1000           	|  0.010849       	|  0.0021207      	|
configure_optimizers               	|  0.0083768      	|1              	|  0.0083768      	|  0.0016374      	|
training_step_end                  	|  6.3379e-06     	|1000           	|  0.0063379      	|  0.0012389      	|
on_validation_model_eval           	|  0.0040205      	|1              	|  0.0040205      	|  0.0007859      	|
on_validation_batch_end            	|  2.0775e-05     	|125            	|  0.0025968      	|  0.00050761     	|
on_epoch_start                     	|  1.1489e-05     	|168            	|  0.0019301      	|  0.00037728     	|
on_epoch_end                       	|  1.0518e-05     	|168            	|  0.0017671      	|  0.00034541     	|
on_validation_batch_start          	|  1.0703e-05     	|125            	|  0.0013379      	|  0.00026152     	|
on_train_start                     	|  0.00072238     	|1              	|  0.00072238     	|  0.0001412      	|
validation_step_end                	|  5.3239e-06     	|125            	|  0.00066548     	|  0.00013008     	|
on_validation_start                	|  0.00032414     	|1              	|  0.00032414     	|  6.3359e-05     	|
on_validation_end                  	|  0.00011244     	|1              	|  0.00011244     	|  2.1979e-05     	|
on_before_accelerator_backend_setup	|  1.9061e-05     	|2              	|  3.8122e-05     	|  7.4517e-06     	|
teardown                           	|  1.604e-05      	|2              	|  3.208e-05      	|  6.2707e-06     	|
setup                              	|  1.5088e-05     	|2              	|  3.0177e-05     	|  5.8987e-06     	|
on_configure_sharded_model         	|  1.4873e-05     	|2              	|  2.9746e-05     	|  5.8145e-06     	|
on_fit_end                         	|  2.0498e-05     	|1              	|  2.0498e-05     	|  4.0067e-06     	|
on_fit_start                       	|  1.9086e-05     	|1              	|  1.9086e-05     	|  3.7307e-06     	|
on_validation_epoch_end            	|  1.8835e-05     	|1              	|  1.8835e-05     	|  3.6817e-06     	|
on_val_dataloader                  	|  6.1365e-06     	|2              	|  1.2273e-05     	|  2.399e-06      	|
prepare_data                       	|  6.016e-06      	|2              	|  1.2032e-05     	|  2.3519e-06     	|
configure_callbacks                	|  5.946e-06      	|2              	|  1.1892e-05     	|  2.3245e-06     	|
configure_sharded_model            	|  5.4055e-06     	|2              	|  1.0811e-05     	|  2.1132e-06     	|
on_pretrain_routine_end            	|  1.073e-05      	|1              	|  1.073e-05      	|  2.0974e-06     	|
on_validation_epoch_start          	|  9.638e-06      	|1              	|  9.638e-06      	|  1.884e-06      	|
on_train_dataloader                	|  4.228e-06      	|1              	|  4.228e-06      	|  8.2644e-07     	|
VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  1679.8         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  9.194          	|167            	|  1535.4         	|  91.403         	|
run_training_batch                 	|  0.18607        	|8000           	|  1488.6         	|  88.616         	|
training_step_and_backward         	|  0.17596        	|8000           	|  1407.6         	|  83.797         	|
model_forward                      	|  0.093856       	|8000           	|  750.85         	|  44.698         	|
training_step                      	|  0.093722       	|8000           	|  749.78         	|  44.634         	|
backward                           	|  0.081913       	|8000           	|  655.3          	|  39.01          	|
optimizer_step_with_closure_0      	|  0.23386        	|1000           	|  233.86         	|  13.922         	|
run_validate_evaluation            	|  101.5          	|1              	|  101.5          	|  6.0426         	|
evaluation_step_and_end            	|  0.099501       	|1000           	|  99.501         	|  5.9233         	|
validation_step                    	|  0.099451       	|1000           	|  99.451         	|  5.9204         	|
get_train_batch                    	|  0.003328       	|8167           	|  27.179         	|  1.618          	|
fetch_next_train_batch             	|  0.0033108      	|8167           	|  27.039         	|  1.6096         	|
on_train_batch_end                 	|  0.0010774      	|8000           	|  8.6196         	|  0.51312        	|
training_batch_to_device           	|  0.00021776     	|8000           	|  1.7421         	|  0.10371        	|
