VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  451.97         	|  100 %          	|
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run_training_epoch                 	|  6.2488         	|63             	|  393.67         	|  87.101         	|
run_training_batch                 	|  0.25967        	|1000           	|  259.67         	|  57.453         	|
optimizer_step_with_closure_0      	|  0.25622        	|1000           	|  256.22         	|  56.69          	|
training_step_and_backward         	|  0.19663        	|1000           	|  196.63         	|  43.505         	|
backward                           	|  0.10848        	|1000           	|  108.48         	|  24.002         	|
model_forward                      	|  0.086839       	|1000           	|  86.839         	|  19.213         	|
training_step                      	|  0.086681       	|1000           	|  86.681         	|  19.179         	|
run_validate_evaluation            	|  30.369         	|1              	|  30.369         	|  6.7192         	|
get_train_batch                    	|  0.027659       	|1063           	|  29.401         	|  6.5051         	|
fetch_next_train_batch             	|  0.027636       	|1063           	|  29.377         	|  6.4998         	|
evaluation_step_and_end            	|  0.083776       	|313            	|  26.222         	|  5.8017         	|
validation_step                    	|  0.08371        	|313            	|  26.201         	|  5.7971         	|
on_train_batch_end                 	|  0.0018084      	|1000           	|  1.8084         	|  0.4001         	|
zero_grad                          	|  0.0012711      	|1000           	|  1.2711         	|  0.28125        	|
get_validate_batch                 	|  0.0034974      	|314            	|  1.0982         	|  0.24298        	|
fetch_next_validate_batch          	|  0.0034805      	|314            	|  1.0929         	|  0.2418         	|
training_batch_to_device           	|  0.00032816     	|1000           	|  0.32816        	|  0.072607       	|
on_train_batch_start               	|  9.0825e-05     	|1000           	|  0.090825       	|  0.020095       	|
evaluation_batch_to_device         	|  0.000216       	|313            	|  0.067609       	|  0.014959       	|
on_train_end                       	|  0.045044       	|1              	|  0.045044       	|  0.0099661      	|
on_pretrain_routine_start          	|  0.021587       	|1              	|  0.021587       	|  0.0047761      	|
on_batch_start                     	|  2.1105e-05     	|1000           	|  0.021105       	|  0.0046695      	|
on_train_epoch_end                 	|  0.00031743     	|63             	|  0.019998       	|  0.0044247      	|
on_train_epoch_start               	|  0.00031433     	|63             	|  0.019803       	|  0.0043814      	|
on_after_backward                  	|  1.6939e-05     	|1000           	|  0.016939       	|  0.0037477      	|
on_batch_end                       	|  1.4285e-05     	|1000           	|  0.014285       	|  0.0031607      	|
on_before_zero_grad                	|  1.4082e-05     	|1000           	|  0.014082       	|  0.0031158      	|
on_before_backward                 	|  1.1383e-05     	|1000           	|  0.011383       	|  0.0025186      	|
on_before_optimizer_step           	|  1.1289e-05     	|1000           	|  0.011289       	|  0.0024978      	|
configure_optimizers               	|  0.0082051      	|1              	|  0.0082051      	|  0.0018154      	|
on_validation_batch_end            	|  2.3203e-05     	|313            	|  0.0072625      	|  0.0016069      	|
training_step_end                  	|  5.9209e-06     	|1000           	|  0.0059209      	|  0.00131        	|
on_validation_model_eval           	|  0.0038559      	|1              	|  0.0038559      	|  0.00085313     	|
on_validation_batch_start          	|  1.167e-05      	|313            	|  0.0036526      	|  0.00080814     	|
validation_step_end                	|  5.656e-06      	|313            	|  0.0017703      	|  0.00039169     	|
on_train_start                     	|  0.00079037     	|1              	|  0.00079037     	|  0.00017487     	|
on_epoch_end                       	|  1.1901e-05     	|64             	|  0.00076169     	|  0.00016853     	|
on_epoch_start                     	|  1.031e-05      	|64             	|  0.00065985     	|  0.00014599     	|
on_validation_start                	|  0.00054322     	|1              	|  0.00054322     	|  0.00012019     	|
on_fit_end                         	|  0.0001442      	|1              	|  0.0001442      	|  3.1906e-05     	|
on_validation_end                  	|  0.00014235     	|1              	|  0.00014235     	|  3.1495e-05     	|
on_before_accelerator_backend_setup	|  4.1371e-05     	|2              	|  8.2742e-05     	|  1.8307e-05     	|
setup                              	|  3.6466e-05     	|2              	|  7.2932e-05     	|  1.6136e-05     	|
teardown                           	|  2.912e-05      	|2              	|  5.8239e-05     	|  1.2886e-05     	|
on_configure_sharded_model         	|  2.5672e-05     	|2              	|  5.1344e-05     	|  1.136e-05      	|
configure_callbacks                	|  2.3813e-05     	|2              	|  4.7626e-05     	|  1.0537e-05     	|
on_validation_epoch_end            	|  3.8136e-05     	|1              	|  3.8136e-05     	|  8.4377e-06     	|
on_fit_start                       	|  2.2478e-05     	|1              	|  2.2478e-05     	|  4.9734e-06     	|
on_val_dataloader                  	|  8.1416e-06     	|2              	|  1.6283e-05     	|  3.6027e-06     	|
on_pretrain_routine_end            	|  1.5261e-05     	|1              	|  1.5261e-05     	|  3.3765e-06     	|
prepare_data                       	|  7.5931e-06     	|2              	|  1.5186e-05     	|  3.36e-06       	|
configure_sharded_model            	|  7.5717e-06     	|2              	|  1.5143e-05     	|  3.3505e-06     	|
on_validation_epoch_start          	|  9.8813e-06     	|1              	|  9.8813e-06     	|  2.1863e-06     	|
on_train_dataloader                	|  5.5656e-06     	|1              	|  5.5656e-06     	|  1.2314e-06     	|
