VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1860.0         	|  100 %          	|
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run_training_epoch                 	|  26.646         	|63             	|  1678.7         	|  90.253         	|
run_training_batch                 	|  0.2054         	|8000           	|  1643.2         	|  88.344         	|
training_step_and_backward         	|  0.19436        	|8000           	|  1554.9         	|  83.595         	|
model_forward                      	|  0.10832        	|8000           	|  866.55         	|  46.588         	|
training_step                      	|  0.10818        	|8000           	|  865.48         	|  46.53          	|
backward                           	|  0.085859       	|8000           	|  686.87         	|  36.928         	|
optimizer_step_with_closure_0      	|  0.25351        	|1000           	|  253.51         	|  13.629         	|
run_validate_evaluation            	|  137.45         	|1              	|  137.45         	|  7.3896         	|
evaluation_step_and_end            	|  0.13541        	|1000           	|  135.41         	|  7.2799         	|
validation_step                    	|  0.13536        	|1000           	|  135.36         	|  7.2771         	|
get_train_batch                    	|  0.0022976      	|8063           	|  18.526         	|  0.99599        	|
fetch_next_train_batch             	|  0.0022811      	|8063           	|  18.393         	|  0.98885        	|
on_train_batch_end                 	|  0.0011056      	|8000           	|  8.8449         	|  0.47553        	|
training_batch_to_device           	|  0.00021697     	|8000           	|  1.7358         	|  0.09332        	|
get_validate_batch                 	|  0.0014963      	|1001           	|  1.4978         	|  0.080524       	|
fetch_next_validate_batch          	|  0.0014826      	|1001           	|  1.4841         	|  0.079787       	|
zero_grad                          	|  0.0013218      	|1000           	|  1.3218         	|  0.071065       	|
on_train_batch_start               	|  9.0953e-05     	|8000           	|  0.72763        	|  0.039119       	|
evaluation_batch_to_device         	|  0.00021127     	|1000           	|  0.21127        	|  0.011359       	|
on_batch_start                     	|  1.4899e-05     	|8000           	|  0.11919        	|  0.006408       	|
on_batch_end                       	|  1.3418e-05     	|8000           	|  0.10734        	|  0.0057709      	|
on_before_backward                 	|  1.3247e-05     	|8000           	|  0.10597        	|  0.0056974      	|
on_after_backward                  	|  1.1557e-05     	|8000           	|  0.092457       	|  0.0049708      	|
training_step_end                  	|  6.113e-06      	|8000           	|  0.048904       	|  0.0026292      	|
on_train_end                       	|  0.025542       	|1              	|  0.025542       	|  0.0013732      	|
on_pretrain_routine_start          	|  0.023111       	|1              	|  0.023111       	|  0.0012425      	|
on_validation_batch_end            	|  1.9662e-05     	|1000           	|  0.019662       	|  0.0010571      	|
on_train_epoch_start               	|  0.00030519     	|63             	|  0.019227       	|  0.0010337      	|
on_train_epoch_end                 	|  0.00030026     	|63             	|  0.018917       	|  0.001017       	|
on_before_zero_grad                	|  1.4671e-05     	|1000           	|  0.014671       	|  0.00078873     	|
on_before_optimizer_step           	|  1.158e-05      	|1000           	|  0.01158        	|  0.00062259     	|
on_validation_batch_start          	|  1.0026e-05     	|1000           	|  0.010026       	|  0.00053901     	|
configure_optimizers               	|  0.009012       	|1              	|  0.009012       	|  0.00048451     	|
validation_step_end                	|  5.2313e-06     	|1000           	|  0.0052313      	|  0.00028125     	|
on_validation_model_eval           	|  0.0041347      	|1              	|  0.0041347      	|  0.00022229     	|
on_train_start                     	|  0.00077646     	|1              	|  0.00077646     	|  4.1745e-05     	|
on_epoch_start                     	|  1.1085e-05     	|64             	|  0.00070944     	|  3.8142e-05     	|
on_epoch_end                       	|  1.0958e-05     	|64             	|  0.00070133     	|  3.7705e-05     	|
on_validation_start                	|  0.00031767     	|1              	|  0.00031767     	|  1.7079e-05     	|
on_validation_end                  	|  0.00011317     	|1              	|  0.00011317     	|  6.0844e-06     	|
setup                              	|  2.3789e-05     	|2              	|  4.7579e-05     	|  2.558e-06      	|
on_before_accelerator_backend_setup	|  2.124e-05      	|2              	|  4.248e-05      	|  2.2838e-06     	|
on_configure_sharded_model         	|  1.6857e-05     	|2              	|  3.3714e-05     	|  1.8126e-06     	|
teardown                           	|  1.6196e-05     	|2              	|  3.2391e-05     	|  1.7414e-06     	|
on_fit_end                         	|  2.114e-05      	|1              	|  2.114e-05      	|  1.1365e-06     	|
on_fit_start                       	|  1.9126e-05     	|1              	|  1.9126e-05     	|  1.0283e-06     	|
on_validation_epoch_end            	|  1.7993e-05     	|1              	|  1.7993e-05     	|  9.6736e-07     	|
prepare_data                       	|  7.0535e-06     	|2              	|  1.4107e-05     	|  7.5843e-07     	|
configure_callbacks                	|  6.156e-06      	|2              	|  1.2312e-05     	|  6.6193e-07     	|
on_val_dataloader                  	|  6.1266e-06     	|2              	|  1.2253e-05     	|  6.5877e-07     	|
configure_sharded_model            	|  6.0122e-06     	|2              	|  1.2024e-05     	|  6.4646e-07     	|
on_pretrain_routine_end            	|  1.0971e-05     	|1              	|  1.0971e-05     	|  5.8983e-07     	|
on_validation_epoch_start          	|  1.0019e-05     	|1              	|  1.0019e-05     	|  5.3865e-07     	|
on_train_dataloader                	|  4.488e-06      	|1              	|  4.488e-06      	|  2.4129e-07     	|
