VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  763.79         	|  100 %          	|
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run_training_epoch                 	|  3.5724         	|200            	|  714.48         	|  93.544         	|
run_training_batch                 	|  0.29314        	|1000           	|  293.14         	|  38.38          	|
optimizer_step_with_closure_0      	|  0.28948        	|1000           	|  289.48         	|  37.9           	|
training_step_and_backward         	|  0.22371        	|1000           	|  223.71         	|  29.29          	|
model_forward                      	|  0.11247        	|1000           	|  112.47         	|  14.725         	|
training_step                      	|  0.11225        	|1000           	|  112.25         	|  14.697         	|
backward                           	|  0.10966        	|1000           	|  109.66         	|  14.357         	|
get_train_batch                    	|  0.067827       	|1200           	|  81.392         	|  10.656         	|
fetch_next_train_batch             	|  0.067765       	|1200           	|  81.318         	|  10.647         	|
run_validate_evaluation            	|  16.66          	|1              	|  16.66          	|  2.1813         	|
evaluation_step_and_end            	|  0.098213       	|139            	|  13.652         	|  1.7874         	|
validation_step                    	|  0.098097       	|139            	|  13.636         	|  1.7853         	|
on_train_batch_end                 	|  0.0023807      	|1000           	|  2.3807         	|  0.3117         	|
zero_grad                          	|  0.0015498      	|1000           	|  1.5498         	|  0.20291        	|
get_validate_batch                 	|  0.0053278      	|140            	|  0.74589        	|  0.097657       	|
fetch_next_validate_batch          	|  0.0053034      	|140            	|  0.74248        	|  0.097211       	|
on_train_end                       	|  0.59635        	|1              	|  0.59635        	|  0.078078       	|
training_batch_to_device           	|  0.00051127     	|1000           	|  0.51127        	|  0.066939       	|
on_train_batch_start               	|  0.00010631     	|1000           	|  0.10631        	|  0.013918       	|
on_train_epoch_end                 	|  0.00034529     	|200            	|  0.069059       	|  0.0090416      	|
on_train_epoch_start               	|  0.00032942     	|200            	|  0.065884       	|  0.008626       	|
on_pretrain_routine_start          	|  0.037826       	|1              	|  0.037826       	|  0.0049524      	|
evaluation_batch_to_device         	|  0.00026888     	|139            	|  0.037374       	|  0.0048933      	|
on_batch_start                     	|  3.2193e-05     	|1000           	|  0.032193       	|  0.0042149      	|
on_after_backward                  	|  3.0621e-05     	|1000           	|  0.030621       	|  0.0040092      	|
configure_optimizers               	|  0.023726       	|1              	|  0.023726       	|  0.0031064      	|
on_before_zero_grad                	|  2.0905e-05     	|1000           	|  0.020905       	|  0.002737       	|
on_batch_end                       	|  1.5847e-05     	|1000           	|  0.015847       	|  0.0020748      	|
on_before_optimizer_step           	|  1.5287e-05     	|1000           	|  0.015287       	|  0.0020015      	|
on_before_backward                 	|  1.3914e-05     	|1000           	|  0.013914       	|  0.0018218      	|
training_step_end                  	|  8.4721e-06     	|1000           	|  0.0084721      	|  0.0011092      	|
on_validation_batch_end            	|  4.1528e-05     	|139            	|  0.0057723      	|  0.00075575     	|
on_validation_model_eval           	|  0.0045723      	|1              	|  0.0045723      	|  0.00059864     	|
on_epoch_end                       	|  1.2076e-05     	|201            	|  0.0024273      	|  0.0003178      	|
on_validation_batch_start          	|  1.7012e-05     	|139            	|  0.0023647      	|  0.0003096      	|
on_epoch_start                     	|  1.1614e-05     	|201            	|  0.0023344      	|  0.00030563     	|
validation_step_end                	|  9.0973e-06     	|139            	|  0.0012645      	|  0.00016556     	|
on_train_start                     	|  0.0011713      	|1              	|  0.0011713      	|  0.00015335     	|
on_validation_start                	|  0.00061757     	|1              	|  0.00061757     	|  8.0856e-05     	|
on_validation_end                  	|  0.00020951     	|1              	|  0.00020951     	|  2.7431e-05     	|
setup                              	|  2.744e-05      	|2              	|  5.4881e-05     	|  7.1854e-06     	|
on_configure_sharded_model         	|  2.7305e-05     	|2              	|  5.4609e-05     	|  7.1498e-06     	|
on_before_accelerator_backend_setup	|  2.5562e-05     	|2              	|  5.1124e-05     	|  6.6935e-06     	|
teardown                           	|  2.3823e-05     	|2              	|  4.7646e-05     	|  6.2382e-06     	|
on_fit_start                       	|  4.432e-05      	|1              	|  4.432e-05      	|  5.8026e-06     	|
on_validation_epoch_end            	|  3.1991e-05     	|1              	|  3.1991e-05     	|  4.1885e-06     	|
on_fit_end                         	|  2.8873e-05     	|1              	|  2.8873e-05     	|  3.7802e-06     	|
on_val_dataloader                  	|  1.2296e-05     	|2              	|  2.4593e-05     	|  3.2198e-06     	|
configure_sharded_model            	|  8.5523e-06     	|2              	|  1.7105e-05     	|  2.2395e-06     	|
on_pretrain_routine_end            	|  1.5792e-05     	|1              	|  1.5792e-05     	|  2.0675e-06     	|
configure_callbacks                	|  7.4217e-06     	|2              	|  1.4843e-05     	|  1.9434e-06     	|
prepare_data                       	|  6.7642e-06     	|2              	|  1.3528e-05     	|  1.7712e-06     	|
on_validation_epoch_start          	|  1.093e-05      	|1              	|  1.093e-05      	|  1.431e-06      	|
on_train_dataloader                	|  7.6927e-06     	|1              	|  7.6927e-06     	|  1.0072e-06     	|
