VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1285.3         	|  100 %          	|
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run_training_epoch                 	|  2.497          	|500            	|  1248.5         	|  97.136         	|
run_training_batch                 	|  0.25325        	|1000           	|  253.25         	|  19.703         	|
optimizer_step_with_closure_0      	|  0.25078        	|1000           	|  250.78         	|  19.511         	|
training_step_and_backward         	|  0.18856        	|1000           	|  188.56         	|  14.67          	|
get_train_batch                    	|  0.1237         	|1500           	|  185.55         	|  14.436         	|
fetch_next_train_batch             	|  0.12366        	|1500           	|  185.5          	|  14.432         	|
model_forward                      	|  0.098907       	|1000           	|  98.907         	|  7.6951         	|
training_step                      	|  0.098691       	|1000           	|  98.691         	|  7.6782         	|
backward                           	|  0.088197       	|1000           	|  88.197         	|  6.8618         	|
run_validate_evaluation            	|  7.1702         	|1              	|  7.1702         	|  0.55785        	|
evaluation_step_and_end            	|  0.096507       	|48             	|  4.6323         	|  0.3604         	|
validation_step                    	|  0.096437       	|48             	|  4.629          	|  0.36014        	|
on_train_batch_end                 	|  0.0018678      	|1000           	|  1.8678         	|  0.14532        	|
zero_grad                          	|  0.0014157      	|1000           	|  1.4157         	|  0.11014        	|
get_validate_batch                 	|  0.013231       	|49             	|  0.64832        	|  0.05044        	|
training_batch_to_device           	|  0.00064813     	|1000           	|  0.64813        	|  0.050425       	|
fetch_next_validate_batch          	|  0.013213       	|49             	|  0.64745        	|  0.050372       	|
on_train_epoch_end                 	|  0.00032445     	|500            	|  0.16222        	|  0.012621       	|
on_train_epoch_start               	|  0.00030764     	|500            	|  0.15382        	|  0.011967       	|
on_train_batch_start               	|  0.00011305     	|1000           	|  0.11305        	|  0.0087956      	|
on_batch_start                     	|  4.9648e-05     	|1000           	|  0.049648       	|  0.0038626      	|
on_train_end                       	|  0.041464       	|1              	|  0.041464       	|  0.0032259      	|
on_before_zero_grad                	|  2.2087e-05     	|1000           	|  0.022087       	|  0.0017184      	|
on_pretrain_routine_start          	|  0.022059       	|1              	|  0.022059       	|  0.0017162      	|
on_after_backward                  	|  1.9416e-05     	|1000           	|  0.019416       	|  0.0015105      	|
on_before_backward                 	|  1.4956e-05     	|1000           	|  0.014956       	|  0.0011636      	|
on_batch_end                       	|  1.4589e-05     	|1000           	|  0.014589       	|  0.001135       	|
on_before_optimizer_step           	|  1.331e-05      	|1000           	|  0.01331        	|  0.0010356      	|
configure_optimizers               	|  0.010253       	|1              	|  0.010253       	|  0.00079768     	|
evaluation_batch_to_device         	|  0.000205       	|48             	|  0.0098399      	|  0.00076555     	|
training_step_end                  	|  9.6215e-06     	|1000           	|  0.0096215      	|  0.00074856     	|
on_epoch_end                       	|  1.1504e-05     	|501            	|  0.0057636      	|  0.00044841     	|
on_epoch_start                     	|  1.0675e-05     	|501            	|  0.0053481      	|  0.00041608     	|
on_validation_model_eval           	|  0.003866       	|1              	|  0.003866       	|  0.00030078     	|
on_validation_batch_end            	|  2.7336e-05     	|48             	|  0.0013121      	|  0.00010208     	|
on_train_start                     	|  0.00094621     	|1              	|  0.00094621     	|  7.3616e-05     	|
on_validation_batch_start          	|  1.3022e-05     	|48             	|  0.00062507     	|  4.8631e-05     	|
on_validation_start                	|  0.00047157     	|1              	|  0.00047157     	|  3.6688e-05     	|
validation_step_end                	|  6.1689e-06     	|48             	|  0.00029611     	|  2.3037e-05     	|
on_validation_end                  	|  0.00015197     	|1              	|  0.00015197     	|  1.1823e-05     	|
on_fit_end                         	|  6.3613e-05     	|1              	|  6.3613e-05     	|  4.9491e-06     	|
on_before_accelerator_backend_setup	|  2.4781e-05     	|2              	|  4.9561e-05     	|  3.8559e-06     	|
on_fit_start                       	|  4.6737e-05     	|1              	|  4.6737e-05     	|  3.6362e-06     	|
teardown                           	|  2.3141e-05     	|2              	|  4.6281e-05     	|  3.6007e-06     	|
setup                              	|  1.9533e-05     	|2              	|  3.9065e-05     	|  3.0393e-06     	|
on_configure_sharded_model         	|  1.9403e-05     	|2              	|  3.8806e-05     	|  3.0192e-06     	|
on_validation_epoch_end            	|  3.0002e-05     	|1              	|  3.0002e-05     	|  2.3341e-06     	|
configure_callbacks                	|  8.5579e-06     	|2              	|  1.7116e-05     	|  1.3316e-06     	|
on_val_dataloader                  	|  7.9796e-06     	|2              	|  1.5959e-05     	|  1.2416e-06     	|
configure_sharded_model            	|  6.8685e-06     	|2              	|  1.3737e-05     	|  1.0687e-06     	|
on_pretrain_routine_end            	|  1.3379e-05     	|1              	|  1.3379e-05     	|  1.0409e-06     	|
prepare_data                       	|  6.6785e-06     	|2              	|  1.3357e-05     	|  1.0392e-06     	|
on_validation_epoch_start          	|  1.0636e-05     	|1              	|  1.0636e-05     	|  8.2747e-07     	|
on_train_dataloader                	|  6.5081e-06     	|1              	|  6.5081e-06     	|  5.0633e-07     	|
