VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1888.1         	|  100 %          	|
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run_training_epoch                 	|  3.4119         	|500            	|  1705.9         	|  90.351         	|
run_training_batch                 	|  0.20235        	|8000           	|  1618.8         	|  85.736         	|
training_step_and_backward         	|  0.19148        	|8000           	|  1531.8         	|  81.128         	|
model_forward                      	|  0.10672        	|8000           	|  853.73         	|  45.216         	|
training_step                      	|  0.10658        	|8000           	|  852.63         	|  45.158         	|
backward                           	|  0.084571       	|8000           	|  676.57         	|  35.833         	|
optimizer_step_with_closure_0      	|  0.24875        	|1000           	|  248.75         	|  13.174         	|
run_validate_evaluation            	|  138.1          	|1              	|  138.1          	|  7.3142         	|
evaluation_step_and_end            	|  0.13612        	|1000           	|  136.12         	|  7.209          	|
validation_step                    	|  0.13607        	|1000           	|  136.07         	|  7.2064         	|
get_train_batch                    	|  0.0067516      	|8500           	|  57.388         	|  3.0394         	|
fetch_next_train_batch             	|  0.0067324      	|8500           	|  57.225         	|  3.0308         	|
on_train_batch_end                 	|  0.0011076      	|8000           	|  8.8611         	|  0.46931        	|
training_batch_to_device           	|  0.00023509     	|8000           	|  1.8807         	|  0.099608       	|
get_validate_batch                 	|  0.0014516      	|1001           	|  1.453          	|  0.076955       	|
fetch_next_validate_batch          	|  0.0014382      	|1001           	|  1.4397         	|  0.076248       	|
zero_grad                          	|  0.0013588      	|1000           	|  1.3588         	|  0.071963       	|
on_train_batch_start               	|  9.2919e-05     	|8000           	|  0.74335        	|  0.03937        	|
evaluation_batch_to_device         	|  0.00020937     	|1000           	|  0.20937        	|  0.011089       	|
on_train_epoch_start               	|  0.00028828     	|500            	|  0.14414        	|  0.0076339      	|
on_batch_start                     	|  1.7461e-05     	|8000           	|  0.13968        	|  0.0073981      	|
on_train_epoch_end                 	|  0.00026132     	|500            	|  0.13066        	|  0.00692        	|
on_batch_end                       	|  1.4372e-05     	|8000           	|  0.11498        	|  0.0060894      	|
on_before_backward                 	|  1.3841e-05     	|8000           	|  0.11073        	|  0.0058644      	|
on_after_backward                  	|  1.179e-05      	|8000           	|  0.094322       	|  0.0049955      	|
training_step_end                  	|  6.3612e-06     	|8000           	|  0.050889       	|  0.0026952      	|
on_train_end                       	|  0.024445       	|1              	|  0.024445       	|  0.0012947      	|
on_pretrain_routine_start          	|  0.022402       	|1              	|  0.022402       	|  0.0011865      	|
on_before_zero_grad                	|  2.0915e-05     	|1000           	|  0.020915       	|  0.0011077      	|
on_validation_batch_end            	|  1.8767e-05     	|1000           	|  0.018767       	|  0.00099394     	|
on_before_optimizer_step           	|  1.7003e-05     	|1000           	|  0.017003       	|  0.0009005      	|
on_validation_batch_start          	|  1.0215e-05     	|1000           	|  0.010215       	|  0.00054101     	|
configure_optimizers               	|  0.0084279      	|1              	|  0.0084279      	|  0.00044636     	|
on_epoch_end                       	|  1.1298e-05     	|501            	|  0.0056605      	|  0.00029979     	|
on_epoch_start                     	|  1.1014e-05     	|501            	|  0.0055181      	|  0.00029225     	|
validation_step_end                	|  4.72e-06       	|1000           	|  0.00472        	|  0.00024998     	|
on_validation_model_eval           	|  0.0039146      	|1              	|  0.0039146      	|  0.00020733     	|
on_train_start                     	|  0.0010604      	|1              	|  0.0010604      	|  5.6164e-05     	|
on_validation_start                	|  0.00031754     	|1              	|  0.00031754     	|  1.6818e-05     	|
on_validation_end                  	|  0.00011557     	|1              	|  0.00011557     	|  6.1207e-06     	|
setup                              	|  2.2242e-05     	|2              	|  4.4484e-05     	|  2.356e-06      	|
on_before_accelerator_backend_setup	|  1.9441e-05     	|2              	|  3.8883e-05     	|  2.0593e-06     	|
on_configure_sharded_model         	|  1.7734e-05     	|2              	|  3.5467e-05     	|  1.8784e-06     	|
teardown                           	|  1.6927e-05     	|2              	|  3.3853e-05     	|  1.7929e-06     	|
on_fit_end                         	|  2.4406e-05     	|1              	|  2.4406e-05     	|  1.2926e-06     	|
on_validation_epoch_end            	|  1.8605e-05     	|1              	|  1.8605e-05     	|  9.8537e-07     	|
on_fit_start                       	|  1.7072e-05     	|1              	|  1.7072e-05     	|  9.0418e-07     	|
prepare_data                       	|  6.3265e-06     	|2              	|  1.2653e-05     	|  6.7013e-07     	|
on_val_dataloader                  	|  6.0255e-06     	|2              	|  1.2051e-05     	|  6.3826e-07     	|
configure_callbacks                	|  5.185e-06      	|2              	|  1.037e-05      	|  5.4922e-07     	|
configure_sharded_model            	|  5.1245e-06     	|2              	|  1.0249e-05     	|  5.4281e-07     	|
on_pretrain_routine_end            	|  9.8189e-06     	|1              	|  9.8189e-06     	|  5.2004e-07     	|
on_validation_epoch_start          	|  9.4268e-06     	|1              	|  9.4268e-06     	|  4.9927e-07     	|
on_train_dataloader                	|  4.1879e-06     	|1              	|  4.1879e-06     	|  2.218e-07      	|
