VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  498.94         	|  100 %          	|
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run_training_epoch                 	|  2.0901         	|200            	|  418.03         	|  83.784         	|
run_training_batch                 	|  0.34515        	|1000           	|  345.15         	|  69.177         	|
optimizer_step_with_closure_0      	|  0.34245        	|1000           	|  342.45         	|  68.635         	|
training_step_and_backward         	|  0.26559        	|1000           	|  265.59         	|  53.231         	|
model_forward                      	|  0.15793        	|1000           	|  157.93         	|  31.653         	|
training_step                      	|  0.15778        	|1000           	|  157.78         	|  31.622         	|
backward                           	|  0.10631        	|1000           	|  106.31         	|  21.307         	|
run_validate_evaluation            	|  35.735         	|1              	|  35.735         	|  7.1622         	|
evaluation_step_and_end            	|  0.25232        	|139            	|  35.073         	|  7.0295         	|
validation_step                    	|  0.25227        	|139            	|  35.066         	|  7.0281         	|
get_train_batch                    	|  0.016761       	|1200           	|  20.114         	|  4.0313         	|
fetch_next_train_batch             	|  0.016736       	|1200           	|  20.083         	|  4.0251         	|
zero_grad                          	|  0.0013268      	|1000           	|  1.3268         	|  0.26593        	|
on_train_batch_end                 	|  0.0012527      	|1000           	|  1.2527         	|  0.25106        	|
training_batch_to_device           	|  0.0003487      	|1000           	|  0.3487         	|  0.069889       	|
get_validate_batch                 	|  0.00245        	|140            	|  0.34301        	|  0.068747       	|
fetch_next_validate_batch          	|  0.0024357      	|140            	|  0.341          	|  0.068346       	|
on_train_batch_start               	|  9.7353e-05     	|1000           	|  0.097353       	|  0.019512       	|
on_train_epoch_start               	|  0.00026798     	|200            	|  0.053595       	|  0.010742       	|
on_train_epoch_end                 	|  0.00024204     	|200            	|  0.048409       	|  0.0097023      	|
evaluation_batch_to_device         	|  0.00022816     	|139            	|  0.031714       	|  0.0063562      	|
on_train_end                       	|  0.02469        	|1              	|  0.02469        	|  0.0049485      	|
on_batch_start                     	|  2.2736e-05     	|1000           	|  0.022736       	|  0.0045568      	|
on_pretrain_routine_start          	|  0.022397       	|1              	|  0.022397       	|  0.0044888      	|
on_before_zero_grad                	|  1.6406e-05     	|1000           	|  0.016406       	|  0.0032883      	|
on_batch_end                       	|  1.3733e-05     	|1000           	|  0.013733       	|  0.0027525      	|
on_before_backward                 	|  1.2138e-05     	|1000           	|  0.012138       	|  0.0024328      	|
on_before_optimizer_step           	|  1.1874e-05     	|1000           	|  0.011874       	|  0.0023798      	|
on_after_backward                  	|  1.1556e-05     	|1000           	|  0.011556       	|  0.0023161      	|
configure_optimizers               	|  0.0084725      	|1              	|  0.0084725      	|  0.0016981      	|
training_step_end                  	|  7.2313e-06     	|1000           	|  0.0072313      	|  0.0014493      	|
on_validation_model_eval           	|  0.004455       	|1              	|  0.004455       	|  0.00089289     	|
on_validation_batch_end            	|  1.9924e-05     	|139            	|  0.0027694      	|  0.00055505     	|
on_epoch_start                     	|  1.1112e-05     	|201            	|  0.0022334      	|  0.00044764     	|
on_epoch_end                       	|  1.0458e-05     	|201            	|  0.0021021      	|  0.00042132     	|
on_validation_batch_start          	|  1.0384e-05     	|139            	|  0.0014433      	|  0.00028928     	|
on_train_start                     	|  0.00078711     	|1              	|  0.00078711     	|  0.00015776     	|
validation_step_end                	|  4.9741e-06     	|139            	|  0.0006914      	|  0.00013857     	|
on_validation_start                	|  0.00035955     	|1              	|  0.00035955     	|  7.2063e-05     	|
on_validation_end                  	|  0.00012294     	|1              	|  0.00012294     	|  2.464e-05      	|
on_before_accelerator_backend_setup	|  1.886e-05      	|2              	|  3.7721e-05     	|  7.5602e-06     	|
teardown                           	|  1.5965e-05     	|2              	|  3.193e-05      	|  6.3996e-06     	|
on_configure_sharded_model         	|  1.4236e-05     	|2              	|  2.8473e-05     	|  5.7067e-06     	|
setup                              	|  1.309e-05      	|2              	|  2.6179e-05     	|  5.2469e-06     	|
on_fit_end                         	|  2.4957e-05     	|1              	|  2.4957e-05     	|  5.002e-06      	|
on_validation_epoch_end            	|  1.8245e-05     	|1              	|  1.8245e-05     	|  3.6568e-06     	|
on_fit_start                       	|  1.7903e-05     	|1              	|  1.7903e-05     	|  3.5882e-06     	|
prepare_data                       	|  6.582e-06      	|2              	|  1.3164e-05     	|  2.6384e-06     	|
on_val_dataloader                  	|  6.4269e-06     	|2              	|  1.2854e-05     	|  2.5762e-06     	|
on_pretrain_routine_end            	|  1.0219e-05     	|1              	|  1.0219e-05     	|  2.0482e-06     	|
configure_sharded_model            	|  4.869e-06      	|2              	|  9.738e-06      	|  1.9517e-06     	|
on_validation_epoch_start          	|  9.448e-06      	|1              	|  9.448e-06      	|  1.8936e-06     	|
configure_callbacks                	|  4.4435e-06     	|2              	|  8.8869e-06     	|  1.7812e-06     	|
on_train_dataloader                	|  4.499e-06      	|1              	|  4.499e-06      	|  9.0171e-07     	|
