VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1360.8         	|  100 %          	|
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run_training_epoch                 	|  2.5991         	|500            	|  1299.6         	|  95.501         	|
run_training_batch                 	|  0.28244        	|1000           	|  282.44         	|  20.756         	|
optimizer_step_with_closure_0      	|  0.27994        	|1000           	|  279.94         	|  20.572         	|
training_step_and_backward         	|  0.20893        	|1000           	|  208.93         	|  15.353         	|
get_train_batch                    	|  0.13105        	|1500           	|  196.57         	|  14.446         	|
fetch_next_train_batch             	|  0.13101        	|1500           	|  196.51         	|  14.441         	|
model_forward                      	|  0.10873        	|1000           	|  108.73         	|  7.9901         	|
training_step                      	|  0.1085         	|1000           	|  108.5          	|  7.9733         	|
backward                           	|  0.098731       	|1000           	|  98.731         	|  7.2554         	|
run_validate_evaluation            	|  30.829         	|1              	|  30.829         	|  2.2655         	|
evaluation_step_and_end            	|  0.085043       	|313            	|  26.618         	|  1.9561         	|
validation_step                    	|  0.084972       	|313            	|  26.596         	|  1.9545         	|
on_train_batch_end                 	|  0.0018831      	|1000           	|  1.8831         	|  0.13838        	|
zero_grad                          	|  0.0014293      	|1000           	|  1.4293         	|  0.10503        	|
get_validate_batch                 	|  0.0033311      	|314            	|  1.046          	|  0.076865       	|
fetch_next_validate_batch          	|  0.0033124      	|314            	|  1.0401         	|  0.076435       	|
training_batch_to_device           	|  0.000653       	|1000           	|  0.653          	|  0.047987       	|
on_train_epoch_start               	|  0.00032177     	|500            	|  0.16089        	|  0.011823       	|
on_train_epoch_end                 	|  0.00031136     	|500            	|  0.15568        	|  0.01144        	|
on_train_batch_start               	|  0.00012693     	|1000           	|  0.12693        	|  0.0093276      	|
evaluation_batch_to_device         	|  0.00020769     	|313            	|  0.065006       	|  0.0047771      	|
on_batch_start                     	|  4.8964e-05     	|1000           	|  0.048964       	|  0.0035982      	|
on_train_end                       	|  0.043076       	|1              	|  0.043076       	|  0.0031655      	|
on_pretrain_routine_start          	|  0.025647       	|1              	|  0.025647       	|  0.0018847      	|
on_before_zero_grad                	|  2.0762e-05     	|1000           	|  0.020762       	|  0.0015257      	|
on_after_backward                  	|  2.0261e-05     	|1000           	|  0.020261       	|  0.0014889      	|
on_batch_end                       	|  1.6114e-05     	|1000           	|  0.016114       	|  0.0011841      	|
on_before_backward                 	|  1.3981e-05     	|1000           	|  0.013981       	|  0.0010274      	|
on_before_optimizer_step           	|  1.3414e-05     	|1000           	|  0.013414       	|  0.00098572     	|
configure_optimizers               	|  0.010232       	|1              	|  0.010232       	|  0.00075193     	|
training_step_end                  	|  9.4928e-06     	|1000           	|  0.0094928      	|  0.0006976      	|
on_validation_batch_end            	|  2.67e-05       	|313            	|  0.0083572      	|  0.00061414     	|
on_epoch_end                       	|  1.1055e-05     	|501            	|  0.0055384      	|  0.000407       	|
on_epoch_start                     	|  1.0641e-05     	|501            	|  0.0053309      	|  0.00039175     	|
on_validation_batch_start          	|  1.2623e-05     	|313            	|  0.0039511      	|  0.00029036     	|
on_validation_model_eval           	|  0.0038947      	|1              	|  0.0038947      	|  0.00028621     	|
validation_step_end                	|  6.3932e-06     	|313            	|  0.0020011      	|  0.00014705     	|
on_train_start                     	|  0.0011161      	|1              	|  0.0011161      	|  8.2016e-05     	|
on_validation_start                	|  0.00053376     	|1              	|  0.00053376     	|  3.9224e-05     	|
on_validation_end                  	|  0.00013256     	|1              	|  0.00013256     	|  9.7411e-06     	|
setup                              	|  2.699e-05      	|2              	|  5.3979e-05     	|  3.9668e-06     	|
teardown                           	|  2.4278e-05     	|2              	|  4.8555e-05     	|  3.5682e-06     	|
on_configure_sharded_model         	|  2.3647e-05     	|2              	|  4.7294e-05     	|  3.4755e-06     	|
on_before_accelerator_backend_setup	|  2.2664e-05     	|2              	|  4.5327e-05     	|  3.331e-06      	|
on_fit_start                       	|  4.5212e-05     	|1              	|  4.5212e-05     	|  3.3225e-06     	|
on_validation_epoch_end            	|  3.3928e-05     	|1              	|  3.3928e-05     	|  2.4933e-06     	|
on_fit_end                         	|  3.0583e-05     	|1              	|  3.0583e-05     	|  2.2474e-06     	|
on_val_dataloader                  	|  1.2559e-05     	|2              	|  2.5118e-05     	|  1.8458e-06     	|
on_pretrain_routine_end            	|  1.6935e-05     	|1              	|  1.6935e-05     	|  1.2445e-06     	|
prepare_data                       	|  7.1526e-06     	|2              	|  1.4305e-05     	|  1.0512e-06     	|
configure_sharded_model            	|  7.0399e-06     	|2              	|  1.408e-05      	|  1.0347e-06     	|
configure_callbacks                	|  6.97e-06       	|2              	|  1.394e-05      	|  1.0244e-06     	|
on_validation_epoch_start          	|  1.0185e-05     	|1              	|  1.0185e-05     	|  7.4846e-07     	|
on_train_dataloader                	|  7.9498e-06     	|1              	|  7.9498e-06     	|  5.842e-07      	|
