VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  574.1          	|  100 %          	|
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run_training_epoch                 	|  1.0352         	|500            	|  517.58         	|  90.156         	|
run_training_batch                 	|  0.36002        	|1000           	|  360.02         	|  62.711         	|
optimizer_step_with_closure_0      	|  0.35733        	|1000           	|  357.33         	|  62.242         	|
training_step_and_backward         	|  0.26908        	|1000           	|  269.08         	|  46.869         	|
model_forward                      	|  0.16637        	|1000           	|  166.37         	|  28.979         	|
training_step                      	|  0.1662         	|1000           	|  166.2          	|  28.949         	|
backward                           	|  0.10133        	|1000           	|  101.33         	|  17.651         	|
get_train_batch                    	|  0.030105       	|1500           	|  45.157         	|  7.8657         	|
fetch_next_train_batch             	|  0.030072       	|1500           	|  45.108         	|  7.8571         	|
run_validate_evaluation            	|  12.328         	|1              	|  12.328         	|  2.1473         	|
evaluation_step_and_end            	|  0.2475         	|48             	|  11.88          	|  2.0693         	|
validation_step                    	|  0.24744        	|48             	|  11.877         	|  2.0689         	|
zero_grad                          	|  0.0013416      	|1000           	|  1.3416         	|  0.23369        	|
on_train_batch_end                 	|  0.0013404      	|1000           	|  1.3404         	|  0.23348        	|
training_batch_to_device           	|  0.00060001     	|1000           	|  0.60001        	|  0.10451        	|
get_validate_batch                 	|  0.004323       	|49             	|  0.21182        	|  0.036897       	|
fetch_next_validate_batch          	|  0.0043073      	|49             	|  0.21106        	|  0.036763       	|
on_train_epoch_start               	|  0.00028533     	|500            	|  0.14267        	|  0.02485        	|
on_train_epoch_end                 	|  0.00027366     	|500            	|  0.13683        	|  0.023834       	|
on_train_batch_start               	|  0.00010698     	|1000           	|  0.10698        	|  0.018634       	|
on_batch_start                     	|  3.5803e-05     	|1000           	|  0.035803       	|  0.0062364      	|
on_train_end                       	|  0.02428        	|1              	|  0.02428        	|  0.0042293      	|
on_pretrain_routine_start          	|  0.023241       	|1              	|  0.023241       	|  0.0040482      	|
on_before_zero_grad                	|  2.0823e-05     	|1000           	|  0.020823       	|  0.0036271      	|
on_batch_end                       	|  1.4015e-05     	|1000           	|  0.014015       	|  0.0024413      	|
on_before_backward                 	|  1.213e-05      	|1000           	|  0.01213        	|  0.0021129      	|
on_before_optimizer_step           	|  1.2117e-05     	|1000           	|  0.012117       	|  0.0021106      	|
on_after_backward                  	|  1.1865e-05     	|1000           	|  0.011865       	|  0.0020667      	|
evaluation_batch_to_device         	|  0.00021345     	|48             	|  0.010246       	|  0.0017846      	|
configure_optimizers               	|  0.0087942      	|1              	|  0.0087942      	|  0.0015318      	|
training_step_end                  	|  8.1788e-06     	|1000           	|  0.0081788      	|  0.0014246      	|
on_epoch_end                       	|  1.1939e-05     	|501            	|  0.0059815      	|  0.0010419      	|
on_epoch_start                     	|  1.085e-05      	|501            	|  0.0054359      	|  0.00094686     	|
on_validation_model_eval           	|  0.0045227      	|1              	|  0.0045227      	|  0.00078779     	|
on_validation_batch_end            	|  2.1756e-05     	|48             	|  0.0010443      	|  0.0001819      	|
on_train_start                     	|  0.00072359     	|1              	|  0.00072359     	|  0.00012604     	|
on_validation_batch_start          	|  1.0763e-05     	|48             	|  0.00051664     	|  8.9991e-05     	|
on_validation_start                	|  0.00032928     	|1              	|  0.00032928     	|  5.7355e-05     	|
validation_step_end                	|  5.8296e-06     	|48             	|  0.00027982     	|  4.8741e-05     	|
on_validation_end                  	|  0.00010619     	|1              	|  0.00010619     	|  1.8497e-05     	|
on_before_accelerator_backend_setup	|  2.0663e-05     	|2              	|  4.1327e-05     	|  7.1986e-06     	|
teardown                           	|  1.6491e-05     	|2              	|  3.2982e-05     	|  5.745e-06      	|
on_configure_sharded_model         	|  1.3941e-05     	|2              	|  2.7882e-05     	|  4.8567e-06     	|
setup                              	|  1.3496e-05     	|2              	|  2.6991e-05     	|  4.7015e-06     	|
on_fit_end                         	|  2.3203e-05     	|1              	|  2.3203e-05     	|  4.0417e-06     	|
on_validation_epoch_end            	|  1.9506e-05     	|1              	|  1.9506e-05     	|  3.3977e-06     	|
on_fit_start                       	|  1.7372e-05     	|1              	|  1.7372e-05     	|  3.026e-06      	|
prepare_data                       	|  6.5775e-06     	|2              	|  1.3155e-05     	|  2.2914e-06     	|
on_val_dataloader                  	|  6.1015e-06     	|2              	|  1.2203e-05     	|  2.1256e-06     	|
on_pretrain_routine_end            	|  1.0399e-05     	|1              	|  1.0399e-05     	|  1.8114e-06     	|
configure_sharded_model            	|  5.1601e-06     	|2              	|  1.032e-05      	|  1.7976e-06     	|
on_validation_epoch_start          	|  9.879e-06      	|1              	|  9.879e-06      	|  1.7208e-06     	|
configure_callbacks                	|  4.9344e-06     	|2              	|  9.8689e-06     	|  1.719e-06      	|
on_train_dataloader                	|  5.18e-06       	|1              	|  5.18e-06       	|  9.0229e-07     	|
