VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  504.63         	|  100 %          	|
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run_training_epoch                 	|  2.1189         	|200            	|  423.79         	|  83.979         	|
run_training_batch                 	|  0.35117        	|1000           	|  351.17         	|  69.589         	|
optimizer_step_with_closure_0      	|  0.34853        	|1000           	|  348.53         	|  69.066         	|
training_step_and_backward         	|  0.27127        	|1000           	|  271.27         	|  53.756         	|
model_forward                      	|  0.16086        	|1000           	|  160.86         	|  31.877         	|
training_step                      	|  0.16072        	|1000           	|  160.72         	|  31.848         	|
backward                           	|  0.10904        	|1000           	|  109.04         	|  21.607         	|
run_validate_evaluation            	|  35.961         	|1              	|  35.961         	|  7.1262         	|
evaluation_step_and_end            	|  0.25409        	|139            	|  35.318         	|  6.9988         	|
validation_step                    	|  0.25403        	|139            	|  35.31          	|  6.9972         	|
get_train_batch                    	|  0.016685       	|1200           	|  20.023         	|  3.9677         	|
fetch_next_train_batch             	|  0.01666        	|1200           	|  19.992         	|  3.9617         	|
zero_grad                          	|  0.0013435      	|1000           	|  1.3435         	|  0.26624        	|
on_train_batch_end                 	|  0.0012515      	|1000           	|  1.2515         	|  0.248          	|
training_batch_to_device           	|  0.00033711     	|1000           	|  0.33711        	|  0.066803       	|
get_validate_batch                 	|  0.0023477      	|140            	|  0.32867        	|  0.065131       	|
fetch_next_validate_batch          	|  0.0023331      	|140            	|  0.32663        	|  0.064726       	|
on_train_batch_start               	|  9.7207e-05     	|1000           	|  0.097207       	|  0.019263       	|
on_train_epoch_start               	|  0.00027552     	|200            	|  0.055105       	|  0.01092        	|
on_train_epoch_end                 	|  0.00025013     	|200            	|  0.050025       	|  0.0099132      	|
evaluation_batch_to_device         	|  0.00023218     	|139            	|  0.032274       	|  0.0063954      	|
on_train_end                       	|  0.023415       	|1              	|  0.023415       	|  0.0046399      	|
on_batch_start                     	|  2.3289e-05     	|1000           	|  0.023289       	|  0.004615       	|
on_pretrain_routine_start          	|  0.022529       	|1              	|  0.022529       	|  0.0044644      	|
on_before_zero_grad                	|  1.7277e-05     	|1000           	|  0.017277       	|  0.0034237      	|
on_batch_end                       	|  1.3876e-05     	|1000           	|  0.013876       	|  0.0027498      	|
on_after_backward                  	|  1.1332e-05     	|1000           	|  0.011332       	|  0.0022455      	|
on_before_optimizer_step           	|  1.119e-05      	|1000           	|  0.01119        	|  0.0022175      	|
on_before_backward                 	|  1.1012e-05     	|1000           	|  0.011012       	|  0.0021821      	|
configure_optimizers               	|  0.008386       	|1              	|  0.008386       	|  0.0016618      	|
training_step_end                  	|  6.5345e-06     	|1000           	|  0.0065345      	|  0.0012949      	|
on_validation_model_eval           	|  0.0039405      	|1              	|  0.0039405      	|  0.00078087     	|
on_validation_batch_end            	|  2.1387e-05     	|139            	|  0.0029729      	|  0.00058911     	|
on_epoch_start                     	|  1.0921e-05     	|201            	|  0.0021951      	|  0.00043498     	|
on_epoch_end                       	|  1.0407e-05     	|201            	|  0.0020919      	|  0.00041453     	|
on_validation_batch_start          	|  1.0058e-05     	|139            	|  0.0013981      	|  0.00027705     	|
on_train_start                     	|  0.00078789     	|1              	|  0.00078789     	|  0.00015613     	|
validation_step_end                	|  5.1934e-06     	|139            	|  0.00072188     	|  0.00014305     	|
on_validation_start                	|  0.00030821     	|1              	|  0.00030821     	|  6.1076e-05     	|
on_validation_end                  	|  0.00011333     	|1              	|  0.00011333     	|  2.2458e-05     	|
on_before_accelerator_backend_setup	|  1.7673e-05     	|2              	|  3.5347e-05     	|  7.0045e-06     	|
teardown                           	|  1.59e-05       	|2              	|  3.18e-05       	|  6.3016e-06     	|
setup                              	|  1.4447e-05     	|2              	|  2.8895e-05     	|  5.7259e-06     	|
on_configure_sharded_model         	|  1.3455e-05     	|2              	|  2.691e-05      	|  5.3326e-06     	|
on_fit_end                         	|  1.9146e-05     	|1              	|  1.9146e-05     	|  3.794e-06      	|
on_validation_epoch_end            	|  1.8074e-05     	|1              	|  1.8074e-05     	|  3.5816e-06     	|
on_fit_start                       	|  1.6842e-05     	|1              	|  1.6842e-05     	|  3.3375e-06     	|
on_pretrain_routine_end            	|  1.2724e-05     	|1              	|  1.2724e-05     	|  2.5215e-06     	|
prepare_data                       	|  5.9966e-06     	|2              	|  1.1993e-05     	|  2.3766e-06     	|
on_val_dataloader                  	|  5.616e-06      	|2              	|  1.1232e-05     	|  2.2258e-06     	|
configure_callbacks                	|  5.466e-06      	|2              	|  1.0932e-05     	|  2.1663e-06     	|
configure_sharded_model            	|  4.8639e-06     	|2              	|  9.7279e-06     	|  1.9277e-06     	|
on_validation_epoch_start          	|  9.448e-06      	|1              	|  9.448e-06      	|  1.8723e-06     	|
on_train_dataloader                	|  3.858e-06      	|1              	|  3.858e-06      	|  7.6452e-07     	|
