VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  554.02         	|  100 %          	|
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run_training_epoch                 	|  0.88228        	|500            	|  441.14         	|  79.626         	|
run_training_batch                 	|  0.29032        	|1000           	|  290.32         	|  52.404         	|
optimizer_step_with_closure_0      	|  0.28764        	|1000           	|  287.64         	|  51.918         	|
training_step_and_backward         	|  0.2184         	|1000           	|  218.4          	|  39.421         	|
model_forward                      	|  0.13252        	|1000           	|  132.52         	|  23.921         	|
training_step                      	|  0.13236        	|1000           	|  132.36         	|  23.891         	|
backward                           	|  0.084495       	|1000           	|  84.495         	|  15.251         	|
run_validate_evaluation            	|  70.094         	|1              	|  70.094         	|  12.652         	|
evaluation_step_and_end            	|  0.21884        	|313            	|  68.496         	|  12.364         	|
validation_step                    	|  0.21878        	|313            	|  68.479         	|  12.36          	|
get_train_batch                    	|  0.028766       	|1500           	|  43.149         	|  7.7885         	|
fetch_next_train_batch             	|  0.028734       	|1500           	|  43.101         	|  7.7798         	|
zero_grad                          	|  0.0013472      	|1000           	|  1.3472         	|  0.24318        	|
on_train_batch_end                 	|  0.0013151      	|1000           	|  1.3151         	|  0.23737        	|
training_batch_to_device           	|  0.00060737     	|1000           	|  0.60737        	|  0.10963        	|
get_validate_batch                 	|  0.0018576      	|314            	|  0.58327        	|  0.10528        	|
fetch_next_validate_batch          	|  0.0018431      	|314            	|  0.57873        	|  0.10446        	|
on_train_epoch_start               	|  0.00027017     	|500            	|  0.13508        	|  0.024383       	|
on_train_epoch_end                 	|  0.00026857     	|500            	|  0.13429        	|  0.024239       	|
on_train_batch_start               	|  0.00010817     	|1000           	|  0.10817        	|  0.019524       	|
evaluation_batch_to_device         	|  0.00022333     	|313            	|  0.069903       	|  0.012618       	|
on_batch_start                     	|  3.5804e-05     	|1000           	|  0.035804       	|  0.0064626      	|
on_train_end                       	|  0.024111       	|1              	|  0.024111       	|  0.004352       	|
on_pretrain_routine_start          	|  0.022569       	|1              	|  0.022569       	|  0.0040736      	|
on_before_zero_grad                	|  2.228e-05      	|1000           	|  0.02228        	|  0.0040215      	|
on_batch_end                       	|  1.3542e-05     	|1000           	|  0.013542       	|  0.0024443      	|
on_before_optimizer_step           	|  1.2487e-05     	|1000           	|  0.012487       	|  0.002254       	|
on_after_backward                  	|  1.1326e-05     	|1000           	|  0.011326       	|  0.0020443      	|
on_before_backward                 	|  1.132e-05      	|1000           	|  0.01132        	|  0.0020433      	|
training_step_end                  	|  7.9639e-06     	|1000           	|  0.0079639      	|  0.0014375      	|
configure_optimizers               	|  0.0076595      	|1              	|  0.0076595      	|  0.0013825      	|
on_validation_batch_end            	|  2.0069e-05     	|313            	|  0.0062816      	|  0.0011338      	|
on_epoch_end                       	|  1.1007e-05     	|501            	|  0.0055147      	|  0.0009954      	|
on_epoch_start                     	|  1.0849e-05     	|501            	|  0.0054352      	|  0.00098105     	|
on_validation_model_eval           	|  0.0040613      	|1              	|  0.0040613      	|  0.00073307     	|
on_validation_batch_start          	|  1.0008e-05     	|313            	|  0.0031324      	|  0.0005654      	|
validation_step_end                	|  4.8169e-06     	|313            	|  0.0015077      	|  0.00027214     	|
on_train_start                     	|  0.00069454     	|1              	|  0.00069454     	|  0.00012536     	|
on_validation_start                	|  0.00033303     	|1              	|  0.00033303     	|  6.0113e-05     	|
on_validation_end                  	|  0.00010654     	|1              	|  0.00010654     	|  1.923e-05      	|
on_before_accelerator_backend_setup	|  1.9156e-05     	|2              	|  3.8312e-05     	|  6.9153e-06     	|
teardown                           	|  1.6942e-05     	|2              	|  3.3884e-05     	|  6.1161e-06     	|
on_validation_epoch_end            	|  3.2782e-05     	|1              	|  3.2782e-05     	|  5.9172e-06     	|
setup                              	|  1.4147e-05     	|2              	|  2.8293e-05     	|  5.1069e-06     	|
on_configure_sharded_model         	|  1.3741e-05     	|2              	|  2.7481e-05     	|  4.9603e-06     	|
on_fit_end                         	|  2.2873e-05     	|1              	|  2.2873e-05     	|  4.1286e-06     	|
on_fit_start                       	|  1.604e-05      	|1              	|  1.604e-05      	|  2.8952e-06     	|
prepare_data                       	|  6.021e-06      	|2              	|  1.2042e-05     	|  2.1736e-06     	|
on_val_dataloader                  	|  5.8665e-06     	|2              	|  1.1733e-05     	|  2.1178e-06     	|
configure_sharded_model            	|  5.1995e-06     	|2              	|  1.0399e-05     	|  1.877e-06      	|
configure_callbacks                	|  5.0545e-06     	|2              	|  1.0109e-05     	|  1.8247e-06     	|
on_validation_epoch_start          	|  9.9391e-06     	|1              	|  9.9391e-06     	|  1.794e-06      	|
on_pretrain_routine_end            	|  9.2071e-06     	|1              	|  9.2071e-06     	|  1.6619e-06     	|
on_train_dataloader                	|  4.0269e-06     	|1              	|  4.0269e-06     	|  7.2686e-07     	|
