VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  648.59         	|  100 %          	|
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run_training_epoch                 	|  3.5845         	|167            	|  598.61         	|  92.294         	|
run_training_batch                 	|  0.27912        	|1000           	|  279.12         	|  43.035         	|
optimizer_step_with_closure_0      	|  0.27657        	|1000           	|  276.57         	|  42.642         	|
training_step_and_backward         	|  0.21114        	|1000           	|  211.14         	|  32.554         	|
model_forward                      	|  0.11014        	|1000           	|  110.14         	|  16.981         	|
training_step                      	|  0.10988        	|1000           	|  109.88         	|  16.942         	|
backward                           	|  0.099418       	|1000           	|  99.418         	|  15.328         	|
get_train_batch                    	|  0.054535       	|1167           	|  63.642         	|  9.8123         	|
fetch_next_train_batch             	|  0.054507       	|1167           	|  63.61          	|  9.8074         	|
run_validate_evaluation            	|  16.287         	|1              	|  16.287         	|  2.5111         	|
evaluation_step_and_end            	|  0.10801        	|125            	|  13.502         	|  2.0817         	|
validation_step                    	|  0.10793        	|125            	|  13.491         	|  2.08           	|
on_train_batch_end                 	|  0.0017817      	|1000           	|  1.7817         	|  0.2747         	|
zero_grad                          	|  0.0015503      	|1000           	|  1.5503         	|  0.23902        	|
get_validate_batch                 	|  0.0061351      	|126            	|  0.77302        	|  0.11919        	|
fetch_next_validate_batch          	|  0.0061145      	|126            	|  0.77043        	|  0.11878        	|
training_batch_to_device           	|  0.00035927     	|1000           	|  0.35927        	|  0.055392       	|
on_train_batch_start               	|  9.811e-05      	|1000           	|  0.09811        	|  0.015127       	|
on_train_epoch_start               	|  0.00032298     	|167            	|  0.053938       	|  0.0083162      	|
on_train_epoch_end                 	|  0.00032244     	|167            	|  0.053847       	|  0.0083022      	|
on_train_end                       	|  0.044573       	|1              	|  0.044573       	|  0.0068723      	|
evaluation_batch_to_device         	|  0.00025333     	|125            	|  0.031667       	|  0.0048824      	|
on_batch_start                     	|  2.8892e-05     	|1000           	|  0.028892       	|  0.0044546      	|
on_pretrain_routine_start          	|  0.022968       	|1              	|  0.022968       	|  0.0035412      	|
on_after_backward                  	|  2.1003e-05     	|1000           	|  0.021003       	|  0.0032383      	|
on_before_zero_grad                	|  1.755e-05      	|1000           	|  0.01755        	|  0.0027058      	|
on_batch_end                       	|  1.4864e-05     	|1000           	|  0.014864       	|  0.0022917      	|
on_before_optimizer_step           	|  1.3339e-05     	|1000           	|  0.013339       	|  0.0020566      	|
on_before_backward                 	|  1.2402e-05     	|1000           	|  0.012402       	|  0.0019121      	|
configure_optimizers               	|  0.010433       	|1              	|  0.010433       	|  0.0016086      	|
training_step_end                  	|  6.9745e-06     	|1000           	|  0.0069745      	|  0.0010753      	|
on_validation_model_eval           	|  0.0044336      	|1              	|  0.0044336      	|  0.00068358     	|
on_validation_batch_end            	|  3.4122e-05     	|125            	|  0.0042652      	|  0.00065762     	|
on_epoch_end                       	|  1.1642e-05     	|168            	|  0.0019559      	|  0.00030157     	|
on_epoch_start                     	|  1.1275e-05     	|168            	|  0.0018942      	|  0.00029205     	|
on_validation_batch_start          	|  1.4353e-05     	|125            	|  0.0017941      	|  0.00027662     	|
on_train_start                     	|  0.0016212      	|1              	|  0.0016212      	|  0.00024996     	|
validation_step_end                	|  7.6956e-06     	|125            	|  0.00096195     	|  0.00014831     	|
on_validation_start                	|  0.00058056     	|1              	|  0.00058056     	|  8.9511e-05     	|
on_validation_end                  	|  0.00027569     	|1              	|  0.00027569     	|  4.2506e-05     	|
on_before_accelerator_backend_setup	|  2.383e-05      	|2              	|  4.766e-05      	|  7.3482e-06     	|
on_configure_sharded_model         	|  2.2971e-05     	|2              	|  4.5942e-05     	|  7.0834e-06     	|
teardown                           	|  2.2725e-05     	|2              	|  4.545e-05      	|  7.0076e-06     	|
on_fit_start                       	|  4.2036e-05     	|1              	|  4.2036e-05     	|  6.4812e-06     	|
setup                              	|  2.1002e-05     	|2              	|  4.2005e-05     	|  6.4763e-06     	|
on_val_dataloader                  	|  1.5471e-05     	|2              	|  3.0942e-05     	|  4.7707e-06     	|
on_validation_epoch_end            	|  3.0423e-05     	|1              	|  3.0423e-05     	|  4.6906e-06     	|
on_fit_end                         	|  2.2279e-05     	|1              	|  2.2279e-05     	|  3.435e-06      	|
configure_callbacks                	|  8.6483e-06     	|2              	|  1.7297e-05     	|  2.6668e-06     	|
configure_sharded_model            	|  7.3975e-06     	|2              	|  1.4795e-05     	|  2.2811e-06     	|
prepare_data                       	|  6.4364e-06     	|2              	|  1.2873e-05     	|  1.9847e-06     	|
on_pretrain_routine_end            	|  1.2046e-05     	|1              	|  1.2046e-05     	|  1.8572e-06     	|
on_validation_epoch_start          	|  1.068e-05      	|1              	|  1.068e-05      	|  1.6467e-06     	|
on_train_dataloader                	|  6.2771e-06     	|1              	|  6.2771e-06     	|  9.6781e-07     	|
