VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  414.0          	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  5.6585         	|63             	|  356.48         	|  86.107         	|
run_training_batch                 	|  0.32982        	|1000           	|  329.82         	|  79.666         	|
optimizer_step_with_closure_0      	|  0.32721        	|1000           	|  327.21         	|  79.035         	|
training_step_and_backward         	|  0.24525        	|1000           	|  245.25         	|  59.24          	|
model_forward                      	|  0.15273        	|1000           	|  152.73         	|  36.892         	|
training_step                      	|  0.1526         	|1000           	|  152.6          	|  36.859         	|
backward                           	|  0.091221       	|1000           	|  91.221         	|  22.034         	|
run_validate_evaluation            	|  12.347         	|1              	|  12.347         	|  2.9823         	|
evaluation_step_and_end            	|  0.2467         	|48             	|  11.842         	|  2.8603         	|
validation_step                    	|  0.24665        	|48             	|  11.839         	|  2.8597         	|
get_train_batch                    	|  0.0081316      	|1063           	|  8.6439         	|  2.0879         	|
fetch_next_train_batch             	|  0.0081128      	|1063           	|  8.6239         	|  2.0831         	|
zero_grad                          	|  0.0012713      	|1000           	|  1.2713         	|  0.30708        	|
on_train_batch_end                 	|  0.0012059      	|1000           	|  1.2059         	|  0.29129        	|
training_batch_to_device           	|  0.00022677     	|1000           	|  0.22677        	|  0.054775       	|
get_validate_batch                 	|  0.0045257      	|49             	|  0.22176        	|  0.053565       	|
fetch_next_validate_batch          	|  0.0045103      	|49             	|  0.22101        	|  0.053383       	|
on_train_batch_start               	|  9.0802e-05     	|1000           	|  0.090802       	|  0.021933       	|
on_train_end                       	|  0.025855       	|1              	|  0.025855       	|  0.0062452      	|
on_pretrain_routine_start          	|  0.023081       	|1              	|  0.023081       	|  0.0055752      	|
on_train_epoch_start               	|  0.00028898     	|63             	|  0.018206       	|  0.0043976      	|
on_train_epoch_end                 	|  0.00027694     	|63             	|  0.017447       	|  0.0042143      	|
on_batch_start                     	|  1.6153e-05     	|1000           	|  0.016153       	|  0.0039017      	|
on_batch_end                       	|  1.3148e-05     	|1000           	|  0.013148       	|  0.0031759      	|
on_before_zero_grad                	|  1.3123e-05     	|1000           	|  0.013123       	|  0.0031698      	|
on_after_backward                  	|  1.191e-05      	|1000           	|  0.01191        	|  0.0028768      	|
evaluation_batch_to_device         	|  0.00022256     	|48             	|  0.010683       	|  0.0025804      	|
on_before_backward                 	|  1.0597e-05     	|1000           	|  0.010597       	|  0.0025596      	|
on_before_optimizer_step           	|  1.0413e-05     	|1000           	|  0.010413       	|  0.0025153      	|
configure_optimizers               	|  0.0081686      	|1              	|  0.0081686      	|  0.0019731      	|
training_step_end                  	|  5.7684e-06     	|1000           	|  0.0057684      	|  0.0013933      	|
on_validation_model_eval           	|  0.0039767      	|1              	|  0.0039767      	|  0.00096056     	|
on_validation_batch_end            	|  2.1138e-05     	|48             	|  0.0010146      	|  0.00024507     	|
on_train_start                     	|  0.00069556     	|1              	|  0.00069556     	|  0.00016801     	|
on_epoch_start                     	|  1.0734e-05     	|64             	|  0.00068698     	|  0.00016594     	|
on_epoch_end                       	|  1.0134e-05     	|64             	|  0.00064857     	|  0.00015666     	|
