VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1320.9         	|  100 %          	|
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run_training_epoch                 	|  2.5111         	|500            	|  1255.6         	|  95.052         	|
run_training_batch                 	|  0.27655        	|1000           	|  276.55         	|  20.936         	|
optimizer_step_with_closure_0      	|  0.27206        	|1000           	|  272.06         	|  20.596         	|
training_step_and_backward         	|  0.20442        	|1000           	|  204.42         	|  15.475         	|
get_train_batch                    	|  0.11568        	|1500           	|  173.52         	|  13.136         	|
fetch_next_train_batch             	|  0.11563        	|1500           	|  173.45         	|  13.131         	|
model_forward                      	|  0.1108         	|1000           	|  110.8          	|  8.3878         	|
training_step                      	|  0.11056        	|1000           	|  110.56         	|  8.3701         	|
backward                           	|  0.091951       	|1000           	|  91.951         	|  6.9611         	|
run_validate_evaluation            	|  30.469         	|1              	|  30.469         	|  2.3067         	|
evaluation_step_and_end            	|  0.083763       	|313            	|  26.218         	|  1.9848         	|
validation_step                    	|  0.083683       	|313            	|  26.193         	|  1.9829         	|
on_train_batch_end                 	|  0.0024756      	|1000           	|  2.4756         	|  0.18741        	|
zero_grad                          	|  0.0016265      	|1000           	|  1.6265         	|  0.12313        	|
get_validate_batch                 	|  0.0034598      	|314            	|  1.0864         	|  0.082243       	|
fetch_next_validate_batch          	|  0.0034411      	|314            	|  1.0805         	|  0.081799       	|
training_batch_to_device           	|  0.00071755     	|1000           	|  0.71755        	|  0.054322       	|
on_train_epoch_end                 	|  0.00035185     	|500            	|  0.17592        	|  0.013318       	|
on_train_epoch_start               	|  0.00034384     	|500            	|  0.17192        	|  0.013015       	|
on_train_batch_start               	|  0.00011388     	|1000           	|  0.11388        	|  0.0086216      	|
evaluation_batch_to_device         	|  0.00023209     	|313            	|  0.072643       	|  0.0054994      	|
on_batch_start                     	|  4.9733e-05     	|1000           	|  0.049733       	|  0.003765       	|
on_train_end                       	|  0.046865       	|1              	|  0.046865       	|  0.0035479      	|
on_after_backward                  	|  2.773e-05      	|1000           	|  0.02773        	|  0.0020993      	|
on_before_zero_grad                	|  2.3045e-05     	|1000           	|  0.023045       	|  0.0017446      	|
on_pretrain_routine_start          	|  0.022395       	|1              	|  0.022395       	|  0.0016954      	|
on_batch_end                       	|  1.8644e-05     	|1000           	|  0.018644       	|  0.0014114      	|
on_before_optimizer_step           	|  1.6065e-05     	|1000           	|  0.016065       	|  0.0012162      	|
on_before_backward                 	|  1.3496e-05     	|1000           	|  0.013496       	|  0.0010217      	|
configure_optimizers               	|  0.0106         	|1              	|  0.0106         	|  0.00080249     	|
training_step_end                  	|  8.8458e-06     	|1000           	|  0.0088458      	|  0.00066967     	|
on_validation_batch_end            	|  2.8047e-05     	|313            	|  0.0087789      	|  0.0006646      	|
on_epoch_start                     	|  1.1696e-05     	|501            	|  0.0058595      	|  0.00044359     	|
on_epoch_end                       	|  1.1527e-05     	|501            	|  0.0057753      	|  0.00043722     	|
on_validation_model_eval           	|  0.004551       	|1              	|  0.004551       	|  0.00034453     	|
on_validation_batch_start          	|  1.2552e-05     	|313            	|  0.0039288      	|  0.00029742     	|
validation_step_end                	|  6.28e-06       	|313            	|  0.0019656      	|  0.00014881     	|
on_train_start                     	|  0.0012895      	|1              	|  0.0012895      	|  9.7621e-05     	|
on_validation_start                	|  0.00070174     	|1              	|  0.00070174     	|  5.3125e-05     	|
on_validation_end                  	|  0.00018082     	|1              	|  0.00018082     	|  1.3689e-05     	|
on_fit_end                         	|  6.0327e-05     	|1              	|  6.0327e-05     	|  4.5671e-06     	|
setup                              	|  2.683e-05      	|2              	|  5.3661e-05     	|  4.0624e-06     	|
on_before_accelerator_backend_setup	|  2.3627e-05     	|2              	|  4.7253e-05     	|  3.5773e-06     	|
on_configure_sharded_model         	|  2.2755e-05     	|2              	|  4.551e-05      	|  3.4453e-06     	|
on_fit_start                       	|  4.5467e-05     	|1              	|  4.5467e-05     	|  3.4421e-06     	|
teardown                           	|  2.2121e-05     	|2              	|  4.4242e-05     	|  3.3493e-06     	|
on_validation_epoch_end            	|  3.9203e-05     	|1              	|  3.9203e-05     	|  2.9679e-06     	|
on_val_dataloader                  	|  1.2737e-05     	|2              	|  2.5474e-05     	|  1.9285e-06     	|
prepare_data                       	|  8.1006e-06     	|2              	|  1.6201e-05     	|  1.2265e-06     	|
on_pretrain_routine_end            	|  1.5354e-05     	|1              	|  1.5354e-05     	|  1.1624e-06     	|
configure_sharded_model            	|  7.4701e-06     	|2              	|  1.494e-05      	|  1.131e-06      	|
configure_callbacks                	|  7.4226e-06     	|2              	|  1.4845e-05     	|  1.1239e-06     	|
on_validation_epoch_start          	|  9.2946e-06     	|1              	|  9.2946e-06     	|  7.0364e-07     	|
on_train_dataloader                	|  7.2718e-06     	|1              	|  7.2718e-06     	|  5.5051e-07     	|
