VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  428.01         	|  100 %          	|
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run_training_epoch                 	|  5.843          	|63             	|  368.11         	|  86.005         	|
run_training_batch                 	|  0.23445        	|1000           	|  234.45         	|  54.778         	|
optimizer_step_with_closure_0      	|  0.23258        	|1000           	|  232.58         	|  54.341         	|
training_step_and_backward         	|  0.17345        	|1000           	|  173.45         	|  40.525         	|
model_forward                      	|  0.086334       	|1000           	|  86.334         	|  20.171         	|
training_step                      	|  0.086177       	|1000           	|  86.177         	|  20.135         	|
backward                           	|  0.085823       	|1000           	|  85.823         	|  20.052         	|
run_validate_evaluation            	|  30.336         	|1              	|  30.336         	|  7.0877         	|
get_train_batch                    	|  0.027323       	|1063           	|  29.045         	|  6.7861         	|
fetch_next_train_batch             	|  0.027302       	|1063           	|  29.022         	|  6.7807         	|
evaluation_step_and_end            	|  0.083826       	|313            	|  26.237         	|  6.1302         	|
validation_step                    	|  0.08375        	|313            	|  26.214         	|  6.1246         	|
on_train_batch_end                 	|  0.0014539      	|1000           	|  1.4539         	|  0.33969        	|
zero_grad                          	|  0.0012687      	|1000           	|  1.2687         	|  0.29642        	|
get_validate_batch                 	|  0.0034582      	|314            	|  1.0859         	|  0.25371        	|
fetch_next_validate_batch          	|  0.0034412      	|314            	|  1.0805         	|  0.25246        	|
on_train_end                       	|  0.28936        	|1              	|  0.28936        	|  0.067606       	|
training_batch_to_device           	|  0.00027755     	|1000           	|  0.27755        	|  0.064848       	|
on_train_batch_start               	|  8.984e-05      	|1000           	|  0.08984        	|  0.02099        	|
evaluation_batch_to_device         	|  0.00018904     	|313            	|  0.05917        	|  0.013825       	|
on_batch_start                     	|  5.5545e-05     	|1000           	|  0.055545       	|  0.012978       	|
on_pretrain_routine_start          	|  0.0218         	|1              	|  0.0218         	|  0.0050933      	|
on_train_epoch_end                 	|  0.00034009     	|63             	|  0.021426       	|  0.0050059      	|
on_train_epoch_start               	|  0.00031676     	|63             	|  0.019956       	|  0.0046626      	|
on_after_backward                  	|  1.6578e-05     	|1000           	|  0.016578       	|  0.0038733      	|
on_batch_end                       	|  1.5148e-05     	|1000           	|  0.015148       	|  0.0035392      	|
on_before_zero_grad                	|  1.3875e-05     	|1000           	|  0.013875       	|  0.0032418      	|
configure_optimizers               	|  0.012632       	|1              	|  0.012632       	|  0.0029514      	|
on_before_backward                 	|  1.1297e-05     	|1000           	|  0.011297       	|  0.0026394      	|
on_before_optimizer_step           	|  1.1073e-05     	|1000           	|  0.011073       	|  0.0025871      	|
on_validation_batch_end            	|  2.4751e-05     	|313            	|  0.0077469      	|  0.00181        	|
training_step_end                  	|  6.0932e-06     	|1000           	|  0.0060932      	|  0.0014236      	|
on_validation_model_eval           	|  0.003809       	|1              	|  0.003809       	|  0.00088994     	|
on_validation_batch_start          	|  1.1925e-05     	|313            	|  0.0037326      	|  0.00087209     	|
validation_step_end                	|  5.9293e-06     	|313            	|  0.0018559      	|  0.00043361     	|
on_train_start                     	|  0.001319       	|1              	|  0.001319       	|  0.00030817     	|
on_epoch_end                       	|  1.0881e-05     	|64             	|  0.0006964      	|  0.00016271     	|
on_epoch_start                     	|  1.083e-05      	|64             	|  0.0006931      	|  0.00016194     	|
on_validation_start                	|  0.00038746     	|1              	|  0.00038746     	|  9.0526e-05     	|
on_validation_end                  	|  0.00013533     	|1              	|  0.00013533     	|  3.1619e-05     	|
teardown                           	|  3.4058e-05     	|2              	|  6.8117e-05     	|  1.5915e-05     	|
on_before_accelerator_backend_setup	|  2.4925e-05     	|2              	|  4.985e-05      	|  1.1647e-05     	|
on_configure_sharded_model         	|  2.2154e-05     	|2              	|  4.4309e-05     	|  1.0352e-05     	|
on_fit_start                       	|  4.2995e-05     	|1              	|  4.2995e-05     	|  1.0046e-05     	|
setup                              	|  2.1275e-05     	|2              	|  4.255e-05      	|  9.9415e-06     	|
on_validation_epoch_end            	|  3.6081e-05     	|1              	|  3.6081e-05     	|  8.4301e-06     	|
on_fit_end                         	|  3.3751e-05     	|1              	|  3.3751e-05     	|  7.8857e-06     	|
prepare_data                       	|  1.1365e-05     	|2              	|  2.273e-05      	|  5.3106e-06     	|
on_val_dataloader                  	|  7.9563e-06     	|2              	|  1.5913e-05     	|  3.7178e-06     	|
configure_callbacks                	|  6.835e-06      	|2              	|  1.367e-05      	|  3.1939e-06     	|
configure_sharded_model            	|  6.2799e-06     	|2              	|  1.256e-05      	|  2.9345e-06     	|
on_pretrain_routine_end            	|  1.2444e-05     	|1              	|  1.2444e-05     	|  2.9075e-06     	|
on_validation_epoch_start          	|  9.1139e-06     	|1              	|  9.1139e-06     	|  2.1294e-06     	|
on_train_dataloader                	|  6.5397e-06     	|1              	|  6.5397e-06     	|  1.528e-06      	|
