VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  438.46         	|  100 %          	|
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run_training_epoch                 	|  6.3568         	|63             	|  400.48         	|  91.337         	|
run_training_batch                 	|  0.27689        	|1000           	|  276.89         	|  63.15          	|
optimizer_step_with_closure_0      	|  0.2736         	|1000           	|  273.6          	|  62.399         	|
training_step_and_backward         	|  0.20842        	|1000           	|  208.42         	|  47.535         	|
model_forward                      	|  0.10556        	|1000           	|  105.56         	|  24.074         	|
training_step                      	|  0.10536        	|1000           	|  105.36         	|  24.03          	|
backward                           	|  0.10132        	|1000           	|  101.32         	|  23.109         	|
get_train_batch                    	|  0.026142       	|1063           	|  27.789         	|  6.3379         	|
fetch_next_train_batch             	|  0.026114       	|1063           	|  27.759         	|  6.3311         	|
run_validate_evaluation            	|  7.3512         	|1              	|  7.3512         	|  1.6766         	|
evaluation_step_and_end            	|  0.1021         	|48             	|  4.9007         	|  1.1177         	|
validation_step                    	|  0.10199        	|48             	|  4.8956         	|  1.1165         	|
on_train_batch_end                 	|  0.0021493      	|1000           	|  2.1493         	|  0.49019        	|
zero_grad                          	|  0.0015102      	|1000           	|  1.5102         	|  0.34443        	|
get_validate_batch                 	|  0.014475       	|49             	|  0.70926        	|  0.16176        	|
fetch_next_validate_batch          	|  0.014452       	|49             	|  0.70813        	|  0.1615         	|
training_batch_to_device           	|  0.00029137     	|1000           	|  0.29137        	|  0.066454       	|
on_train_batch_start               	|  9.4189e-05     	|1000           	|  0.094189       	|  0.021482       	|
on_train_end                       	|  0.05165        	|1              	|  0.05165        	|  0.01178        	|
on_after_backward                  	|  2.7311e-05     	|1000           	|  0.027311       	|  0.0062287      	|
on_pretrain_routine_start          	|  0.023006       	|1              	|  0.023006       	|  0.0052469      	|
on_batch_start                     	|  2.1662e-05     	|1000           	|  0.021662       	|  0.0049405      	|
configure_optimizers               	|  0.021124       	|1              	|  0.021124       	|  0.0048179      	|
on_train_epoch_end                 	|  0.00031923     	|63             	|  0.020112       	|  0.0045869      	|
on_train_epoch_start               	|  0.00031741     	|63             	|  0.019997       	|  0.0045608      	|
on_before_zero_grad                	|  1.7779e-05     	|1000           	|  0.017779       	|  0.0040548      	|
on_batch_end                       	|  1.5492e-05     	|1000           	|  0.015492       	|  0.0035333      	|
on_before_backward                 	|  1.3548e-05     	|1000           	|  0.013548       	|  0.0030898      	|
evaluation_batch_to_device         	|  0.0002679      	|48             	|  0.012859       	|  0.0029328      	|
on_before_optimizer_step           	|  1.2756e-05     	|1000           	|  0.012756       	|  0.0029093      	|
training_step_end                  	|  8.0498e-06     	|1000           	|  0.0080498      	|  0.0018359      	|
on_validation_model_eval           	|  0.0039681      	|1              	|  0.0039681      	|  0.00090501     	|
on_validation_batch_end            	|  3.975e-05      	|48             	|  0.001908       	|  0.00043516     	|
on_train_start                     	|  0.0011128      	|1              	|  0.0011128      	|  0.00025381     	|
on_validation_batch_start          	|  1.6505e-05     	|48             	|  0.00079223     	|  0.00018069     	|
on_epoch_end                       	|  1.2233e-05     	|64             	|  0.00078293     	|  0.00017856     	|
on_epoch_start                     	|  1.0993e-05     	|64             	|  0.00070355     	|  0.00016046     	|
on_validation_start                	|  0.00046114     	|1              	|  0.00046114     	|  0.00010517     	|
validation_step_end                	|  8.6067e-06     	|48             	|  0.00041312     	|  9.4221e-05     	|
on_validation_end                  	|  0.00023054     	|1              	|  0.00023054     	|  5.2579e-05     	|
on_fit_end                         	|  5.3016e-05     	|1              	|  5.3016e-05     	|  1.2092e-05     	|
on_before_accelerator_backend_setup	|  2.5649e-05     	|2              	|  5.1297e-05     	|  1.1699e-05     	|
setup                              	|  2.5144e-05     	|2              	|  5.0288e-05     	|  1.1469e-05     	|
on_configure_sharded_model         	|  2.473e-05      	|2              	|  4.9461e-05     	|  1.1281e-05     	|
teardown                           	|  2.2578e-05     	|2              	|  4.5156e-05     	|  1.0299e-05     	|
on_fit_start                       	|  4.2945e-05     	|1              	|  4.2945e-05     	|  9.7946e-06     	|
on_validation_epoch_end            	|  3.2421e-05     	|1              	|  3.2421e-05     	|  7.3943e-06     	|
on_val_dataloader                  	|  9.5759e-06     	|2              	|  1.9152e-05     	|  4.368e-06      	|
configure_callbacks                	|  8.9025e-06     	|2              	|  1.7805e-05     	|  4.0608e-06     	|
configure_sharded_model            	|  7.9954e-06     	|2              	|  1.5991e-05     	|  3.647e-06      	|
on_pretrain_routine_end            	|  1.4886e-05     	|1              	|  1.4886e-05     	|  3.3951e-06     	|
prepare_data                       	|  7.2923e-06     	|2              	|  1.4585e-05     	|  3.3263e-06     	|
on_validation_epoch_start          	|  1.1563e-05     	|1              	|  1.1563e-05     	|  2.6373e-06     	|
on_train_dataloader                	|  9.153e-06      	|1              	|  9.153e-06      	|  2.0875e-06     	|
