VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  387.41         	|  100 %          	|
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run_training_epoch                 	|  15.882         	|21             	|  333.51         	|  86.089         	|
run_training_batch                 	|  0.28619        	|1000           	|  286.19         	|  73.874         	|
optimizer_step_with_closure_0      	|  0.28291        	|1000           	|  282.91         	|  73.028         	|
training_step_and_backward         	|  0.21726        	|1000           	|  217.26         	|  56.08          	|
backward                           	|  0.10918        	|1000           	|  109.18         	|  28.183         	|
model_forward                      	|  0.10649        	|1000           	|  106.49         	|  27.489         	|
training_step                      	|  0.10628        	|1000           	|  106.28         	|  27.434         	|
run_validate_evaluation            	|  16.433         	|1              	|  16.433         	|  4.2418         	|
evaluation_step_and_end            	|  0.10885        	|125            	|  13.606         	|  3.5121         	|
validation_step                    	|  0.10873        	|125            	|  13.592         	|  3.5084         	|
get_train_batch                    	|  0.0093028      	|1021           	|  9.4981         	|  2.4517         	|
fetch_next_train_batch             	|  0.0092768      	|1021           	|  9.4716         	|  2.4449         	|
on_train_batch_end                 	|  0.0024537      	|1000           	|  2.4537         	|  0.63337        	|
zero_grad                          	|  0.0015464      	|1000           	|  1.5464         	|  0.39916        	|
get_validate_batch                 	|  0.0062661      	|126            	|  0.78953        	|  0.2038         	|
fetch_next_validate_batch          	|  0.0062399      	|126            	|  0.78622        	|  0.20295        	|
training_batch_to_device           	|  0.0002916      	|1000           	|  0.2916         	|  0.07527        	|
on_train_batch_start               	|  9.7147e-05     	|1000           	|  0.097147       	|  0.025076       	|
on_train_end                       	|  0.065966       	|1              	|  0.065966       	|  0.017028       	|
configure_optimizers               	|  0.054076       	|1              	|  0.054076       	|  0.013958       	|
evaluation_batch_to_device         	|  0.00029406     	|125            	|  0.036758       	|  0.0094882      	|
on_pretrain_routine_start          	|  0.026764       	|1              	|  0.026764       	|  0.0069084      	|
on_after_backward                  	|  2.663e-05      	|1000           	|  0.02663        	|  0.0068739      	|
on_batch_start                     	|  2.2077e-05     	|1000           	|  0.022077       	|  0.0056988      	|
on_before_zero_grad                	|  1.747e-05      	|1000           	|  0.01747        	|  0.0045094      	|
on_batch_end                       	|  1.6569e-05     	|1000           	|  0.016569       	|  0.004277       	|
on_before_backward                 	|  1.391e-05      	|1000           	|  0.01391        	|  0.0035906      	|
on_before_optimizer_step           	|  1.3194e-05     	|1000           	|  0.013194       	|  0.0034057      	|
on_train_epoch_end                 	|  0.00043325     	|21             	|  0.0090983      	|  0.0023485      	|
on_train_epoch_start               	|  0.00039108     	|21             	|  0.0082126      	|  0.0021199      	|
training_step_end                  	|  6.7763e-06     	|1000           	|  0.0067763      	|  0.0017491      	|
on_validation_batch_end            	|  4.0561e-05     	|125            	|  0.0050701      	|  0.0013087      	|
on_validation_model_eval           	|  0.0049353      	|1              	|  0.0049353      	|  0.0012739      	|
on_validation_batch_start          	|  1.9011e-05     	|125            	|  0.0023764      	|  0.00061342     	|
on_train_start                     	|  0.0012935      	|1              	|  0.0012935      	|  0.00033388     	|
validation_step_end                	|  9.1794e-06     	|125            	|  0.0011474      	|  0.00029618     	|
on_validation_start                	|  0.00042362     	|1              	|  0.00042362     	|  0.00010935     	|
on_epoch_end                       	|  1.2772e-05     	|22             	|  0.00028099     	|  7.253e-05      	|
on_epoch_start                     	|  1.1333e-05     	|22             	|  0.00024933     	|  6.436e-05      	|
on_validation_end                  	|  0.00018545     	|1              	|  0.00018545     	|  4.7871e-05     	|
on_before_accelerator_backend_setup	|  3.24e-05       	|2              	|  6.48e-05       	|  1.6727e-05     	|
on_configure_sharded_model         	|  3.0001e-05     	|2              	|  6.0001e-05     	|  1.5488e-05     	|
teardown                           	|  2.652e-05      	|2              	|  5.3041e-05     	|  1.3691e-05     	|
setup                              	|  2.3952e-05     	|2              	|  4.7904e-05     	|  1.2365e-05     	|
on_fit_start                       	|  4.4532e-05     	|1              	|  4.4532e-05     	|  1.1495e-05     	|
on_validation_epoch_end            	|  4.2114e-05     	|1              	|  4.2114e-05     	|  1.0871e-05     	|
on_fit_end                         	|  3.184e-05      	|1              	|  3.184e-05      	|  8.2188e-06     	|
configure_sharded_model            	|  1.12e-05       	|2              	|  2.24e-05       	|  5.7821e-06     	|
on_val_dataloader                  	|  1.0792e-05     	|2              	|  2.1584e-05     	|  5.5715e-06     	|
on_pretrain_routine_end            	|  1.8559e-05     	|1              	|  1.8559e-05     	|  4.7907e-06     	|
configure_callbacks                	|  8.6287e-06     	|2              	|  1.7257e-05     	|  4.4546e-06     	|
prepare_data                       	|  8.6138e-06     	|2              	|  1.7228e-05     	|  4.4469e-06     	|
on_train_dataloader                	|  1.2031e-05     	|1              	|  1.2031e-05     	|  3.1055e-06     	|
on_validation_epoch_start          	|  1.1779e-05     	|1              	|  1.1779e-05     	|  3.0406e-06     	|
