VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  553.37         	|  100 %          	|
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run_training_epoch                 	|  0.99542        	|500            	|  497.71         	|  89.941         	|
run_training_batch                 	|  0.34401        	|1000           	|  344.01         	|  62.166         	|
optimizer_step_with_closure_0      	|  0.34128        	|1000           	|  341.28         	|  61.673         	|
training_step_and_backward         	|  0.25532        	|1000           	|  255.32         	|  46.138         	|
model_forward                      	|  0.15853        	|1000           	|  158.53         	|  28.648         	|
training_step                      	|  0.15836        	|1000           	|  158.36         	|  28.618         	|
backward                           	|  0.095359       	|1000           	|  95.359         	|  17.232         	|
get_train_batch                    	|  0.029522       	|1500           	|  44.283         	|  8.0024         	|
fetch_next_train_batch             	|  0.029489       	|1500           	|  44.234         	|  7.9934         	|
run_validate_evaluation            	|  12.188         	|1              	|  12.188         	|  2.2025         	|
evaluation_step_and_end            	|  0.24441        	|48             	|  11.732         	|  2.1201         	|
validation_step                    	|  0.24436        	|48             	|  11.729         	|  2.1196         	|
zero_grad                          	|  0.0013969      	|1000           	|  1.3969         	|  0.25244        	|
on_train_batch_end                 	|  0.0013205      	|1000           	|  1.3205         	|  0.23862        	|
training_batch_to_device           	|  0.00059617     	|1000           	|  0.59617        	|  0.10773        	|
get_validate_batch                 	|  0.0044169      	|49             	|  0.21643        	|  0.03911        	|
fetch_next_validate_batch          	|  0.0044017      	|49             	|  0.21568        	|  0.038976       	|
on_train_epoch_start               	|  0.0002849      	|500            	|  0.14245        	|  0.025742       	|
on_train_epoch_end                 	|  0.0002642      	|500            	|  0.1321         	|  0.023872       	|
on_train_batch_start               	|  0.00010743     	|1000           	|  0.10743        	|  0.019414       	|
on_batch_start                     	|  3.5257e-05     	|1000           	|  0.035257       	|  0.0063712      	|
on_train_end                       	|  0.024196       	|1              	|  0.024196       	|  0.0043725      	|
on_pretrain_routine_start          	|  0.022396       	|1              	|  0.022396       	|  0.0040472      	|
on_before_zero_grad                	|  2.1451e-05     	|1000           	|  0.021451       	|  0.0038764      	|
on_batch_end                       	|  1.348e-05      	|1000           	|  0.01348        	|  0.002436       	|
on_before_optimizer_step           	|  1.2632e-05     	|1000           	|  0.012632       	|  0.0022827      	|
on_before_backward                 	|  1.2311e-05     	|1000           	|  0.012311       	|  0.0022248      	|
on_after_backward                  	|  1.2138e-05     	|1000           	|  0.012138       	|  0.0021934      	|
evaluation_batch_to_device         	|  0.00025029     	|48             	|  0.012014       	|  0.002171       	|
configure_optimizers               	|  0.0079393      	|1              	|  0.0079393      	|  0.0014347      	|
training_step_end                  	|  7.9031e-06     	|1000           	|  0.0079031      	|  0.0014282      	|
on_epoch_start                     	|  1.3632e-05     	|501            	|  0.0068296      	|  0.0012342      	|
on_epoch_end                       	|  1.2478e-05     	|501            	|  0.0062516      	|  0.0011297      	|
on_validation_model_eval           	|  0.0045324      	|1              	|  0.0045324      	|  0.00081906     	|
on_validation_batch_end            	|  1.9665e-05     	|48             	|  0.00094391     	|  0.00017057     	|
on_train_start                     	|  0.000747       	|1              	|  0.000747       	|  0.00013499     	|
on_validation_batch_start          	|  1.081e-05      	|48             	|  0.00051886     	|  9.3763e-05     	|
on_validation_start                	|  0.00033803     	|1              	|  0.00033803     	|  6.1086e-05     	|
validation_step_end                	|  5.504e-06      	|48             	|  0.00026419     	|  4.7742e-05     	|
on_validation_end                  	|  0.00011139     	|1              	|  0.00011139     	|  2.0129e-05     	|
on_before_accelerator_backend_setup	|  1.9276e-05     	|2              	|  3.8553e-05     	|  6.9669e-06     	|
teardown                           	|  1.598e-05      	|2              	|  3.196e-05      	|  5.7755e-06     	|
on_configure_sharded_model         	|  1.3625e-05     	|2              	|  2.725e-05      	|  4.9244e-06     	|
setup                              	|  1.326e-05      	|2              	|  2.6519e-05     	|  4.7923e-06     	|
on_fit_end                         	|  2.5547e-05     	|1              	|  2.5547e-05     	|  4.6166e-06     	|
on_validation_epoch_end            	|  1.9998e-05     	|1              	|  1.9998e-05     	|  3.6138e-06     	|
on_fit_start                       	|  1.7242e-05     	|1              	|  1.7242e-05     	|  3.1158e-06     	|
on_val_dataloader                  	|  6.0661e-06     	|2              	|  1.2132e-05     	|  2.1924e-06     	|
prepare_data                       	|  5.9466e-06     	|2              	|  1.1893e-05     	|  2.1492e-06     	|
on_pretrain_routine_end            	|  1.046e-05      	|1              	|  1.046e-05      	|  1.8902e-06     	|
on_validation_epoch_start          	|  9.6679e-06     	|1              	|  9.6679e-06     	|  1.7471e-06     	|
configure_sharded_model            	|  4.8085e-06     	|2              	|  9.617e-06      	|  1.7379e-06     	|
configure_callbacks                	|  4.664e-06      	|2              	|  9.328e-06      	|  1.6857e-06     	|
on_train_dataloader                	|  4.2281e-06     	|1              	|  4.2281e-06     	|  7.6406e-07     	|
