VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1671.7         	|  100 %          	|
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run_training_epoch                 	|  72.685         	|21             	|  1526.4         	|  91.307         	|
run_training_batch                 	|  0.18704        	|8000           	|  1496.3         	|  89.507         	|
training_step_and_backward         	|  0.17703        	|8000           	|  1416.3         	|  84.719         	|
model_forward                      	|  0.093991       	|8000           	|  751.93         	|  44.979         	|
training_step                      	|  0.09386        	|8000           	|  750.88         	|  44.916         	|
backward                           	|  0.082865       	|8000           	|  662.92         	|  39.655         	|
optimizer_step_with_closure_0      	|  0.23539        	|1000           	|  235.39         	|  14.081         	|
run_validate_evaluation            	|  101.82         	|1              	|  101.82         	|  6.091          	|
evaluation_step_and_end            	|  0.099861       	|1000           	|  99.861         	|  5.9736         	|
validation_step                    	|  0.099812       	|1000           	|  99.812         	|  5.9706         	|
get_train_batch                    	|  0.0018247      	|8021           	|  14.636         	|  0.87549        	|
fetch_next_train_batch             	|  0.0018084      	|8021           	|  14.505         	|  0.86768        	|
on_train_batch_end                 	|  0.0010637      	|8000           	|  8.5097         	|  0.50904        	|
training_batch_to_device           	|  0.00021089     	|8000           	|  1.6871         	|  0.10092        	|
get_validate_batch                 	|  0.0014284      	|1001           	|  1.4298         	|  0.085531       	|
fetch_next_validate_batch          	|  0.0014147      	|1001           	|  1.4161         	|  0.084709       	|
zero_grad                          	|  0.0012686      	|1000           	|  1.2686         	|  0.075884       	|
on_train_batch_start               	|  8.9773e-05     	|8000           	|  0.71819        	|  0.042961       	|
evaluation_batch_to_device         	|  0.00020682     	|1000           	|  0.20682        	|  0.012372       	|
on_batch_start                     	|  1.4559e-05     	|8000           	|  0.11647        	|  0.0069673      	|
on_batch_end                       	|  1.311e-05      	|8000           	|  0.10488        	|  0.0062739      	|
on_before_backward                 	|  1.2744e-05     	|8000           	|  0.10195        	|  0.0060986      	|
on_after_backward                  	|  1.1713e-05     	|8000           	|  0.093701       	|  0.005605       	|
training_step_end                  	|  5.9327e-06     	|8000           	|  0.047461       	|  0.0028391      	|
on_train_end                       	|  0.026101       	|1              	|  0.026101       	|  0.0015613      	|
on_pretrain_routine_start          	|  0.022364       	|1              	|  0.022364       	|  0.0013378      	|
on_validation_batch_end            	|  1.8065e-05     	|1000           	|  0.018065       	|  0.0010806      	|
on_before_zero_grad                	|  1.4015e-05     	|1000           	|  0.014015       	|  0.00083833     	|
on_before_optimizer_step           	|  1.1775e-05     	|1000           	|  0.011775       	|  0.00070436     	|
on_validation_batch_start          	|  9.721e-06      	|1000           	|  0.009721       	|  0.0005815      	|
configure_optimizers               	|  0.0083462      	|1              	|  0.0083462      	|  0.00049926     	|
on_train_epoch_start               	|  0.00031226     	|21             	|  0.0065576      	|  0.00039226     	|
on_train_epoch_end                 	|  0.00026312     	|21             	|  0.0055255      	|  0.00033053     	|
validation_step_end                	|  4.677e-06      	|1000           	|  0.004677       	|  0.00027977     	|
on_validation_model_eval           	|  0.0039258      	|1              	|  0.0039258      	|  0.00023484     	|
on_train_start                     	|  0.00068061     	|1              	|  0.00068061     	|  4.0713e-05     	|
on_validation_start                	|  0.00031855     	|1              	|  0.00031855     	|  1.9055e-05     	|
on_epoch_start                     	|  1.0881e-05     	|22             	|  0.00023939     	|  1.432e-05      	|
on_epoch_end                       	|  1.0179e-05     	|22             	|  0.00022393     	|  1.3395e-05     	|
on_validation_end                  	|  0.00010419     	|1              	|  0.00010419     	|  6.2328e-06     	|
on_before_accelerator_backend_setup	|  1.8164e-05     	|2              	|  3.6328e-05     	|  2.1731e-06     	|
teardown                           	|  1.5634e-05     	|2              	|  3.1268e-05     	|  1.8704e-06     	|
on_configure_sharded_model         	|  1.4012e-05     	|2              	|  2.8023e-05     	|  1.6763e-06     	|
setup                              	|  1.3445e-05     	|2              	|  2.689e-05      	|  1.6085e-06     	|
on_fit_end                         	|  2.1601e-05     	|1              	|  2.1601e-05     	|  1.2921e-06     	|
on_validation_epoch_end            	|  1.7302e-05     	|1              	|  1.7302e-05     	|  1.035e-06      	|
on_fit_start                       	|  1.7012e-05     	|1              	|  1.7012e-05     	|  1.0176e-06     	|
prepare_data                       	|  6.4119e-06     	|2              	|  1.2824e-05     	|  7.671e-07      	|
on_validation_epoch_start          	|  1.2303e-05     	|1              	|  1.2303e-05     	|  7.3595e-07     	|
on_val_dataloader                  	|  5.8661e-06     	|2              	|  1.1732e-05     	|  7.018e-07      	|
on_pretrain_routine_end            	|  1.0049e-05     	|1              	|  1.0049e-05     	|  6.0111e-07     	|
configure_sharded_model            	|  4.899e-06      	|2              	|  9.798e-06      	|  5.861e-07      	|
configure_callbacks                	|  4.4984e-06     	|2              	|  8.9968e-06     	|  5.3818e-07     	|
on_train_dataloader                	|  4.258e-06      	|1              	|  4.258e-06      	|  2.5471e-07     	|
