VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  406.58         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  14.243         	|25             	|  356.08         	|  87.579         	|
run_training_batch                 	|  0.29047        	|1000           	|  290.47         	|  71.441         	|
optimizer_step_with_closure_0      	|  0.28588        	|1000           	|  285.88         	|  70.312         	|
training_step_and_backward         	|  0.22269        	|1000           	|  222.69         	|  54.772         	|
backward                           	|  0.11507        	|1000           	|  115.07         	|  28.303         	|
model_forward                      	|  0.10606        	|1000           	|  106.06         	|  26.086         	|
training_step                      	|  0.10586        	|1000           	|  105.86         	|  26.037         	|
run_validate_evaluation            	|  17.637         	|1              	|  17.637         	|  4.3379         	|
evaluation_step_and_end            	|  0.10286        	|139            	|  14.298         	|  3.5166         	|
validation_step                    	|  0.10273        	|139            	|  14.279         	|  3.5121         	|
get_train_batch                    	|  0.01377        	|1025           	|  14.114         	|  3.4714         	|
fetch_next_train_batch             	|  0.013746       	|1025           	|  14.09          	|  3.4654         	|
on_train_batch_end                 	|  0.0025036      	|1000           	|  2.5036         	|  0.61576        	|
zero_grad                          	|  0.0015216      	|1000           	|  1.5216         	|  0.37423        	|
get_validate_batch                 	|  0.0063269      	|140            	|  0.88577        	|  0.21786        	|
fetch_next_validate_batch          	|  0.0063011      	|140            	|  0.88215        	|  0.21697        	|
training_batch_to_device           	|  0.00027637     	|1000           	|  0.27637        	|  0.067974       	|
on_train_batch_start               	|  9.6068e-05     	|1000           	|  0.096068       	|  0.023628       	|
on_train_end                       	|  0.049713       	|1              	|  0.049713       	|  0.012227       	|
evaluation_batch_to_device         	|  0.00033608     	|139            	|  0.046715       	|  0.01149        	|
on_after_backward                  	|  2.8339e-05     	|1000           	|  0.028339       	|  0.00697        	|
on_pretrain_routine_start          	|  0.02805        	|1              	|  0.02805        	|  0.0068989      	|
on_batch_end                       	|  2.1223e-05     	|1000           	|  0.021223       	|  0.0052198      	|
on_batch_start                     	|  2.097e-05      	|1000           	|  0.02097        	|  0.0051576      	|
on_before_zero_grad                	|  1.8406e-05     	|1000           	|  0.018406       	|  0.004527       	|
on_before_optimizer_step           	|  1.3874e-05     	|1000           	|  0.013874       	|  0.0034123      	|
on_before_backward                 	|  1.3661e-05     	|1000           	|  0.013661       	|  0.0033599      	|
on_train_epoch_end                 	|  0.00045761     	|25             	|  0.01144        	|  0.0028138      	|
on_train_epoch_start               	|  0.00044273     	|25             	|  0.011068       	|  0.0027223      	|
configure_optimizers               	|  0.010241       	|1              	|  0.010241       	|  0.0025189      	|
training_step_end                  	|  7.5117e-06     	|1000           	|  0.0075117      	|  0.0018475      	|
on_validation_batch_end            	|  4.6737e-05     	|139            	|  0.0064965      	|  0.0015978      	|
on_validation_model_eval           	|  0.0040007      	|1              	|  0.0040007      	|  0.00098399     	|
on_validation_batch_start          	|  1.8158e-05     	|139            	|  0.002524       	|  0.00062079     	|
validation_step_end                	|  1.103e-05      	|139            	|  0.0015332      	|  0.00037709     	|
on_train_start                     	|  0.0009275      	|1              	|  0.0009275      	|  0.00022812     	|
on_validation_start                	|  0.00069005     	|1              	|  0.00069005     	|  0.00016972     	|
on_epoch_end                       	|  1.2543e-05     	|26             	|  0.00032611     	|  8.0207e-05     	|
on_epoch_start                     	|  1.1673e-05     	|26             	|  0.00030351     	|  7.4649e-05     	|
on_validation_end                  	|  0.00016867     	|1              	|  0.00016867     	|  4.1485e-05     	|
on_fit_end                         	|  5.847e-05      	|1              	|  5.847e-05      	|  1.4381e-05     	|
setup                              	|  2.8195e-05     	|2              	|  5.639e-05      	|  1.3869e-05     	|
on_configure_sharded_model         	|  2.5162e-05     	|2              	|  5.0323e-05     	|  1.2377e-05     	|
teardown                           	|  2.425e-05      	|2              	|  4.85e-05       	|  1.1929e-05     	|
on_before_accelerator_backend_setup	|  2.207e-05      	|2              	|  4.4139e-05     	|  1.0856e-05     	|
on_validation_epoch_end            	|  3.7327e-05     	|1              	|  3.7327e-05     	|  9.1808e-06     	|
on_val_dataloader                  	|  1.4063e-05     	|2              	|  2.8126e-05     	|  6.9177e-06     	|
on_fit_start                       	|  2.3713e-05     	|1              	|  2.3713e-05     	|  5.8324e-06     	|
configure_sharded_model            	|  1.0247e-05     	|2              	|  2.0495e-05     	|  5.0407e-06     	|
on_pretrain_routine_end            	|  1.95e-05       	|1              	|  1.95e-05       	|  4.7961e-06     	|
configure_callbacks                	|  8.4313e-06     	|2              	|  1.6863e-05     	|  4.1474e-06     	|
prepare_data                       	|  7.0548e-06     	|2              	|  1.411e-05      	|  3.4703e-06     	|
on_validation_epoch_start          	|  1.2225e-05     	|1              	|  1.2225e-05     	|  3.0067e-06     	|
on_train_dataloader                	|  9.7565e-06     	|1              	|  9.7565e-06     	|  2.3997e-06     	|
