VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1321.3         	|  100 %          	|
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run_training_epoch                 	|  2.5702         	|500            	|  1285.1         	|  97.262         	|
run_training_batch                 	|  0.28428        	|1000           	|  284.28         	|  21.516         	|
optimizer_step_with_closure_0      	|  0.28063        	|1000           	|  280.63         	|  21.239         	|
training_step_and_backward         	|  0.21384        	|1000           	|  213.84         	|  16.184         	|
get_train_batch                    	|  0.13479        	|1500           	|  202.19         	|  15.303         	|
fetch_next_train_batch             	|  0.13475        	|1500           	|  202.13         	|  15.298         	|
model_forward                      	|  0.11179        	|1000           	|  111.79         	|  8.4608         	|
training_step                      	|  0.11154        	|1000           	|  111.54         	|  8.4418         	|
backward                           	|  0.10047        	|1000           	|  100.47         	|  7.6041         	|
run_validate_evaluation            	|  7.6275         	|1              	|  7.6275         	|  0.57729        	|
evaluation_step_and_end            	|  0.10159        	|48             	|  4.8765         	|  0.36908        	|
validation_step                    	|  0.10148        	|48             	|  4.8711         	|  0.36867        	|
on_train_batch_end                 	|  0.0023587      	|1000           	|  2.3587         	|  0.17852        	|
zero_grad                          	|  0.001528       	|1000           	|  1.528          	|  0.11565        	|
get_validate_batch                 	|  0.016454       	|49             	|  0.80625        	|  0.061021       	|
fetch_next_validate_batch          	|  0.01643        	|49             	|  0.80509        	|  0.060933       	|
training_batch_to_device           	|  0.00076586     	|1000           	|  0.76586        	|  0.057964       	|
on_train_epoch_end                 	|  0.00037506     	|500            	|  0.18753        	|  0.014193       	|
on_train_epoch_start               	|  0.00033744     	|500            	|  0.16872        	|  0.01277        	|
on_train_batch_start               	|  0.00011545     	|1000           	|  0.11545        	|  0.008738       	|
on_batch_start                     	|  5.6978e-05     	|1000           	|  0.056978       	|  0.0043124      	|
on_train_end                       	|  0.047118       	|1              	|  0.047118       	|  0.0035661      	|
on_after_backward                  	|  2.6e-05        	|1000           	|  0.026          	|  0.0019678      	|
on_pretrain_routine_start          	|  0.02408        	|1              	|  0.02408        	|  0.0018225      	|
on_before_zero_grad                	|  2.4045e-05     	|1000           	|  0.024045       	|  0.0018199      	|
on_before_optimizer_step           	|  1.7613e-05     	|1000           	|  0.017613       	|  0.0013331      	|
on_batch_end                       	|  1.6631e-05     	|1000           	|  0.016631       	|  0.0012588      	|
on_before_backward                 	|  1.5402e-05     	|1000           	|  0.015402       	|  0.0011657      	|
evaluation_batch_to_device         	|  0.00030765     	|48             	|  0.014767       	|  0.0011177      	|
configure_optimizers               	|  0.011497       	|1              	|  0.011497       	|  0.00087013     	|
training_step_end                  	|  1.0438e-05     	|1000           	|  0.010438       	|  0.00079        	|
on_validation_model_eval           	|  0.0061065      	|1              	|  0.0061065      	|  0.00046217     	|
on_epoch_start                     	|  1.209e-05      	|501            	|  0.0060569      	|  0.00045842     	|
on_epoch_end                       	|  1.1485e-05     	|501            	|  0.0057537      	|  0.00043547     	|
on_validation_batch_end            	|  4.2537e-05     	|48             	|  0.0020418      	|  0.00015453     	|
on_train_start                     	|  0.001144       	|1              	|  0.001144       	|  8.6581e-05     	|
on_validation_batch_start          	|  1.6484e-05     	|48             	|  0.00079122     	|  5.9884e-05     	|
on_validation_start                	|  0.00055397     	|1              	|  0.00055397     	|  4.1928e-05     	|
validation_step_end                	|  9.0281e-06     	|48             	|  0.00043335     	|  3.2798e-05     	|
on_validation_end                  	|  0.00031041     	|1              	|  0.00031041     	|  2.3493e-05     	|
on_fit_end                         	|  6.3188e-05     	|1              	|  6.3188e-05     	|  4.7824e-06     	|
on_before_accelerator_backend_setup	|  2.8258e-05     	|2              	|  5.6516e-05     	|  4.2775e-06     	|
setup                              	|  2.4809e-05     	|2              	|  4.9617e-05     	|  3.7553e-06     	|
on_configure_sharded_model         	|  2.372e-05      	|2              	|  4.744e-05      	|  3.5905e-06     	|
teardown                           	|  2.2795e-05     	|2              	|  4.559e-05      	|  3.4505e-06     	|
on_fit_start                       	|  4.4871e-05     	|1              	|  4.4871e-05     	|  3.3961e-06     	|
on_validation_epoch_end            	|  2.7686e-05     	|1              	|  2.7686e-05     	|  2.0954e-06     	|
on_val_dataloader                  	|  9.9484e-06     	|2              	|  1.9897e-05     	|  1.5059e-06     	|
on_pretrain_routine_end            	|  1.868e-05      	|1              	|  1.868e-05      	|  1.4138e-06     	|
prepare_data                       	|  8.7824e-06     	|2              	|  1.7565e-05     	|  1.3294e-06     	|
configure_callbacks                	|  7.6732e-06     	|2              	|  1.5346e-05     	|  1.1615e-06     	|
configure_sharded_model            	|  6.9542e-06     	|2              	|  1.3908e-05     	|  1.0527e-06     	|
on_validation_epoch_start          	|  1.2772e-05     	|1              	|  1.2772e-05     	|  9.6666e-07     	|
on_train_dataloader                	|  7.5921e-06     	|1              	|  7.5921e-06     	|  5.7461e-07     	|
