VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1373.7         	|  100 %          	|
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run_training_epoch                 	|  2.6334         	|500            	|  1316.7         	|  95.846         	|
run_training_batch                 	|  0.2613         	|1000           	|  261.3          	|  19.021         	|
optimizer_step_with_closure_0      	|  0.25888        	|1000           	|  258.88         	|  18.845         	|
get_train_batch                    	|  0.13947        	|1500           	|  209.21         	|  15.229         	|
fetch_next_train_batch             	|  0.13943        	|1500           	|  209.15         	|  15.225         	|
training_step_and_backward         	|  0.19296        	|1000           	|  192.96         	|  14.046         	|
model_forward                      	|  0.10354        	|1000           	|  103.54         	|  7.5367         	|
training_step                      	|  0.10332        	|1000           	|  103.32         	|  7.5213         	|
backward                           	|  0.087866       	|1000           	|  87.866         	|  6.3961         	|
run_validate_evaluation            	|  30.301         	|1              	|  30.301         	|  2.2057         	|
evaluation_step_and_end            	|  0.083005       	|313            	|  25.98          	|  1.8912         	|
validation_step                    	|  0.082907       	|313            	|  25.95          	|  1.889          	|
on_train_batch_end                 	|  0.0017961      	|1000           	|  1.7961         	|  0.13075        	|
zero_grad                          	|  0.0015152      	|1000           	|  1.5152         	|  0.1103         	|
get_validate_batch                 	|  0.0035554      	|314            	|  1.1164         	|  0.081267       	|
fetch_next_validate_batch          	|  0.003539       	|314            	|  1.1113         	|  0.080892       	|
training_batch_to_device           	|  0.00071843     	|1000           	|  0.71843        	|  0.052297       	|
on_train_epoch_end                 	|  0.00033829     	|500            	|  0.16914        	|  0.012313       	|
on_train_epoch_start               	|  0.00032355     	|500            	|  0.16178        	|  0.011776       	|
on_train_batch_start               	|  0.00011608     	|1000           	|  0.11608        	|  0.0084497      	|
evaluation_batch_to_device         	|  0.00020058     	|313            	|  0.062782       	|  0.0045701      	|
on_batch_start                     	|  5.0319e-05     	|1000           	|  0.050319       	|  0.0036629      	|
on_train_end                       	|  0.041592       	|1              	|  0.041592       	|  0.0030276      	|
on_after_backward                  	|  3.0301e-05     	|1000           	|  0.030301       	|  0.0022057      	|
on_before_zero_grad                	|  2.4149e-05     	|1000           	|  0.024149       	|  0.0017579      	|
on_pretrain_routine_start          	|  0.021643       	|1              	|  0.021643       	|  0.0015755      	|
on_batch_end                       	|  1.6709e-05     	|1000           	|  0.016709       	|  0.0012163      	|
on_before_optimizer_step           	|  1.364e-05      	|1000           	|  0.01364        	|  0.00099293     	|
on_before_backward                 	|  1.2393e-05     	|1000           	|  0.012393       	|  0.00090213     	|
configure_optimizers               	|  0.010077       	|1              	|  0.010077       	|  0.00073356     	|
training_step_end                  	|  8.7372e-06     	|1000           	|  0.0087372      	|  0.00063601     	|
on_validation_batch_end            	|  2.3897e-05     	|313            	|  0.0074797      	|  0.00054448     	|
on_epoch_end                       	|  1.1101e-05     	|501            	|  0.0055617      	|  0.00040486     	|
on_epoch_start                     	|  1.0787e-05     	|501            	|  0.0054043      	|  0.0003934      	|
on_validation_model_eval           	|  0.0038534      	|1              	|  0.0038534      	|  0.0002805      	|
on_validation_batch_start          	|  1.2074e-05     	|313            	|  0.0037792      	|  0.00027511     	|
validation_step_end                	|  5.9535e-06     	|313            	|  0.0018634      	|  0.00013565     	|
on_train_start                     	|  0.001007       	|1              	|  0.001007       	|  7.33e-05       	|
on_validation_start                	|  0.00045727     	|1              	|  0.00045727     	|  3.3287e-05     	|
on_validation_end                  	|  0.00015378     	|1              	|  0.00015378     	|  1.1194e-05     	|
on_fit_end                         	|  0.00010123     	|1              	|  0.00010123     	|  7.3693e-06     	|
on_before_accelerator_backend_setup	|  3.8404e-05     	|2              	|  7.6808e-05     	|  5.5911e-06     	|
setup                              	|  2.1695e-05     	|2              	|  4.339e-05      	|  3.1585e-06     	|
on_configure_sharded_model         	|  2.1152e-05     	|2              	|  4.2304e-05     	|  3.0795e-06     	|
teardown                           	|  2.1035e-05     	|2              	|  4.207e-05      	|  3.0624e-06     	|
on_fit_start                       	|  3.6247e-05     	|1              	|  3.6247e-05     	|  2.6386e-06     	|
on_validation_epoch_end            	|  3.0853e-05     	|1              	|  3.0853e-05     	|  2.2459e-06     	|
configure_callbacks                	|  1.1231e-05     	|2              	|  2.2462e-05     	|  1.6351e-06     	|
on_val_dataloader                  	|  9.7044e-06     	|2              	|  1.9409e-05     	|  1.4128e-06     	|
prepare_data                       	|  9.574e-06      	|2              	|  1.9148e-05     	|  1.3939e-06     	|
configure_sharded_model            	|  7.0743e-06     	|2              	|  1.4149e-05     	|  1.0299e-06     	|
on_pretrain_routine_end            	|  1.1709e-05     	|1              	|  1.1709e-05     	|  8.5231e-07     	|
on_validation_epoch_start          	|  9.3058e-06     	|1              	|  9.3058e-06     	|  6.774e-07      	|
on_train_dataloader                	|  7.0352e-06     	|1              	|  7.0352e-06     	|  5.1212e-07     	|
