VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  656.23         	|  100 %          	|
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run_training_epoch                 	|  3.6336         	|167            	|  606.81         	|  92.469         	|
run_training_batch                 	|  0.24737        	|1000           	|  247.37         	|  37.695         	|
optimizer_step_with_closure_0      	|  0.24525        	|1000           	|  245.25         	|  37.373         	|
training_step_and_backward         	|  0.1839         	|1000           	|  183.9          	|  28.023         	|
model_forward                      	|  0.094951       	|1000           	|  94.951         	|  14.469         	|
training_step                      	|  0.094779       	|1000           	|  94.779         	|  14.443         	|
backward                           	|  0.087576       	|1000           	|  87.576         	|  13.345         	|
get_train_batch                    	|  0.064673       	|1167           	|  75.473         	|  11.501         	|
fetch_next_train_batch             	|  0.064646       	|1167           	|  75.442         	|  11.496         	|
run_validate_evaluation            	|  16.745         	|1              	|  16.745         	|  2.5517         	|
evaluation_step_and_end            	|  0.10825        	|125            	|  13.531         	|  2.0619         	|
validation_step                    	|  0.10817        	|125            	|  13.522         	|  2.0605         	|
on_train_batch_end                 	|  0.0016862      	|1000           	|  1.6862         	|  0.25696        	|
zero_grad                          	|  0.0013393      	|1000           	|  1.3393         	|  0.20409        	|
get_validate_batch                 	|  0.0059123      	|126            	|  0.74494        	|  0.11352        	|
fetch_next_validate_batch          	|  0.0058939      	|126            	|  0.74263        	|  0.11317        	|
training_batch_to_device           	|  0.00046845     	|1000           	|  0.46845        	|  0.071384       	|
on_train_batch_start               	|  0.00011241     	|1000           	|  0.11241        	|  0.017129       	|
on_train_epoch_start               	|  0.00031893     	|167            	|  0.053262       	|  0.0081163      	|
on_train_epoch_end                 	|  0.00030171     	|167            	|  0.050386       	|  0.0076781      	|
on_train_end                       	|  0.043621       	|1              	|  0.043621       	|  0.0066472      	|
evaluation_batch_to_device         	|  0.00024684     	|125            	|  0.030855       	|  0.0047019      	|
on_batch_start                     	|  2.7966e-05     	|1000           	|  0.027966       	|  0.0042615      	|
on_pretrain_routine_start          	|  0.021739       	|1              	|  0.021739       	|  0.0033126      	|
on_after_backward                  	|  1.8397e-05     	|1000           	|  0.018397       	|  0.0028035      	|
on_before_zero_grad                	|  1.5847e-05     	|1000           	|  0.015847       	|  0.0024148      	|
on_batch_end                       	|  1.576e-05      	|1000           	|  0.01576        	|  0.0024015      	|
on_before_backward                 	|  1.2231e-05     	|1000           	|  0.012231       	|  0.0018638      	|
on_before_optimizer_step           	|  1.1608e-05     	|1000           	|  0.011608       	|  0.0017689      	|
configure_optimizers               	|  0.0084917      	|1              	|  0.0084917      	|  0.001294       	|
training_step_end                  	|  6.7576e-06     	|1000           	|  0.0067576      	|  0.0010298      	|
on_validation_model_eval           	|  0.0044238      	|1              	|  0.0044238      	|  0.00067412     	|
on_validation_batch_end            	|  2.8034e-05     	|125            	|  0.0035042      	|  0.00053399     	|
on_epoch_end                       	|  1.2036e-05     	|168            	|  0.0020221      	|  0.00030814     	|
on_epoch_start                     	|  1.1215e-05     	|168            	|  0.0018841      	|  0.00028711     	|
on_validation_batch_start          	|  1.278e-05      	|125            	|  0.0015975      	|  0.00024344     	|
on_train_start                     	|  0.0014107      	|1              	|  0.0014107      	|  0.00021497     	|
validation_step_end                	|  6.5609e-06     	|125            	|  0.00082012     	|  0.00012497     	|
on_validation_start                	|  0.00064825     	|1              	|  0.00064825     	|  9.8784e-05     	|
on_validation_end                  	|  0.00029802     	|1              	|  0.00029802     	|  4.5413e-05     	|
on_before_accelerator_backend_setup	|  2.4146e-05     	|2              	|  4.8293e-05     	|  7.3591e-06     	|
on_configure_sharded_model         	|  2.3016e-05     	|2              	|  4.6032e-05     	|  7.0145e-06     	|
setup                              	|  2.1014e-05     	|2              	|  4.2029e-05     	|  6.4045e-06     	|
teardown                           	|  2.0185e-05     	|2              	|  4.0371e-05     	|  6.1519e-06     	|
on_val_dataloader                  	|  1.5171e-05     	|2              	|  3.0342e-05     	|  4.6237e-06     	|
on_validation_epoch_end            	|  2.9348e-05     	|1              	|  2.9348e-05     	|  4.4722e-06     	|
on_fit_end                         	|  2.4665e-05     	|1              	|  2.4665e-05     	|  3.7586e-06     	|
on_fit_start                       	|  2.2646e-05     	|1              	|  2.2646e-05     	|  3.4509e-06     	|
configure_callbacks                	|  8.1798e-06     	|2              	|  1.636e-05      	|  2.493e-06      	|
configure_sharded_model            	|  7.4189e-06     	|2              	|  1.4838e-05     	|  2.2611e-06     	|
prepare_data                       	|  6.3898e-06     	|2              	|  1.278e-05      	|  1.9474e-06     	|
on_pretrain_routine_end            	|  1.1232e-05     	|1              	|  1.1232e-05     	|  1.7115e-06     	|
on_validation_epoch_start          	|  1.0343e-05     	|1              	|  1.0343e-05     	|  1.5762e-06     	|
on_train_dataloader                	|  4.9993e-06     	|1              	|  4.9993e-06     	|  7.6182e-07     	|
