VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  587.25         	|  100 %          	|
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run_training_epoch                 	|  8.1586         	|63             	|  513.99         	|  87.524         	|
run_training_batch                 	|  0.37633        	|1000           	|  376.33         	|  64.083         	|
optimizer_step_with_closure_0      	|  0.37369        	|1000           	|  373.69         	|  63.634         	|
training_step_and_backward         	|  0.26742        	|1000           	|  267.42         	|  45.537         	|
model_forward                      	|  0.13779        	|1000           	|  137.79         	|  23.464         	|
training_step                      	|  0.13762        	|1000           	|  137.62         	|  23.434         	|
backward                           	|  0.1281         	|1000           	|  128.1          	|  21.813         	|
get_train_batch                    	|  0.029283       	|1063           	|  31.127         	|  5.3005         	|
fetch_next_train_batch             	|  0.029258       	|1063           	|  31.102         	|  5.2961         	|
run_validate_evaluation            	|  30.999         	|1              	|  30.999         	|  5.2786         	|
evaluation_step_and_end            	|  0.22118        	|125            	|  27.647         	|  4.7078         	|
validation_step                    	|  0.22106        	|125            	|  27.632         	|  4.7053         	|
on_train_batch_end                 	|  0.0018108      	|1000           	|  1.8108         	|  0.30834        	|
zero_grad                          	|  0.0014993      	|1000           	|  1.4993         	|  0.2553         	|
get_validate_batch                 	|  0.0065725      	|126            	|  0.82814        	|  0.14102        	|
fetch_next_validate_batch          	|  0.0065467      	|126            	|  0.82489        	|  0.14046        	|
training_batch_to_device           	|  0.00029446     	|1000           	|  0.29446        	|  0.050142       	|
on_train_batch_start               	|  9.456e-05      	|1000           	|  0.09456        	|  0.016102       	|
on_train_end                       	|  0.045023       	|1              	|  0.045023       	|  0.0076667      	|
evaluation_batch_to_device         	|  0.00031924     	|125            	|  0.039905       	|  0.0067952      	|
on_train_epoch_start               	|  0.00039446     	|63             	|  0.024851       	|  0.0042318      	|
on_pretrain_routine_start          	|  0.024209       	|1              	|  0.024209       	|  0.0041225      	|
on_train_epoch_end                 	|  0.00036253     	|63             	|  0.022839       	|  0.0038892      	|
on_batch_start                     	|  2.0913e-05     	|1000           	|  0.020913       	|  0.0035612      	|
on_after_backward                  	|  2.072e-05      	|1000           	|  0.02072        	|  0.0035283      	|
on_batch_end                       	|  1.7555e-05     	|1000           	|  0.017555       	|  0.0029893      	|
on_before_zero_grad                	|  1.7504e-05     	|1000           	|  0.017504       	|  0.0029806      	|
on_before_optimizer_step           	|  1.3368e-05     	|1000           	|  0.013368       	|  0.0022764      	|
on_before_backward                 	|  1.2076e-05     	|1000           	|  0.012076       	|  0.0020564      	|
configure_optimizers               	|  0.011492       	|1              	|  0.011492       	|  0.0019568      	|
training_step_end                  	|  6.811e-06      	|1000           	|  0.006811       	|  0.0011598      	|
on_validation_batch_end            	|  4.5337e-05     	|125            	|  0.0056671      	|  0.00096502     	|
on_validation_model_eval           	|  0.0040678      	|1              	|  0.0040678      	|  0.00069268     	|
on_validation_batch_start          	|  1.8184e-05     	|125            	|  0.002273       	|  0.00038706     	|
on_train_start                     	|  0.0016141      	|1              	|  0.0016141      	|  0.00027486     	|
validation_step_end                	|  9.6072e-06     	|125            	|  0.0012009      	|  0.00020449     	|
on_epoch_end                       	|  1.2314e-05     	|64             	|  0.00078809     	|  0.0001342      	|
on_epoch_start                     	|  1.1956e-05     	|64             	|  0.00076517     	|  0.0001303      	|
on_validation_start                	|  0.00055245     	|1              	|  0.00055245     	|  9.4073e-05     	|
on_validation_end                  	|  0.00021351     	|1              	|  0.00021351     	|  3.6357e-05     	|
on_before_accelerator_backend_setup	|  2.8497e-05     	|2              	|  5.6993e-05     	|  9.705e-06      	|
on_configure_sharded_model         	|  2.5108e-05     	|2              	|  5.0217e-05     	|  8.5511e-06     	|
teardown                           	|  2.4349e-05     	|2              	|  4.8699e-05     	|  8.2926e-06     	|
setup                              	|  2.355e-05      	|2              	|  4.7101e-05     	|  8.0205e-06     	|
on_fit_start                       	|  4.4053e-05     	|1              	|  4.4053e-05     	|  7.5016e-06     	|
on_validation_epoch_end            	|  3.5122e-05     	|1              	|  3.5122e-05     	|  5.9807e-06     	|
on_fit_end                         	|  2.6861e-05     	|1              	|  2.6861e-05     	|  4.574e-06      	|
on_val_dataloader                  	|  1.2936e-05     	|2              	|  2.5872e-05     	|  4.4056e-06     	|
configure_sharded_model            	|  8.9547e-06     	|2              	|  1.7909e-05     	|  3.0497e-06     	|
prepare_data                       	|  7.3882e-06     	|2              	|  1.4776e-05     	|  2.5162e-06     	|
on_pretrain_routine_end            	|  1.4756e-05     	|1              	|  1.4756e-05     	|  2.5127e-06     	|
configure_callbacks                	|  6.9076e-06     	|2              	|  1.3815e-05     	|  2.3525e-06     	|
on_validation_epoch_start          	|  1.1908e-05     	|1              	|  1.1908e-05     	|  2.0277e-06     	|
on_train_dataloader                	|  6.1356e-06     	|1              	|  6.1356e-06     	|  1.0448e-06     	|
