VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1643.9         	|  100 %          	|
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run_training_epoch                 	|  71.37          	|21             	|  1498.8         	|  91.17          	|
run_training_batch                 	|  0.18359        	|8000           	|  1468.7         	|  89.343         	|
training_step_and_backward         	|  0.17399        	|8000           	|  1391.9         	|  84.672         	|
model_forward                      	|  0.093932       	|8000           	|  751.45         	|  45.711         	|
training_step                      	|  0.093802       	|8000           	|  750.41         	|  45.648         	|
backward                           	|  0.079884       	|8000           	|  639.07         	|  38.875         	|
optimizer_step_with_closure_0      	|  0.23098        	|1000           	|  230.98         	|  14.051         	|
run_validate_evaluation            	|  101.71         	|1              	|  101.71         	|  6.187          	|
evaluation_step_and_end            	|  0.099723       	|1000           	|  99.723         	|  6.0662         	|
validation_step                    	|  0.099674       	|1000           	|  99.674         	|  6.0632         	|
get_train_batch                    	|  0.0018359      	|8021           	|  14.726         	|  0.89579        	|
fetch_next_train_batch             	|  0.0018203      	|8021           	|  14.601         	|  0.88816        	|
on_train_batch_end                 	|  0.0010518      	|8000           	|  8.4145         	|  0.51186        	|
training_batch_to_device           	|  0.00021051     	|8000           	|  1.6841         	|  0.10244        	|
get_validate_batch                 	|  0.0014544      	|1001           	|  1.4559         	|  0.08856        	|
fetch_next_validate_batch          	|  0.0014408      	|1001           	|  1.4422         	|  0.08773        	|
zero_grad                          	|  0.0012693      	|1000           	|  1.2693         	|  0.077211       	|
on_train_batch_start               	|  8.9738e-05     	|8000           	|  0.71791        	|  0.04367        	|
evaluation_batch_to_device         	|  0.00020444     	|1000           	|  0.20444        	|  0.012436       	|
on_batch_start                     	|  1.4385e-05     	|8000           	|  0.11508        	|  0.0070003      	|
on_batch_end                       	|  1.2738e-05     	|8000           	|  0.1019         	|  0.0061987      	|
on_before_backward                 	|  1.2425e-05     	|8000           	|  0.099403       	|  0.0060467      	|
on_after_backward                  	|  1.127e-05      	|8000           	|  0.090157       	|  0.0054843      	|
training_step_end                  	|  5.6277e-06     	|8000           	|  0.045022       	|  0.0027387      	|
on_train_end                       	|  0.026149       	|1              	|  0.026149       	|  0.0015907      	|
on_pretrain_routine_start          	|  0.022765       	|1              	|  0.022765       	|  0.0013848      	|
on_validation_batch_end            	|  1.837e-05      	|1000           	|  0.01837        	|  0.0011174      	|
on_before_zero_grad                	|  1.3673e-05     	|1000           	|  0.013673       	|  0.0008317      	|
on_before_optimizer_step           	|  1.1146e-05     	|1000           	|  0.011146       	|  0.00067802     	|
on_validation_batch_start          	|  9.7512e-06     	|1000           	|  0.0097512      	|  0.00059317     	|
configure_optimizers               	|  0.0083712      	|1              	|  0.0083712      	|  0.00050922     	|
on_train_epoch_start               	|  0.00028405     	|21             	|  0.005965       	|  0.00036285     	|
on_train_epoch_end                 	|  0.00027449     	|21             	|  0.0057643      	|  0.00035064     	|
validation_step_end                	|  4.9153e-06     	|1000           	|  0.0049153      	|  0.000299       	|
on_validation_model_eval           	|  0.0044537      	|1              	|  0.0044537      	|  0.00027092     	|
on_train_start                     	|  0.00067179     	|1              	|  0.00067179     	|  4.0865e-05     	|
on_validation_start                	|  0.00031724     	|1              	|  0.00031724     	|  1.9298e-05     	|
on_epoch_start                     	|  1.0261e-05     	|22             	|  0.00022574     	|  1.3732e-05     	|
on_epoch_end                       	|  9.7951e-06     	|22             	|  0.00021549     	|  1.3108e-05     	|
on_validation_end                  	|  0.00011807     	|1              	|  0.00011807     	|  7.1823e-06     	|
on_before_accelerator_backend_setup	|  1.8575e-05     	|2              	|  3.715e-05      	|  2.2598e-06     	|
teardown                           	|  1.5263e-05     	|2              	|  3.0527e-05     	|  1.857e-06      	|
on_configure_sharded_model         	|  1.3489e-05     	|2              	|  2.6979e-05     	|  1.6411e-06     	|
setup                              	|  1.3225e-05     	|2              	|  2.6449e-05     	|  1.6089e-06     	|
on_fit_end                         	|  2.108e-05      	|1              	|  2.108e-05      	|  1.2823e-06     	|
on_validation_epoch_end            	|  1.7863e-05     	|1              	|  1.7863e-05     	|  1.0866e-06     	|
on_fit_start                       	|  1.6791e-05     	|1              	|  1.6791e-05     	|  1.0214e-06     	|
on_val_dataloader                  	|  5.601e-06      	|2              	|  1.1202e-05     	|  6.8142e-07     	|
configure_callbacks                	|  5.525e-06      	|2              	|  1.105e-05      	|  6.7217e-07     	|
prepare_data                       	|  5.4549e-06     	|2              	|  1.091e-05      	|  6.6364e-07     	|
configure_sharded_model            	|  4.924e-06      	|2              	|  9.848e-06      	|  5.9906e-07     	|
on_pretrain_routine_end            	|  9.838e-06      	|1              	|  9.838e-06      	|  5.9845e-07     	|
on_validation_epoch_start          	|  9.527e-06      	|1              	|  9.527e-06      	|  5.7953e-07     	|
on_train_dataloader                	|  4.319e-06      	|1              	|  4.319e-06      	|  2.6273e-07     	|
