VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  436.89         	|  100 %          	|
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run_training_epoch                 	|  5.8722         	|63             	|  369.95         	|  84.678         	|
run_training_batch                 	|  0.23299        	|1000           	|  232.99         	|  53.33          	|
optimizer_step_with_closure_0      	|  0.2311         	|1000           	|  231.1          	|  52.897         	|
training_step_and_backward         	|  0.17173        	|1000           	|  171.73         	|  39.308         	|
model_forward                      	|  0.086525       	|1000           	|  86.525         	|  19.805         	|
training_step                      	|  0.086364       	|1000           	|  86.364         	|  19.768         	|
backward                           	|  0.083863       	|1000           	|  83.863         	|  19.195         	|
run_validate_evaluation            	|  31.497         	|1              	|  31.497         	|  7.2094         	|
get_train_batch                    	|  0.026498       	|1063           	|  28.167         	|  6.4471         	|
fetch_next_train_batch             	|  0.026475       	|1063           	|  28.143         	|  6.4416         	|
evaluation_step_and_end            	|  0.084047       	|313            	|  26.307         	|  6.0213         	|
validation_step                    	|  0.08398        	|313            	|  26.286         	|  6.0166         	|
on_train_batch_end                 	|  0.0015423      	|1000           	|  1.5423         	|  0.35301        	|
zero_grad                          	|  0.0013183      	|1000           	|  1.3183         	|  0.30175        	|
get_validate_batch                 	|  0.0034428      	|314            	|  1.0811         	|  0.24744        	|
fetch_next_validate_batch          	|  0.0034254      	|314            	|  1.0756         	|  0.24619        	|
training_batch_to_device           	|  0.00030088     	|1000           	|  0.30088        	|  0.068869       	|
on_train_batch_start               	|  9.3033e-05     	|1000           	|  0.093033       	|  0.021294       	|
evaluation_batch_to_device         	|  0.0002454      	|313            	|  0.076812       	|  0.017581       	|
on_train_end                       	|  0.046801       	|1              	|  0.046801       	|  0.010712       	|
on_pretrain_routine_start          	|  0.023664       	|1              	|  0.023664       	|  0.0054164      	|
on_batch_start                     	|  2.1824e-05     	|1000           	|  0.021824       	|  0.0049954      	|
on_train_epoch_start               	|  0.00034291     	|63             	|  0.021604       	|  0.0049448      	|
on_train_epoch_end                 	|  0.00032656     	|63             	|  0.020573       	|  0.004709       	|
on_after_backward                  	|  1.6157e-05     	|1000           	|  0.016157       	|  0.0036983      	|
on_batch_end                       	|  1.4778e-05     	|1000           	|  0.014778       	|  0.0033824      	|
on_before_zero_grad                	|  1.3743e-05     	|1000           	|  0.013743       	|  0.0031455      	|
configure_optimizers               	|  0.013312       	|1              	|  0.013312       	|  0.003047       	|
on_before_backward                 	|  1.1155e-05     	|1000           	|  0.011155       	|  0.0025534      	|
on_before_optimizer_step           	|  1.0865e-05     	|1000           	|  0.010865       	|  0.0024869      	|
on_validation_batch_end            	|  2.3108e-05     	|313            	|  0.0072328      	|  0.0016555      	|
training_step_end                  	|  6.2331e-06     	|1000           	|  0.0062331      	|  0.0014267      	|
on_validation_model_eval           	|  0.0044745      	|1              	|  0.0044745      	|  0.0010242      	|
on_validation_batch_start          	|  1.222e-05      	|313            	|  0.0038247      	|  0.00087544     	|
validation_step_end                	|  5.8498e-06     	|313            	|  0.001831       	|  0.00041909     	|
on_train_start                     	|  0.0012149      	|1              	|  0.0012149      	|  0.00027807     	|
on_epoch_end                       	|  1.1392e-05     	|64             	|  0.00072911     	|  0.00016689     	|
on_epoch_start                     	|  1.1039e-05     	|64             	|  0.00070648     	|  0.00016171     	|
on_validation_start                	|  0.0005738      	|1              	|  0.0005738      	|  0.00013134     	|
on_validation_end                  	|  0.00014191     	|1              	|  0.00014191     	|  3.2482e-05     	|
teardown                           	|  3.4593e-05     	|2              	|  6.9186e-05     	|  1.5836e-05     	|
on_before_accelerator_backend_setup	|  2.6193e-05     	|2              	|  5.2385e-05     	|  1.199e-05      	|
on_fit_start                       	|  4.5715e-05     	|1              	|  4.5715e-05     	|  1.0464e-05     	|
setup                              	|  2.202e-05      	|2              	|  4.404e-05      	|  1.008e-05      	|
on_validation_epoch_end            	|  4.2379e-05     	|1              	|  4.2379e-05     	|  9.7001e-06     	|
on_configure_sharded_model         	|  2.1009e-05     	|2              	|  4.2018e-05     	|  9.6174e-06     	|
on_fit_end                         	|  3.6333e-05     	|1              	|  3.6333e-05     	|  8.3162e-06     	|
on_val_dataloader                  	|  1.2694e-05     	|2              	|  2.5388e-05     	|  5.811e-06      	|
on_pretrain_routine_end            	|  2.1148e-05     	|1              	|  2.1148e-05     	|  4.8407e-06     	|
prepare_data                       	|  8.5551e-06     	|2              	|  1.711e-05      	|  3.9164e-06     	|
configure_callbacks                	|  7.7477e-06     	|2              	|  1.5495e-05     	|  3.5467e-06     	|
configure_sharded_model            	|  6.1681e-06     	|2              	|  1.2336e-05     	|  2.8237e-06     	|
on_train_dataloader                	|  1.1474e-05     	|1              	|  1.1474e-05     	|  2.6263e-06     	|
on_validation_epoch_start          	|  1.0001e-05     	|1              	|  1.0001e-05     	|  2.289e-06      	|
