VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  415.75         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  5.6871         	|63             	|  358.29         	|  86.178         	|
run_training_batch                 	|  0.33159        	|1000           	|  331.59         	|  79.755         	|
optimizer_step_with_closure_0      	|  0.32888        	|1000           	|  328.88         	|  79.104         	|
training_step_and_backward         	|  0.24595        	|1000           	|  245.95         	|  59.158         	|
model_forward                      	|  0.15319        	|1000           	|  153.19         	|  36.847         	|
training_step                      	|  0.15306        	|1000           	|  153.06         	|  36.814         	|
backward                           	|  0.091422       	|1000           	|  91.422         	|  21.989         	|
run_validate_evaluation            	|  12.443         	|1              	|  12.443         	|  2.993          	|
evaluation_step_and_end            	|  0.24892        	|48             	|  11.948         	|  2.8738         	|
validation_step                    	|  0.24886        	|48             	|  11.945         	|  2.8732         	|
get_train_batch                    	|  0.0081791      	|1063           	|  8.6944         	|  2.0912         	|
fetch_next_train_batch             	|  0.0081605      	|1063           	|  8.6746         	|  2.0865         	|
zero_grad                          	|  0.0013087      	|1000           	|  1.3087         	|  0.31479        	|
on_train_batch_end                 	|  0.0011961      	|1000           	|  1.1961         	|  0.28769        	|
training_batch_to_device           	|  0.00022426     	|1000           	|  0.22426        	|  0.053941       	|
get_validate_batch                 	|  0.0044357      	|49             	|  0.21735        	|  0.052279       	|
fetch_next_validate_batch          	|  0.0044211      	|49             	|  0.21663        	|  0.052106       	|
on_train_batch_start               	|  9.2074e-05     	|1000           	|  0.092074       	|  0.022146       	|
on_train_end                       	|  0.025486       	|1              	|  0.025486       	|  0.0061301      	|
on_pretrain_routine_start          	|  0.024044       	|1              	|  0.024044       	|  0.0057832      	|
on_train_epoch_start               	|  0.00028998     	|63             	|  0.018269       	|  0.0043941      	|
on_train_epoch_end                 	|  0.00028869     	|63             	|  0.018188       	|  0.0043747      	|
on_batch_start                     	|  1.6552e-05     	|1000           	|  0.016552       	|  0.0039811      	|
on_before_zero_grad                	|  1.3791e-05     	|1000           	|  0.013791       	|  0.0033172      	|
on_batch_end                       	|  1.3417e-05     	|1000           	|  0.013417       	|  0.0032273      	|
on_after_backward                  	|  1.1559e-05     	|1000           	|  0.011559       	|  0.0027803      	|
on_before_backward                 	|  1.0699e-05     	|1000           	|  0.010699       	|  0.0025735      	|
on_before_optimizer_step           	|  1.0232e-05     	|1000           	|  0.010232       	|  0.002461       	|
evaluation_batch_to_device         	|  0.00020413     	|48             	|  0.0097981      	|  0.0023567      	|
configure_optimizers               	|  0.00862        	|1              	|  0.00862        	|  0.0020734      	|
training_step_end                  	|  5.7451e-06     	|1000           	|  0.0057451      	|  0.0013819      	|
on_validation_model_eval           	|  0.0038669      	|1              	|  0.0038669      	|  0.00093009     	|
on_validation_batch_end            	|  2.1997e-05     	|48             	|  0.0010559      	|  0.00025396     	|
on_train_start                     	|  0.00070566     	|1              	|  0.00070566     	|  0.00016973     	|
on_epoch_start                     	|  1.1011e-05     	|64             	|  0.00070472     	|  0.0001695      	|
on_epoch_end                       	|  1.079e-05      	|64             	|  0.00069058     	|  0.0001661      	|
