VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  477.09         	|  100 %          	|
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run_training_epoch                 	|  6.4679         	|63             	|  407.48         	|  85.409         	|
run_training_batch                 	|  0.27516        	|1000           	|  275.16         	|  57.676         	|
optimizer_step_with_closure_0      	|  0.27079        	|1000           	|  270.79         	|  56.759         	|
training_step_and_backward         	|  0.20344        	|1000           	|  203.44         	|  42.642         	|
model_forward                      	|  0.10843        	|1000           	|  108.43         	|  22.727         	|
training_step                      	|  0.10823        	|1000           	|  108.23         	|  22.686         	|
backward                           	|  0.093362       	|1000           	|  93.362         	|  19.569         	|
run_validate_evaluation            	|  30.878         	|1              	|  30.878         	|  6.4723         	|
get_train_batch                    	|  0.025796       	|1063           	|  27.422         	|  5.7477         	|
fetch_next_train_batch             	|  0.02577        	|1063           	|  27.394         	|  5.7419         	|
evaluation_step_and_end            	|  0.084825       	|313            	|  26.55          	|  5.565          	|
validation_step                    	|  0.084744       	|313            	|  26.525         	|  5.5598         	|
on_train_batch_end                 	|  0.0023734      	|1000           	|  2.3734         	|  0.49748        	|
zero_grad                          	|  0.0016147      	|1000           	|  1.6147         	|  0.33844        	|
get_validate_batch                 	|  0.0031961      	|314            	|  1.0036         	|  0.21035        	|
fetch_next_validate_batch          	|  0.0031772      	|314            	|  0.99763        	|  0.20911        	|
training_batch_to_device           	|  0.00027047     	|1000           	|  0.27047        	|  0.056691       	|
on_train_batch_start               	|  9.5933e-05     	|1000           	|  0.095933       	|  0.020108       	|
evaluation_batch_to_device         	|  0.0002358      	|313            	|  0.073806       	|  0.01547        	|
on_train_end                       	|  0.049932       	|1              	|  0.049932       	|  0.010466       	|
on_after_backward                  	|  2.7214e-05     	|1000           	|  0.027214       	|  0.0057041      	|
on_train_epoch_end                 	|  0.00040617     	|63             	|  0.025588       	|  0.0053635      	|
on_train_epoch_start               	|  0.00036912     	|63             	|  0.023255       	|  0.0048743      	|
on_pretrain_routine_start          	|  0.022917       	|1              	|  0.022917       	|  0.0048036      	|
on_batch_start                     	|  2.1639e-05     	|1000           	|  0.021639       	|  0.0045355      	|
on_before_zero_grad                	|  2.1117e-05     	|1000           	|  0.021117       	|  0.0044261      	|
on_batch_end                       	|  1.5898e-05     	|1000           	|  0.015898       	|  0.0033323      	|
on_before_optimizer_step           	|  1.5786e-05     	|1000           	|  0.015786       	|  0.0033089      	|
on_before_backward                 	|  1.547e-05      	|1000           	|  0.01547        	|  0.0032425      	|
configure_optimizers               	|  0.011089       	|1              	|  0.011089       	|  0.0023243      	|
on_validation_batch_end            	|  2.8686e-05     	|313            	|  0.0089789      	|  0.001882       	|
training_step_end                  	|  6.9441e-06     	|1000           	|  0.0069441      	|  0.0014555      	|
on_validation_model_eval           	|  0.0043328      	|1              	|  0.0043328      	|  0.00090817     	|
on_validation_batch_start          	|  1.2983e-05     	|313            	|  0.0040637      	|  0.00085177     	|
validation_step_end                	|  6.5369e-06     	|313            	|  0.002046       	|  0.00042886     	|
on_train_start                     	|  0.0013863      	|1              	|  0.0013863      	|  0.00029057     	|
on_epoch_end                       	|  1.1716e-05     	|64             	|  0.00074985     	|  0.00015717     	|
on_epoch_start                     	|  1.1167e-05     	|64             	|  0.00071468     	|  0.0001498      	|
on_validation_start                	|  0.00061563     	|1              	|  0.00061563     	|  0.00012904     	|
on_validation_end                  	|  0.00015536     	|1              	|  0.00015536     	|  3.2565e-05     	|
on_fit_end                         	|  8.9156e-05     	|1              	|  8.9156e-05     	|  1.8687e-05     	|
on_before_accelerator_backend_setup	|  3.1283e-05     	|2              	|  6.2566e-05     	|  1.3114e-05     	|
setup                              	|  2.9247e-05     	|2              	|  5.8495e-05     	|  1.2261e-05     	|
on_configure_sharded_model         	|  2.6929e-05     	|2              	|  5.3858e-05     	|  1.1289e-05     	|
on_fit_start                       	|  4.364e-05      	|1              	|  4.364e-05      	|  9.1471e-06     	|
teardown                           	|  2.1049e-05     	|2              	|  4.2098e-05     	|  8.8239e-06     	|
on_validation_epoch_end            	|  3.4342e-05     	|1              	|  3.4342e-05     	|  7.1982e-06     	|
on_val_dataloader                  	|  1.5026e-05     	|2              	|  3.0052e-05     	|  6.299e-06      	|
configure_callbacks                	|  1.4505e-05     	|2              	|  2.9011e-05     	|  6.0808e-06     	|
prepare_data                       	|  1.1171e-05     	|2              	|  2.2342e-05     	|  4.6831e-06     	|
on_pretrain_routine_end            	|  1.8999e-05     	|1              	|  1.8999e-05     	|  3.9823e-06     	|
configure_sharded_model            	|  8.9109e-06     	|2              	|  1.7822e-05     	|  3.7355e-06     	|
on_validation_epoch_start          	|  1.1096e-05     	|1              	|  1.1096e-05     	|  2.3257e-06     	|
on_train_dataloader                	|  1.0416e-05     	|1              	|  1.0416e-05     	|  2.1832e-06     	|
