VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  435.71         	|  100 %          	|
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run_training_epoch                 	|  6.31           	|63             	|  397.53         	|  91.238         	|
run_training_batch                 	|  0.27421        	|1000           	|  274.21         	|  62.934         	|
optimizer_step_with_closure_0      	|  0.2709         	|1000           	|  270.9          	|  62.175         	|
training_step_and_backward         	|  0.20655        	|1000           	|  206.55         	|  47.405         	|
model_forward                      	|  0.1046         	|1000           	|  104.6          	|  24.008         	|
training_step                      	|  0.10441        	|1000           	|  104.41         	|  23.963         	|
backward                           	|  0.10038        	|1000           	|  100.38         	|  23.038         	|
get_train_batch                    	|  0.026406       	|1063           	|  28.069         	|  6.4422         	|
fetch_next_train_batch             	|  0.026382       	|1063           	|  28.044         	|  6.4363         	|
run_validate_evaluation            	|  7.3568         	|1              	|  7.3568         	|  1.6884         	|
evaluation_step_and_end            	|  0.1014         	|48             	|  4.8671         	|  1.1171         	|
validation_step                    	|  0.10129        	|48             	|  4.8619         	|  1.1159         	|
on_train_batch_end                 	|  0.0021557      	|1000           	|  2.1557         	|  0.49475        	|
zero_grad                          	|  0.0015283      	|1000           	|  1.5283         	|  0.35077        	|
get_validate_batch                 	|  0.01331        	|49             	|  0.65218        	|  0.14968        	|
fetch_next_validate_batch          	|  0.013287       	|49             	|  0.65108        	|  0.14943        	|
training_batch_to_device           	|  0.0003581      	|1000           	|  0.3581         	|  0.082187       	|
on_train_batch_start               	|  9.5559e-05     	|1000           	|  0.095559       	|  0.021932       	|
on_train_end                       	|  0.075291       	|1              	|  0.075291       	|  0.01728        	|
on_after_backward                  	|  2.6903e-05     	|1000           	|  0.026903       	|  0.0061746      	|
on_pretrain_routine_start          	|  0.026774       	|1              	|  0.026774       	|  0.0061449      	|
on_train_epoch_end                 	|  0.0003657      	|63             	|  0.023039       	|  0.0052876      	|
on_train_epoch_start               	|  0.00034473     	|63             	|  0.021718       	|  0.0049845      	|
on_batch_start                     	|  2.1315e-05     	|1000           	|  0.021315       	|  0.004892       	|
on_before_zero_grad                	|  1.8206e-05     	|1000           	|  0.018206       	|  0.0041784      	|
configure_optimizers               	|  0.017961       	|1              	|  0.017961       	|  0.0041223      	|
on_batch_end                       	|  1.6104e-05     	|1000           	|  0.016104       	|  0.003696       	|
on_before_optimizer_step           	|  1.3424e-05     	|1000           	|  0.013424       	|  0.0030808      	|
on_before_backward                 	|  1.2919e-05     	|1000           	|  0.012919       	|  0.002965       	|
evaluation_batch_to_device         	|  0.00026648     	|48             	|  0.012791       	|  0.0029357      	|
training_step_end                  	|  7.5639e-06     	|1000           	|  0.0075639      	|  0.001736       	|
on_validation_model_eval           	|  0.0048678      	|1              	|  0.0048678      	|  0.0011172      	|
on_validation_batch_end            	|  4.0074e-05     	|48             	|  0.0019235      	|  0.00044147     	|
on_train_start                     	|  0.0010185      	|1              	|  0.0010185      	|  0.00023377     	|
on_validation_batch_start          	|  1.6465e-05     	|48             	|  0.00079031     	|  0.00018138     	|
on_epoch_end                       	|  1.1892e-05     	|64             	|  0.00076111     	|  0.00017468     	|
on_epoch_start                     	|  1.1812e-05     	|64             	|  0.00075598     	|  0.0001735      	|
on_validation_start                	|  0.00061493     	|1              	|  0.00061493     	|  0.00014113     	|
validation_step_end                	|  8.9484e-06     	|48             	|  0.00042952     	|  9.858e-05      	|
on_validation_end                  	|  0.00016874     	|1              	|  0.00016874     	|  3.8728e-05     	|
teardown                           	|  2.7852e-05     	|2              	|  5.5704e-05     	|  1.2785e-05     	|
on_before_accelerator_backend_setup	|  2.727e-05      	|2              	|  5.454e-05      	|  1.2517e-05     	|
on_configure_sharded_model         	|  2.7006e-05     	|2              	|  5.4013e-05     	|  1.2397e-05     	|
setup                              	|  2.5118e-05     	|2              	|  5.0236e-05     	|  1.153e-05      	|
on_fit_start                       	|  4.1712e-05     	|1              	|  4.1712e-05     	|  9.5733e-06     	|
on_fit_end                         	|  3.8337e-05     	|1              	|  3.8337e-05     	|  8.7987e-06     	|
on_validation_epoch_end            	|  3.2604e-05     	|1              	|  3.2604e-05     	|  7.4829e-06     	|
on_val_dataloader                  	|  1.2656e-05     	|2              	|  2.5311e-05     	|  5.8092e-06     	|
prepare_data                       	|  8.3605e-06     	|2              	|  1.6721e-05     	|  3.8376e-06     	|
configure_sharded_model            	|  8.0494e-06     	|2              	|  1.6099e-05     	|  3.6948e-06     	|
configure_callbacks                	|  6.8424e-06     	|2              	|  1.3685e-05     	|  3.1408e-06     	|
on_pretrain_routine_end            	|  1.2912e-05     	|1              	|  1.2912e-05     	|  2.9634e-06     	|
on_validation_epoch_start          	|  1.106e-05      	|1              	|  1.106e-05      	|  2.5385e-06     	|
on_train_dataloader                	|  6.495e-06      	|1              	|  6.495e-06      	|  1.4907e-06     	|