on_validation_batch_start          	|  1.0352e-05     	|48             	|  0.00049689     	|  0.00011952     	|
on_validation_start                	|  0.00032831     	|1              	|  0.00032831     	|  7.8969e-05     	|
validation_step_end                	|  5.1792e-06     	|48             	|  0.0002486      	|  5.9796e-05     	|
on_validation_end                  	|  0.00011345     	|1              	|  0.00011345     	|  2.7288e-05     	|
on_before_accelerator_backend_setup	|  1.9681e-05     	|2              	|  3.9363e-05     	|  9.4679e-06     	|
teardown                           	|  1.557e-05      	|2              	|  3.1139e-05     	|  7.4898e-06     	|
on_configure_sharded_model         	|  1.3956e-05     	|2              	|  2.7912e-05     	|  6.7136e-06     	|
setup                              	|  1.2949e-05     	|2              	|  2.5897e-05     	|  6.2289e-06     	|
on_fit_end                         	|  2.1981e-05     	|1              	|  2.1981e-05     	|  5.287e-06      	|
on_validation_epoch_end            	|  1.8775e-05     	|1              	|  1.8775e-05     	|  4.5159e-06     	|
on_fit_start                       	|  1.6972e-05     	|1              	|  1.6972e-05     	|  4.0822e-06     	|
on_val_dataloader                  	|  6.4475e-06     	|2              	|  1.2895e-05     	|  3.1016e-06     	|
prepare_data                       	|  5.5455e-06     	|2              	|  1.1091e-05     	|  2.6677e-06     	|
configure_sharded_model            	|  5.035e-06      	|2              	|  1.007e-05      	|  2.4221e-06     	|
on_pretrain_routine_end            	|  1.0009e-05     	|1              	|  1.0009e-05     	|  2.4074e-06     	|
configure_callbacks                	|  4.844e-06      	|2              	|  9.6881e-06     	|  2.3302e-06     	|
on_validation_epoch_start          	|  9.3681e-06     	|1              	|  9.3681e-06     	|  2.2533e-06     	|
on_train_dataloader                	|  4.468e-06      	|1              	|  4.468e-06      	|  1.0747e-06     	|
VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  1603.6         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  24.179         	|63             	|  1523.3         	|  94.99          	|
run_training_batch                 	|  0.18603        	|8000           	|  1488.3         	|  92.805         	|
training_step_and_backward         	|  0.17589        	|8000           	|  1407.1         	|  87.746         	|
model_forward                      	|  0.092157       	|8000           	|  737.26         	|  45.974         	|
training_step                      	|  0.092024       	|8000           	|  736.2          	|  45.908         	|
backward                           	|  0.083554       	|8000           	|  668.43         	|  41.682         	|
optimizer_step_with_closure_0      	|  0.2349         	|1000           	|  234.9          	|  14.648         	|
run_validate_evaluation            	|  37.214         	|1              	|  37.214         	|  2.3206         	|
evaluation_step_and_end            	|  0.096414       	|377            	|  36.348         	|  2.2666         	|
validation_step                    	|  0.096362       	|377            	|  36.328         	|  2.2654         	|
get_train_batch                    	|  0.0022757      	|8063           	|  18.349         	|  1.1442         	|
fetch_next_train_batch             	|  0.0022585      	|8063           	|  18.211         	|  1.1356         	|
on_train_batch_end                 	|  0.0010724      	|8000           	|  8.5793         	|  0.53499        	|
training_batch_to_device           	|  0.00021408     	|8000           	|  1.7126         	|  0.1068         	|
zero_grad                          	|  0.0012988      	|1000           	|  1.2988         	|  0.080993       	|
on_train_batch_start               	|  9.0944e-05     	|8000           	|  0.72755        	|  0.045369       	|
get_validate_batch                 	|  0.0016305      	|378            	|  0.61633        	|  0.038433       	|
