VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  524.52         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  2.6668         	|167            	|  445.36         	|  84.907         	|
run_training_batch                 	|  0.38512        	|1000           	|  385.12         	|  73.424         	|
optimizer_step_with_closure_0      	|  0.38242        	|1000           	|  382.42         	|  72.909         	|
training_step_and_backward         	|  0.30182        	|1000           	|  301.82         	|  57.541         	|
model_forward                      	|  0.17437        	|1000           	|  174.37         	|  33.244         	|
training_step                      	|  0.17423        	|1000           	|  174.23         	|  33.216         	|
backward                           	|  0.12609        	|1000           	|  126.09         	|  24.038         	|
run_validate_evaluation            	|  34.992         	|1              	|  34.992         	|  6.6712         	|
evaluation_step_and_end            	|  0.27464        	|125            	|  34.33          	|  6.545          	|
validation_step                    	|  0.27459        	|125            	|  34.323         	|  6.5437         	|
get_train_batch                    	|  0.014931       	|1167           	|  17.424         	|  3.3219         	|
fetch_next_train_batch             	|  0.014908       	|1167           	|  17.397         	|  3.3168         	|
zero_grad                          	|  0.0013317      	|1000           	|  1.3317         	|  0.2539         	|
on_train_batch_end                 	|  0.0012403      	|1000           	|  1.2403         	|  0.23647        	|
get_validate_batch                 	|  0.002758       	|126            	|  0.34751        	|  0.066253       	|
fetch_next_validate_batch          	|  0.0027441      	|126            	|  0.34576        	|  0.065918       	|
training_batch_to_device           	|  0.00031874     	|1000           	|  0.31874        	|  0.060767       	|
on_train_batch_start               	|  9.5763e-05     	|1000           	|  0.095763       	|  0.018257       	|
on_train_epoch_start               	|  0.00027651     	|167            	|  0.046176       	|  0.0088035      	|
on_train_epoch_end                 	|  0.0002615      	|167            	|  0.04367        	|  0.0083257      	|
evaluation_batch_to_device         	|  0.00023739     	|125            	|  0.029674       	|  0.0056574      	|
on_train_end                       	|  0.026296       	|1              	|  0.026296       	|  0.0050134      	|
on_pretrain_routine_start          	|  0.022644       	|1              	|  0.022644       	|  0.0043171      	|
on_batch_start                     	|  2.0769e-05     	|1000           	|  0.020769       	|  0.0039596      	|
on_before_zero_grad                	|  1.5559e-05     	|1000           	|  0.015559       	|  0.0029663      	|
on_batch_end                       	|  1.4111e-05     	|1000           	|  0.014111       	|  0.0026903      	|
on_after_backward                  	|  1.1864e-05     	|1000           	|  0.011864       	|  0.002262       	|
on_before_optimizer_step           	|  1.105e-05      	|1000           	|  0.01105        	|  0.0021066      	|
on_before_backward                 	|  1.079e-05      	|1000           	|  0.01079        	|  0.0020571      	|
configure_optimizers               	|  0.0081012      	|1              	|  0.0081012      	|  0.0015445      	|
training_step_end                  	|  7.0809e-06     	|1000           	|  0.0070809      	|  0.00135        	|
on_validation_model_eval           	|  0.0040703      	|1              	|  0.0040703      	|  0.000776       	|
on_validation_batch_end            	|  1.9712e-05     	|125            	|  0.002464       	|  0.00046976     	|
on_epoch_start                     	|  1.0926e-05     	|168            	|  0.0018355      	|  0.00034994     	|
on_epoch_end                       	|  1.075e-05      	|168            	|  0.001806       	|  0.00034431     	|
on_validation_batch_start          	|  9.9909e-06     	|125            	|  0.0012489      	|  0.0002381      	|
