VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  518.47         	|  100 %          	|
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run_training_epoch                 	|  2.188          	|200            	|  437.6          	|  84.403         	|
run_training_batch                 	|  0.36461        	|1000           	|  364.61         	|  70.324         	|
optimizer_step_with_closure_0      	|  0.36191        	|1000           	|  361.91         	|  69.805         	|
training_step_and_backward         	|  0.28333        	|1000           	|  283.33         	|  54.647         	|
model_forward                      	|  0.16682        	|1000           	|  166.82         	|  32.176         	|
training_step                      	|  0.16668        	|1000           	|  166.68         	|  32.148         	|
backward                           	|  0.11519        	|1000           	|  115.19         	|  22.218         	|
run_validate_evaluation            	|  35.776         	|1              	|  35.776         	|  6.9003         	|
evaluation_step_and_end            	|  0.25261        	|139            	|  35.113         	|  6.7724         	|
validation_step                    	|  0.25255        	|139            	|  35.105         	|  6.7709         	|
get_train_batch                    	|  0.016616       	|1200           	|  19.94          	|  3.8459         	|
fetch_next_train_batch             	|  0.016591       	|1200           	|  19.909         	|  3.8399         	|
zero_grad                          	|  0.0012834      	|1000           	|  1.2834         	|  0.24754        	|
on_train_batch_end                 	|  0.0012554      	|1000           	|  1.2554         	|  0.24215        	|
training_batch_to_device           	|  0.00034466     	|1000           	|  0.34466        	|  0.066477       	|
get_validate_batch                 	|  0.0024245      	|140            	|  0.33943        	|  0.065467       	|
fetch_next_validate_batch          	|  0.0024101      	|140            	|  0.33742        	|  0.06508        	|
on_train_batch_start               	|  9.8539e-05     	|1000           	|  0.098539       	|  0.019006       	|
on_train_epoch_start               	|  0.0002722      	|200            	|  0.054441       	|  0.0105         	|
on_train_epoch_end                 	|  0.00024814     	|200            	|  0.049627       	|  0.0095719      	|
evaluation_batch_to_device         	|  0.00022501     	|139            	|  0.031277       	|  0.0060325      	|
on_train_end                       	|  0.023786       	|1              	|  0.023786       	|  0.0045877      	|
on_batch_start                     	|  2.26e-05       	|1000           	|  0.0226         	|  0.004359       	|
on_pretrain_routine_start          	|  0.022476       	|1              	|  0.022476       	|  0.0043351      	|
on_before_zero_grad                	|  1.5837e-05     	|1000           	|  0.015837       	|  0.0030545      	|
on_batch_end                       	|  1.3483e-05     	|1000           	|  0.013483       	|  0.0026005      	|
on_before_optimizer_step           	|  1.2126e-05     	|1000           	|  0.012126       	|  0.0023388      	|
on_after_backward                  	|  1.204e-05      	|1000           	|  0.01204        	|  0.0023223      	|
on_before_backward                 	|  1.2004e-05     	|1000           	|  0.012004       	|  0.0023152      	|
configure_optimizers               	|  0.0085327      	|1              	|  0.0085327      	|  0.0016458      	|
training_step_end                  	|  6.6861e-06     	|1000           	|  0.0066861      	|  0.0012896      	|
on_validation_model_eval           	|  0.004575       	|1              	|  0.004575       	|  0.00088241     	|
on_validation_batch_end            	|  2.1624e-05     	|139            	|  0.0030058      	|  0.00057975     	|
on_epoch_start                     	|  1.0427e-05     	|201            	|  0.0020958      	|  0.00040423     	|
on_epoch_end                       	|  1.0377e-05     	|201            	|  0.0020857      	|  0.00040229     	|
on_validation_batch_start          	|  1.032e-05      	|139            	|  0.0014345      	|  0.00027668     	|
on_train_start                     	|  0.0007891      	|1              	|  0.0007891      	|  0.0001522      	|
validation_step_end                	|  5.2321e-06     	|139            	|  0.00072727     	|  0.00014027     	|
on_validation_start                	|  0.00032825     	|1              	|  0.00032825     	|  6.3312e-05     	|
on_validation_end                  	|  0.00011395     	|1              	|  0.00011395     	|  2.1979e-05     	|
on_before_accelerator_backend_setup	|  1.6796e-05     	|2              	|  3.3592e-05     	|  6.4791e-06     	|
teardown                           	|  1.5729e-05     	|2              	|  3.1458e-05     	|  6.0675e-06     	|
setup                              	|  1.3336e-05     	|2              	|  2.6671e-05     	|  5.1442e-06     	|
on_configure_sharded_model         	|  1.326e-05      	|2              	|  2.652e-05      	|  5.1151e-06     	|
on_fit_end                         	|  2.2813e-05     	|1              	|  2.2813e-05     	|  4.4001e-06     	|
on_validation_epoch_end            	|  1.7924e-05     	|1              	|  1.7924e-05     	|  3.4571e-06     	|
on_fit_start                       	|  1.7373e-05     	|1              	|  1.7373e-05     	|  3.3508e-06     	|
on_val_dataloader                  	|  6.6975e-06     	|2              	|  1.3395e-05     	|  2.5836e-06     	|
on_pretrain_routine_end            	|  1.2784e-05     	|1              	|  1.2784e-05     	|  2.4657e-06     	|
configure_callbacks                	|  6.196e-06      	|2              	|  1.2392e-05     	|  2.3901e-06     	|
prepare_data                       	|  5.3699e-06     	|2              	|  1.074e-05      	|  2.0715e-06     	|
configure_sharded_model            	|  5.1145e-06     	|2              	|  1.0229e-05     	|  1.9729e-06     	|
on_validation_epoch_start          	|  9.418e-06      	|1              	|  9.418e-06      	|  1.8165e-06     	|
on_train_dataloader                	|  4.1469e-06     	|1              	|  4.1469e-06     	|  7.9985e-07     	|