on_validation_batch_start          	|  1.0428e-05     	|48             	|  0.00050052     	|  0.0001209      	|
on_validation_start                	|  0.00034918     	|1              	|  0.00034918     	|  8.4344e-05     	|
validation_step_end                	|  4.9063e-06     	|48             	|  0.0002355      	|  5.6884e-05     	|
on_validation_end                  	|  0.00010656     	|1              	|  0.00010656     	|  2.5739e-05     	|
on_before_accelerator_backend_setup	|  1.854e-05      	|2              	|  3.708e-05      	|  8.9565e-06     	|
teardown                           	|  1.6761e-05     	|2              	|  3.3522e-05     	|  8.0971e-06     	|
on_configure_sharded_model         	|  1.3516e-05     	|2              	|  2.7031e-05     	|  6.5292e-06     	|
setup                              	|  1.2914e-05     	|2              	|  2.5828e-05     	|  6.2387e-06     	|
on_fit_end                         	|  2.2783e-05     	|1              	|  2.2783e-05     	|  5.5032e-06     	|
on_validation_epoch_end            	|  1.7623e-05     	|1              	|  1.7623e-05     	|  4.2568e-06     	|
on_fit_start                       	|  1.6111e-05     	|1              	|  1.6111e-05     	|  3.8916e-06     	|
on_val_dataloader                  	|  5.9165e-06     	|2              	|  1.1833e-05     	|  2.8582e-06     	|
prepare_data                       	|  5.4355e-06     	|2              	|  1.0871e-05     	|  2.6258e-06     	|
on_pretrain_routine_end            	|  1.066e-05      	|1              	|  1.066e-05      	|  2.5749e-06     	|
configure_callbacks                	|  5.0245e-06     	|2              	|  1.0049e-05     	|  2.4273e-06     	|
configure_sharded_model            	|  4.849e-06      	|2              	|  9.698e-06      	|  2.3425e-06     	|
on_validation_epoch_start          	|  9.2679e-06     	|1              	|  9.2679e-06     	|  2.2386e-06     	|
on_train_dataloader                	|  4.338e-06      	|1              	|  4.338e-06      	|  1.0478e-06     	|
VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  1608.9         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  24.26          	|63             	|  1528.4         	|  94.996         	|
run_training_batch                 	|  0.18668        	|8000           	|  1493.5         	|  92.826         	|
training_step_and_backward         	|  0.17656        	|8000           	|  1412.5         	|  87.792         	|
model_forward                      	|  0.092515       	|8000           	|  740.12         	|  46.002         	|
training_step                      	|  0.092384       	|8000           	|  739.07         	|  45.937         	|
backward                           	|  0.083863       	|8000           	|  670.9          	|  41.7           	|
optimizer_step_with_closure_0      	|  0.2355         	|1000           	|  235.5          	|  14.638         	|
run_validate_evaluation            	|  37.39          	|1              	|  37.39          	|  2.324          	|
evaluation_step_and_end            	|  0.09684        	|377            	|  36.509         	|  2.2692         	|
validation_step                    	|  0.096783       	|377            	|  36.487         	|  2.2679         	|
get_train_batch                    	|  0.0022569      	|8063           	|  18.198         	|  1.1311         	|
fetch_next_train_batch             	|  0.0022404      	|8063           	|  18.064         	|  1.1228         	|
on_train_batch_end                 	|  0.0010766      	|8000           	|  8.6125         	|  0.53531        	|
training_batch_to_device           	|  0.00021248     	|8000           	|  1.6998         	|  0.10565        	|
zero_grad                          	|  0.0012942      	|1000           	|  1.2942         	|  0.080441       	|
on_train_batch_start               	|  8.9075e-05     	|8000           	|  0.7126         	|  0.044292       	|
get_validate_batch                 	|  0.0016638      	|378            	|  0.62892        	|  0.039091       	|
