VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  571.09         	|  100 %          	|
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run_training_epoch                 	|  1.0268         	|500            	|  513.41         	|  89.902         	|
run_training_batch                 	|  0.33787        	|1000           	|  337.87         	|  59.163         	|
optimizer_step_with_closure_0      	|  0.33515        	|1000           	|  335.15         	|  58.686         	|
training_step_and_backward         	|  0.25034        	|1000           	|  250.34         	|  43.836         	|
model_forward                      	|  0.15567        	|1000           	|  155.67         	|  27.258         	|
training_step                      	|  0.1555         	|1000           	|  155.5          	|  27.229         	|
backward                           	|  0.093279       	|1000           	|  93.279         	|  16.334         	|
get_train_batch                    	|  0.030754       	|1500           	|  46.131         	|  8.0777         	|
fetch_next_train_batch             	|  0.03072        	|1500           	|  46.08          	|  8.0689         	|
run_validate_evaluation            	|  12.346         	|1              	|  12.346         	|  2.1619         	|
evaluation_step_and_end            	|  0.24714        	|48             	|  11.863         	|  2.0772         	|
validation_step                    	|  0.24709        	|48             	|  11.86          	|  2.0768         	|
zero_grad                          	|  0.0013649      	|1000           	|  1.3649         	|  0.23899        	|
on_train_batch_end                 	|  0.0013377      	|1000           	|  1.3377         	|  0.23424        	|
training_batch_to_device           	|  0.00062651     	|1000           	|  0.62651        	|  0.10971        	|
get_validate_batch                 	|  0.0042831      	|49             	|  0.20987        	|  0.03675        	|
fetch_next_validate_batch          	|  0.004268       	|49             	|  0.20913        	|  0.03662        	|
on_train_epoch_start               	|  0.00028072     	|500            	|  0.14036        	|  0.024578       	|
on_train_epoch_end                 	|  0.00026803     	|500            	|  0.13401        	|  0.023466       	|
on_train_batch_start               	|  0.00010791     	|1000           	|  0.10791        	|  0.018895       	|
on_batch_start                     	|  3.7408e-05     	|1000           	|  0.037408       	|  0.0065503      	|
on_train_end                       	|  0.023679       	|1              	|  0.023679       	|  0.0041463      	|
on_pretrain_routine_start          	|  0.022435       	|1              	|  0.022435       	|  0.0039284      	|
on_before_zero_grad                	|  2.1678e-05     	|1000           	|  0.021678       	|  0.0037959      	|
on_batch_end                       	|  1.3863e-05     	|1000           	|  0.013863       	|  0.0024275      	|
on_before_backward                 	|  1.2232e-05     	|1000           	|  0.012232       	|  0.0021419      	|
on_before_optimizer_step           	|  1.196e-05      	|1000           	|  0.01196        	|  0.0020942      	|
on_after_backward                  	|  1.1568e-05     	|1000           	|  0.011568       	|  0.0020256      	|
evaluation_batch_to_device         	|  0.00022556     	|48             	|  0.010827       	|  0.0018958      	|
training_step_end                  	|  9.5151e-06     	|1000           	|  0.0095151      	|  0.0016662      	|
configure_optimizers               	|  0.0088786      	|1              	|  0.0088786      	|  0.0015547      	|
on_epoch_start                     	|  1.1093e-05     	|501            	|  0.0055574      	|  0.00097313     	|
on_epoch_end                       	|  1.0366e-05     	|501            	|  0.0051932      	|  0.00090935     	|
on_validation_model_eval           	|  0.0040143      	|1              	|  0.0040143      	|  0.00070292     	|
on_validation_batch_end            	|  2.0945e-05     	|48             	|  0.0010054      	|  0.00017604     	|
on_train_start                     	|  0.00071652     	|1              	|  0.00071652     	|  0.00012547     	|
on_validation_batch_start          	|  1.0783e-05     	|48             	|  0.00051758     	|  9.063e-05      	|
on_validation_start                	|  0.00031308     	|1              	|  0.00031308     	|  5.4821e-05     	|
validation_step_end                	|  5.0929e-06     	|48             	|  0.00024446     	|  4.2806e-05     	|
on_validation_end                  	|  0.00010787     	|1              	|  0.00010787     	|  1.8889e-05     	|
on_before_accelerator_backend_setup	|  1.8921e-05     	|2              	|  3.7841e-05     	|  6.6262e-06     	|
teardown                           	|  1.563e-05      	|2              	|  3.1259e-05     	|  5.4736e-06     	|
setup                              	|  1.358e-05      	|2              	|  2.7161e-05     	|  4.756e-06      	|
on_configure_sharded_model         	|  1.3535e-05     	|2              	|  2.707e-05      	|  4.7401e-06     	|
on_fit_end                         	|  2.4316e-05     	|1              	|  2.4316e-05     	|  4.2579e-06     	|
on_fit_start                       	|  1.8405e-05     	|1              	|  1.8405e-05     	|  3.2228e-06     	|
on_validation_epoch_end            	|  1.8344e-05     	|1              	|  1.8344e-05     	|  3.2121e-06     	|
on_val_dataloader                  	|  5.876e-06      	|2              	|  1.1752e-05     	|  2.0578e-06     	|
prepare_data                       	|  5.6905e-06     	|2              	|  1.1381e-05     	|  1.9929e-06     	|
on_pretrain_routine_end            	|  1.1361e-05     	|1              	|  1.1361e-05     	|  1.9894e-06     	|
configure_sharded_model            	|  5.5755e-06     	|2              	|  1.1151e-05     	|  1.9526e-06     	|
configure_callbacks                	|  4.794e-06      	|2              	|  9.588e-06      	|  1.6789e-06     	|
on_validation_epoch_start          	|  9.3371e-06     	|1              	|  9.3371e-06     	|  1.635e-06      	|
on_train_dataloader                	|  4.6791e-06     	|1              	|  4.6791e-06     	|  8.1933e-07     	|
