VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1200.6         	|  100 %          	|
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run_training_epoch                 	|  2.305          	|500            	|  1152.5         	|  95.992         	|
run_training_batch                 	|  0.29836        	|1000           	|  298.36         	|  24.851         	|
optimizer_step_with_closure_0      	|  0.29477        	|1000           	|  294.77         	|  24.552         	|
training_step_and_backward         	|  0.22743        	|1000           	|  227.43         	|  18.943         	|
get_train_batch                    	|  0.10204        	|1500           	|  153.07         	|  12.749         	|
fetch_next_train_batch             	|  0.102          	|1500           	|  153.0          	|  12.743         	|
model_forward                      	|  0.11801        	|1000           	|  118.01         	|  9.8295         	|
training_step                      	|  0.11776        	|1000           	|  117.76         	|  9.8086         	|
backward                           	|  0.1078         	|1000           	|  107.8          	|  8.9789         	|
run_validate_evaluation            	|  7.1708         	|1              	|  7.1708         	|  0.59726        	|
evaluation_step_and_end            	|  0.10263        	|48             	|  4.9263         	|  0.41031        	|
validation_step                    	|  0.10251        	|48             	|  4.9207         	|  0.40985        	|
on_train_batch_end                 	|  0.0027568      	|1000           	|  2.7568         	|  0.22962        	|
zero_grad                          	|  0.0015712      	|1000           	|  1.5712         	|  0.13087        	|
training_batch_to_device           	|  0.00081786     	|1000           	|  0.81786        	|  0.06812        	|
get_validate_batch                 	|  0.012238       	|49             	|  0.59967        	|  0.049947       	|
fetch_next_validate_batch          	|  0.012211       	|49             	|  0.59836        	|  0.049838       	|
on_train_epoch_end                 	|  0.00043335     	|500            	|  0.21668        	|  0.018047       	|
on_train_epoch_start               	|  0.00041693     	|500            	|  0.20846        	|  0.017363       	|
on_train_batch_start               	|  0.00011981     	|1000           	|  0.11981        	|  0.0099791      	|
on_batch_start                     	|  0.00011805     	|1000           	|  0.11805        	|  0.0098324      	|
on_train_end                       	|  0.042995       	|1              	|  0.042995       	|  0.0035811      	|
on_after_backward                  	|  2.8975e-05     	|1000           	|  0.028975       	|  0.0024134      	|
on_before_zero_grad                	|  2.4621e-05     	|1000           	|  0.024621       	|  0.0020507      	|
on_pretrain_routine_start          	|  0.023523       	|1              	|  0.023523       	|  0.0019593      	|
on_before_optimizer_step           	|  1.8571e-05     	|1000           	|  0.018571       	|  0.0015468      	|
on_before_backward                 	|  1.7377e-05     	|1000           	|  0.017377       	|  0.0014474      	|
on_batch_end                       	|  1.6913e-05     	|1000           	|  0.016913       	|  0.0014087      	|
evaluation_batch_to_device         	|  0.0002921      	|48             	|  0.014021       	|  0.0011678      	|
configure_optimizers               	|  0.01145        	|1              	|  0.01145        	|  0.00095367     	|
training_step_end                  	|  1.1088e-05     	|1000           	|  0.011088       	|  0.0009235      	|
on_epoch_end                       	|  1.1999e-05     	|501            	|  0.0060116      	|  0.00050071     	|
on_epoch_start                     	|  1.1463e-05     	|501            	|  0.0057432      	|  0.00047836     	|
on_validation_model_eval           	|  0.0049451      	|1              	|  0.0049451      	|  0.00041188     	|
on_validation_batch_end            	|  4.2251e-05     	|48             	|  0.0020281      	|  0.00016892     	|
on_train_start                     	|  0.001147       	|1              	|  0.001147       	|  9.5534e-05     	|
on_validation_batch_start          	|  1.9358e-05     	|48             	|  0.00092916     	|  7.7391e-05     	|
on_validation_start                	|  0.0008346      	|1              	|  0.0008346      	|  6.9515e-05     	|
validation_step_end                	|  9.4806e-06     	|48             	|  0.00045507     	|  3.7903e-05     	|
on_validation_end                  	|  0.00015076     	|1              	|  0.00015076     	|  1.2557e-05     	|
teardown                           	|  4.5206e-05     	|2              	|  9.0413e-05     	|  7.5306e-06     	|
on_before_accelerator_backend_setup	|  2.8968e-05     	|2              	|  5.7936e-05     	|  4.8255e-06     	|
setup                              	|  2.7076e-05     	|2              	|  5.4153e-05     	|  4.5104e-06     	|
on_configure_sharded_model         	|  2.6116e-05     	|2              	|  5.2232e-05     	|  4.3505e-06     	|
on_fit_start                       	|  4.4221e-05     	|1              	|  4.4221e-05     	|  3.6832e-06     	|
on_validation_epoch_end            	|  4.3869e-05     	|1              	|  4.3869e-05     	|  3.6539e-06     	|
on_fit_end                         	|  3.5318e-05     	|1              	|  3.5318e-05     	|  2.9416e-06     	|
on_val_dataloader                  	|  1.4781e-05     	|2              	|  2.9562e-05     	|  2.4623e-06     	|
configure_callbacks                	|  8.7311e-06     	|2              	|  1.7462e-05     	|  1.4545e-06     	|
prepare_data                       	|  8.3158e-06     	|2              	|  1.6632e-05     	|  1.3853e-06     	|
configure_sharded_model            	|  8.2524e-06     	|2              	|  1.6505e-05     	|  1.3747e-06     	|
on_pretrain_routine_end            	|  1.4389e-05     	|1              	|  1.4389e-05     	|  1.1985e-06     	|
on_validation_epoch_start          	|  1.183e-05      	|1              	|  1.183e-05      	|  9.853e-07      	|
on_train_dataloader                	|  8.1956e-06     	|1              	|  8.1956e-06     	|  6.8262e-07     	|
