VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  421.03         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  5.777          	|63             	|  363.95         	|  86.444         	|
run_training_batch                 	|  0.33717        	|1000           	|  337.17         	|  80.082         	|
optimizer_step_with_closure_0      	|  0.33454        	|1000           	|  334.54         	|  79.458         	|
training_step_and_backward         	|  0.24946        	|1000           	|  249.46         	|  59.25          	|
model_forward                      	|  0.15487        	|1000           	|  154.87         	|  36.783         	|
training_step                      	|  0.15472        	|1000           	|  154.72         	|  36.749         	|
backward                           	|  0.093297       	|1000           	|  93.297         	|  22.16          	|
run_validate_evaluation            	|  12.229         	|1              	|  12.229         	|  2.9046         	|
evaluation_step_and_end            	|  0.2443         	|48             	|  11.726         	|  2.7852         	|
validation_step                    	|  0.24424        	|48             	|  11.724         	|  2.7845         	|
get_train_batch                    	|  0.0082033      	|1063           	|  8.7201         	|  2.0712         	|
fetch_next_train_batch             	|  0.0081838      	|1063           	|  8.6994         	|  2.0662         	|
zero_grad                          	|  0.00127        	|1000           	|  1.27           	|  0.30164        	|
on_train_batch_end                 	|  0.0011996      	|1000           	|  1.1996         	|  0.28493        	|
training_batch_to_device           	|  0.00022513     	|1000           	|  0.22513        	|  0.053473       	|
get_validate_batch                 	|  0.0044975      	|49             	|  0.22038        	|  0.052344       	|
fetch_next_validate_batch          	|  0.0044823      	|49             	|  0.21963        	|  0.052166       	|
on_train_batch_start               	|  9.1643e-05     	|1000           	|  0.091643       	|  0.021767       	|
on_train_end                       	|  0.026123       	|1              	|  0.026123       	|  0.0062046      	|
on_pretrain_routine_start          	|  0.022693       	|1              	|  0.022693       	|  0.00539        	|
on_train_epoch_start               	|  0.00029721     	|63             	|  0.018724       	|  0.0044472      	|
on_train_epoch_end                 	|  0.00028676     	|63             	|  0.018066       	|  0.0042909      	|
on_batch_start                     	|  1.6244e-05     	|1000           	|  0.016244       	|  0.0038582      	|
on_before_zero_grad                	|  1.3898e-05     	|1000           	|  0.013898       	|  0.0033009      	|
on_batch_end                       	|  1.3328e-05     	|1000           	|  0.013328       	|  0.0031655      	|
on_after_backward                  	|  1.1651e-05     	|1000           	|  0.011651       	|  0.0027674      	|
evaluation_batch_to_device         	|  0.00021962     	|48             	|  0.010542       	|  0.0025038      	|
on_before_backward                 	|  1.0469e-05     	|1000           	|  0.010469       	|  0.0024866      	|
on_before_optimizer_step           	|  1.0155e-05     	|1000           	|  0.010155       	|  0.002412       	|
configure_optimizers               	|  0.0081125      	|1              	|  0.0081125      	|  0.0019268      	|
training_step_end                  	|  5.8876e-06     	|1000           	|  0.0058876      	|  0.0013984      	|
on_validation_model_eval           	|  0.0038451      	|1              	|  0.0038451      	|  0.00091328     	|
on_validation_batch_end            	|  2.2573e-05     	|48             	|  0.0010835      	|  0.00025735     	|
on_train_start                     	|  0.0007294      	|1              	|  0.0007294      	|  0.00017324     	|
on_epoch_start                     	|  1.0607e-05     	|64             	|  0.00067887     	|  0.00016124     	|
on_epoch_end                       	|  1.041e-05      	|64             	|  0.00066626     	|  0.00015825     	|
on_validation_batch_start          	|  1.108e-05      	|48             	|  0.00053182     	|  0.00012631     	|
on_validation_start                	|  0.00030649     	|1              	|  0.00030649     	|  7.2797e-05     	|
validation_step_end                	|  5.3918e-06     	|48             	|  0.00025881     	|  6.1471e-05     	|
on_validation_end                  	|  0.00011233     	|1              	|  0.00011233     	|  2.668e-05      	|
on_before_accelerator_backend_setup	|  1.8239e-05     	|2              	|  3.6478e-05     	|  8.6641e-06     	|
