VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1268.9         	|  100 %          	|
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run_training_epoch                 	|  2.4559         	|500            	|  1227.9         	|  96.773         	|
run_training_batch                 	|  0.30605        	|1000           	|  306.05         	|  24.119         	|
optimizer_step_with_closure_0      	|  0.30152        	|1000           	|  301.52         	|  23.762         	|
training_step_and_backward         	|  0.23196        	|1000           	|  231.96         	|  18.281         	|
get_train_batch                    	|  0.10758        	|1500           	|  161.38         	|  12.718         	|
fetch_next_train_batch             	|  0.10754        	|1500           	|  161.31         	|  12.713         	|
model_forward                      	|  0.11564        	|1000           	|  115.64         	|  9.1135         	|
training_step                      	|  0.11539        	|1000           	|  115.39         	|  9.0941         	|
backward                           	|  0.11461        	|1000           	|  114.61         	|  9.0321         	|
run_validate_evaluation            	|  7.5549         	|1              	|  7.5549         	|  0.59539        	|
evaluation_step_and_end            	|  0.10295        	|48             	|  4.9415         	|  0.38944        	|
validation_step                    	|  0.10284        	|48             	|  4.9361         	|  0.38901        	|
on_train_batch_end                 	|  0.0024219      	|1000           	|  2.4219         	|  0.19087        	|
zero_grad                          	|  0.0016748      	|1000           	|  1.6748         	|  0.13199        	|
training_batch_to_device           	|  0.00074554     	|1000           	|  0.74554        	|  0.058755       	|
get_validate_batch                 	|  0.011711       	|49             	|  0.57383        	|  0.045223       	|
fetch_next_validate_batch          	|  0.011688       	|49             	|  0.57272        	|  0.045135       	|
on_train_epoch_end                 	|  0.00034061     	|500            	|  0.1703         	|  0.013421       	|
on_train_epoch_start               	|  0.00033014     	|500            	|  0.16507        	|  0.013009       	|
on_train_batch_start               	|  0.00011098     	|1000           	|  0.11098        	|  0.0087463      	|
on_train_end                       	|  0.064744       	|1              	|  0.064744       	|  0.0051024      	|
on_batch_start                     	|  5.9273e-05     	|1000           	|  0.059273       	|  0.0046712      	|
on_after_backward                  	|  2.7146e-05     	|1000           	|  0.027146       	|  0.0021394      	|
on_before_zero_grad                	|  2.4447e-05     	|1000           	|  0.024447       	|  0.0019266      	|
on_pretrain_routine_start          	|  0.023855       	|1              	|  0.023855       	|  0.00188        	|
on_before_optimizer_step           	|  2.0051e-05     	|1000           	|  0.020051       	|  0.0015802      	|
on_batch_end                       	|  1.8279e-05     	|1000           	|  0.018279       	|  0.0014405      	|
configure_optimizers               	|  0.016899       	|1              	|  0.016899       	|  0.0013318      	|
on_before_backward                 	|  1.62e-05       	|1000           	|  0.0162         	|  0.0012767      	|
evaluation_batch_to_device         	|  0.0003015      	|48             	|  0.014472       	|  0.0011405      	|
training_step_end                  	|  1.0928e-05     	|1000           	|  0.010928       	|  0.0008612      	|
on_epoch_end                       	|  1.1622e-05     	|501            	|  0.0058228      	|  0.00045889     	|
on_epoch_start                     	|  1.1419e-05     	|501            	|  0.0057207      	|  0.00045085     	|
on_validation_model_eval           	|  0.003951       	|1              	|  0.003951       	|  0.00031138     	|
on_validation_batch_end            	|  3.9992e-05     	|48             	|  0.0019196      	|  0.00015128     	|
on_train_start                     	|  0.0013059      	|1              	|  0.0013059      	|  0.00010292     	|
on_validation_batch_start          	|  1.7797e-05     	|48             	|  0.00085425     	|  6.7323e-05     	|
on_validation_start                	|  0.00053828     	|1              	|  0.00053828     	|  4.2421e-05     	|
validation_step_end                	|  8.9219e-06     	|48             	|  0.00042825     	|  3.375e-05      	|
on_validation_end                  	|  0.00017385     	|1              	|  0.00017385     	|  1.3701e-05     	|
on_fit_end                         	|  7.8695e-05     	|1              	|  7.8695e-05     	|  6.2019e-06     	|
on_before_accelerator_backend_setup	|  2.9135e-05     	|2              	|  5.8271e-05     	|  4.5923e-06     	|
setup                              	|  2.824e-05      	|2              	|  5.6479e-05     	|  4.4511e-06     	|
teardown                           	|  2.4771e-05     	|2              	|  4.9543e-05     	|  3.9044e-06     	|
on_fit_start                       	|  4.9496e-05     	|1              	|  4.9496e-05     	|  3.9007e-06     	|
on_configure_sharded_model         	|  2.468e-05      	|2              	|  4.936e-05      	|  3.89e-06       	|
on_validation_epoch_end            	|  2.9061e-05     	|1              	|  2.9061e-05     	|  2.2903e-06     	|
on_val_dataloader                  	|  1.1445e-05     	|2              	|  2.289e-05      	|  1.8039e-06     	|
configure_callbacks                	|  1.0057e-05     	|2              	|  2.0115e-05     	|  1.5852e-06     	|
prepare_data                       	|  9.7547e-06     	|2              	|  1.9509e-05     	|  1.5375e-06     	|
on_pretrain_routine_end            	|  1.6987e-05     	|1              	|  1.6987e-05     	|  1.3388e-06     	|
configure_sharded_model            	|  8.2981e-06     	|2              	|  1.6596e-05     	|  1.3079e-06     	|
on_train_dataloader                	|  1.266e-05      	|1              	|  1.266e-05      	|  9.9776e-07     	|
on_validation_epoch_start          	|  1.18e-05       	|1              	|  1.18e-05       	|  9.2994e-07     	|