on_train_start                     	|  0.00072532     	|1              	|  0.00072532     	|  0.00013828     	|
validation_step_end                	|  5.2944e-06     	|125            	|  0.0006618      	|  0.00012617     	|
on_validation_start                	|  0.00029617     	|1              	|  0.00029617     	|  5.6466e-05     	|
on_validation_end                  	|  0.00011677     	|1              	|  0.00011677     	|  2.2262e-05     	|
on_before_accelerator_backend_setup	|  2.0294e-05     	|2              	|  4.0587e-05     	|  7.7379e-06     	|
teardown                           	|  1.5479e-05     	|2              	|  3.0957e-05     	|  5.902e-06      	|
setup                              	|  1.4472e-05     	|2              	|  2.8944e-05     	|  5.5182e-06     	|
on_configure_sharded_model         	|  1.3811e-05     	|2              	|  2.7622e-05     	|  5.2661e-06     	|
on_fit_end                         	|  2.3634e-05     	|1              	|  2.3634e-05     	|  4.5058e-06     	|
on_validation_epoch_end            	|  1.9286e-05     	|1              	|  1.9286e-05     	|  3.6769e-06     	|
on_fit_start                       	|  1.8014e-05     	|1              	|  1.8014e-05     	|  3.4344e-06     	|
prepare_data                       	|  6.287e-06      	|2              	|  1.2574e-05     	|  2.3972e-06     	|
on_val_dataloader                  	|  6.1765e-06     	|2              	|  1.2353e-05     	|  2.3551e-06     	|
configure_callbacks                	|  5.3906e-06     	|2              	|  1.0781e-05     	|  2.0554e-06     	|
configure_sharded_model            	|  4.9445e-06     	|2              	|  9.889e-06      	|  1.8853e-06     	|
on_validation_epoch_start          	|  9.638e-06      	|1              	|  9.638e-06      	|  1.8375e-06     	|
on_pretrain_routine_end            	|  9.388e-06      	|1              	|  9.388e-06      	|  1.7898e-06     	|
on_train_dataloader                	|  4.538e-06      	|1              	|  4.538e-06      	|  8.6517e-07     	|
VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  1701.0         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  9.3017         	|167            	|  1553.4         	|  91.322         	|
run_training_batch                 	|  0.1877         	|8000           	|  1501.6         	|  88.276         	|
training_step_and_backward         	|  0.1775         	|8000           	|  1420.0         	|  83.482         	|
model_forward                      	|  0.093834       	|8000           	|  750.67         	|  44.131         	|
training_step                      	|  0.093698       	|8000           	|  749.59         	|  44.067         	|
backward                           	|  0.083487       	|8000           	|  667.9          	|  39.265         	|
optimizer_step_with_closure_0      	|  0.2364         	|1000           	|  236.4          	|  13.898         	|
run_validate_evaluation            	|  101.52         	|1              	|  101.52         	|  5.9683         	|
evaluation_step_and_end            	|  0.099504       	|1000           	|  99.504         	|  5.8497         	|
validation_step                    	|  0.099453       	|1000           	|  99.453         	|  5.8468         	|
get_train_batch                    	|  0.0038567      	|8167           	|  31.497         	|  1.8517         	|
fetch_next_train_batch             	|  0.0038391      	|8167           	|  31.354         	|  1.8433         	|
on_train_batch_end                 	|  0.0010717      	|8000           	|  8.574          	|  0.50405        	|
training_batch_to_device           	|  0.00022387     	|8000           	|  1.791          	|  0.10529        	|
get_validate_batch                 	|  0.0014784      	|1001           	|  1.4799         	|  0.087001       	|
fetch_next_validate_batch          	|  0.0014637      	|1001           	|  1.4651         	|  0.086134       	|
zero_grad                          	|  0.0013084      	|1000           	|  1.3084         	|  0.07692        	|
