VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  475.74         	|  100 %          	|
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run_training_epoch                 	|  6.4624         	|63             	|  407.13         	|  85.579         	|
run_training_batch                 	|  0.27378        	|1000           	|  273.78         	|  57.548         	|
optimizer_step_with_closure_0      	|  0.26942        	|1000           	|  269.42         	|  56.632         	|
training_step_and_backward         	|  0.20316        	|1000           	|  203.16         	|  42.705         	|
model_forward                      	|  0.10749        	|1000           	|  107.49         	|  22.593         	|
training_step                      	|  0.10729        	|1000           	|  107.29         	|  22.553         	|
backward                           	|  0.094068       	|1000           	|  94.068         	|  19.773         	|
run_validate_evaluation            	|  30.385         	|1              	|  30.385         	|  6.387          	|
get_train_batch                    	|  0.025655       	|1063           	|  27.272         	|  5.7325         	|
fetch_next_train_batch             	|  0.025631       	|1063           	|  27.245         	|  5.727          	|
evaluation_step_and_end            	|  0.083831       	|313            	|  26.239         	|  5.5155         	|
validation_step                    	|  0.083759       	|313            	|  26.217         	|  5.5107         	|
on_train_batch_end                 	|  0.0022628      	|1000           	|  2.2628         	|  0.47565        	|
zero_grad                          	|  0.0015778      	|1000           	|  1.5778         	|  0.33165        	|
get_validate_batch                 	|  0.0032433      	|314            	|  1.0184         	|  0.21407        	|
fetch_next_validate_batch          	|  0.0032258      	|314            	|  1.0129         	|  0.21291        	|
training_batch_to_device           	|  0.00026284     	|1000           	|  0.26284        	|  0.055248       	|
on_train_batch_start               	|  9.3824e-05     	|1000           	|  0.093824       	|  0.019722       	|
evaluation_batch_to_device         	|  0.0002279      	|313            	|  0.071333       	|  0.014994       	|
on_train_end                       	|  0.054249       	|1              	|  0.054249       	|  0.011403       	|
on_after_backward                  	|  2.754e-05      	|1000           	|  0.02754        	|  0.0057888      	|
on_pretrain_routine_start          	|  0.022559       	|1              	|  0.022559       	|  0.0047419      	|
on_batch_start                     	|  2.2558e-05     	|1000           	|  0.022558       	|  0.0047417      	|
on_train_epoch_start               	|  0.00035205     	|63             	|  0.022179       	|  0.004662       	|
on_train_epoch_end                 	|  0.00034025     	|63             	|  0.021436       	|  0.0045057      	|
on_before_zero_grad                	|  1.8189e-05     	|1000           	|  0.018189       	|  0.0038233      	|
configure_optimizers               	|  0.015436       	|1              	|  0.015436       	|  0.0032447      	|
on_batch_end                       	|  1.5112e-05     	|1000           	|  0.015112       	|  0.0031765      	|
on_before_backward                 	|  1.3677e-05     	|1000           	|  0.013677       	|  0.002875       	|
on_before_optimizer_step           	|  1.288e-05      	|1000           	|  0.01288        	|  0.0027073      	|
on_validation_batch_end            	|  2.7692e-05     	|313            	|  0.0086677      	|  0.0018219      	|
training_step_end                  	|  7.5253e-06     	|1000           	|  0.0075253      	|  0.0015818      	|
on_validation_model_eval           	|  0.0038835      	|1              	|  0.0038835      	|  0.00081631     	|
on_validation_batch_start          	|  1.2077e-05     	|313            	|  0.00378        	|  0.00079455     	|
validation_step_end                	|  6.2521e-06     	|313            	|  0.0019569      	|  0.00041134     	|
on_train_start                     	|  0.0012423      	|1              	|  0.0012423      	|  0.00026113     	|
on_epoch_end                       	|  1.255e-05      	|64             	|  0.00080321     	|  0.00016883     	|
on_epoch_start                     	|  1.0944e-05     	|64             	|  0.00070041     	|  0.00014723     	|
on_validation_start                	|  0.00047236     	|1              	|  0.00047236     	|  9.9289e-05     	|
on_validation_end                  	|  0.00015931     	|1              	|  0.00015931     	|  3.3487e-05     	|
teardown                           	|  4.7275e-05     	|2              	|  9.455e-05      	|  1.9874e-05     	|
setup                              	|  4.1069e-05     	|2              	|  8.2139e-05     	|  1.7266e-05     	|
on_fit_end                         	|  6.9639e-05     	|1              	|  6.9639e-05     	|  1.4638e-05     	|
on_before_accelerator_backend_setup	|  2.6125e-05     	|2              	|  5.2249e-05     	|  1.0983e-05     	|
on_configure_sharded_model         	|  2.321e-05      	|2              	|  4.6421e-05     	|  9.7576e-06     	|
on_fit_start                       	|  4.136e-05      	|1              	|  4.136e-05      	|  8.6938e-06     	|
on_validation_epoch_end            	|  3.5776e-05     	|1              	|  3.5776e-05     	|  7.52e-06       	|
prepare_data                       	|  1.0782e-05     	|2              	|  2.1564e-05     	|  4.5327e-06     	|
on_val_dataloader                  	|  9.4762e-06     	|2              	|  1.8952e-05     	|  3.9838e-06     	|
configure_sharded_model            	|  8.7833e-06     	|2              	|  1.7567e-05     	|  3.6925e-06     	|
configure_callbacks                	|  8.6529e-06     	|2              	|  1.7306e-05     	|  3.6377e-06     	|
on_pretrain_routine_end            	|  1.3571e-05     	|1              	|  1.3571e-05     	|  2.8527e-06     	|
on_validation_epoch_start          	|  9.4082e-06     	|1              	|  9.4082e-06     	|  1.9776e-06     	|
on_train_dataloader                	|  8.4881e-06     	|1              	|  8.4881e-06     	|  1.7842e-06     	|
