VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1479.3         	|  100 %          	|
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run_training_epoch                 	|  2.8352         	|500            	|  1417.6         	|  95.829         	|
run_training_batch                 	|  0.39173        	|1000           	|  391.73         	|  26.481         	|
optimizer_step_with_closure_0      	|  0.38853        	|1000           	|  388.53         	|  26.265         	|
training_step_and_backward         	|  0.28392        	|1000           	|  283.92         	|  19.193         	|
get_train_batch                    	|  0.10912        	|1500           	|  163.69         	|  11.065         	|
fetch_next_train_batch             	|  0.10909        	|1500           	|  163.63         	|  11.061         	|
model_forward                      	|  0.15431        	|1000           	|  154.31         	|  10.431         	|
training_step                      	|  0.15409        	|1000           	|  154.09         	|  10.417         	|
backward                           	|  0.1281         	|1000           	|  128.1          	|  8.6593         	|
run_validate_evaluation            	|  30.994         	|1              	|  30.994         	|  2.0952         	|
evaluation_step_and_end            	|  0.22294        	|125            	|  27.867         	|  1.8838         	|
validation_step                    	|  0.22282        	|125            	|  27.852         	|  1.8828         	|
on_train_batch_end                 	|  0.0021683      	|1000           	|  2.1683         	|  0.14658        	|
zero_grad                          	|  0.0014707      	|1000           	|  1.4707         	|  0.099422       	|
get_validate_batch                 	|  0.0051158      	|126            	|  0.64459        	|  0.043574       	|
fetch_next_validate_batch          	|  0.0050912      	|126            	|  0.64149        	|  0.043365       	|
training_batch_to_device           	|  0.00060277     	|1000           	|  0.60277        	|  0.040747       	|
on_train_epoch_end                 	|  0.00034728     	|500            	|  0.17364        	|  0.011738       	|
on_train_epoch_start               	|  0.00034377     	|500            	|  0.17188        	|  0.011619       	|
on_train_batch_start               	|  0.00010719     	|1000           	|  0.10719        	|  0.0072458      	|
on_batch_start                     	|  4.4226e-05     	|1000           	|  0.044226       	|  0.0029897      	|
on_train_end                       	|  0.041826       	|1              	|  0.041826       	|  0.0028274      	|
evaluation_batch_to_device         	|  0.00027187     	|125            	|  0.033983       	|  0.0022973      	|
on_pretrain_routine_start          	|  0.024546       	|1              	|  0.024546       	|  0.0016593      	|
on_after_backward                  	|  2.3445e-05     	|1000           	|  0.023445       	|  0.0015849      	|
on_before_zero_grad                	|  2.315e-05      	|1000           	|  0.02315        	|  0.001565       	|
on_before_optimizer_step           	|  1.7482e-05     	|1000           	|  0.017482       	|  0.0011818      	|
on_batch_end                       	|  1.6462e-05     	|1000           	|  0.016462       	|  0.0011128      	|
on_before_backward                 	|  1.3408e-05     	|1000           	|  0.013408       	|  0.00090639     	|
configure_optimizers               	|  0.011544       	|1              	|  0.011544       	|  0.00078038     	|
training_step_end                  	|  8.2708e-06     	|1000           	|  0.0082708      	|  0.00055911     	|
on_epoch_end                       	|  1.1298e-05     	|501            	|  0.0056602      	|  0.00038263     	|
on_epoch_start                     	|  1.1003e-05     	|501            	|  0.0055123      	|  0.00037263     	|
on_validation_batch_end            	|  4.3523e-05     	|125            	|  0.0054403      	|  0.00036777     	|
on_validation_model_eval           	|  0.0037863      	|1              	|  0.0037863      	|  0.00025595     	|
on_train_start                     	|  0.0024028      	|1              	|  0.0024028      	|  0.00016243     	|
on_validation_batch_start          	|  1.7115e-05     	|125            	|  0.0021393      	|  0.00014462     	|
validation_step_end                	|  9.1729e-06     	|125            	|  0.0011466      	|  7.7511e-05     	|
on_validation_start                	|  0.00037506     	|1              	|  0.00037506     	|  2.5354e-05     	|
on_validation_end                  	|  0.00014773     	|1              	|  0.00014773     	|  9.9865e-06     	|
on_before_accelerator_backend_setup	|  2.4096e-05     	|2              	|  4.8192e-05     	|  3.2578e-06     	|
on_configure_sharded_model         	|  2.3898e-05     	|2              	|  4.7795e-05     	|  3.231e-06      	|
setup                              	|  2.3579e-05     	|2              	|  4.7158e-05     	|  3.1879e-06     	|
teardown                           	|  2.3241e-05     	|2              	|  4.6482e-05     	|  3.1422e-06     	|
on_fit_start                       	|  4.1133e-05     	|1              	|  4.1133e-05     	|  2.7806e-06     	|
on_validation_epoch_end            	|  2.8551e-05     	|1              	|  2.8551e-05     	|  1.93e-06       	|
on_fit_end                         	|  2.6559e-05     	|1              	|  2.6559e-05     	|  1.7954e-06     	|
on_val_dataloader                  	|  7.8054e-06     	|2              	|  1.5611e-05     	|  1.0553e-06     	|
on_pretrain_routine_end            	|  1.4631e-05     	|1              	|  1.4631e-05     	|  9.8906e-07     	|
configure_sharded_model            	|  7.0762e-06     	|2              	|  1.4152e-05     	|  9.567e-07      	|
prepare_data                       	|  6.5444e-06     	|2              	|  1.3089e-05     	|  8.848e-07      	|
configure_callbacks                	|  6.1058e-06     	|2              	|  1.2212e-05     	|  8.255e-07      	|
on_validation_epoch_start          	|  1.022e-05      	|1              	|  1.022e-05      	|  6.9089e-07     	|
on_train_dataloader                	|  9.615e-06      	|1              	|  9.615e-06      	|  6.4997e-07     	|
