VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  354.87         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  15.34          	|21             	|  322.13         	|  90.774         	|
run_training_batch                 	|  0.30815        	|1000           	|  308.15         	|  86.834         	|
optimizer_step_with_closure_0      	|  0.30558        	|1000           	|  305.58         	|  86.11          	|
training_step_and_backward         	|  0.23469        	|1000           	|  234.69         	|  66.133         	|
backward                           	|  0.11877        	|1000           	|  118.77         	|  33.468         	|
model_forward                      	|  0.11438        	|1000           	|  114.38         	|  32.231         	|
training_step                      	|  0.11419        	|1000           	|  114.19         	|  32.178         	|
run_validate_evaluation            	|  13.441         	|1              	|  13.441         	|  3.7875         	|
evaluation_step_and_end            	|  0.10116        	|125            	|  12.645         	|  3.5632         	|
validation_step                    	|  0.10107        	|125            	|  12.634         	|  3.5601         	|
get_train_batch                    	|  0.0045443      	|1021           	|  4.6398         	|  1.3074         	|
fetch_next_train_batch             	|  0.0045225      	|1021           	|  4.6175         	|  1.3012         	|
on_train_batch_end                 	|  0.0017582      	|1000           	|  1.7582         	|  0.49545        	|
zero_grad                          	|  0.0015129      	|1000           	|  1.5129         	|  0.42633        	|
get_validate_batch                 	|  0.0030237      	|126            	|  0.38098        	|  0.10736        	|
fetch_next_validate_batch          	|  0.0030017      	|126            	|  0.37821        	|  0.10658        	|
training_batch_to_device           	|  0.00028721     	|1000           	|  0.28721        	|  0.080932       	|
on_train_batch_start               	|  0.00010649     	|1000           	|  0.10649        	|  0.030008       	|
evaluation_batch_to_device         	|  0.00027704     	|125            	|  0.03463        	|  0.0097586      	|
on_pretrain_routine_start          	|  0.025809       	|1              	|  0.025809       	|  0.0072727      	|
on_train_end                       	|  0.024193       	|1              	|  0.024193       	|  0.0068174      	|
on_batch_start                     	|  2.0659e-05     	|1000           	|  0.020659       	|  0.0058216      	|
on_after_backward                  	|  1.8377e-05     	|1000           	|  0.018377       	|  0.0051785      	|
on_batch_end                       	|  1.5087e-05     	|1000           	|  0.015087       	|  0.0042515      	|
on_before_zero_grad                	|  1.4075e-05     	|1000           	|  0.014075       	|  0.0039661      	|
on_before_backward                 	|  1.2388e-05     	|1000           	|  0.012388       	|  0.0034909      	|
on_before_optimizer_step           	|  1.1904e-05     	|1000           	|  0.011904       	|  0.0033544      	|
on_train_epoch_end                 	|  0.00045981     	|21             	|  0.009656       	|  0.002721       	|
on_train_epoch_start               	|  0.0004445      	|21             	|  0.0093344      	|  0.0026304      	|
configure_optimizers               	|  0.0090588      	|1              	|  0.0090588      	|  0.0025527      	|
training_step_end                  	|  6.4887e-06     	|1000           	|  0.0064887      	|  0.0018285      	|
on_validation_batch_end            	|  3.4057e-05     	|125            	|  0.0042571      	|  0.0011996      	|
on_validation_model_eval           	|  0.0041247      	|1              	|  0.0041247      	|  0.0011623      	|
on_validation_batch_start          	|  1.5746e-05     	|125            	|  0.0019683      	|  0.00055464     	|
on_train_start                     	|  0.0012701      	|1              	|  0.0012701      	|  0.00035792     	|
validation_step_end                	|  8.1588e-06     	|125            	|  0.0010199      	|  0.00028739     	|
on_validation_start                	|  0.00042379     	|1              	|  0.00042379     	|  0.00011942     	|
on_epoch_start                     	|  1.1028e-05     	|22             	|  0.00024261     	|  6.8366e-05     	|
on_epoch_end                       	|  1.0809e-05     	|22             	|  0.00023779     	|  6.7007e-05     	|
on_validation_end                  	|  0.00014284     	|1              	|  0.00014284     	|  4.0251e-05     	|
setup                              	|  2.187e-05      	|2              	|  4.374e-05      	|  1.2326e-05     	|
on_before_accelerator_backend_setup	|  2.0599e-05     	|2              	|  4.1198e-05     	|  1.1609e-05     	|
teardown                           	|  2.0118e-05     	|2              	|  4.0236e-05     	|  1.1338e-05     	|
on_configure_sharded_model         	|  1.9085e-05     	|2              	|  3.8169e-05     	|  1.0756e-05     	|
on_validation_epoch_end            	|  3.0752e-05     	|1              	|  3.0752e-05     	|  8.6657e-06     	|
on_fit_end                         	|  2.6975e-05     	|1              	|  2.6975e-05     	|  7.6014e-06     	|
on_fit_start                       	|  1.7742e-05     	|1              	|  1.7742e-05     	|  4.9996e-06     	|
prepare_data                       	|  8.298e-06      	|2              	|  1.6596e-05     	|  4.6766e-06     	|
on_val_dataloader                  	|  8.1875e-06     	|2              	|  1.6375e-05     	|  4.6144e-06     	|
on_pretrain_routine_end            	|  1.4859e-05     	|1              	|  1.4859e-05     	|  4.1872e-06     	|
configure_sharded_model            	|  6.2905e-06     	|2              	|  1.2581e-05     	|  3.5452e-06     	|
configure_callbacks                	|  5.996e-06      	|2              	|  1.1992e-05     	|  3.3793e-06     	|
on_validation_epoch_start          	|  9.241e-06      	|1              	|  9.241e-06      	|  2.604e-06      	|
on_train_dataloader                	|  6.754e-06      	|1              	|  6.754e-06      	|  1.9032e-06     	|