get_validate_batch                 	|  0.0014653      	|1001           	|  1.4668         	|  0.087317       	|
fetch_next_validate_batch          	|  0.0014519      	|1001           	|  1.4533         	|  0.086518       	|
zero_grad                          	|  0.0013468      	|1000           	|  1.3468         	|  0.080178       	|
on_train_batch_start               	|  9.0912e-05     	|8000           	|  0.7273         	|  0.043296       	|
evaluation_batch_to_device         	|  0.00021354     	|1000           	|  0.21354        	|  0.012712       	|
on_batch_start                     	|  1.5126e-05     	|8000           	|  0.12101        	|  0.0072037      	|
on_batch_end                       	|  1.3907e-05     	|8000           	|  0.11126        	|  0.0066232      	|
on_before_backward                 	|  1.2653e-05     	|8000           	|  0.10122        	|  0.0060258      	|
on_after_backward                  	|  1.1465e-05     	|8000           	|  0.091717       	|  0.0054599      	|
training_step_end                  	|  5.879e-06      	|8000           	|  0.047032       	|  0.0027998      	|
on_train_epoch_start               	|  0.00028041     	|167            	|  0.046829       	|  0.0027877      	|
on_train_epoch_end                 	|  0.00026124     	|167            	|  0.043627       	|  0.0025971      	|
on_train_end                       	|  0.025585       	|1              	|  0.025585       	|  0.0015231      	|
on_pretrain_routine_start          	|  0.023039       	|1              	|  0.023039       	|  0.0013715      	|
on_validation_batch_end            	|  1.7682e-05     	|1000           	|  0.017682       	|  0.0010526      	|
on_before_zero_grad                	|  1.6159e-05     	|1000           	|  0.016159       	|  0.00096197     	|
on_before_optimizer_step           	|  1.3404e-05     	|1000           	|  0.013404       	|  0.00079793     	|
on_validation_batch_start          	|  9.3276e-06     	|1000           	|  0.0093276      	|  0.00055527     	|
configure_optimizers               	|  0.0082593      	|1              	|  0.0082593      	|  0.00049167     	|
validation_step_end                	|  4.9148e-06     	|1000           	|  0.0049148      	|  0.00029258     	|
on_validation_model_eval           	|  0.0040239      	|1              	|  0.0040239      	|  0.00023954     	|
on_epoch_end                       	|  1.1679e-05     	|168            	|  0.0019621      	|  0.0001168      	|
on_epoch_start                     	|  1.0758e-05     	|168            	|  0.0018073      	|  0.00010759     	|
on_train_start                     	|  0.00067354     	|1              	|  0.00067354     	|  4.0096e-05     	|
on_validation_start                	|  0.0003266      	|1              	|  0.0003266      	|  1.9443e-05     	|
on_validation_end                  	|  0.00010822     	|1              	|  0.00010822     	|  6.4425e-06     	|
on_before_accelerator_backend_setup	|  1.7507e-05     	|2              	|  3.5015e-05     	|  2.0844e-06     	|
teardown                           	|  1.7282e-05     	|2              	|  3.4564e-05     	|  2.0576e-06     	|
on_configure_sharded_model         	|  1.3926e-05     	|2              	|  2.7852e-05     	|  1.658e-06      	|
setup                              	|  1.3546e-05     	|2              	|  2.7091e-05     	|  1.6127e-06     	|
on_fit_end                         	|  2.0719e-05     	|1              	|  2.0719e-05     	|  1.2334e-06     	|
on_validation_epoch_end            	|  1.8223e-05     	|1              	|  1.8223e-05     	|  1.0848e-06     	|
on_fit_start                       	|  1.8134e-05     	|1              	|  1.8134e-05     	|  1.0795e-06     	|
on_pretrain_routine_end            	|  1.2283e-05     	|1              	|  1.2283e-05     	|  7.3121e-07     	|
configure_callbacks                	|  6.036e-06      	|2              	|  1.2072e-05     	|  7.1865e-07     	|
prepare_data                       	|  5.7908e-06     	|2              	|  1.1582e-05     	|  6.8946e-07     	|
on_val_dataloader                  	|  5.5855e-06     	|2              	|  1.1171e-05     	|  6.6501e-07     	|
configure_sharded_model            	|  4.899e-06      	|2              	|  9.798e-06      	|  5.8327e-07     	|
on_validation_epoch_start          	|  9.177e-06      	|1              	|  9.177e-06      	|  5.4631e-07     	|
on_train_dataloader                	|  3.8969e-06     	|1              	|  3.8969e-06     	|  2.3198e-07     	|
