VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1327.3         	|  100 %          	|
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run_training_epoch                 	|  2.5265         	|500            	|  1263.3         	|  95.176         	|
run_training_batch                 	|  0.37516        	|1000           	|  375.16         	|  28.265         	|
optimizer_step_with_closure_0      	|  0.3715         	|1000           	|  371.5          	|  27.989         	|
training_step_and_backward         	|  0.26564        	|1000           	|  265.64         	|  20.014         	|
get_train_batch                    	|  0.094078       	|1500           	|  141.12         	|  10.632         	|
fetch_next_train_batch             	|  0.094037       	|1500           	|  141.06         	|  10.627         	|
model_forward                      	|  0.13642        	|1000           	|  136.42         	|  10.278         	|
training_step                      	|  0.13618        	|1000           	|  136.18         	|  10.26          	|
backward                           	|  0.1276         	|1000           	|  127.6          	|  9.6138         	|
run_validate_evaluation            	|  30.173         	|1              	|  30.173         	|  2.2733         	|
evaluation_step_and_end            	|  0.22145        	|125            	|  27.682         	|  2.0856         	|
validation_step                    	|  0.22133        	|125            	|  27.667         	|  2.0844         	|
on_train_batch_end                 	|  0.0023051      	|1000           	|  2.3051         	|  0.17367        	|
zero_grad                          	|  0.001581       	|1000           	|  1.581          	|  0.11912        	|
get_validate_batch                 	|  0.0055497      	|126            	|  0.69927        	|  0.052684       	|
fetch_next_validate_batch          	|  0.0055241      	|126            	|  0.69604        	|  0.052441       	|
training_batch_to_device           	|  0.00064363     	|1000           	|  0.64363        	|  0.048492       	|
on_train_epoch_end                 	|  0.00038326     	|500            	|  0.19163        	|  0.014438       	|
on_train_epoch_start               	|  0.00034967     	|500            	|  0.17483        	|  0.013172       	|
on_train_batch_start               	|  0.00011159     	|1000           	|  0.11159        	|  0.008407       	|
on_train_end                       	|  0.047685       	|1              	|  0.047685       	|  0.0035926      	|
on_batch_start                     	|  4.4759e-05     	|1000           	|  0.044759       	|  0.0033722      	|
evaluation_batch_to_device         	|  0.00030271     	|125            	|  0.037839       	|  0.0028508      	|
on_after_backward                  	|  2.4319e-05     	|1000           	|  0.024319       	|  0.0018322      	|
on_before_zero_grad                	|  2.3987e-05     	|1000           	|  0.023987       	|  0.0018072      	|
on_pretrain_routine_start          	|  0.021583       	|1              	|  0.021583       	|  0.0016261      	|
on_batch_end                       	|  1.8013e-05     	|1000           	|  0.018013       	|  0.0013571      	|
on_before_optimizer_step           	|  1.7017e-05     	|1000           	|  0.017017       	|  0.0012821      	|
on_before_backward                 	|  1.6314e-05     	|1000           	|  0.016314       	|  0.0012291      	|
configure_optimizers               	|  0.010736       	|1              	|  0.010736       	|  0.00080889     	|
training_step_end                  	|  8.7623e-06     	|1000           	|  0.0087623      	|  0.00066017     	|
on_epoch_end                       	|  1.1384e-05     	|501            	|  0.0057033      	|  0.0004297      	|
on_epoch_start                     	|  1.1042e-05     	|501            	|  0.0055321      	|  0.0004168      	|
on_validation_batch_end            	|  4.3875e-05     	|125            	|  0.0054844      	|  0.0004132      	|
on_validation_model_eval           	|  0.0042364      	|1              	|  0.0042364      	|  0.00031917     	|
on_train_start                     	|  0.0023997      	|1              	|  0.0023997      	|  0.0001808      	|
on_validation_batch_start          	|  1.75e-05       	|125            	|  0.0021876      	|  0.00016481     	|
validation_step_end                	|  9.4276e-06     	|125            	|  0.0011785      	|  8.8786e-05     	|
on_validation_start                	|  0.00071294     	|1              	|  0.00071294     	|  5.3714e-05     	|
on_validation_end                  	|  0.00027938     	|1              	|  0.00027938     	|  2.1049e-05     	|
teardown                           	|  3.7663e-05     	|2              	|  7.5325e-05     	|  5.6751e-06     	|
on_fit_end                         	|  6.9069e-05     	|1              	|  6.9069e-05     	|  5.2037e-06     	|
on_before_accelerator_backend_setup	|  3.2851e-05     	|2              	|  6.5701e-05     	|  4.95e-06       	|
setup                              	|  2.8539e-05     	|2              	|  5.7079e-05     	|  4.3004e-06     	|
on_configure_sharded_model         	|  2.4598e-05     	|2              	|  4.9196e-05     	|  3.7065e-06     	|
on_validation_epoch_end            	|  4.4581e-05     	|1              	|  4.4581e-05     	|  3.3588e-06     	|
on_fit_start                       	|  3.941e-05      	|1              	|  3.941e-05      	|  2.9692e-06     	|
on_val_dataloader                  	|  1.5252e-05     	|2              	|  3.0505e-05     	|  2.2983e-06     	|
prepare_data                       	|  1.1129e-05     	|2              	|  2.2259e-05     	|  1.677e-06      	|
configure_sharded_model            	|  8.7749e-06     	|2              	|  1.755e-05      	|  1.3222e-06     	|
configure_callbacks                	|  7.6536e-06     	|2              	|  1.5307e-05     	|  1.1533e-06     	|
on_pretrain_routine_end            	|  1.462e-05      	|1              	|  1.462e-05      	|  1.1015e-06     	|
on_validation_epoch_start          	|  1.3279e-05     	|1              	|  1.3279e-05     	|  1.0004e-06     	|
on_train_dataloader                	|  6.5509e-06     	|1              	|  6.5509e-06     	|  4.9356e-07     	|
