VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1309.6         	|  100 %          	|
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run_training_epoch                 	|  2.527          	|500            	|  1263.5         	|  96.484         	|
run_training_batch                 	|  0.29592        	|1000           	|  295.92         	|  22.597         	|
optimizer_step_with_closure_0      	|  0.29242        	|1000           	|  292.42         	|  22.33          	|
training_step_and_backward         	|  0.22432        	|1000           	|  224.32         	|  17.13          	|
get_train_batch                    	|  0.1174         	|1500           	|  176.11         	|  13.448         	|
fetch_next_train_batch             	|  0.11736        	|1500           	|  176.04         	|  13.443         	|
model_forward                      	|  0.11636        	|1000           	|  116.36         	|  8.8854         	|
training_step                      	|  0.11611        	|1000           	|  116.11         	|  8.8663         	|
backward                           	|  0.10631        	|1000           	|  106.31         	|  8.1181         	|
run_validate_evaluation            	|  7.9165         	|1              	|  7.9165         	|  0.60452        	|
evaluation_step_and_end            	|  0.10244        	|48             	|  4.9173         	|  0.37549        	|
validation_step                    	|  0.10232        	|48             	|  4.9115         	|  0.37505        	|
on_train_batch_end                 	|  0.0027113      	|1000           	|  2.7113         	|  0.20704        	|
zero_grad                          	|  0.0016047      	|1000           	|  1.6047         	|  0.12254        	|
training_batch_to_device           	|  0.00072365     	|1000           	|  0.72365        	|  0.055259       	|
get_validate_batch                 	|  0.011705       	|49             	|  0.57354        	|  0.043797       	|
fetch_next_validate_batch          	|  0.011681       	|49             	|  0.57235        	|  0.043706       	|
on_train_epoch_end                 	|  0.00044181     	|500            	|  0.22091        	|  0.016869       	|
on_train_epoch_start               	|  0.00040358     	|500            	|  0.20179        	|  0.015409       	|
on_train_batch_start               	|  0.0001264      	|1000           	|  0.1264         	|  0.0096523      	|
on_batch_start                     	|  5.943e-05      	|1000           	|  0.05943        	|  0.0045382      	|
on_train_end                       	|  0.047026       	|1              	|  0.047026       	|  0.003591       	|
on_after_backward                  	|  2.5508e-05     	|1000           	|  0.025508       	|  0.0019479      	|
on_before_zero_grad                	|  2.5013e-05     	|1000           	|  0.025013       	|  0.00191        	|
on_pretrain_routine_start          	|  0.024438       	|1              	|  0.024438       	|  0.0018662      	|
on_batch_end                       	|  1.7057e-05     	|1000           	|  0.017057       	|  0.0013025      	|
on_before_backward                 	|  1.6791e-05     	|1000           	|  0.016791       	|  0.0012822      	|
on_before_optimizer_step           	|  1.6252e-05     	|1000           	|  0.016252       	|  0.0012411      	|
evaluation_batch_to_device         	|  0.00030721     	|48             	|  0.014746       	|  0.001126       	|
configure_optimizers               	|  0.014734       	|1              	|  0.014734       	|  0.0011251      	|
training_step_end                  	|  1.0716e-05     	|1000           	|  0.010716       	|  0.00081831     	|
on_epoch_end                       	|  1.1824e-05     	|501            	|  0.0059239      	|  0.00045236     	|
on_epoch_start                     	|  1.1279e-05     	|501            	|  0.0056507      	|  0.0004315      	|
on_validation_model_eval           	|  0.0040697      	|1              	|  0.0040697      	|  0.00031077     	|
on_validation_batch_end            	|  4.6607e-05     	|48             	|  0.0022371      	|  0.00017083     	|
on_train_start                     	|  0.001115       	|1              	|  0.001115       	|  8.5145e-05     	|
on_validation_batch_start          	|  1.8496e-05     	|48             	|  0.00088782     	|  6.7796e-05     	|
on_validation_start                	|  0.00057931     	|1              	|  0.00057931     	|  4.4238e-05     	|
validation_step_end                	|  9.3582e-06     	|48             	|  0.00044919     	|  3.4301e-05     	|
on_validation_end                  	|  0.00033318     	|1              	|  0.00033318     	|  2.5443e-05     	|
on_fit_end                         	|  6.5772e-05     	|1              	|  6.5772e-05     	|  5.0225e-06     	|
on_configure_sharded_model         	|  2.9416e-05     	|2              	|  5.8832e-05     	|  4.4925e-06     	|
on_before_accelerator_backend_setup	|  2.7087e-05     	|2              	|  5.4173e-05     	|  4.1368e-06     	|
on_fit_start                       	|  4.8812e-05     	|1              	|  4.8812e-05     	|  3.7274e-06     	|
teardown                           	|  2.3063e-05     	|2              	|  4.6127e-05     	|  3.5223e-06     	|
setup                              	|  2.1736e-05     	|2              	|  4.3472e-05     	|  3.3196e-06     	|
on_validation_epoch_end            	|  4.1978e-05     	|1              	|  4.1978e-05     	|  3.2056e-06     	|
prepare_data                       	|  2.0044e-05     	|2              	|  4.0088e-05     	|  3.0612e-06     	|
on_val_dataloader                  	|  1.1646e-05     	|2              	|  2.3292e-05     	|  1.7787e-06     	|
configure_callbacks                	|  9.7705e-06     	|2              	|  1.9541e-05     	|  1.4922e-06     	|
on_pretrain_routine_end            	|  1.4095e-05     	|1              	|  1.4095e-05     	|  1.0763e-06     	|
configure_sharded_model            	|  6.9449e-06     	|2              	|  1.389e-05      	|  1.0607e-06     	|
on_validation_epoch_start          	|  1.2318e-05     	|1              	|  1.2318e-05     	|  9.406e-07      	|
on_train_dataloader                	|  8.8122e-06     	|1              	|  8.8122e-06     	|  6.7292e-07     	|
