VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  558.87         	|  100 %          	|
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run_training_epoch                 	|  1.0025         	|500            	|  501.23         	|  89.685         	|
run_training_batch                 	|  0.32493        	|1000           	|  324.93         	|  58.14          	|
optimizer_step_with_closure_0      	|  0.32222        	|1000           	|  322.22         	|  57.655         	|
training_step_and_backward         	|  0.2415         	|1000           	|  241.5          	|  43.212         	|
model_forward                      	|  0.14978        	|1000           	|  149.78         	|  26.801         	|
training_step                      	|  0.14961        	|1000           	|  149.61         	|  26.77          	|
backward                           	|  0.090303       	|1000           	|  90.303         	|  16.158         	|
get_train_batch                    	|  0.031598       	|1500           	|  47.397         	|  8.4807         	|
fetch_next_train_batch             	|  0.031565       	|1500           	|  47.348         	|  8.472          	|
run_validate_evaluation            	|  12.331         	|1              	|  12.331         	|  2.2064         	|
evaluation_step_and_end            	|  0.24684        	|48             	|  11.848         	|  2.12           	|
validation_step                    	|  0.24679        	|48             	|  11.846         	|  2.1196         	|
zero_grad                          	|  0.0013837      	|1000           	|  1.3837         	|  0.24759        	|
on_train_batch_end                 	|  0.0013681      	|1000           	|  1.3681         	|  0.2448         	|
training_batch_to_device           	|  0.00059761     	|1000           	|  0.59761        	|  0.10693        	|
get_validate_batch                 	|  0.0043645      	|49             	|  0.21386        	|  0.038267       	|
fetch_next_validate_batch          	|  0.0043493      	|49             	|  0.21312        	|  0.038133       	|
on_train_epoch_start               	|  0.00027728     	|500            	|  0.13864        	|  0.024807       	|
on_train_epoch_end                 	|  0.00026929     	|500            	|  0.13465        	|  0.024092       	|
on_train_batch_start               	|  0.00010703     	|1000           	|  0.10703        	|  0.019151       	|
on_batch_start                     	|  3.5614e-05     	|1000           	|  0.035614       	|  0.0063724      	|
on_train_end                       	|  0.024043       	|1              	|  0.024043       	|  0.0043021      	|
on_pretrain_routine_start          	|  0.022151       	|1              	|  0.022151       	|  0.0039636      	|
on_before_zero_grad                	|  2.1365e-05     	|1000           	|  0.021365       	|  0.0038229      	|
on_batch_end                       	|  1.4215e-05     	|1000           	|  0.014215       	|  0.0025434      	|
on_before_optimizer_step           	|  1.2858e-05     	|1000           	|  0.012858       	|  0.0023006      	|
on_before_backward                 	|  1.2281e-05     	|1000           	|  0.012281       	|  0.0021975      	|
on_after_backward                  	|  1.1867e-05     	|1000           	|  0.011867       	|  0.0021234      	|
evaluation_batch_to_device         	|  0.00022572     	|48             	|  0.010835       	|  0.0019387      	|
configure_optimizers               	|  0.0083908      	|1              	|  0.0083908      	|  0.0015014      	|
training_step_end                  	|  7.8454e-06     	|1000           	|  0.0078454      	|  0.0014038      	|
on_epoch_end                       	|  1.2824e-05     	|501            	|  0.006425       	|  0.0011496      	|
on_epoch_start                     	|  1.0633e-05     	|501            	|  0.0053269      	|  0.00095316     	|
on_validation_model_eval           	|  0.0039568      	|1              	|  0.0039568      	|  0.00070799     	|
on_validation_batch_end            	|  2.3205e-05     	|48             	|  0.0011138      	|  0.0001993      	|
on_train_start                     	|  0.00073927     	|1              	|  0.00073927     	|  0.00013228     	|
on_validation_batch_start          	|  1.0625e-05     	|48             	|  0.00051001     	|  9.1256e-05     	|
on_validation_start                	|  0.00032097     	|1              	|  0.00032097     	|  5.7432e-05     	|
validation_step_end                	|  4.9075e-06     	|48             	|  0.00023556     	|  4.2149e-05     	|
on_validation_end                  	|  0.00011615     	|1              	|  0.00011615     	|  2.0782e-05     	|
on_before_accelerator_backend_setup	|  1.9367e-05     	|2              	|  3.8733e-05     	|  6.9305e-06     	|
teardown                           	|  1.603e-05      	|2              	|  3.206e-05      	|  5.7366e-06     	|
on_configure_sharded_model         	|  1.3966e-05     	|2              	|  2.7932e-05     	|  4.9979e-06     	|
setup                              	|  1.3035e-05     	|2              	|  2.607e-05      	|  4.6647e-06     	|
on_fit_end                         	|  2.3333e-05     	|1              	|  2.3333e-05     	|  4.175e-06      	|
on_validation_epoch_end            	|  1.8464e-05     	|1              	|  1.8464e-05     	|  3.3038e-06     	|
on_fit_start                       	|  1.7052e-05     	|1              	|  1.7052e-05     	|  3.0511e-06     	|
prepare_data                       	|  6.2315e-06     	|2              	|  1.2463e-05     	|  2.23e-06       	|
on_val_dataloader                  	|  5.8105e-06     	|2              	|  1.1621e-05     	|  2.0794e-06     	|
configure_sharded_model            	|  5.17e-06       	|2              	|  1.034e-05      	|  1.8502e-06     	|
on_validation_epoch_start          	|  1.033e-05      	|1              	|  1.033e-05      	|  1.8484e-06     	|
on_pretrain_routine_end            	|  1.0319e-05     	|1              	|  1.0319e-05     	|  1.8464e-06     	|
configure_callbacks                	|  4.5435e-06     	|2              	|  9.0869e-06     	|  1.6259e-06     	|
on_train_dataloader                	|  4.628e-06      	|1              	|  4.628e-06      	|  8.2809e-07     	|
