VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  757.3          	|  100 %          	|
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run_training_epoch                 	|  3.5376         	|200            	|  707.53         	|  93.427         	|
run_training_batch                 	|  0.31433        	|1000           	|  314.33         	|  41.507         	|
optimizer_step_with_closure_0      	|  0.30978        	|1000           	|  309.78         	|  40.906         	|
training_step_and_backward         	|  0.24151        	|1000           	|  241.51         	|  31.891         	|
backward                           	|  0.1222         	|1000           	|  122.2          	|  16.136         	|
model_forward                      	|  0.11762        	|1000           	|  117.62         	|  15.532         	|
training_step                      	|  0.1174         	|1000           	|  117.4          	|  15.502         	|
get_train_batch                    	|  0.060333       	|1200           	|  72.399         	|  9.5602         	|
fetch_next_train_batch             	|  0.060299       	|1200           	|  72.359         	|  9.5549         	|
run_validate_evaluation            	|  16.407         	|1              	|  16.407         	|  2.1666         	|
evaluation_step_and_end            	|  0.10014        	|139            	|  13.919         	|  1.8379         	|
validation_step                    	|  0.10002        	|139            	|  13.903         	|  1.8359         	|
on_train_batch_end                 	|  0.002469       	|1000           	|  2.469          	|  0.32602        	|
zero_grad                          	|  0.0016482      	|1000           	|  1.6482         	|  0.21764        	|
get_validate_batch                 	|  0.0055135      	|140            	|  0.7719         	|  0.10193        	|
fetch_next_validate_batch          	|  0.0054904      	|140            	|  0.76866        	|  0.1015         	|
training_batch_to_device           	|  0.00051767     	|1000           	|  0.51767        	|  0.068357       	|
configure_optimizers               	|  0.26062        	|1              	|  0.26062        	|  0.034414       	|
on_train_batch_start               	|  0.00010937     	|1000           	|  0.10937        	|  0.014442       	|
on_train_epoch_end                 	|  0.00033894     	|200            	|  0.067788       	|  0.0089512      	|
on_train_epoch_start               	|  0.00033667     	|200            	|  0.067335       	|  0.0088914      	|
on_train_end                       	|  0.062695       	|1              	|  0.062695       	|  0.0082787      	|
evaluation_batch_to_device         	|  0.00028534     	|139            	|  0.039662       	|  0.0052373      	|
on_batch_start                     	|  3.5963e-05     	|1000           	|  0.035963       	|  0.0047489      	|
on_after_backward                  	|  3.3968e-05     	|1000           	|  0.033968       	|  0.0044854      	|
on_pretrain_routine_start          	|  0.027127       	|1              	|  0.027127       	|  0.0035821      	|
on_before_zero_grad                	|  2.1558e-05     	|1000           	|  0.021558       	|  0.0028467      	|
on_batch_end                       	|  1.673e-05      	|1000           	|  0.01673        	|  0.0022092      	|
on_before_optimizer_step           	|  1.6134e-05     	|1000           	|  0.016134       	|  0.0021304      	|
on_before_backward                 	|  1.3959e-05     	|1000           	|  0.013959       	|  0.0018433      	|
training_step_end                  	|  9.1674e-06     	|1000           	|  0.0091674      	|  0.0012105      	|
on_validation_batch_end            	|  4.0729e-05     	|139            	|  0.0056613      	|  0.00074756     	|
on_validation_model_eval           	|  0.0039884      	|1              	|  0.0039884      	|  0.00052666     	|
on_epoch_end                       	|  1.223e-05      	|201            	|  0.0024583      	|  0.00032461     	|
on_epoch_start                     	|  1.1783e-05     	|201            	|  0.0023685      	|  0.00031275     	|
on_validation_batch_start          	|  1.6101e-05     	|139            	|  0.0022381      	|  0.00029553     	|
on_train_start                     	|  0.0016478      	|1              	|  0.0016478      	|  0.00021759     	|
validation_step_end                	|  9.0739e-06     	|139            	|  0.0012613      	|  0.00016655     	|
on_validation_start                	|  0.00050185     	|1              	|  0.00050185     	|  6.6269e-05     	|
on_validation_end                  	|  0.00019545     	|1              	|  0.00019545     	|  2.5809e-05     	|
on_configure_sharded_model         	|  3.0425e-05     	|2              	|  6.0851e-05     	|  8.0352e-06     	|
setup                              	|  2.539e-05      	|2              	|  5.0779e-05     	|  6.7053e-06     	|
on_before_accelerator_backend_setup	|  2.4559e-05     	|2              	|  4.9118e-05     	|  6.4859e-06     	|
teardown                           	|  2.4338e-05     	|2              	|  4.8677e-05     	|  6.4276e-06     	|
on_fit_end                         	|  4.4342e-05     	|1              	|  4.4342e-05     	|  5.8553e-06     	|
on_fit_start                       	|  4.0997e-05     	|1              	|  4.0997e-05     	|  5.4135e-06     	|
on_validation_epoch_end            	|  3.4472e-05     	|1              	|  3.4472e-05     	|  4.5519e-06     	|
on_pretrain_routine_end            	|  2.1944e-05     	|1              	|  2.1944e-05     	|  2.8976e-06     	|
on_val_dataloader                  	|  9.3915e-06     	|2              	|  1.8783e-05     	|  2.4802e-06     	|
configure_sharded_model            	|  8.3549e-06     	|2              	|  1.671e-05      	|  2.2065e-06     	|
configure_callbacks                	|  7.4133e-06     	|2              	|  1.4827e-05     	|  1.9578e-06     	|
prepare_data                       	|  6.9253e-06     	|2              	|  1.3851e-05     	|  1.8289e-06     	|
on_validation_epoch_start          	|  1.09e-05       	|1              	|  1.09e-05       	|  1.4393e-06     	|
on_train_dataloader                	|  1.0712e-05     	|1              	|  1.0712e-05     	|  1.4145e-06     	|
