VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1335.1         	|  100 %          	|
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run_training_epoch                 	|  2.5939         	|500            	|  1297.0         	|  97.142         	|
run_training_batch                 	|  0.29352        	|1000           	|  293.52         	|  21.985         	|
optimizer_step_with_closure_0      	|  0.28915        	|1000           	|  289.15         	|  21.657         	|
training_step_and_backward         	|  0.21804        	|1000           	|  218.04         	|  16.331         	|
get_train_batch                    	|  0.1241         	|1500           	|  186.16         	|  13.943         	|
fetch_next_train_batch             	|  0.12406        	|1500           	|  186.09         	|  13.938         	|
model_forward                      	|  0.11385        	|1000           	|  113.85         	|  8.5275         	|
training_step                      	|  0.11361        	|1000           	|  113.61         	|  8.5092         	|
backward                           	|  0.10243        	|1000           	|  102.43         	|  7.6719         	|
run_validate_evaluation            	|  7.9489         	|1              	|  7.9489         	|  0.59537        	|
evaluation_step_and_end            	|  0.10064        	|48             	|  4.8306         	|  0.36181        	|
validation_step                    	|  0.10052        	|48             	|  4.825          	|  0.36139        	|
on_train_batch_end                 	|  0.0025356      	|1000           	|  2.5356         	|  0.18991        	|
zero_grad                          	|  0.001716       	|1000           	|  1.716          	|  0.12853        	|
training_batch_to_device           	|  0.00075439     	|1000           	|  0.75439        	|  0.056503       	|
get_validate_batch                 	|  0.014598       	|49             	|  0.71532        	|  0.053577       	|
fetch_next_validate_batch          	|  0.014572       	|49             	|  0.71401        	|  0.053479       	|
on_train_epoch_start               	|  0.00034473     	|500            	|  0.17236        	|  0.01291        	|
on_train_epoch_end                 	|  0.00034307     	|500            	|  0.17153        	|  0.012848       	|
on_train_batch_start               	|  0.00013254     	|1000           	|  0.13254        	|  0.0099268      	|
on_batch_start                     	|  5.3742e-05     	|1000           	|  0.053742       	|  0.0040253      	|
on_train_end                       	|  0.044669       	|1              	|  0.044669       	|  0.0033457      	|
on_after_backward                  	|  3.0033e-05     	|1000           	|  0.030033       	|  0.0022494      	|
on_before_zero_grad                	|  2.5687e-05     	|1000           	|  0.025687       	|  0.0019239      	|
on_pretrain_routine_start          	|  0.022293       	|1              	|  0.022293       	|  0.0016698      	|
on_before_backward                 	|  1.8527e-05     	|1000           	|  0.018527       	|  0.0013877      	|
on_before_optimizer_step           	|  1.7167e-05     	|1000           	|  0.017167       	|  0.0012858      	|
on_batch_end                       	|  1.5606e-05     	|1000           	|  0.015606       	|  0.0011689      	|
evaluation_batch_to_device         	|  0.00029049     	|48             	|  0.013944       	|  0.0010444      	|
training_step_end                  	|  1.0622e-05     	|1000           	|  0.010622       	|  0.00079559     	|
configure_optimizers               	|  0.0091238      	|1              	|  0.0091238      	|  0.00068337     	|
on_epoch_start                     	|  1.2105e-05     	|501            	|  0.0060648      	|  0.00045425     	|
on_epoch_end                       	|  1.1492e-05     	|501            	|  0.0057576      	|  0.00043124     	|
on_validation_model_eval           	|  0.0046718      	|1              	|  0.0046718      	|  0.00034991     	|
on_validation_batch_end            	|  4.3352e-05     	|48             	|  0.0020809      	|  0.00015586     	|
on_validation_batch_start          	|  1.8292e-05     	|48             	|  0.000878       	|  6.5762e-05     	|
on_train_start                     	|  0.0007976      	|1              	|  0.0007976      	|  5.974e-05      	|
on_validation_start                	|  0.00066398     	|1              	|  0.00066398     	|  4.9732e-05     	|
validation_step_end                	|  9.7055e-06     	|48             	|  0.00046586     	|  3.4893e-05     	|
on_validation_end                  	|  0.00014405     	|1              	|  0.00014405     	|  1.0789e-05     	|
on_fit_end                         	|  5.809e-05      	|1              	|  5.809e-05      	|  4.3509e-06     	|
setup                              	|  2.6726e-05     	|2              	|  5.3452e-05     	|  4.0036e-06     	|
on_before_accelerator_backend_setup	|  2.6557e-05     	|2              	|  5.3113e-05     	|  3.9782e-06     	|
on_configure_sharded_model         	|  2.5992e-05     	|2              	|  5.1985e-05     	|  3.8936e-06     	|
teardown                           	|  2.353e-05      	|2              	|  4.706e-05      	|  3.5248e-06     	|
on_val_dataloader                  	|  1.767e-05      	|2              	|  3.534e-05      	|  2.647e-06      	|
on_validation_epoch_end            	|  2.729e-05      	|1              	|  2.729e-05      	|  2.044e-06      	|
on_fit_start                       	|  2.0795e-05     	|1              	|  2.0795e-05     	|  1.5575e-06     	|
prepare_data                       	|  8.8234e-06     	|2              	|  1.7647e-05     	|  1.3217e-06     	|
configure_callbacks                	|  8.4396e-06     	|2              	|  1.6879e-05     	|  1.2643e-06     	|
configure_sharded_model            	|  7.8399e-06     	|2              	|  1.568e-05      	|  1.1744e-06     	|
on_pretrain_routine_end            	|  1.4497e-05     	|1              	|  1.4497e-05     	|  1.0858e-06     	|
on_validation_epoch_start          	|  1.2329e-05     	|1              	|  1.2329e-05     	|  9.2343e-07     	|
on_train_dataloader                	|  7.6313e-06     	|1              	|  7.6313e-06     	|  5.7158e-07     	|
