VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1419.7         	|  100 %          	|
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run_training_epoch                 	|  2.7233         	|500            	|  1361.7         	|  95.911         	|
run_training_batch                 	|  0.38015        	|1000           	|  380.15         	|  26.776         	|
optimizer_step_with_closure_0      	|  0.37681        	|1000           	|  376.81         	|  26.541         	|
training_step_and_backward         	|  0.27329        	|1000           	|  273.29         	|  19.25          	|
get_train_batch                    	|  0.10418        	|1500           	|  156.27         	|  11.007         	|
fetch_next_train_batch             	|  0.10414        	|1500           	|  156.21         	|  11.003         	|
model_forward                      	|  0.14436        	|1000           	|  144.36         	|  10.168         	|
training_step                      	|  0.14413        	|1000           	|  144.13         	|  10.152         	|
backward                           	|  0.12741        	|1000           	|  127.41         	|  8.9744         	|
run_validate_evaluation            	|  30.58          	|1              	|  30.58          	|  2.1539         	|
evaluation_step_and_end            	|  0.22208        	|125            	|  27.76          	|  1.9553         	|
validation_step                    	|  0.22196        	|125            	|  27.745         	|  1.9543         	|
on_train_batch_end                 	|  0.0022456      	|1000           	|  2.2456         	|  0.15817        	|
zero_grad                          	|  0.0014842      	|1000           	|  1.4842         	|  0.10454        	|
get_validate_batch                 	|  0.00558        	|126            	|  0.70308        	|  0.049522       	|
fetch_next_validate_batch          	|  0.0055546      	|126            	|  0.69988        	|  0.049297       	|
training_batch_to_device           	|  0.00060251     	|1000           	|  0.60251        	|  0.042439       	|
on_train_epoch_end                 	|  0.00037275     	|500            	|  0.18638        	|  0.013128       	|
on_train_epoch_start               	|  0.00034544     	|500            	|  0.17272        	|  0.012166       	|
on_train_batch_start               	|  0.00011159     	|1000           	|  0.11159        	|  0.0078598      	|
on_train_end                       	|  0.049042       	|1              	|  0.049042       	|  0.0034543      	|
on_batch_start                     	|  4.306e-05      	|1000           	|  0.04306        	|  0.003033       	|
evaluation_batch_to_device         	|  0.00030275     	|125            	|  0.037844       	|  0.0026656      	|
on_after_backward                  	|  2.3524e-05     	|1000           	|  0.023524       	|  0.0016569      	|
on_pretrain_routine_start          	|  0.02206        	|1              	|  0.02206        	|  0.0015539      	|
on_before_zero_grad                	|  2.1315e-05     	|1000           	|  0.021315       	|  0.0015013      	|
on_batch_end                       	|  1.8454e-05     	|1000           	|  0.018454       	|  0.0012998      	|
on_before_backward                 	|  1.6626e-05     	|1000           	|  0.016626       	|  0.0011711      	|
on_before_optimizer_step           	|  1.5613e-05     	|1000           	|  0.015613       	|  0.0010997      	|
training_step_end                  	|  8.8717e-06     	|1000           	|  0.0088717      	|  0.00062489     	|
configure_optimizers               	|  0.0087871      	|1              	|  0.0087871      	|  0.00061893     	|
on_epoch_end                       	|  1.1436e-05     	|501            	|  0.0057292      	|  0.00040354     	|
on_epoch_start                     	|  1.0865e-05     	|501            	|  0.0054435      	|  0.00038342     	|
on_validation_batch_end            	|  4.0967e-05     	|125            	|  0.0051208      	|  0.00036069     	|
on_validation_model_eval           	|  0.0036839      	|1              	|  0.0036839      	|  0.00025948     	|
on_validation_batch_start          	|  1.855e-05      	|125            	|  0.0023188      	|  0.00016333     	|
on_train_start                     	|  0.0020882      	|1              	|  0.0020882      	|  0.00014709     	|
validation_step_end                	|  8.6845e-06     	|125            	|  0.0010856      	|  7.6463e-05     	|
on_validation_start                	|  0.00046132     	|1              	|  0.00046132     	|  3.2494e-05     	|
on_validation_end                  	|  0.00016952     	|1              	|  0.00016952     	|  1.1941e-05     	|
on_before_accelerator_backend_setup	|  4.1581e-05     	|2              	|  8.3162e-05     	|  5.8576e-06     	|
teardown                           	|  3.6201e-05     	|2              	|  7.2401e-05     	|  5.0997e-06     	|
on_fit_end                         	|  6.7536e-05     	|1              	|  6.7536e-05     	|  4.757e-06      	|
on_configure_sharded_model         	|  2.909e-05      	|2              	|  5.818e-05      	|  4.098e-06      	|
setup                              	|  2.8118e-05     	|2              	|  5.6237e-05     	|  3.9611e-06     	|
on_validation_epoch_end            	|  2.9819e-05     	|1              	|  2.9819e-05     	|  2.1003e-06     	|
prepare_data                       	|  1.4165e-05     	|2              	|  2.8331e-05     	|  1.9955e-06     	|
on_fit_start                       	|  2.4064e-05     	|1              	|  2.4064e-05     	|  1.6949e-06     	|
configure_callbacks                	|  8.8755e-06     	|2              	|  1.7751e-05     	|  1.2503e-06     	|
configure_sharded_model            	|  8.4117e-06     	|2              	|  1.6823e-05     	|  1.185e-06      	|
on_val_dataloader                  	|  7.838e-06      	|2              	|  1.5676e-05     	|  1.1042e-06     	|
on_pretrain_routine_end            	|  1.3033e-05     	|1              	|  1.3033e-05     	|  9.1799e-07     	|
on_validation_epoch_start          	|  9.5367e-06     	|1              	|  9.5367e-06     	|  6.7173e-07     	|
on_train_dataloader                	|  5.8189e-06     	|1              	|  5.8189e-06     	|  4.0986e-07     	|
