VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1360.7         	|  100 %          	|
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run_training_epoch                 	|  2.6443         	|500            	|  1322.2         	|  97.166         	|
run_training_batch                 	|  0.30672        	|1000           	|  306.72         	|  22.541         	|
optimizer_step_with_closure_0      	|  0.30222        	|1000           	|  302.22         	|  22.21          	|
training_step_and_backward         	|  0.2339         	|1000           	|  233.9          	|  17.189         	|
get_train_batch                    	|  0.13523        	|1500           	|  202.85         	|  14.908         	|
fetch_next_train_batch             	|  0.13519        	|1500           	|  202.79         	|  14.903         	|
backward                           	|  0.11712        	|1000           	|  117.12         	|  8.6072         	|
model_forward                      	|  0.1151         	|1000           	|  115.1          	|  8.4587         	|
training_step                      	|  0.11486        	|1000           	|  114.86         	|  8.4409         	|
run_validate_evaluation            	|  7.9442         	|1              	|  7.9442         	|  0.58382        	|
evaluation_step_and_end            	|  0.10242        	|48             	|  4.9164         	|  0.3613         	|
validation_step                    	|  0.10232        	|48             	|  4.9112         	|  0.36092        	|
on_train_batch_end                 	|  0.0024258      	|1000           	|  2.4258         	|  0.17827        	|
zero_grad                          	|  0.0016338      	|1000           	|  1.6338         	|  0.12006        	|
training_batch_to_device           	|  0.00076433     	|1000           	|  0.76433        	|  0.056171       	|
get_validate_batch                 	|  0.014138       	|49             	|  0.69275        	|  0.05091        	|
fetch_next_validate_batch          	|  0.014115       	|49             	|  0.69163        	|  0.050828       	|
on_train_epoch_end                 	|  0.00034496     	|500            	|  0.17248        	|  0.012675       	|
on_train_epoch_start               	|  0.00034354     	|500            	|  0.17177        	|  0.012623       	|
on_train_batch_start               	|  0.00011866     	|1000           	|  0.11866        	|  0.0087202      	|
on_batch_start                     	|  5.136e-05      	|1000           	|  0.05136        	|  0.0037744      	|
on_train_end                       	|  0.043991       	|1              	|  0.043991       	|  0.0032329      	|
on_after_backward                  	|  2.6701e-05     	|1000           	|  0.026701       	|  0.0019622      	|
on_before_zero_grad                	|  2.3164e-05     	|1000           	|  0.023164       	|  0.0017023      	|
on_pretrain_routine_start          	|  0.022655       	|1              	|  0.022655       	|  0.0016649      	|
on_batch_end                       	|  1.7996e-05     	|1000           	|  0.017996       	|  0.0013225      	|
on_before_optimizer_step           	|  1.6573e-05     	|1000           	|  0.016573       	|  0.001218       	|
on_before_backward                 	|  1.5896e-05     	|1000           	|  0.015896       	|  0.0011682      	|
evaluation_batch_to_device         	|  0.00032066     	|48             	|  0.015392       	|  0.0011311      	|
configure_optimizers               	|  0.010892       	|1              	|  0.010892       	|  0.00080049     	|
training_step_end                  	|  1.0755e-05     	|1000           	|  0.010755       	|  0.00079036     	|
on_epoch_end                       	|  1.1621e-05     	|501            	|  0.0058219      	|  0.00042785     	|
on_epoch_start                     	|  1.1193e-05     	|501            	|  0.0056078      	|  0.00041211     	|
on_validation_model_eval           	|  0.0039226      	|1              	|  0.0039226      	|  0.00028827     	|
on_validation_batch_end            	|  4.0402e-05     	|48             	|  0.0019393      	|  0.00014252     	|
on_train_start                     	|  0.0011535      	|1              	|  0.0011535      	|  8.4772e-05     	|
on_validation_batch_start          	|  1.8219e-05     	|48             	|  0.0008745      	|  6.4267e-05     	|
on_validation_start                	|  0.00074837     	|1              	|  0.00074837     	|  5.4997e-05     	|
validation_step_end                	|  8.8767e-06     	|48             	|  0.00042608     	|  3.1312e-05     	|
on_validation_end                  	|  0.00022556     	|1              	|  0.00022556     	|  1.6576e-05     	|
teardown                           	|  2.4086e-05     	|2              	|  4.8172e-05     	|  3.5401e-06     	|
on_configure_sharded_model         	|  2.3351e-05     	|2              	|  4.6702e-05     	|  3.4321e-06     	|
on_val_dataloader                  	|  2.3292e-05     	|2              	|  4.6585e-05     	|  3.4235e-06     	|
on_before_accelerator_backend_setup	|  2.2873e-05     	|2              	|  4.5747e-05     	|  3.3619e-06     	|
on_fit_start                       	|  4.25e-05       	|1              	|  4.25e-05       	|  3.1233e-06     	|
setup                              	|  2.1157e-05     	|2              	|  4.2314e-05     	|  3.1096e-06     	|
on_fit_end                         	|  2.9942e-05     	|1              	|  2.9942e-05     	|  2.2004e-06     	|
on_validation_epoch_end            	|  2.8288e-05     	|1              	|  2.8288e-05     	|  2.0789e-06     	|
configure_callbacks                	|  6.7372e-06     	|2              	|  1.3474e-05     	|  9.9023e-07     	|
configure_sharded_model            	|  6.6692e-06     	|2              	|  1.3338e-05     	|  9.8024e-07     	|
on_pretrain_routine_end            	|  1.3012e-05     	|1              	|  1.3012e-05     	|  9.5628e-07     	|
prepare_data                       	|  5.8971e-06     	|2              	|  1.1794e-05     	|  8.6676e-07     	|
on_validation_epoch_start          	|  1.0738e-05     	|1              	|  1.0738e-05     	|  7.8914e-07     	|
on_train_dataloader                	|  7.6219e-06     	|1              	|  7.6219e-06     	|  5.6013e-07     	|
