VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  410.55         	|  100 %          	|
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run_training_epoch                 	|  16.689         	|21             	|  350.47         	|  85.366         	|
run_training_batch                 	|  0.30241        	|1000           	|  302.41         	|  73.658         	|
optimizer_step_with_closure_0      	|  0.29856        	|1000           	|  298.56         	|  72.722         	|
training_step_and_backward         	|  0.22934        	|1000           	|  229.34         	|  55.86          	|
backward                           	|  0.11553        	|1000           	|  115.53         	|  28.14          	|
model_forward                      	|  0.1121         	|1000           	|  112.1          	|  27.304         	|
training_step                      	|  0.11188        	|1000           	|  111.88         	|  27.251         	|
run_validate_evaluation            	|  16.485         	|1              	|  16.485         	|  4.0152         	|
evaluation_step_and_end            	|  0.10806        	|125            	|  13.507         	|  3.29           	|
validation_step                    	|  0.10791        	|125            	|  13.489         	|  3.2855         	|
get_train_batch                    	|  0.010165       	|1021           	|  10.379         	|  2.5279         	|
fetch_next_train_batch             	|  0.010139       	|1021           	|  10.352         	|  2.5214         	|
on_train_batch_end                 	|  0.0024669      	|1000           	|  2.4669         	|  0.60086        	|
zero_grad                          	|  0.0016722      	|1000           	|  1.6722         	|  0.40731        	|
get_validate_batch                 	|  0.0063848      	|126            	|  0.80449        	|  0.19595        	|
fetch_next_validate_batch          	|  0.0063548      	|126            	|  0.80071        	|  0.19503        	|
training_batch_to_device           	|  0.00029912     	|1000           	|  0.29912        	|  0.072858       	|
on_train_batch_start               	|  0.00011368     	|1000           	|  0.11368        	|  0.02769        	|
on_train_end                       	|  0.084409       	|1              	|  0.084409       	|  0.02056        	|
evaluation_batch_to_device         	|  0.00034809     	|125            	|  0.043511       	|  0.010598       	|
on_after_backward                  	|  3.0582e-05     	|1000           	|  0.030582       	|  0.0074491      	|
on_batch_start                     	|  2.3501e-05     	|1000           	|  0.023501       	|  0.0057242      	|
on_pretrain_routine_start          	|  0.022181       	|1              	|  0.022181       	|  0.0054027      	|
on_before_zero_grad                	|  1.9748e-05     	|1000           	|  0.019748       	|  0.00481        	|
on_batch_end                       	|  1.7348e-05     	|1000           	|  0.017348       	|  0.0042256      	|
configure_optimizers               	|  0.015922       	|1              	|  0.015922       	|  0.0038783      	|
on_before_backward                 	|  1.5314e-05     	|1000           	|  0.015314       	|  0.00373        	|
on_before_optimizer_step           	|  1.5134e-05     	|1000           	|  0.015134       	|  0.0036863      	|
training_step_end                  	|  8.306e-06      	|1000           	|  0.008306       	|  0.0020231      	|
on_train_epoch_end                 	|  0.00038815     	|21             	|  0.0081511      	|  0.0019854      	|
on_validation_model_eval           	|  0.0080158      	|1              	|  0.0080158      	|  0.0019524      	|
on_train_epoch_start               	|  0.00036646     	|21             	|  0.0076956      	|  0.0018745      	|
on_validation_batch_end            	|  5.1008e-05     	|125            	|  0.006376       	|  0.001553       	|
on_validation_batch_start          	|  1.9185e-05     	|125            	|  0.0023981      	|  0.00058411     	|
validation_step_end                	|  1.2063e-05     	|125            	|  0.0015079      	|  0.00036729     	|
on_train_start                     	|  0.001096       	|1              	|  0.001096       	|  0.00026696     	|
on_validation_start                	|  0.00082876     	|1              	|  0.00082876     	|  0.00020187     	|
on_validation_end                  	|  0.00032771     	|1              	|  0.00032771     	|  7.9822e-05     	|
on_epoch_end                       	|  1.3157e-05     	|22             	|  0.00028945     	|  7.0502e-05     	|
on_epoch_start                     	|  1.2702e-05     	|22             	|  0.00027944     	|  6.8063e-05     	|
on_before_accelerator_backend_setup	|  3.9386e-05     	|2              	|  7.8771e-05     	|  1.9187e-05     	|
on_fit_end                         	|  6.2138e-05     	|1              	|  6.2138e-05     	|  1.5135e-05     	|
on_configure_sharded_model         	|  2.8477e-05     	|2              	|  5.6954e-05     	|  1.3873e-05     	|
setup                              	|  2.792e-05      	|2              	|  5.584e-05      	|  1.3601e-05     	|
teardown                           	|  2.4034e-05     	|2              	|  4.8067e-05     	|  1.1708e-05     	|
on_fit_start                       	|  4.2727e-05     	|1              	|  4.2727e-05     	|  1.0407e-05     	|
on_validation_epoch_end            	|  3.5845e-05     	|1              	|  3.5845e-05     	|  8.7309e-06     	|
on_val_dataloader                  	|  1.5837e-05     	|2              	|  3.1674e-05     	|  7.715e-06      	|
prepare_data                       	|  1.1815e-05     	|2              	|  2.363e-05      	|  5.7555e-06     	|
configure_callbacks                	|  9.0608e-06     	|2              	|  1.8122e-05     	|  4.414e-06      	|
configure_sharded_model            	|  8.8997e-06     	|2              	|  1.7799e-05     	|  4.3355e-06     	|
on_validation_epoch_start          	|  1.5344e-05     	|1              	|  1.5344e-05     	|  3.7375e-06     	|
on_pretrain_routine_end            	|  1.1755e-05     	|1              	|  1.1755e-05     	|  2.8633e-06     	|
on_train_dataloader                	|  7.363e-06      	|1              	|  7.363e-06      	|  1.7934e-06     	|
