VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1330.4         	|  100 %          	|
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run_training_epoch                 	|  2.5871         	|500            	|  1293.6         	|  97.233         	|
run_training_batch                 	|  0.29087        	|1000           	|  290.87         	|  21.864         	|
optimizer_step_with_closure_0      	|  0.28724        	|1000           	|  287.24         	|  21.591         	|
training_step_and_backward         	|  0.21775        	|1000           	|  217.75         	|  16.368         	|
get_train_batch                    	|  0.13489        	|1500           	|  202.33         	|  15.209         	|
fetch_next_train_batch             	|  0.13485        	|1500           	|  202.27         	|  15.204         	|
model_forward                      	|  0.1149         	|1000           	|  114.9          	|  8.6369         	|
training_step                      	|  0.11466        	|1000           	|  114.66         	|  8.6184         	|
backward                           	|  0.10121        	|1000           	|  101.21         	|  7.6076         	|
run_validate_evaluation            	|  7.82           	|1              	|  7.82           	|  0.5878         	|
evaluation_step_and_end            	|  0.099853       	|48             	|  4.7929         	|  0.36027        	|
validation_step                    	|  0.099739       	|48             	|  4.7875         	|  0.35986        	|
on_train_batch_end                 	|  0.0023885      	|1000           	|  2.3885         	|  0.17953        	|
zero_grad                          	|  0.0015987      	|1000           	|  1.5987         	|  0.12017        	|
get_validate_batch                 	|  0.01681        	|49             	|  0.8237         	|  0.061914       	|
fetch_next_validate_batch          	|  0.016787       	|49             	|  0.82256        	|  0.061829       	|
training_batch_to_device           	|  0.00074601     	|1000           	|  0.74601        	|  0.056075       	|
on_train_epoch_start               	|  0.0003417      	|500            	|  0.17085        	|  0.012842       	|
on_train_epoch_end                 	|  0.0003411      	|500            	|  0.17055        	|  0.01282        	|
on_train_batch_start               	|  0.00011442     	|1000           	|  0.11442        	|  0.0086006      	|
on_batch_start                     	|  5.3018e-05     	|1000           	|  0.053018       	|  0.0039852      	|
on_train_end                       	|  0.047274       	|1              	|  0.047274       	|  0.0035534      	|
on_before_zero_grad                	|  2.6423e-05     	|1000           	|  0.026423       	|  0.0019861      	|
on_pretrain_routine_start          	|  0.025445       	|1              	|  0.025445       	|  0.0019126      	|
on_after_backward                  	|  2.5434e-05     	|1000           	|  0.025434       	|  0.0019118      	|
on_before_optimizer_step           	|  1.7453e-05     	|1000           	|  0.017453       	|  0.0013119      	|
on_batch_end                       	|  1.5968e-05     	|1000           	|  0.015968       	|  0.0012003      	|
on_before_backward                 	|  1.577e-05      	|1000           	|  0.01577        	|  0.0011854      	|
evaluation_batch_to_device         	|  0.00029839     	|48             	|  0.014323       	|  0.0010766      	|
configure_optimizers               	|  0.011097       	|1              	|  0.011097       	|  0.00083416     	|
training_step_end                  	|  1.0646e-05     	|1000           	|  0.010646       	|  0.00080023     	|
on_epoch_end                       	|  1.2563e-05     	|501            	|  0.0062941      	|  0.00047311     	|
on_epoch_start                     	|  1.1335e-05     	|501            	|  0.0056787      	|  0.00042685     	|
on_validation_model_eval           	|  0.0041613      	|1              	|  0.0041613      	|  0.00031279     	|
on_validation_batch_end            	|  4.4458e-05     	|48             	|  0.002134       	|  0.0001604      	|
on_train_start                     	|  0.001129       	|1              	|  0.001129       	|  8.4863e-05     	|
on_validation_batch_start          	|  1.8183e-05     	|48             	|  0.00087276     	|  6.5603e-05     	|
on_validation_start                	|  0.00050662     	|1              	|  0.00050662     	|  3.8081e-05     	|
validation_step_end                	|  8.8144e-06     	|48             	|  0.00042309     	|  3.1802e-05     	|
on_validation_end                  	|  0.00020023     	|1              	|  0.00020023     	|  1.5051e-05     	|
on_fit_end                         	|  6.1633e-05     	|1              	|  6.1633e-05     	|  4.6327e-06     	|
on_before_accelerator_backend_setup	|  2.6762e-05     	|2              	|  5.3525e-05     	|  4.0233e-06     	|
setup                              	|  2.2882e-05     	|2              	|  4.5763e-05     	|  3.4399e-06     	|
on_configure_sharded_model         	|  2.2816e-05     	|2              	|  4.5633e-05     	|  3.4301e-06     	|
teardown                           	|  2.2033e-05     	|2              	|  4.4066e-05     	|  3.3123e-06     	|
on_fit_start                       	|  4.3742e-05     	|1              	|  4.3742e-05     	|  3.288e-06      	|
on_validation_epoch_end            	|  2.9298e-05     	|1              	|  2.9298e-05     	|  2.2022e-06     	|
on_val_dataloader                  	|  9.0552e-06     	|2              	|  1.811e-05      	|  1.3613e-06     	|
prepare_data                       	|  8.3046e-06     	|2              	|  1.6609e-05     	|  1.2485e-06     	|
configure_callbacks                	|  7.5856e-06     	|2              	|  1.5171e-05     	|  1.1404e-06     	|
on_pretrain_routine_end            	|  1.3113e-05     	|1              	|  1.3113e-05     	|  9.8566e-07     	|
configure_sharded_model            	|  6.2184e-06     	|2              	|  1.2437e-05     	|  9.3484e-07     	|
on_validation_epoch_start          	|  1.1656e-05     	|1              	|  1.1656e-05     	|  8.7617e-07     	|
on_train_dataloader                	|  8.5197e-06     	|1              	|  8.5197e-06     	|  6.404e-07      	|
