VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  735.66         	|  100 %          	|
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run_training_epoch                 	|  3.4266         	|200            	|  685.32         	|  93.157         	|
run_training_batch                 	|  0.2849         	|1000           	|  284.9          	|  38.727         	|
optimizer_step_with_closure_0      	|  0.28128        	|1000           	|  281.28         	|  38.235         	|
training_step_and_backward         	|  0.21703        	|1000           	|  217.03         	|  29.501         	|
model_forward                      	|  0.10902        	|1000           	|  109.02         	|  14.819         	|
training_step                      	|  0.10881        	|1000           	|  108.81         	|  14.79          	|
backward                           	|  0.10647        	|1000           	|  106.47         	|  14.472         	|
get_train_batch                    	|  0.063766       	|1200           	|  76.519         	|  10.401         	|
fetch_next_train_batch             	|  0.063735       	|1200           	|  76.481         	|  10.396         	|
run_validate_evaluation            	|  16.599         	|1              	|  16.599         	|  2.2563         	|
evaluation_step_and_end            	|  0.10057        	|139            	|  13.98          	|  1.9003         	|
validation_step                    	|  0.10045        	|139            	|  13.963         	|  1.898          	|
on_train_batch_end                 	|  0.0022859      	|1000           	|  2.2859         	|  0.31073        	|
zero_grad                          	|  0.0015034      	|1000           	|  1.5034         	|  0.20436        	|
get_validate_batch                 	|  0.0053785      	|140            	|  0.75299        	|  0.10236        	|
fetch_next_validate_batch          	|  0.0053532      	|140            	|  0.74945        	|  0.10187        	|
training_batch_to_device           	|  0.00040025     	|1000           	|  0.40025        	|  0.054407       	|
on_train_batch_start               	|  0.00010289     	|1000           	|  0.10289        	|  0.013986       	|
on_batch_start                     	|  8.7566e-05     	|1000           	|  0.087566       	|  0.011903       	|
on_train_epoch_start               	|  0.00032236     	|200            	|  0.064472       	|  0.0087638      	|
on_train_epoch_end                 	|  0.00031563     	|200            	|  0.063126       	|  0.0085809      	|
on_train_end                       	|  0.044614       	|1              	|  0.044614       	|  0.0060645      	|
evaluation_batch_to_device         	|  0.00027133     	|139            	|  0.037715       	|  0.0051266      	|
on_after_backward                  	|  2.9711e-05     	|1000           	|  0.029711       	|  0.0040387      	|
on_pretrain_routine_start          	|  0.024636       	|1              	|  0.024636       	|  0.0033488      	|
on_before_zero_grad                	|  2.0681e-05     	|1000           	|  0.020681       	|  0.0028112      	|
on_batch_end                       	|  1.7304e-05     	|1000           	|  0.017304       	|  0.0023521      	|
on_before_optimizer_step           	|  1.5363e-05     	|1000           	|  0.015363       	|  0.0020883      	|
on_before_backward                 	|  1.3517e-05     	|1000           	|  0.013517       	|  0.0018374      	|
configure_optimizers               	|  0.012187       	|1              	|  0.012187       	|  0.0016567      	|
training_step_end                  	|  8.6043e-06     	|1000           	|  0.0086043      	|  0.0011696      	|
on_validation_batch_end            	|  4.2354e-05     	|139            	|  0.0058872      	|  0.00080025     	|
on_validation_model_eval           	|  0.0042747      	|1              	|  0.0042747      	|  0.00058107     	|
on_validation_batch_start          	|  1.7413e-05     	|139            	|  0.0024204      	|  0.00032901     	|
on_epoch_start                     	|  1.1424e-05     	|201            	|  0.0022962      	|  0.00031212     	|
on_epoch_end                       	|  1.1389e-05     	|201            	|  0.0022891      	|  0.00031117     	|
on_train_start                     	|  0.0015294      	|1              	|  0.0015294      	|  0.0002079      	|
validation_step_end                	|  1.0145e-05     	|139            	|  0.0014102      	|  0.00019168     	|
on_validation_start                	|  0.00068402     	|1              	|  0.00068402     	|  9.2981e-05     	|
on_validation_end                  	|  0.00019146     	|1              	|  0.00019146     	|  2.6025e-05     	|
on_configure_sharded_model         	|  3.3236e-05     	|2              	|  6.6472e-05     	|  9.0357e-06     	|
setup                              	|  3.0695e-05     	|2              	|  6.1391e-05     	|  8.345e-06      	|
on_fit_start                       	|  5.883e-05      	|1              	|  5.883e-05      	|  7.9968e-06     	|
on_before_accelerator_backend_setup	|  2.7981e-05     	|2              	|  5.5961e-05     	|  7.6069e-06     	|
teardown                           	|  2.2768e-05     	|2              	|  4.5536e-05     	|  6.1898e-06     	|
on_validation_epoch_end            	|  4.1161e-05     	|1              	|  4.1161e-05     	|  5.5951e-06     	|
on_fit_end                         	|  3.5157e-05     	|1              	|  3.5157e-05     	|  4.779e-06      	|
on_val_dataloader                  	|  1.4503e-05     	|2              	|  2.9007e-05     	|  3.943e-06      	|
on_pretrain_routine_end            	|  2.2264e-05     	|1              	|  2.2264e-05     	|  3.0264e-06     	|
configure_sharded_model            	|  9.6206e-06     	|2              	|  1.9241e-05     	|  2.6155e-06     	|
prepare_data                       	|  7.9833e-06     	|2              	|  1.5967e-05     	|  2.1704e-06     	|
configure_callbacks                	|  7.8464e-06     	|2              	|  1.5693e-05     	|  2.1331e-06     	|
on_validation_epoch_start          	|  1.2008e-05     	|1              	|  1.2008e-05     	|  1.6323e-06     	|
on_train_dataloader                	|  7.8231e-06     	|1              	|  7.8231e-06     	|  1.0634e-06     	|