fetch_next_validate_batch          	|  0.0016163      	|378            	|  0.61096        	|  0.038098       	|
on_batch_start                     	|  1.4789e-05     	|8000           	|  0.11831        	|  0.0073778      	|
on_batch_end                       	|  1.305e-05      	|8000           	|  0.1044         	|  0.0065099      	|
on_before_backward                 	|  1.2459e-05     	|8000           	|  0.099672       	|  0.0062154      	|
on_after_backward                  	|  1.1681e-05     	|8000           	|  0.09345        	|  0.0058274      	|
evaluation_batch_to_device         	|  0.00021871     	|377            	|  0.082452       	|  0.0051415      	|
training_step_end                  	|  5.5077e-06     	|8000           	|  0.044061       	|  0.0027476      	|
on_train_end                       	|  0.025105       	|1              	|  0.025105       	|  0.0015655      	|
on_pretrain_routine_start          	|  0.022513       	|1              	|  0.022513       	|  0.0014038      	|
on_train_epoch_start               	|  0.00028199     	|63             	|  0.017766       	|  0.0011078      	|
on_train_epoch_end                 	|  0.00026857     	|63             	|  0.01692        	|  0.0010551      	|
on_before_zero_grad                	|  1.4104e-05     	|1000           	|  0.014104       	|  0.0008795      	|
on_before_optimizer_step           	|  1.1775e-05     	|1000           	|  0.011775       	|  0.00073428     	|
configure_optimizers               	|  0.0086774      	|1              	|  0.0086774      	|  0.0005411      	|
on_validation_batch_end            	|  1.973e-05      	|377            	|  0.0074381      	|  0.00046382     	|
on_validation_model_eval           	|  0.0039428      	|1              	|  0.0039428      	|  0.00024587     	|
on_validation_batch_start          	|  1.011e-05      	|377            	|  0.0038116      	|  0.00023768     	|
validation_step_end                	|  4.7999e-06     	|377            	|  0.0018095      	|  0.00011284     	|
on_train_start                     	|  0.00070487     	|1              	|  0.00070487     	|  4.3954e-05     	|
on_epoch_start                     	|  1.0337e-05     	|64             	|  0.00066154     	|  4.1252e-05     	|
on_epoch_end                       	|  1.0328e-05     	|64             	|  0.00066098     	|  4.1217e-05     	|
on_validation_start                	|  0.00030763     	|1              	|  0.00030763     	|  1.9183e-05     	|
on_validation_end                  	|  0.00011143     	|1              	|  0.00011143     	|  6.9485e-06     	|
on_before_accelerator_backend_setup	|  2.0313e-05     	|2              	|  4.0626e-05     	|  2.5334e-06     	|
teardown                           	|  1.5414e-05     	|2              	|  3.0827e-05     	|  1.9223e-06     	|
setup                              	|  1.3696e-05     	|2              	|  2.7392e-05     	|  1.7081e-06     	|
on_configure_sharded_model         	|  1.3135e-05     	|2              	|  2.6269e-05     	|  1.6381e-06     	|
on_fit_end                         	|  2.0889e-05     	|1              	|  2.0889e-05     	|  1.3026e-06     	|
on_fit_start                       	|  1.8445e-05     	|1              	|  1.8445e-05     	|  1.1502e-06     	|
on_validation_epoch_end            	|  1.7533e-05     	|1              	|  1.7533e-05     	|  1.0933e-06     	|
prepare_data                       	|  6.5524e-06     	|2              	|  1.3105e-05     	|  8.1719e-07     	|
on_pretrain_routine_end            	|  1.2113e-05     	|1              	|  1.2113e-05     	|  7.5533e-07     	|
on_val_dataloader                  	|  5.9714e-06     	|2              	|  1.1943e-05     	|  7.4473e-07     	|
configure_sharded_model            	|  5.23e-06       	|2              	|  1.046e-05      	|  6.5226e-07     	|
configure_callbacks                	|  5.1844e-06     	|2              	|  1.0369e-05     	|  6.4658e-07     	|
on_validation_epoch_start          	|  9.2869e-06     	|1              	|  9.2869e-06     	|  5.7911e-07     	|
on_train_dataloader                	|  4.1879e-06     	|1              	|  4.1879e-06     	|  2.6115e-07     	|
