VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1670.4         	|  100 %          	|
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run_training_epoch                 	|  72.629         	|21             	|  1525.2         	|  91.307         	|
run_training_batch                 	|  0.18691        	|8000           	|  1495.3         	|  89.515         	|
training_step_and_backward         	|  0.17684        	|8000           	|  1414.7         	|  84.693         	|
model_forward                      	|  0.094142       	|8000           	|  753.14         	|  45.086         	|
training_step                      	|  0.094012       	|8000           	|  752.1          	|  45.024         	|
backward                           	|  0.082517       	|8000           	|  660.14         	|  39.519         	|
optimizer_step_with_closure_0      	|  0.23566        	|1000           	|  235.66         	|  14.108         	|
run_validate_evaluation            	|  101.66         	|1              	|  101.66         	|  6.0856         	|
evaluation_step_and_end            	|  0.099659       	|1000           	|  99.659         	|  5.9661         	|
validation_step                    	|  0.099609       	|1000           	|  99.609         	|  5.963          	|
get_train_batch                    	|  0.0018111      	|8021           	|  14.527         	|  0.86966        	|
fetch_next_train_batch             	|  0.0017951      	|8021           	|  14.398         	|  0.86196        	|
on_train_batch_end                 	|  0.0010586      	|8000           	|  8.4688         	|  0.50698        	|
training_batch_to_device           	|  0.00021106     	|8000           	|  1.6885         	|  0.10108        	|
get_validate_batch                 	|  0.0014581      	|1001           	|  1.4596         	|  0.087377       	|
fetch_next_validate_batch          	|  0.0014444      	|1001           	|  1.4458         	|  0.086555       	|
zero_grad                          	|  0.0013251      	|1000           	|  1.3251         	|  0.079328       	|
on_train_batch_start               	|  8.9473e-05     	|8000           	|  0.71578        	|  0.04285        	|
evaluation_batch_to_device         	|  0.0002096      	|1000           	|  0.2096         	|  0.012547       	|
on_batch_start                     	|  1.4683e-05     	|8000           	|  0.11746        	|  0.0070318      	|
on_batch_end                       	|  1.3092e-05     	|8000           	|  0.10473        	|  0.0062699      	|
on_before_backward                 	|  1.2625e-05     	|8000           	|  0.101          	|  0.0060465      	|
on_after_backward                  	|  1.1859e-05     	|8000           	|  0.094868       	|  0.0056792      	|
training_step_end                  	|  5.6217e-06     	|8000           	|  0.044974       	|  0.0026923      	|
on_train_end                       	|  0.025413       	|1              	|  0.025413       	|  0.0015214      	|
on_pretrain_routine_start          	|  0.023031       	|1              	|  0.023031       	|  0.0013788      	|
on_validation_batch_end            	|  1.8533e-05     	|1000           	|  0.018533       	|  0.0011095      	|
on_before_zero_grad                	|  1.4e-05        	|1000           	|  0.014          	|  0.00083812     	|
on_before_optimizer_step           	|  1.1533e-05     	|1000           	|  0.011533       	|  0.00069039     	|
on_validation_batch_start          	|  9.6908e-06     	|1000           	|  0.0096908      	|  0.00058014     	|
configure_optimizers               	|  0.0089844      	|1              	|  0.0089844      	|  0.00053785     	|
on_train_epoch_start               	|  0.00028906     	|21             	|  0.0060703      	|  0.0003634      	|
on_train_epoch_end                 	|  0.00026083     	|21             	|  0.0054775      	|  0.00032791     	|
validation_step_end                	|  4.9767e-06     	|1000           	|  0.0049767      	|  0.00029793     	|
on_validation_model_eval           	|  0.0046268      	|1              	|  0.0046268      	|  0.00027698     	|
on_train_start                     	|  0.00071942     	|1              	|  0.00071942     	|  4.3068e-05     	|
on_validation_start                	|  0.0003153      	|1              	|  0.0003153      	|  1.8876e-05     	|
on_epoch_start                     	|  1.0971e-05     	|22             	|  0.00024136     	|  1.4449e-05     	|
on_epoch_end                       	|  1.0752e-05     	|22             	|  0.00023655     	|  1.4161e-05     	|
on_validation_end                  	|  0.00012061     	|1              	|  0.00012061     	|  7.2201e-06     	|
on_before_accelerator_backend_setup	|  1.9927e-05     	|2              	|  3.9854e-05     	|  2.3859e-06     	|
teardown                           	|  1.5434e-05     	|2              	|  3.0868e-05     	|  1.8479e-06     	|
setup                              	|  1.3836e-05     	|2              	|  2.7672e-05     	|  1.6566e-06     	|
on_configure_sharded_model         	|  1.3771e-05     	|2              	|  2.7542e-05     	|  1.6488e-06     	|
on_fit_end                         	|  2.2122e-05     	|1              	|  2.2122e-05     	|  1.3243e-06     	|
on_fit_start                       	|  1.8956e-05     	|1              	|  1.8956e-05     	|  1.1348e-06     	|
on_validation_epoch_end            	|  1.7974e-05     	|1              	|  1.7974e-05     	|  1.076e-06      	|
prepare_data                       	|  6.6075e-06     	|2              	|  1.3215e-05     	|  7.9111e-07     	|
on_val_dataloader                  	|  5.9365e-06     	|2              	|  1.1873e-05     	|  7.1077e-07     	|
configure_callbacks                	|  5.5559e-06     	|2              	|  1.1112e-05     	|  6.6521e-07     	|
on_pretrain_routine_end            	|  1.059e-05      	|1              	|  1.059e-05      	|  6.3397e-07     	|
configure_sharded_model            	|  4.9945e-06     	|2              	|  9.9889e-06     	|  5.9798e-07     	|
on_validation_epoch_start          	|  9.7291e-06     	|1              	|  9.7291e-06     	|  5.8243e-07     	|
on_train_dataloader                	|  4.3579e-06     	|1              	|  4.3579e-06     	|  2.6088e-07     	|
