VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  479.17         	|  100 %          	|
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run_training_epoch                 	|  6.5031         	|63             	|  409.69         	|  85.501         	|
run_training_batch                 	|  0.27697        	|1000           	|  276.97         	|  57.801         	|
optimizer_step_with_closure_0      	|  0.27254        	|1000           	|  272.54         	|  56.878         	|
training_step_and_backward         	|  0.2045         	|1000           	|  204.5          	|  42.678         	|
model_forward                      	|  0.10879        	|1000           	|  108.79         	|  22.703         	|
training_step                      	|  0.10859        	|1000           	|  108.59         	|  22.662         	|
backward                           	|  0.094044       	|1000           	|  94.044         	|  19.627         	|
run_validate_evaluation            	|  30.589         	|1              	|  30.589         	|  6.3838         	|
get_train_batch                    	|  0.026068       	|1063           	|  27.71          	|  5.7829         	|
fetch_next_train_batch             	|  0.026043       	|1063           	|  27.684         	|  5.7774         	|
evaluation_step_and_end            	|  0.084714       	|313            	|  26.516         	|  5.5336         	|
validation_step                    	|  0.084645       	|313            	|  26.494         	|  5.5292         	|
on_train_batch_end                 	|  0.0022967      	|1000           	|  2.2967         	|  0.47931        	|
zero_grad                          	|  0.001634       	|1000           	|  1.634          	|  0.34102        	|
get_validate_batch                 	|  0.0028591      	|314            	|  0.89775        	|  0.18736        	|
fetch_next_validate_batch          	|  0.0028414      	|314            	|  0.8922         	|  0.1862         	|
training_batch_to_device           	|  0.00026927     	|1000           	|  0.26927        	|  0.056195       	|
on_train_batch_start               	|  9.4604e-05     	|1000           	|  0.094604       	|  0.019743       	|
on_batch_start                     	|  7.8223e-05     	|1000           	|  0.078223       	|  0.016325       	|
evaluation_batch_to_device         	|  0.00021906     	|313            	|  0.068564       	|  0.014309       	|
on_train_end                       	|  0.054379       	|1              	|  0.054379       	|  0.011349       	|
on_pretrain_routine_start          	|  0.034592       	|1              	|  0.034592       	|  0.0072192      	|
on_after_backward                  	|  2.5173e-05     	|1000           	|  0.025173       	|  0.0052536      	|
on_train_epoch_start               	|  0.0003707      	|63             	|  0.023354       	|  0.0048739      	|
on_train_epoch_end                 	|  0.00035167     	|63             	|  0.022156       	|  0.0046237      	|
on_before_zero_grad                	|  1.7523e-05     	|1000           	|  0.017523       	|  0.0036569      	|
on_batch_end                       	|  1.5564e-05     	|1000           	|  0.015564       	|  0.0032482      	|
on_before_optimizer_step           	|  1.2992e-05     	|1000           	|  0.012992       	|  0.0027114      	|
on_before_backward                 	|  1.2923e-05     	|1000           	|  0.012923       	|  0.002697       	|
configure_optimizers               	|  0.010815       	|1              	|  0.010815       	|  0.0022571      	|
on_validation_batch_end            	|  2.3919e-05     	|313            	|  0.0074866      	|  0.0015624      	|
training_step_end                  	|  7.0913e-06     	|1000           	|  0.0070913      	|  0.0014799      	|
on_validation_model_eval           	|  0.0053         	|1              	|  0.0053         	|  0.0011061      	|
on_validation_batch_start          	|  1.2271e-05     	|313            	|  0.0038409      	|  0.00080158     	|
validation_step_end                	|  5.8947e-06     	|313            	|  0.0018451      	|  0.00038505     	|
on_train_start                     	|  0.0014242      	|1              	|  0.0014242      	|  0.00029722     	|
on_validation_start                	|  0.00085039     	|1              	|  0.00085039     	|  0.00017747     	|
on_epoch_end                       	|  1.2044e-05     	|64             	|  0.00077079     	|  0.00016086     	|
on_epoch_start                     	|  1.1118e-05     	|64             	|  0.00071153     	|  0.00014849     	|
on_validation_end                  	|  0.0002124      	|1              	|  0.0002124      	|  4.4328e-05     	|
setup                              	|  4.1995e-05     	|2              	|  8.399e-05      	|  1.7528e-05     	|
teardown                           	|  4.0413e-05     	|2              	|  8.0826e-05     	|  1.6868e-05     	|
on_fit_end                         	|  7.8561e-05     	|1              	|  7.8561e-05     	|  1.6395e-05     	|
on_validation_epoch_end            	|  5.2623e-05     	|1              	|  5.2623e-05     	|  1.0982e-05     	|
on_configure_sharded_model         	|  2.5971e-05     	|2              	|  5.1942e-05     	|  1.084e-05      	|
on_before_accelerator_backend_setup	|  2.4947e-05     	|2              	|  4.9895e-05     	|  1.0413e-05     	|
on_val_dataloader                  	|  2.4389e-05     	|2              	|  4.8779e-05     	|  1.018e-05      	|
on_fit_start                       	|  4.2098e-05     	|1              	|  4.2098e-05     	|  8.7856e-06     	|
configure_callbacks                	|  1.1615e-05     	|2              	|  2.3229e-05     	|  4.8478e-06     	|
prepare_data                       	|  8.4415e-06     	|2              	|  1.6883e-05     	|  3.5234e-06     	|
configure_sharded_model            	|  7.3835e-06     	|2              	|  1.4767e-05     	|  3.0818e-06     	|
on_pretrain_routine_end            	|  1.3536e-05     	|1              	|  1.3536e-05     	|  2.8249e-06     	|
on_validation_epoch_start          	|  8.8159e-06     	|1              	|  8.8159e-06     	|  1.8398e-06     	|
on_train_dataloader                	|  8.6986e-06     	|1              	|  8.6986e-06     	|  1.8153e-06     	|
