VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1338.5         	|  100 %          	|
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run_training_epoch                 	|  2.5427         	|500            	|  1271.4         	|  94.985         	|
run_training_batch                 	|  0.28236        	|1000           	|  282.36         	|  21.095         	|
optimizer_step_with_closure_0      	|  0.27786        	|1000           	|  277.86         	|  20.76          	|
training_step_and_backward         	|  0.20769        	|1000           	|  207.69         	|  15.517         	|
get_train_batch                    	|  0.11765        	|1500           	|  176.48         	|  13.185         	|
fetch_next_train_batch             	|  0.11761        	|1500           	|  176.41         	|  13.18          	|
model_forward                      	|  0.11143        	|1000           	|  111.43         	|  8.3254         	|
training_step                      	|  0.1112         	|1000           	|  111.2          	|  8.3076         	|
backward                           	|  0.094538       	|1000           	|  94.538         	|  7.0631         	|
run_validate_evaluation            	|  31.033         	|1              	|  31.033         	|  2.3185         	|
evaluation_step_and_end            	|  0.085041       	|313            	|  26.618         	|  1.9887         	|
validation_step                    	|  0.084946       	|313            	|  26.588         	|  1.9864         	|
on_train_batch_end                 	|  0.002441       	|1000           	|  2.441          	|  0.18237        	|
zero_grad                          	|  0.0016727      	|1000           	|  1.6727         	|  0.12497        	|
get_validate_batch                 	|  0.003688       	|314            	|  1.158          	|  0.086518       	|
fetch_next_validate_batch          	|  0.0036687      	|314            	|  1.152          	|  0.086065       	|
training_batch_to_device           	|  0.00074196     	|1000           	|  0.74196        	|  0.055433       	|
on_train_epoch_end                 	|  0.0003545      	|500            	|  0.17725        	|  0.013243       	|
on_train_epoch_start               	|  0.00035381     	|500            	|  0.17691        	|  0.013217       	|
on_train_batch_start               	|  0.00011581     	|1000           	|  0.11581        	|  0.0086526      	|
evaluation_batch_to_device         	|  0.00025469     	|313            	|  0.079719       	|  0.0059559      	|
on_batch_start                     	|  5.9015e-05     	|1000           	|  0.059015       	|  0.0044091      	|
on_train_end                       	|  0.046302       	|1              	|  0.046302       	|  0.0034593      	|
on_after_backward                  	|  2.8321e-05     	|1000           	|  0.028321       	|  0.0021159      	|
on_before_zero_grad                	|  2.3725e-05     	|1000           	|  0.023725       	|  0.0017725      	|
on_pretrain_routine_start          	|  0.023068       	|1              	|  0.023068       	|  0.0017234      	|
on_batch_end                       	|  1.908e-05      	|1000           	|  0.01908        	|  0.0014255      	|
on_before_optimizer_step           	|  1.5727e-05     	|1000           	|  0.015727       	|  0.001175       	|
on_before_backward                 	|  1.4779e-05     	|1000           	|  0.014779       	|  0.0011041      	|
configure_optimizers               	|  0.010704       	|1              	|  0.010704       	|  0.00079968     	|
training_step_end                  	|  9.356e-06      	|1000           	|  0.009356       	|  0.000699       	|
on_validation_batch_end            	|  2.9124e-05     	|313            	|  0.0091159      	|  0.00068106     	|
on_epoch_end                       	|  1.3549e-05     	|501            	|  0.0067878      	|  0.00050713     	|
on_epoch_start                     	|  1.0829e-05     	|501            	|  0.0054254      	|  0.00040534     	|
on_validation_model_eval           	|  0.0049821      	|1              	|  0.0049821      	|  0.00037222     	|
on_validation_batch_start          	|  1.3092e-05     	|313            	|  0.0040979      	|  0.00030616     	|
validation_step_end                	|  6.8433e-06     	|313            	|  0.0021419      	|  0.00016003     	|
on_train_start                     	|  0.0012608      	|1              	|  0.0012608      	|  9.4199e-05     	|
on_validation_start                	|  0.00062918     	|1              	|  0.00062918     	|  4.7007e-05     	|
on_validation_end                  	|  0.00019589     	|1              	|  0.00019589     	|  1.4635e-05     	|
teardown                           	|  4.7443e-05     	|2              	|  9.4885e-05     	|  7.089e-06      	|
on_fit_end                         	|  6.4127e-05     	|1              	|  6.4127e-05     	|  4.791e-06      	|
setup                              	|  2.6067e-05     	|2              	|  5.2134e-05     	|  3.895e-06      	|
on_configure_sharded_model         	|  2.4767e-05     	|2              	|  4.9533e-05     	|  3.7007e-06     	|
on_validation_epoch_end            	|  4.8773e-05     	|1              	|  4.8773e-05     	|  3.6439e-06     	|
on_before_accelerator_backend_setup	|  2.3847e-05     	|2              	|  4.7693e-05     	|  3.5632e-06     	|
on_fit_start                       	|  4.6428e-05     	|1              	|  4.6428e-05     	|  3.4687e-06     	|
on_val_dataloader                  	|  1.3008e-05     	|2              	|  2.6016e-05     	|  1.9437e-06     	|
on_pretrain_routine_end            	|  1.7855e-05     	|1              	|  1.7855e-05     	|  1.334e-06      	|
configure_callbacks                	|  8.6557e-06     	|2              	|  1.7311e-05     	|  1.2934e-06     	|
prepare_data                       	|  8.4043e-06     	|2              	|  1.6809e-05     	|  1.2558e-06     	|
configure_sharded_model            	|  8.272e-06      	|2              	|  1.6544e-05     	|  1.236e-06      	|
on_validation_epoch_start          	|  1.0917e-05     	|1              	|  1.0917e-05     	|  8.1562e-07     	|
on_train_dataloader                	|  6.1393e-06     	|1              	|  6.1393e-06     	|  4.5867e-07     	|
