VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1749.8         	|  100 %          	|
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run_training_epoch                 	|  3.3718         	|500            	|  1685.9         	|  96.35          	|
run_training_batch                 	|  0.40613        	|1000           	|  406.13         	|  23.21          	|
optimizer_step_with_closure_0      	|  0.402          	|1000           	|  402.0          	|  22.974         	|
training_step_and_backward         	|  0.29727        	|1000           	|  297.27         	|  16.989         	|
get_train_batch                    	|  0.13469        	|1500           	|  202.03         	|  11.546         	|
fetch_next_train_batch             	|  0.13465        	|1500           	|  201.97         	|  11.543         	|
model_forward                      	|  0.16293        	|1000           	|  162.93         	|  9.3115         	|
training_step                      	|  0.1627         	|1000           	|  162.7          	|  9.2982         	|
backward                           	|  0.13279        	|1000           	|  132.79         	|  7.5892         	|
run_validate_evaluation            	|  30.788         	|1              	|  30.788         	|  1.7595         	|
evaluation_step_and_end            	|  0.21975        	|125            	|  27.469         	|  1.5699         	|
validation_step                    	|  0.21963        	|125            	|  27.454         	|  1.569          	|
on_train_batch_end                 	|  0.0024116      	|1000           	|  2.4116         	|  0.13782        	|
zero_grad                          	|  0.0015054      	|1000           	|  1.5054         	|  0.086032       	|
get_validate_batch                 	|  0.0057753      	|126            	|  0.72768        	|  0.041587       	|
fetch_next_validate_batch          	|  0.005747       	|126            	|  0.72412        	|  0.041383       	|
training_batch_to_device           	|  0.00063772     	|1000           	|  0.63772        	|  0.036446       	|
on_train_epoch_end                 	|  0.00037044     	|500            	|  0.18522        	|  0.010585       	|
on_train_epoch_start               	|  0.00034316     	|500            	|  0.17158        	|  0.0098058      	|
on_train_batch_start               	|  0.00011385     	|1000           	|  0.11385        	|  0.0065067      	|
on_batch_start                     	|  4.4154e-05     	|1000           	|  0.044154       	|  0.0025234      	|
on_train_end                       	|  0.041979       	|1              	|  0.041979       	|  0.0023991      	|
evaluation_batch_to_device         	|  0.0002907      	|125            	|  0.036338       	|  0.0020767      	|
on_after_backward                  	|  2.5502e-05     	|1000           	|  0.025502       	|  0.0014574      	|
on_before_zero_grad                	|  2.3392e-05     	|1000           	|  0.023392       	|  0.0013369      	|
on_pretrain_routine_start          	|  0.021722       	|1              	|  0.021722       	|  0.0012414      	|
on_before_backward                 	|  1.6414e-05     	|1000           	|  0.016414       	|  0.00093809     	|
on_before_optimizer_step           	|  1.6174e-05     	|1000           	|  0.016174       	|  0.00092433     	|
on_batch_end                       	|  1.6118e-05     	|1000           	|  0.016118       	|  0.00092113     	|
training_step_end                  	|  9.238e-06      	|1000           	|  0.009238       	|  0.00052796     	|
configure_optimizers               	|  0.0079537      	|1              	|  0.0079537      	|  0.00045456     	|
on_validation_batch_end            	|  4.7632e-05     	|125            	|  0.005954       	|  0.00034028     	|
on_epoch_end                       	|  1.1665e-05     	|501            	|  0.005844       	|  0.00033398     	|
on_epoch_start                     	|  1.144e-05      	|501            	|  0.0057313      	|  0.00032754     	|
on_validation_model_eval           	|  0.0041208      	|1              	|  0.0041208      	|  0.0002355      	|
on_validation_batch_start          	|  1.9384e-05     	|125            	|  0.0024229      	|  0.00013847     	|
on_train_start                     	|  0.001765       	|1              	|  0.001765       	|  0.00010087     	|
validation_step_end                	|  1.0192e-05     	|125            	|  0.001274       	|  7.281e-05      	|
on_validation_start                	|  0.0005807      	|1              	|  0.0005807      	|  3.3187e-05     	|
on_validation_end                  	|  0.00028365     	|1              	|  0.00028365     	|  1.6211e-05     	|
teardown                           	|  3.9517e-05     	|2              	|  7.9034e-05     	|  4.5168e-06     	|
on_before_accelerator_backend_setup	|  2.7387e-05     	|2              	|  5.4775e-05     	|  3.1304e-06     	|
setup                              	|  2.4593e-05     	|2              	|  4.9185e-05     	|  2.8109e-06     	|
on_configure_sharded_model         	|  2.3969e-05     	|2              	|  4.7937e-05     	|  2.7396e-06     	|
on_validation_epoch_end            	|  3.5319e-05     	|1              	|  3.5319e-05     	|  2.0185e-06     	|
on_fit_end                         	|  3.3604e-05     	|1              	|  3.3604e-05     	|  1.9205e-06     	|
on_val_dataloader                  	|  1.033e-05      	|2              	|  2.066e-05      	|  1.1808e-06     	|
on_fit_start                       	|  1.7893e-05     	|1              	|  1.7893e-05     	|  1.0226e-06     	|
configure_sharded_model            	|  8.1705e-06     	|2              	|  1.6341e-05     	|  9.3389e-07     	|
prepare_data                       	|  7.7235e-06     	|2              	|  1.5447e-05     	|  8.828e-07      	|
configure_callbacks                	|  7.567e-06      	|2              	|  1.5134e-05     	|  8.6491e-07     	|
on_validation_epoch_start          	|  1.232e-05      	|1              	|  1.232e-05      	|  7.0406e-07     	|
on_pretrain_routine_end            	|  1.1956e-05     	|1              	|  1.1956e-05     	|  6.8331e-07     	|
on_train_dataloader                	|  5.0366e-06     	|1              	|  5.0366e-06     	|  2.8784e-07     	|
