VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  479.32         	|  100 %          	|
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run_training_epoch                 	|  6.511          	|63             	|  410.19         	|  85.578         	|
run_training_batch                 	|  0.27459        	|1000           	|  274.59         	|  57.287         	|
optimizer_step_with_closure_0      	|  0.27008        	|1000           	|  270.08         	|  56.346         	|
training_step_and_backward         	|  0.20313        	|1000           	|  203.13         	|  42.38          	|
model_forward                      	|  0.10817        	|1000           	|  108.17         	|  22.567         	|
training_step                      	|  0.10797        	|1000           	|  107.97         	|  22.526         	|
backward                           	|  0.093331       	|1000           	|  93.331         	|  19.472         	|
run_validate_evaluation            	|  30.535         	|1              	|  30.535         	|  6.3704         	|
get_train_batch                    	|  0.02694        	|1063           	|  28.637         	|  5.9744         	|
fetch_next_train_batch             	|  0.026914       	|1063           	|  28.61          	|  5.9688         	|
evaluation_step_and_end            	|  0.084235       	|313            	|  26.365         	|  5.5006         	|
validation_step                    	|  0.084166       	|313            	|  26.344         	|  5.4961         	|
on_train_batch_end                 	|  0.0023475      	|1000           	|  2.3475         	|  0.48976        	|
zero_grad                          	|  0.0015989      	|1000           	|  1.5989         	|  0.33358        	|
get_validate_batch                 	|  0.0030343      	|314            	|  0.95278        	|  0.19878        	|
fetch_next_validate_batch          	|  0.0030168      	|314            	|  0.94728        	|  0.19763        	|
training_batch_to_device           	|  0.00031611     	|1000           	|  0.31611        	|  0.06595        	|
on_train_batch_start               	|  9.4296e-05     	|1000           	|  0.094296       	|  0.019673       	|
evaluation_batch_to_device         	|  0.00024786     	|313            	|  0.077579       	|  0.016185       	|
on_train_end                       	|  0.052187       	|1              	|  0.052187       	|  0.010888       	|
on_pretrain_routine_start          	|  0.027234       	|1              	|  0.027234       	|  0.0056817      	|
on_after_backward                  	|  2.7131e-05     	|1000           	|  0.027131       	|  0.0056603      	|
on_train_epoch_start               	|  0.00036929     	|63             	|  0.023265       	|  0.0048538      	|
on_train_epoch_end                 	|  0.00035826     	|63             	|  0.02257        	|  0.0047088      	|
on_batch_start                     	|  2.2186e-05     	|1000           	|  0.022186       	|  0.0046286      	|
on_before_zero_grad                	|  1.8134e-05     	|1000           	|  0.018134       	|  0.0037833      	|
on_batch_end                       	|  1.5464e-05     	|1000           	|  0.015464       	|  0.0032263      	|
on_before_backward                 	|  1.374e-05      	|1000           	|  0.01374        	|  0.0028665      	|
on_before_optimizer_step           	|  1.3292e-05     	|1000           	|  0.013292       	|  0.0027731      	|
configure_optimizers               	|  0.010096       	|1              	|  0.010096       	|  0.0021064      	|
on_validation_batch_end            	|  2.5967e-05     	|313            	|  0.0081275      	|  0.0016956      	|
training_step_end                  	|  7.2881e-06     	|1000           	|  0.0072881      	|  0.0015205      	|
on_validation_model_eval           	|  0.005442       	|1              	|  0.005442       	|  0.0011353      	|
on_validation_batch_start          	|  1.2598e-05     	|313            	|  0.0039431      	|  0.00082265     	|
validation_step_end                	|  6.2635e-06     	|313            	|  0.0019605      	|  0.00040901     	|
on_train_start                     	|  0.0012761      	|1              	|  0.0012761      	|  0.00026622     	|
on_validation_start                	|  0.00078873     	|1              	|  0.00078873     	|  0.00016455     	|
on_epoch_end                       	|  1.1629e-05     	|64             	|  0.00074426     	|  0.00015527     	|
on_epoch_start                     	|  1.1076e-05     	|64             	|  0.00070888     	|  0.00014789     	|
on_validation_end                  	|  0.00018222     	|1              	|  0.00018222     	|  3.8016e-05     	|
setup                              	|  3.3847e-05     	|2              	|  6.7694e-05     	|  1.4123e-05     	|
on_fit_end                         	|  5.9465e-05     	|1              	|  5.9465e-05     	|  1.2406e-05     	|
on_before_accelerator_backend_setup	|  2.8231e-05     	|2              	|  5.6462e-05     	|  1.178e-05      	|
on_val_dataloader                  	|  2.6194e-05     	|2              	|  5.2389e-05     	|  1.093e-05      	|
teardown                           	|  2.5614e-05     	|2              	|  5.1228e-05     	|  1.0688e-05     	|
on_validation_epoch_end            	|  4.9235e-05     	|1              	|  4.9235e-05     	|  1.0272e-05     	|
on_configure_sharded_model         	|  2.4499e-05     	|2              	|  4.8999e-05     	|  1.0223e-05     	|
on_fit_start                       	|  4.1546e-05     	|1              	|  4.1546e-05     	|  8.6677e-06     	|
on_pretrain_routine_end            	|  2.0357e-05     	|1              	|  2.0357e-05     	|  4.247e-06      	|
prepare_data                       	|  9.6699e-06     	|2              	|  1.934e-05      	|  4.0348e-06     	|
configure_callbacks                	|  9.0506e-06     	|2              	|  1.8101e-05     	|  3.7764e-06     	|
configure_sharded_model            	|  6.9411e-06     	|2              	|  1.3882e-05     	|  2.8962e-06     	|
on_validation_epoch_start          	|  8.8848e-06     	|1              	|  8.8848e-06     	|  1.8536e-06     	|
on_train_dataloader                	|  7.9516e-06     	|1              	|  7.9516e-06     	|  1.6589e-06     	|
