VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  478.38         	|  100 %          	|
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run_training_epoch                 	|  6.4868         	|63             	|  408.67         	|  85.428         	|
run_training_batch                 	|  0.27569        	|1000           	|  275.69         	|  57.63          	|
optimizer_step_with_closure_0      	|  0.27129        	|1000           	|  271.29         	|  56.711         	|
training_step_and_backward         	|  0.20392        	|1000           	|  203.92         	|  42.627         	|
model_forward                      	|  0.10849        	|1000           	|  108.49         	|  22.679         	|
training_step                      	|  0.10829        	|1000           	|  108.29         	|  22.638         	|
backward                           	|  0.093784       	|1000           	|  93.784         	|  19.605         	|
run_validate_evaluation            	|  30.654         	|1              	|  30.654         	|  6.4079         	|
get_train_batch                    	|  0.024922       	|1063           	|  26.492         	|  5.5379         	|
fetch_next_train_batch             	|  0.024897       	|1063           	|  26.466         	|  5.5324         	|
evaluation_step_and_end            	|  0.084012       	|313            	|  26.296         	|  5.4969         	|
validation_step                    	|  0.083936       	|313            	|  26.272         	|  5.4919         	|
on_train_batch_end                 	|  0.0023487      	|1000           	|  2.3487         	|  0.49098        	|
zero_grad                          	|  0.0016061      	|1000           	|  1.6061         	|  0.33574        	|
get_validate_batch                 	|  0.0031859      	|314            	|  1.0004         	|  0.20912        	|
fetch_next_validate_batch          	|  0.0031676      	|314            	|  0.99462        	|  0.20792        	|
training_batch_to_device           	|  0.00026831     	|1000           	|  0.26831        	|  0.056088       	|
on_train_batch_start               	|  9.5066e-05     	|1000           	|  0.095066       	|  0.019873       	|
evaluation_batch_to_device         	|  0.00024908     	|313            	|  0.077963       	|  0.016297       	|
on_train_end                       	|  0.051096       	|1              	|  0.051096       	|  0.010681       	|
on_after_backward                  	|  2.6997e-05     	|1000           	|  0.026997       	|  0.0056434      	|
on_pretrain_routine_start          	|  0.024727       	|1              	|  0.024727       	|  0.0051689      	|
on_train_epoch_start               	|  0.00036387     	|63             	|  0.022924       	|  0.004792       	|
on_batch_start                     	|  2.2024e-05     	|1000           	|  0.022024       	|  0.0046039      	|
on_train_epoch_end                 	|  0.00034556     	|63             	|  0.02177        	|  0.0045509      	|
on_before_zero_grad                	|  1.8119e-05     	|1000           	|  0.018119       	|  0.0037877      	|
on_batch_end                       	|  1.6004e-05     	|1000           	|  0.016004       	|  0.0033455      	|
on_before_optimizer_step           	|  1.3786e-05     	|1000           	|  0.013786       	|  0.0028817      	|
on_before_backward                 	|  1.3223e-05     	|1000           	|  0.013223       	|  0.0027641      	|
configure_optimizers               	|  0.0099141      	|1              	|  0.0099141      	|  0.0020724      	|
on_validation_batch_end            	|  2.6599e-05     	|313            	|  0.0083253      	|  0.0017403      	|
training_step_end                  	|  7.4078e-06     	|1000           	|  0.0074078      	|  0.0015485      	|
on_validation_model_eval           	|  0.0040989      	|1              	|  0.0040989      	|  0.00085684     	|
on_validation_batch_start          	|  1.2157e-05     	|313            	|  0.0038052      	|  0.00079544     	|
validation_step_end                	|  6.2618e-06     	|313            	|  0.00196        	|  0.00040971     	|
on_train_start                     	|  0.0014041      	|1              	|  0.0014041      	|  0.00029351     	|
on_epoch_end                       	|  1.1736e-05     	|64             	|  0.00075111     	|  0.00015701     	|
on_epoch_start                     	|  1.1073e-05     	|64             	|  0.00070869     	|  0.00014814     	|
on_validation_start                	|  0.00062925     	|1              	|  0.00062925     	|  0.00013154     	|
on_validation_end                  	|  0.0001275      	|1              	|  0.0001275      	|  2.6653e-05     	|
setup                              	|  3.9187e-05     	|2              	|  7.8375e-05     	|  1.6383e-05     	|
teardown                           	|  3.6572e-05     	|2              	|  7.3144e-05     	|  1.529e-05      	|
on_configure_sharded_model         	|  2.8297e-05     	|2              	|  5.6595e-05     	|  1.1831e-05     	|
on_before_accelerator_backend_setup	|  2.4515e-05     	|2              	|  4.903e-05      	|  1.0249e-05     	|
on_fit_start                       	|  4.4629e-05     	|1              	|  4.4629e-05     	|  9.3292e-06     	|
on_fit_end                         	|  3.4144e-05     	|1              	|  3.4144e-05     	|  7.1375e-06     	|
on_validation_epoch_end            	|  3.1061e-05     	|1              	|  3.1061e-05     	|  6.4931e-06     	|
on_val_dataloader                  	|  1.2349e-05     	|2              	|  2.4699e-05     	|  5.163e-06      	|
prepare_data                       	|  1.2002e-05     	|2              	|  2.4004e-05     	|  5.0178e-06     	|
configure_sharded_model            	|  8.3214e-06     	|2              	|  1.6643e-05     	|  3.479e-06      	|
on_pretrain_routine_end            	|  1.6212e-05     	|1              	|  1.6212e-05     	|  3.3891e-06     	|
configure_callbacks                	|  7.0911e-06     	|2              	|  1.4182e-05     	|  2.9646e-06     	|
on_validation_epoch_start          	|  9.5107e-06     	|1              	|  9.5107e-06     	|  1.9881e-06     	|
on_train_dataloader                	|  8.8308e-06     	|1              	|  8.8308e-06     	|  1.846e-06      	|
