VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1658.6         	|  100 %          	|
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run_training_epoch                 	|  72.082         	|21             	|  1513.7         	|  91.267         	|
run_training_batch                 	|  0.18548        	|8000           	|  1483.8         	|  89.463         	|
training_step_and_backward         	|  0.17553        	|8000           	|  1404.2         	|  84.663         	|
model_forward                      	|  0.093438       	|8000           	|  747.51         	|  45.069         	|
training_step                      	|  0.093305       	|8000           	|  746.44         	|  45.005         	|
backward                           	|  0.081906       	|8000           	|  655.25         	|  39.507         	|
optimizer_step_with_closure_0      	|  0.23409        	|1000           	|  234.09         	|  14.114         	|
run_validate_evaluation            	|  101.47         	|1              	|  101.47         	|  6.1178         	|
evaluation_step_and_end            	|  0.099502       	|1000           	|  99.502         	|  5.9993         	|
validation_step                    	|  0.099452       	|1000           	|  99.452         	|  5.9962         	|
get_train_batch                    	|  0.0018144      	|8021           	|  14.554         	|  0.87748        	|
fetch_next_train_batch             	|  0.0017985      	|8021           	|  14.426         	|  0.86979        	|
on_train_batch_end                 	|  0.0010566      	|8000           	|  8.4531         	|  0.50966        	|
training_batch_to_device           	|  0.0002106      	|8000           	|  1.6848         	|  0.10158        	|
get_validate_batch                 	|  0.0014341      	|1001           	|  1.4355         	|  0.086552       	|
fetch_next_validate_batch          	|  0.0014209      	|1001           	|  1.4223         	|  0.085753       	|
zero_grad                          	|  0.0013072      	|1000           	|  1.3072         	|  0.078817       	|
on_train_batch_start               	|  8.9234e-05     	|8000           	|  0.71387        	|  0.043041       	|
evaluation_batch_to_device         	|  0.00020292     	|1000           	|  0.20292        	|  0.012234       	|
on_batch_start                     	|  1.5128e-05     	|8000           	|  0.12102        	|  0.0072969      	|
on_batch_end                       	|  1.2946e-05     	|8000           	|  0.10357        	|  0.0062443      	|
on_before_backward                 	|  1.2391e-05     	|8000           	|  0.09913        	|  0.0059769      	|
on_after_backward                  	|  1.2149e-05     	|8000           	|  0.097189       	|  0.0058598      	|
training_step_end                  	|  5.4422e-06     	|8000           	|  0.043538       	|  0.002625       	|
on_train_end                       	|  0.025617       	|1              	|  0.025617       	|  0.0015445      	|
on_pretrain_routine_start          	|  0.022841       	|1              	|  0.022841       	|  0.0013772      	|
on_validation_batch_end            	|  1.7887e-05     	|1000           	|  0.017887       	|  0.0010784      	|
on_before_zero_grad                	|  1.333e-05      	|1000           	|  0.01333        	|  0.00080369     	|
on_before_optimizer_step           	|  1.0926e-05     	|1000           	|  0.010926       	|  0.00065876     	|
on_validation_batch_start          	|  9.7397e-06     	|1000           	|  0.0097397      	|  0.00058723     	|
configure_optimizers               	|  0.0083333      	|1              	|  0.0083333      	|  0.00050244     	|
on_train_epoch_end                 	|  0.00029523     	|21             	|  0.0061999      	|  0.00037381     	|
on_train_epoch_start               	|  0.00029119     	|21             	|  0.0061149      	|  0.00036869     	|
validation_step_end                	|  4.6758e-06     	|1000           	|  0.0046758      	|  0.00028192     	|
on_validation_model_eval           	|  0.0046038      	|1              	|  0.0046038      	|  0.00027758     	|
on_train_start                     	|  0.00068056     	|1              	|  0.00068056     	|  4.1033e-05     	|
on_validation_start                	|  0.00032846     	|1              	|  0.00032846     	|  1.9804e-05     	|
on_epoch_start                     	|  1.0572e-05     	|22             	|  0.00023258     	|  1.4023e-05     	|
on_epoch_end                       	|  1.0476e-05     	|22             	|  0.00023047     	|  1.3895e-05     	|
on_validation_end                  	|  0.00010898     	|1              	|  0.00010898     	|  6.571e-06      	|
on_before_accelerator_backend_setup	|  1.9065e-05     	|2              	|  3.8131e-05     	|  2.299e-06      	|
teardown                           	|  1.5409e-05     	|2              	|  3.0818e-05     	|  1.8581e-06     	|
on_configure_sharded_model         	|  1.334e-05      	|2              	|  2.6681e-05     	|  1.6087e-06     	|
setup                              	|  1.3125e-05     	|2              	|  2.6249e-05     	|  1.5826e-06     	|
on_fit_end                         	|  2.115e-05      	|1              	|  2.115e-05      	|  1.2752e-06     	|
on_validation_epoch_end            	|  2.0047e-05     	|1              	|  2.0047e-05     	|  1.2087e-06     	|
on_fit_start                       	|  1.629e-05      	|1              	|  1.629e-05      	|  9.8217e-07     	|
configure_callbacks                	|  6.7219e-06     	|2              	|  1.3444e-05     	|  8.1057e-07     	|
on_val_dataloader                  	|  6.1661e-06     	|2              	|  1.2332e-05     	|  7.4354e-07     	|
prepare_data                       	|  6.046e-06      	|2              	|  1.2092e-05     	|  7.2907e-07     	|
configure_sharded_model            	|  5.3304e-06     	|2              	|  1.0661e-05     	|  6.4277e-07     	|
on_pretrain_routine_end            	|  9.988e-06      	|1              	|  9.988e-06      	|  6.022e-07      	|
on_validation_epoch_start          	|  9.618e-06      	|1              	|  9.618e-06      	|  5.799e-07      	|
on_train_dataloader                	|  4.078e-06      	|1              	|  4.078e-06      	|  2.4588e-07     	|
