VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  756.74         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  3.5049         	|200            	|  700.98         	|  92.631         	|
run_training_batch                 	|  0.30446        	|1000           	|  304.46         	|  40.232         	|
optimizer_step_with_closure_0      	|  0.30024        	|1000           	|  300.24         	|  39.676         	|
training_step_and_backward         	|  0.23272        	|1000           	|  232.72         	|  30.752         	|
model_forward                      	|  0.11707        	|1000           	|  117.07         	|  15.471         	|
training_step                      	|  0.11685        	|1000           	|  116.85         	|  15.441         	|
backward                           	|  0.11394        	|1000           	|  113.94         	|  15.056         	|
get_train_batch                    	|  0.061673       	|1200           	|  74.008         	|  9.7798         	|
fetch_next_train_batch             	|  0.061639       	|1200           	|  73.967         	|  9.7745         	|
run_validate_evaluation            	|  17.557         	|1              	|  17.557         	|  2.3201         	|
evaluation_step_and_end            	|  0.10164        	|139            	|  14.128         	|  1.867          	|
validation_step                    	|  0.10152        	|139            	|  14.111         	|  1.8647         	|
on_train_batch_end                 	|  0.0026463      	|1000           	|  2.6463         	|  0.3497         	|
zero_grad                          	|  0.0016546      	|1000           	|  1.6546         	|  0.21864        	|
get_validate_batch                 	|  0.0060604      	|140            	|  0.84846        	|  0.11212        	|
fetch_next_validate_batch          	|  0.0060345      	|140            	|  0.84483        	|  0.11164        	|
training_batch_to_device           	|  0.00050395     	|1000           	|  0.50395        	|  0.066595       	|
on_train_batch_start               	|  0.00011178     	|1000           	|  0.11178        	|  0.014772       	|
on_train_end                       	|  0.087023       	|1              	|  0.087023       	|  0.0115         	|
on_train_epoch_start               	|  0.00037378     	|200            	|  0.074757       	|  0.0098787      	|
on_train_epoch_end                 	|  0.00034532     	|200            	|  0.069063       	|  0.0091264      	|
evaluation_batch_to_device         	|  0.00032916     	|139            	|  0.045753       	|  0.0060461      	|
on_batch_start                     	|  3.4549e-05     	|1000           	|  0.034549       	|  0.0045655      	|
on_after_backward                  	|  3.3433e-05     	|1000           	|  0.033433       	|  0.004418       	|
configure_optimizers               	|  0.025337       	|1              	|  0.025337       	|  0.0033482      	|
on_pretrain_routine_start          	|  0.022665       	|1              	|  0.022665       	|  0.0029951      	|
on_before_zero_grad                	|  2.2174e-05     	|1000           	|  0.022174       	|  0.0029301      	|
on_batch_end                       	|  1.6958e-05     	|1000           	|  0.016958       	|  0.002241       	|
on_before_optimizer_step           	|  1.6387e-05     	|1000           	|  0.016387       	|  0.0021655      	|
on_before_backward                 	|  1.428e-05      	|1000           	|  0.01428        	|  0.0018871      	|
training_step_end                  	|  9.0562e-06     	|1000           	|  0.0090562      	|  0.0011967      	|
on_validation_model_eval           	|  0.0079178      	|1              	|  0.0079178      	|  0.0010463      	|
on_validation_batch_end            	|  4.3856e-05     	|139            	|  0.006096       	|  0.00080556     	|
on_epoch_end                       	|  1.2921e-05     	|201            	|  0.0025971      	|  0.00034319     	|
on_validation_batch_start          	|  1.7911e-05     	|139            	|  0.0024896      	|  0.00032899     	|
on_epoch_start                     	|  1.1717e-05     	|201            	|  0.0023552      	|  0.00031123     	|
validation_step_end                	|  9.8352e-06     	|139            	|  0.0013671      	|  0.00018066     	|
on_train_start                     	|  0.0012509      	|1              	|  0.0012509      	|  0.0001653      	|
on_validation_start                	|  0.0010245      	|1              	|  0.0010245      	|  0.00013538     	|
on_validation_end                  	|  0.00022499     	|1              	|  0.00022499     	|  2.9731e-05     	|
setup                              	|  3.3563e-05     	|2              	|  6.7126e-05     	|  8.8704e-06     	|
on_fit_end                         	|  6.6567e-05     	|1              	|  6.6567e-05     	|  8.7966e-06     	|
on_configure_sharded_model         	|  3.0908e-05     	|2              	|  6.1816e-05     	|  8.1687e-06     	|
on_before_accelerator_backend_setup	|  3.0785e-05     	|2              	|  6.157e-05      	|  8.1362e-06     	|
teardown                           	|  2.8808e-05     	|2              	|  5.7615e-05     	|  7.6136e-06     	|
on_fit_start                       	|  4.5503e-05     	|1              	|  4.5503e-05     	|  6.013e-06      	|
on_validation_epoch_end            	|  3.8173e-05     	|1              	|  3.8173e-05     	|  5.0444e-06     	|
on_val_dataloader                  	|  1.8007e-05     	|2              	|  3.6014e-05     	|  4.7591e-06     	|
configure_sharded_model            	|  9.709e-06      	|2              	|  1.9418e-05     	|  2.566e-06      	|
on_validation_epoch_start          	|  1.8347e-05     	|1              	|  1.8347e-05     	|  2.4245e-06     	|
prepare_data                       	|  8.286e-06      	|2              	|  1.6572e-05     	|  2.1899e-06     	|
configure_callbacks                	|  7.5903e-06     	|2              	|  1.5181e-05     	|  2.006e-06      	|
on_pretrain_routine_end            	|  1.2124e-05     	|1              	|  1.2124e-05     	|  1.6021e-06     	|
on_train_dataloader                	|  9.3319e-06     	|1              	|  9.3319e-06     	|  1.2332e-06     	|
