VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  554.35         	|  100 %          	|
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run_training_epoch                 	|  0.88243        	|500            	|  441.22         	|  79.592         	|
run_training_batch                 	|  0.29135        	|1000           	|  291.35         	|  52.557         	|
optimizer_step_with_closure_0      	|  0.28872        	|1000           	|  288.72         	|  52.082         	|
training_step_and_backward         	|  0.2189         	|1000           	|  218.9          	|  39.487         	|
model_forward                      	|  0.13284        	|1000           	|  132.84         	|  23.963         	|
training_step                      	|  0.13267        	|1000           	|  132.67         	|  23.933         	|
backward                           	|  0.084614       	|1000           	|  84.614         	|  15.264         	|
run_validate_evaluation            	|  70.244         	|1              	|  70.244         	|  12.671         	|
evaluation_step_and_end            	|  0.21941        	|313            	|  68.675         	|  12.388         	|
validation_step                    	|  0.21936        	|313            	|  68.658         	|  12.385         	|
get_train_batch                    	|  0.028424       	|1500           	|  42.636         	|  7.6912         	|
fetch_next_train_batch             	|  0.028391       	|1500           	|  42.587         	|  7.6823         	|
zero_grad                          	|  0.0014176      	|1000           	|  1.4176         	|  0.25572        	|
on_train_batch_end                 	|  0.001299       	|1000           	|  1.299          	|  0.23433        	|
training_batch_to_device           	|  0.00059987     	|1000           	|  0.59987        	|  0.10821        	|
get_validate_batch                 	|  0.0018539      	|314            	|  0.58211        	|  0.10501        	|
fetch_next_validate_batch          	|  0.0018399      	|314            	|  0.57774        	|  0.10422        	|
on_train_epoch_end                 	|  0.00027506     	|500            	|  0.13753        	|  0.024809       	|
on_train_epoch_start               	|  0.00026891     	|500            	|  0.13446        	|  0.024255       	|
on_train_batch_start               	|  0.00010622     	|1000           	|  0.10622        	|  0.019161       	|
evaluation_batch_to_device         	|  0.00021883     	|313            	|  0.068494       	|  0.012356       	|
on_batch_start                     	|  3.5826e-05     	|1000           	|  0.035826       	|  0.0064627      	|
on_train_end                       	|  0.024718       	|1              	|  0.024718       	|  0.004459       	|
on_pretrain_routine_start          	|  0.022963       	|1              	|  0.022963       	|  0.0041424      	|
on_before_zero_grad                	|  2.0562e-05     	|1000           	|  0.020562       	|  0.0037092      	|
on_batch_end                       	|  1.3466e-05     	|1000           	|  0.013466       	|  0.0024292      	|
on_before_optimizer_step           	|  1.1935e-05     	|1000           	|  0.011935       	|  0.002153       	|
on_after_backward                  	|  1.1575e-05     	|1000           	|  0.011575       	|  0.0020881      	|
on_before_backward                 	|  1.0655e-05     	|1000           	|  0.010655       	|  0.001922       	|
configure_optimizers               	|  0.009044       	|1              	|  0.009044       	|  0.0016315      	|
training_step_end                  	|  7.9005e-06     	|1000           	|  0.0079005      	|  0.0014252      	|
on_validation_batch_end            	|  1.9559e-05     	|313            	|  0.0061219      	|  0.0011043      	|
on_epoch_start                     	|  1.0777e-05     	|501            	|  0.0053992      	|  0.00097397     	|
on_epoch_end                       	|  1.0753e-05     	|501            	|  0.0053874      	|  0.00097185     	|
on_validation_model_eval           	|  0.0039533      	|1              	|  0.0039533      	|  0.00071314     	|
on_validation_batch_start          	|  9.8833e-06     	|313            	|  0.0030935      	|  0.00055804     	|
validation_step_end                	|  4.8633e-06     	|313            	|  0.0015222      	|  0.00027459     	|
on_train_start                     	|  0.00073975     	|1              	|  0.00073975     	|  0.00013345     	|
on_validation_start                	|  0.00032963     	|1              	|  0.00032963     	|  5.9462e-05     	|
on_validation_end                  	|  0.00010835     	|1              	|  0.00010835     	|  1.9546e-05     	|
on_before_accelerator_backend_setup	|  1.9291e-05     	|2              	|  3.8582e-05     	|  6.9599e-06     	|
teardown                           	|  1.6762e-05     	|2              	|  3.3523e-05     	|  6.0473e-06     	|
on_validation_epoch_end            	|  3.2942e-05     	|1              	|  3.2942e-05     	|  5.9424e-06     	|
setup                              	|  1.5043e-05     	|2              	|  3.0086e-05     	|  5.4273e-06     	|
on_configure_sharded_model         	|  1.2934e-05     	|2              	|  2.5869e-05     	|  4.6666e-06     	|
on_fit_end                         	|  2.2051e-05     	|1              	|  2.2051e-05     	|  3.9778e-06     	|
on_fit_start                       	|  1.9096e-05     	|1              	|  1.9096e-05     	|  3.4448e-06     	|
prepare_data                       	|  6.2609e-06     	|2              	|  1.2522e-05     	|  2.2588e-06     	|
on_val_dataloader                  	|  5.801e-06      	|2              	|  1.1602e-05     	|  2.0929e-06     	|
on_pretrain_routine_end            	|  1.0129e-05     	|1              	|  1.0129e-05     	|  1.8272e-06     	|
on_validation_epoch_start          	|  9.818e-06      	|1              	|  9.818e-06      	|  1.7711e-06     	|
configure_sharded_model            	|  4.8145e-06     	|2              	|  9.6289e-06     	|  1.737e-06      	|
configure_callbacks                	|  4.659e-06      	|2              	|  9.318e-06      	|  1.6809e-06     	|
on_train_dataloader                	|  4.2979e-06     	|1              	|  4.2979e-06     	|  7.7531e-07     	|
