VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1174.6         	|  100 %          	|
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run_training_epoch                 	|  2.2751         	|500            	|  1137.5         	|  96.849         	|
run_training_batch                 	|  0.30621        	|1000           	|  306.21         	|  26.07          	|
optimizer_step_with_closure_0      	|  0.30159        	|1000           	|  301.59         	|  25.677         	|
training_step_and_backward         	|  0.23236        	|1000           	|  232.36         	|  19.783         	|
get_train_batch                    	|  0.10949        	|1500           	|  164.23         	|  13.982         	|
fetch_next_train_batch             	|  0.10944        	|1500           	|  164.16         	|  13.977         	|
model_forward                      	|  0.11545        	|1000           	|  115.45         	|  9.8292         	|
backward                           	|  0.11526        	|1000           	|  115.26         	|  9.8127         	|
training_step                      	|  0.1152         	|1000           	|  115.2          	|  9.8082         	|
run_validate_evaluation            	|  7.1365         	|1              	|  7.1365         	|  0.60759        	|
evaluation_step_and_end            	|  0.10112        	|48             	|  4.8539         	|  0.41325        	|
validation_step                    	|  0.10101        	|48             	|  4.8487         	|  0.41281        	|
on_train_batch_end                 	|  0.0025087      	|1000           	|  2.5087         	|  0.21359        	|
zero_grad                          	|  0.0016112      	|1000           	|  1.6112         	|  0.13718        	|
training_batch_to_device           	|  0.00077095     	|1000           	|  0.77095        	|  0.065638       	|
get_validate_batch                 	|  0.013598       	|49             	|  0.66632        	|  0.056729       	|
fetch_next_validate_batch          	|  0.013575       	|49             	|  0.66519        	|  0.056634       	|
on_train_epoch_end                 	|  0.00035357     	|500            	|  0.17679        	|  0.015051       	|
on_train_epoch_start               	|  0.00034585     	|500            	|  0.17293        	|  0.014723       	|
on_train_batch_start               	|  0.00011456     	|1000           	|  0.11456        	|  0.0097537      	|
on_batch_start                     	|  5.1639e-05     	|1000           	|  0.051639       	|  0.0043965      	|
on_train_end                       	|  0.043693       	|1              	|  0.043693       	|  0.00372        	|
on_after_backward                  	|  2.7617e-05     	|1000           	|  0.027617       	|  0.0023513      	|
on_before_zero_grad                	|  2.3979e-05     	|1000           	|  0.023979       	|  0.0020416      	|
on_pretrain_routine_start          	|  0.022301       	|1              	|  0.022301       	|  0.0018987      	|
on_before_optimizer_step           	|  1.7797e-05     	|1000           	|  0.017797       	|  0.0015152      	|
on_batch_end                       	|  1.6781e-05     	|1000           	|  0.016781       	|  0.0014287      	|
on_before_backward                 	|  1.6089e-05     	|1000           	|  0.016089       	|  0.0013698      	|
evaluation_batch_to_device         	|  0.00029533     	|48             	|  0.014176       	|  0.0012069      	|
training_step_end                  	|  1.1131e-05     	|1000           	|  0.011131       	|  0.00094768     	|
configure_optimizers               	|  0.011099       	|1              	|  0.011099       	|  0.00094494     	|
on_epoch_end                       	|  1.6393e-05     	|501            	|  0.008213       	|  0.00069925     	|
on_epoch_start                     	|  1.158e-05      	|501            	|  0.0058015      	|  0.00049393     	|
on_validation_model_eval           	|  0.0048482      	|1              	|  0.0048482      	|  0.00041277     	|
on_validation_batch_end            	|  4.0199e-05     	|48             	|  0.0019296      	|  0.00016428     	|
on_train_start                     	|  0.001093       	|1              	|  0.001093       	|  9.3054e-05     	|
on_validation_batch_start          	|  1.674e-05      	|48             	|  0.00080352     	|  6.8411e-05     	|
on_validation_start                	|  0.0005743      	|1              	|  0.0005743      	|  4.8895e-05     	|
validation_step_end                	|  9.427e-06      	|48             	|  0.0004525      	|  3.8525e-05     	|
on_validation_end                  	|  0.00015235     	|1              	|  0.00015235     	|  1.2971e-05     	|
on_fit_end                         	|  7.2079e-05     	|1              	|  7.2079e-05     	|  6.1367e-06     	|
on_before_accelerator_backend_setup	|  2.5244e-05     	|2              	|  5.0489e-05     	|  4.2986e-06     	|
on_configure_sharded_model         	|  2.3744e-05     	|2              	|  4.7488e-05     	|  4.0431e-06     	|
teardown                           	|  2.3724e-05     	|2              	|  4.7447e-05     	|  4.0396e-06     	|
on_fit_start                       	|  4.5504e-05     	|1              	|  4.5504e-05     	|  3.8742e-06     	|
setup                              	|  2.0427e-05     	|2              	|  4.0853e-05     	|  3.4782e-06     	|
on_val_dataloader                  	|  1.6021e-05     	|2              	|  3.2041e-05     	|  2.728e-06      	|
on_validation_epoch_end            	|  3.1682e-05     	|1              	|  3.1682e-05     	|  2.6973e-06     	|
prepare_data                       	|  8.9565e-06     	|2              	|  1.7913e-05     	|  1.5251e-06     	|
configure_callbacks                	|  8.8895e-06     	|2              	|  1.7779e-05     	|  1.5137e-06     	|
configure_sharded_model            	|  8.3363e-06     	|2              	|  1.6673e-05     	|  1.4195e-06     	|
on_pretrain_routine_end            	|  1.5661e-05     	|1              	|  1.5661e-05     	|  1.3334e-06     	|
on_validation_epoch_start          	|  1.3553e-05     	|1              	|  1.3553e-05     	|  1.1539e-06     	|
on_train_dataloader                	|  7.5791e-06     	|1              	|  7.5791e-06     	|  6.4528e-07     	|
