VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1924.1         	|  100 %          	|
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run_training_epoch                 	|  3.4838         	|500            	|  1741.9         	|  90.532         	|
run_training_batch                 	|  0.2068         	|8000           	|  1654.4         	|  85.986         	|
training_step_and_backward         	|  0.19537        	|8000           	|  1562.9         	|  81.23          	|
model_forward                      	|  0.10914        	|8000           	|  873.13         	|  45.379         	|
training_step                      	|  0.109          	|8000           	|  872.03         	|  45.322         	|
backward                           	|  0.086032       	|8000           	|  688.26         	|  35.771         	|
optimizer_step_with_closure_0      	|  0.25507        	|1000           	|  255.07         	|  13.257         	|
run_validate_evaluation            	|  137.99         	|1              	|  137.99         	|  7.1715         	|
evaluation_step_and_end            	|  0.13599        	|1000           	|  135.99         	|  7.0681         	|
validation_step                    	|  0.13594        	|1000           	|  135.94         	|  7.0654         	|
get_train_batch                    	|  0.0067871      	|8500           	|  57.691         	|  2.9983         	|
fetch_next_train_batch             	|  0.0067679      	|8500           	|  57.527         	|  2.9898         	|
on_train_batch_end                 	|  0.0010968      	|8000           	|  8.7742         	|  0.45602        	|
training_batch_to_device           	|  0.00023453     	|8000           	|  1.8763         	|  0.097514       	|
get_validate_batch                 	|  0.0014553      	|1001           	|  1.4568         	|  0.075714       	|
fetch_next_validate_batch          	|  0.0014419      	|1001           	|  1.4433         	|  0.075014       	|
zero_grad                          	|  0.0013826      	|1000           	|  1.3826         	|  0.071858       	|
on_train_batch_start               	|  9.0968e-05     	|8000           	|  0.72774        	|  0.037823       	|
evaluation_batch_to_device         	|  0.00021046     	|1000           	|  0.21046        	|  0.010938       	|
on_train_epoch_start               	|  0.00029214     	|500            	|  0.14607        	|  0.0075916      	|
on_batch_start                     	|  1.6709e-05     	|8000           	|  0.13367        	|  0.0069474      	|
on_train_epoch_end                 	|  0.00025931     	|500            	|  0.12966        	|  0.0067386      	|
on_before_backward                 	|  1.4155e-05     	|8000           	|  0.11324        	|  0.0058853      	|
on_batch_end                       	|  1.3422e-05     	|8000           	|  0.10738        	|  0.0055808      	|
on_after_backward                  	|  1.1562e-05     	|8000           	|  0.092495       	|  0.0048072      	|
training_step_end                  	|  6.3821e-06     	|8000           	|  0.051057       	|  0.0026536      	|
on_train_end                       	|  0.024115       	|1              	|  0.024115       	|  0.0012533      	|
on_pretrain_routine_start          	|  0.022691       	|1              	|  0.022691       	|  0.0011793      	|
on_before_zero_grad                	|  2.0283e-05     	|1000           	|  0.020283       	|  0.0010542      	|
on_validation_batch_end            	|  1.8403e-05     	|1000           	|  0.018403       	|  0.00095646     	|
on_before_optimizer_step           	|  1.5407e-05     	|1000           	|  0.015407       	|  0.00080073     	|
on_validation_batch_start          	|  9.6215e-06     	|1000           	|  0.0096215      	|  0.00050006     	|
configure_optimizers               	|  0.0084198      	|1              	|  0.0084198      	|  0.0004376      	|
on_epoch_start                     	|  1.084e-05      	|501            	|  0.005431       	|  0.00028227     	|
on_epoch_end                       	|  1.0268e-05     	|501            	|  0.0051444      	|  0.00026737     	|
validation_step_end                	|  4.7478e-06     	|1000           	|  0.0047478      	|  0.00024676     	|
on_validation_model_eval           	|  0.0043505      	|1              	|  0.0043505      	|  0.00022611     	|
on_train_start                     	|  0.00090781     	|1              	|  0.00090781     	|  4.7181e-05     	|
on_validation_start                	|  0.00032418     	|1              	|  0.00032418     	|  1.6848e-05     	|
on_validation_end                  	|  0.00011036     	|1              	|  0.00011036     	|  5.7356e-06     	|
setup                              	|  2.0308e-05     	|2              	|  4.0616e-05     	|  2.1109e-06     	|
on_before_accelerator_backend_setup	|  1.9341e-05     	|2              	|  3.8683e-05     	|  2.0105e-06     	|
on_configure_sharded_model         	|  1.6552e-05     	|2              	|  3.3103e-05     	|  1.7205e-06     	|
teardown                           	|  1.6206e-05     	|2              	|  3.2411e-05     	|  1.6845e-06     	|
on_fit_end                         	|  2.4676e-05     	|1              	|  2.4676e-05     	|  1.2825e-06     	|
on_validation_epoch_end            	|  1.8976e-05     	|1              	|  1.8976e-05     	|  9.8623e-07     	|
on_fit_start                       	|  1.6421e-05     	|1              	|  1.6421e-05     	|  8.5345e-07     	|
prepare_data                       	|  5.751e-06      	|2              	|  1.1502e-05     	|  5.978e-07      	|
on_val_dataloader                  	|  5.665e-06      	|2              	|  1.133e-05      	|  5.8885e-07     	|
configure_sharded_model            	|  5.59e-06       	|2              	|  1.118e-05      	|  5.8106e-07     	|
configure_callbacks                	|  5.5504e-06     	|2              	|  1.1101e-05     	|  5.7695e-07     	|
on_pretrain_routine_end            	|  9.798e-06      	|1              	|  9.798e-06      	|  5.0923e-07     	|
on_validation_epoch_start          	|  9.6678e-06     	|1              	|  9.6678e-06     	|  5.0247e-07     	|
on_train_dataloader                	|  4.4289e-06     	|1              	|  4.4289e-06     	|  2.3018e-07     	|
