VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  476.74         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  6.4556         	|63             	|  406.7          	|  85.308         	|
run_training_batch                 	|  0.2742         	|1000           	|  274.2          	|  57.514         	|
optimizer_step_with_closure_0      	|  0.26977        	|1000           	|  269.77         	|  56.586         	|
training_step_and_backward         	|  0.20292        	|1000           	|  202.92         	|  42.565         	|
model_forward                      	|  0.10804        	|1000           	|  108.04         	|  22.662         	|
training_step                      	|  0.10784        	|1000           	|  107.84         	|  22.62          	|
backward                           	|  0.093237       	|1000           	|  93.237         	|  19.557         	|
run_validate_evaluation            	|  30.845         	|1              	|  30.845         	|  6.4698         	|
get_train_batch                    	|  0.025316       	|1063           	|  26.911         	|  5.6448         	|
fetch_next_train_batch             	|  0.025291       	|1063           	|  26.885         	|  5.6392         	|
evaluation_step_and_end            	|  0.084241       	|313            	|  26.367         	|  5.5307         	|
validation_step                    	|  0.084168       	|313            	|  26.345         	|  5.5259         	|
on_train_batch_end                 	|  0.0023857      	|1000           	|  2.3857         	|  0.50042        	|
zero_grad                          	|  0.0016126      	|1000           	|  1.6126         	|  0.33824        	|
get_validate_batch                 	|  0.0030573      	|314            	|  0.96           	|  0.20136        	|
fetch_next_validate_batch          	|  0.0030401      	|314            	|  0.95459        	|  0.20023        	|
training_batch_to_device           	|  0.00026313     	|1000           	|  0.26313        	|  0.055193       	|
on_train_batch_start               	|  9.4285e-05     	|1000           	|  0.094285       	|  0.019777       	|
evaluation_batch_to_device         	|  0.00022675     	|313            	|  0.070972       	|  0.014887       	|
on_train_end                       	|  0.049749       	|1              	|  0.049749       	|  0.010435       	|
on_after_backward                  	|  2.5438e-05     	|1000           	|  0.025438       	|  0.0053357      	|
on_train_epoch_end                 	|  0.00037026     	|63             	|  0.023327       	|  0.0048929      	|
on_pretrain_routine_start          	|  0.022849       	|1              	|  0.022849       	|  0.0047927      	|
on_train_epoch_start               	|  0.00036133     	|63             	|  0.022764       	|  0.0047748      	|
on_batch_start                     	|  2.1157e-05     	|1000           	|  0.021157       	|  0.0044378      	|
on_before_zero_grad                	|  1.7974e-05     	|1000           	|  0.017974       	|  0.0037701      	|
on_batch_end                       	|  1.5502e-05     	|1000           	|  0.015502       	|  0.0032516      	|
on_before_optimizer_step           	|  1.376e-05      	|1000           	|  0.01376        	|  0.0028863      	|
on_before_backward                 	|  1.3647e-05     	|1000           	|  0.013647       	|  0.0028626      	|
configure_optimizers               	|  0.012163       	|1              	|  0.012163       	|  0.0025512      	|
on_validation_batch_end            	|  2.6973e-05     	|313            	|  0.0084426      	|  0.0017709      	|
training_step_end                  	|  7.0994e-06     	|1000           	|  0.0070994      	|  0.0014891      	|
on_validation_model_eval           	|  0.0043494      	|1              	|  0.0043494      	|  0.0009123      	|
on_validation_batch_start          	|  1.2469e-05     	|313            	|  0.0039026      	|  0.0008186      	|
validation_step_end                	|  6.2412e-06     	|313            	|  0.0019535      	|  0.00040976     	|
on_train_start                     	|  0.0013951      	|1              	|  0.0013951      	|  0.00029262     	|
on_epoch_end                       	|  1.2234e-05     	|64             	|  0.00078301     	|  0.00016424     	|
on_epoch_start                     	|  1.1561e-05     	|64             	|  0.00073992     	|  0.0001552      	|
on_validation_start                	|  0.0006002      	|1              	|  0.0006002      	|  0.0001259      	|
on_validation_end                  	|  0.00013597     	|1              	|  0.00013597     	|  2.852e-05      	|
teardown                           	|  4.5147e-05     	|2              	|  9.0294e-05     	|  1.894e-05      	|
setup                              	|  3.8632e-05     	|2              	|  7.7264e-05     	|  1.6207e-05     	|
on_before_accelerator_backend_setup	|  3.7719e-05     	|2              	|  7.5437e-05     	|  1.5823e-05     	|
on_configure_sharded_model         	|  2.6353e-05     	|2              	|  5.2705e-05     	|  1.1055e-05     	|
on_fit_start                       	|  4.0991e-05     	|1              	|  4.0991e-05     	|  8.5982e-06     	|
on_fit_end                         	|  3.4498e-05     	|1              	|  3.4498e-05     	|  7.2362e-06     	|
on_validation_epoch_end            	|  3.3382e-05     	|1              	|  3.3382e-05     	|  7.0021e-06     	|
on_val_dataloader                  	|  1.5405e-05     	|2              	|  3.081e-05      	|  6.4626e-06     	|
prepare_data                       	|  1.3399e-05     	|2              	|  2.6798e-05     	|  5.621e-06      	|
configure_callbacks                	|  9.398e-06      	|2              	|  1.8796e-05     	|  3.9426e-06     	|
configure_sharded_model            	|  9.2173e-06     	|2              	|  1.8435e-05     	|  3.8668e-06     	|
on_pretrain_routine_end            	|  1.6676e-05     	|1              	|  1.6676e-05     	|  3.4979e-06     	|
on_validation_epoch_start          	|  1.527e-05      	|1              	|  1.527e-05      	|  3.203e-06      	|
on_train_dataloader                	|  8.7786e-06     	|1              	|  8.7786e-06     	|  1.8414e-06     	|