fetch_next_validate_batch          	|  0.0016496      	|378            	|  0.62353        	|  0.038756       	|
on_batch_start                     	|  1.4267e-05     	|8000           	|  0.11414        	|  0.0070943      	|
on_batch_end                       	|  1.2924e-05     	|8000           	|  0.1034         	|  0.0064266      	|
on_before_backward                 	|  1.2661e-05     	|8000           	|  0.10129        	|  0.0062956      	|
on_after_backward                  	|  1.1719e-05     	|8000           	|  0.093754       	|  0.0058273      	|
evaluation_batch_to_device         	|  0.00021741     	|377            	|  0.081964       	|  0.0050945      	|
training_step_end                  	|  5.7865e-06     	|8000           	|  0.046292       	|  0.0028773      	|
on_train_end                       	|  0.025493       	|1              	|  0.025493       	|  0.0015845      	|
on_pretrain_routine_start          	|  0.022508       	|1              	|  0.022508       	|  0.001399       	|
on_train_epoch_start               	|  0.00029419     	|63             	|  0.018534       	|  0.001152       	|
on_train_epoch_end                 	|  0.00028855     	|63             	|  0.018178       	|  0.0011299      	|
on_before_zero_grad                	|  1.3878e-05     	|1000           	|  0.013878       	|  0.0008626      	|
on_before_optimizer_step           	|  1.207e-05      	|1000           	|  0.01207        	|  0.00075021     	|
configure_optimizers               	|  0.0090258      	|1              	|  0.0090258      	|  0.000561       	|
on_validation_batch_end            	|  2.312e-05      	|377            	|  0.0087161      	|  0.00054175     	|
on_validation_model_eval           	|  0.0039834      	|1              	|  0.0039834      	|  0.00024759     	|
on_validation_batch_start          	|  1.022e-05      	|377            	|  0.0038531      	|  0.00023949     	|
validation_step_end                	|  5.3193e-06     	|377            	|  0.0020054      	|  0.00012464     	|
on_train_start                     	|  0.00072803     	|1              	|  0.00072803     	|  4.5251e-05     	|
on_epoch_start                     	|  1.0625e-05     	|64             	|  0.00068        	|  4.2266e-05     	|
on_epoch_end                       	|  1.0381e-05     	|64             	|  0.00066441     	|  4.1296e-05     	|
on_validation_start                	|  0.00030356     	|1              	|  0.00030356     	|  1.8868e-05     	|
on_validation_end                  	|  0.00010808     	|1              	|  0.00010808     	|  6.7179e-06     	|
on_before_accelerator_backend_setup	|  1.9567e-05     	|2              	|  3.9133e-05     	|  2.4323e-06     	|
teardown                           	|  1.6751e-05     	|2              	|  3.3502e-05     	|  2.0823e-06     	|
on_configure_sharded_model         	|  1.4182e-05     	|2              	|  2.8364e-05     	|  1.763e-06      	|
setup                              	|  1.3731e-05     	|2              	|  2.7462e-05     	|  1.7069e-06     	|
on_fit_end                         	|  2.0488e-05     	|1              	|  2.0488e-05     	|  1.2734e-06     	|
on_fit_start                       	|  1.8094e-05     	|1              	|  1.8094e-05     	|  1.1246e-06     	|
on_validation_epoch_end            	|  1.7312e-05     	|1              	|  1.7312e-05     	|  1.076e-06      	|
on_pretrain_routine_end            	|  1.2283e-05     	|1              	|  1.2283e-05     	|  7.6347e-07     	|
prepare_data                       	|  6.0415e-06     	|2              	|  1.2083e-05     	|  7.5102e-07     	|
on_val_dataloader                  	|  5.7805e-06     	|2              	|  1.1561e-05     	|  7.1857e-07     	|
configure_sharded_model            	|  5.2901e-06     	|2              	|  1.058e-05      	|  6.5762e-07     	|
configure_callbacks                	|  5.1646e-06     	|2              	|  1.0329e-05     	|  6.4202e-07     	|
on_validation_epoch_start          	|  9.7482e-06     	|1              	|  9.7482e-06     	|  6.059e-07      	|
on_train_dataloader                	|  4.268e-06      	|1              	|  4.268e-06      	|  2.6528e-07     	|
