VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  591.18         	|  100 %          	|
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run_training_epoch                 	|  8.2377         	|63             	|  518.97         	|  87.786         	|
run_training_batch                 	|  0.37914        	|1000           	|  379.14         	|  64.134         	|
optimizer_step_with_closure_0      	|  0.37601        	|1000           	|  376.01         	|  63.603         	|
training_step_and_backward         	|  0.27144        	|1000           	|  271.44         	|  45.916         	|
model_forward                      	|  0.13768        	|1000           	|  137.68         	|  23.29          	|
training_step                      	|  0.1375         	|1000           	|  137.5          	|  23.258         	|
backward                           	|  0.13222        	|1000           	|  132.22         	|  22.365         	|
get_train_batch                    	|  0.029801       	|1063           	|  31.678         	|  5.3585         	|
fetch_next_train_batch             	|  0.029776       	|1063           	|  31.652         	|  5.354          	|
run_validate_evaluation            	|  31.038         	|1              	|  31.038         	|  5.2502         	|
evaluation_step_and_end            	|  0.22067        	|125            	|  27.583         	|  4.6658         	|
validation_step                    	|  0.22054        	|125            	|  27.568         	|  4.6631         	|
on_train_batch_end                 	|  0.0022091      	|1000           	|  2.2091         	|  0.37367        	|
zero_grad                          	|  0.0015074      	|1000           	|  1.5074         	|  0.25499        	|
get_validate_batch                 	|  0.0077857      	|126            	|  0.981          	|  0.16594        	|
fetch_next_validate_batch          	|  0.0077587      	|126            	|  0.97759        	|  0.16536        	|
training_batch_to_device           	|  0.00027335     	|1000           	|  0.27335        	|  0.046238       	|
on_train_batch_start               	|  9.5792e-05     	|1000           	|  0.095792       	|  0.016204       	|
on_train_end                       	|  0.045181       	|1              	|  0.045181       	|  0.0076425      	|
evaluation_batch_to_device         	|  0.00032709     	|125            	|  0.040887       	|  0.0069161      	|
on_train_epoch_end                 	|  0.00042605     	|63             	|  0.026841       	|  0.0045403      	|
on_train_epoch_start               	|  0.00039864     	|63             	|  0.025114       	|  0.0042482      	|
on_after_backward                  	|  2.4414e-05     	|1000           	|  0.024414       	|  0.0041297      	|
on_pretrain_routine_start          	|  0.022212       	|1              	|  0.022212       	|  0.0037572      	|
on_batch_start                     	|  2.1982e-05     	|1000           	|  0.021982       	|  0.0037183      	|
on_before_zero_grad                	|  1.7922e-05     	|1000           	|  0.017922       	|  0.0030316      	|
on_batch_end                       	|  1.5408e-05     	|1000           	|  0.015408       	|  0.0026064      	|
on_before_optimizer_step           	|  1.4321e-05     	|1000           	|  0.014321       	|  0.0024224      	|
configure_optimizers               	|  0.012958       	|1              	|  0.012958       	|  0.0021919      	|
on_before_backward                 	|  1.2805e-05     	|1000           	|  0.012805       	|  0.0021659      	|
training_step_end                  	|  7.548e-06      	|1000           	|  0.007548       	|  0.0012768      	|
on_validation_batch_end            	|  4.5024e-05     	|125            	|  0.005628       	|  0.00095199     	|
on_validation_model_eval           	|  0.0049969      	|1              	|  0.0049969      	|  0.00084525     	|
on_validation_batch_start          	|  1.7283e-05     	|125            	|  0.0021603      	|  0.00036543     	|
on_train_start                     	|  0.0018889      	|1              	|  0.0018889      	|  0.00031952     	|
validation_step_end                	|  9.6217e-06     	|125            	|  0.0012027      	|  0.00020344     	|
on_epoch_end                       	|  1.148e-05      	|64             	|  0.00073475     	|  0.00012428     	|
on_epoch_start                     	|  1.1363e-05     	|64             	|  0.00072723     	|  0.00012301     	|
on_validation_start                	|  0.00066968     	|1              	|  0.00066968     	|  0.00011328     	|
on_validation_end                  	|  0.00017506     	|1              	|  0.00017506     	|  2.9612e-05     	|
on_before_accelerator_backend_setup	|  3.5349e-05     	|2              	|  7.0699e-05     	|  1.1959e-05     	|
setup                              	|  3.2933e-05     	|2              	|  6.5867e-05     	|  1.1142e-05     	|
on_fit_end                         	|  6.0741e-05     	|1              	|  6.0741e-05     	|  1.0275e-05     	|
on_configure_sharded_model         	|  2.8563e-05     	|2              	|  5.7125e-05     	|  9.663e-06      	|
on_fit_start                       	|  5.6468e-05     	|1              	|  5.6468e-05     	|  9.5517e-06     	|
teardown                           	|  2.2794e-05     	|2              	|  4.5588e-05     	|  7.7114e-06     	|
on_validation_epoch_end            	|  2.8837e-05     	|1              	|  2.8837e-05     	|  4.878e-06      	|
configure_callbacks                	|  1.3466e-05     	|2              	|  2.6932e-05     	|  4.5556e-06     	|
on_val_dataloader                  	|  1.1143e-05     	|2              	|  2.2287e-05     	|  3.7698e-06     	|
on_pretrain_routine_end            	|  1.7527e-05     	|1              	|  1.7527e-05     	|  2.9648e-06     	|
prepare_data                       	|  8.5523e-06     	|2              	|  1.7105e-05     	|  2.8933e-06     	|
configure_sharded_model            	|  7.8483e-06     	|2              	|  1.5697e-05     	|  2.6551e-06     	|
on_validation_epoch_start          	|  1.3074e-05     	|1              	|  1.3074e-05     	|  2.2115e-06     	|
on_train_dataloader                	|  7.4767e-06     	|1              	|  7.4767e-06     	|  1.2647e-06     	|