on_train_batch_start               	|  9.1269e-05     	|8000           	|  0.73016        	|  0.042925       	|
evaluation_batch_to_device         	|  0.00020915     	|1000           	|  0.20915        	|  0.012295       	|
on_batch_start                     	|  1.5005e-05     	|8000           	|  0.12004        	|  0.0070572      	|
on_batch_end                       	|  1.3108e-05     	|8000           	|  0.10487        	|  0.0061651      	|
on_before_backward                 	|  1.2946e-05     	|8000           	|  0.10357        	|  0.0060887      	|
on_after_backward                  	|  1.149e-05      	|8000           	|  0.091919       	|  0.0054038      	|
on_train_epoch_start               	|  0.0002822      	|167            	|  0.047127       	|  0.0027706      	|
training_step_end                  	|  5.7103e-06     	|8000           	|  0.045683       	|  0.0026856      	|
on_train_epoch_end                 	|  0.00025397     	|167            	|  0.042413       	|  0.0024934      	|
on_train_end                       	|  0.025386       	|1              	|  0.025386       	|  0.0014924      	|
on_pretrain_routine_start          	|  0.02285        	|1              	|  0.02285        	|  0.0013433      	|
on_validation_batch_end            	|  1.8451e-05     	|1000           	|  0.018451       	|  0.0010847      	|
on_before_zero_grad                	|  1.5594e-05     	|1000           	|  0.015594       	|  0.00091676     	|
on_before_optimizer_step           	|  1.2522e-05     	|1000           	|  0.012522       	|  0.00073614     	|
on_validation_batch_start          	|  9.6574e-06     	|1000           	|  0.0096574      	|  0.00056775     	|
configure_optimizers               	|  0.0086035      	|1              	|  0.0086035      	|  0.00050579     	|
validation_step_end                	|  4.6168e-06     	|1000           	|  0.0046168      	|  0.00027142     	|
on_validation_model_eval           	|  0.0045835      	|1              	|  0.0045835      	|  0.00026946     	|
on_epoch_start                     	|  1.0798e-05     	|168            	|  0.001814       	|  0.00010664     	|
on_epoch_end                       	|  1.0544e-05     	|168            	|  0.0017713      	|  0.00010413     	|
on_train_start                     	|  0.00071162     	|1              	|  0.00071162     	|  4.1835e-05     	|
on_validation_start                	|  0.0003282      	|1              	|  0.0003282      	|  1.9294e-05     	|
on_validation_end                  	|  0.00011095     	|1              	|  0.00011095     	|  6.5225e-06     	|
on_before_accelerator_backend_setup	|  1.8855e-05     	|2              	|  3.771e-05      	|  2.2169e-06     	|
teardown                           	|  1.6156e-05     	|2              	|  3.2311e-05     	|  1.8995e-06     	|
setup                              	|  1.5759e-05     	|2              	|  3.1518e-05     	|  1.8529e-06     	|
on_configure_sharded_model         	|  1.4433e-05     	|2              	|  2.8865e-05     	|  1.697e-06      	|
on_fit_end                         	|  2.137e-05      	|1              	|  2.137e-05      	|  1.2563e-06     	|
on_validation_epoch_end            	|  1.8524e-05     	|1              	|  1.8524e-05     	|  1.089e-06      	|
on_fit_start                       	|  1.7222e-05     	|1              	|  1.7222e-05     	|  1.0125e-06     	|
on_pretrain_routine_end            	|  1.2934e-05     	|1              	|  1.2934e-05     	|  7.6037e-07     	|
prepare_data                       	|  6.2014e-06     	|2              	|  1.2403e-05     	|  7.2915e-07     	|
configure_callbacks                	|  5.8712e-06     	|2              	|  1.1742e-05     	|  6.9032e-07     	|
on_val_dataloader                  	|  5.8706e-06     	|2              	|  1.1741e-05     	|  6.9025e-07     	|
configure_sharded_model            	|  5.1947e-06     	|2              	|  1.0389e-05     	|  6.1078e-07     	|
on_validation_epoch_start          	|  9.137e-06      	|1              	|  9.137e-06      	|  5.3715e-07     	|
on_train_dataloader                	|  4.3588e-06     	|1              	|  4.3588e-06     	|  2.5625e-07     	|