teardown                           	|  1.5194e-05     	|2              	|  3.0387e-05     	|  7.2174e-06     	|
on_configure_sharded_model         	|  1.3565e-05     	|2              	|  2.713e-05      	|  6.4438e-06     	|
setup                              	|  1.3305e-05     	|2              	|  2.661e-05      	|  6.3203e-06     	|
on_fit_end                         	|  2.123e-05      	|1              	|  2.123e-05      	|  5.0425e-06     	|
on_validation_epoch_end            	|  2.0248e-05     	|1              	|  2.0248e-05     	|  4.8092e-06     	|
on_fit_start                       	|  1.654e-05      	|1              	|  1.654e-05      	|  3.9285e-06     	|
prepare_data                       	|  6.3515e-06     	|2              	|  1.2703e-05     	|  3.0172e-06     	|
on_val_dataloader                  	|  5.9455e-06     	|2              	|  1.1891e-05     	|  2.8243e-06     	|
configure_sharded_model            	|  5.9165e-06     	|2              	|  1.1833e-05     	|  2.8105e-06     	|
configure_callbacks                	|  4.8985e-06     	|2              	|  9.797e-06      	|  2.327e-06      	|
on_pretrain_routine_end            	|  9.608e-06      	|1              	|  9.608e-06      	|  2.282e-06      	|
on_validation_epoch_start          	|  9.488e-06      	|1              	|  9.488e-06      	|  2.2535e-06     	|
on_train_dataloader                	|  4.178e-06      	|1              	|  4.178e-06      	|  9.9235e-07     	|
VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  1592.7         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  24.003         	|63             	|  1512.2         	|  94.943         	|
run_training_batch                 	|  0.18466        	|8000           	|  1477.3         	|  92.752         	|
training_step_and_backward         	|  0.17465        	|8000           	|  1397.2         	|  87.726         	|
model_forward                      	|  0.092141       	|8000           	|  737.13         	|  46.281         	|
training_step                      	|  0.092009       	|8000           	|  736.07         	|  46.215         	|
backward                           	|  0.082331       	|8000           	|  658.65         	|  41.354         	|
optimizer_step_with_closure_0      	|  0.23268        	|1000           	|  232.68         	|  14.609         	|
run_validate_evaluation            	|  37.226         	|1              	|  37.226         	|  2.3373         	|
evaluation_step_and_end            	|  0.096467       	|377            	|  36.368         	|  2.2834         	|
validation_step                    	|  0.096416       	|377            	|  36.349         	|  2.2822         	|
get_train_batch                    	|  0.0022591      	|8063           	|  18.215         	|  1.1437         	|
fetch_next_train_batch             	|  0.0022426      	|8063           	|  18.082         	|  1.1353         	|
on_train_batch_end                 	|  0.0010629      	|8000           	|  8.5031         	|  0.53387        	|
training_batch_to_device           	|  0.00021367     	|8000           	|  1.7093         	|  0.10732        	|
zero_grad                          	|  0.0013144      	|1000           	|  1.3144         	|  0.082525       	|
on_train_batch_start               	|  8.9798e-05     	|8000           	|  0.71839        	|  0.045104       	|
get_validate_batch                 	|  0.0016142      	|378            	|  0.61016        	|  0.03831        	|
fetch_next_validate_batch          	|  0.0015999      	|378            	|  0.60475        	|  0.03797        	|
on_batch_start                     	|  1.4924e-05     	|8000           	|  0.11939        	|  0.007496       	|
on_before_backward                 	|  1.3704e-05     	|8000           	|  0.10963        	|  0.0068832      	|
on_batch_end                       	|  1.3142e-05     	|8000           	|  0.10513        	|  0.0066008      	|
on_after_backward                  	|  1.185e-05      	|8000           	|  0.094799       	|  0.005952       	|
evaluation_batch_to_device         	|  0.00021164     	|377            	|  0.079787       	|  0.0050095      	|
training_step_end                  	|  5.9685e-06     	|8000           	|  0.047748       	|  0.0029979      	|
on_train_end                       	|  0.025522       	|1              	|  0.025522       	|  0.0016024      	|
on_pretrain_routine_start          	|  0.0225         	|1              	|  0.0225         	|  0.0014127      	|
on_train_epoch_end                 	|  0.00029233     	|63             	|  0.018417       	|  0.0011563      	|
on_train_epoch_start               	|  0.00028665     	|63             	|  0.018059       	|  0.0011339      	|
on_before_zero_grad                	|  1.4816e-05     	|1000           	|  0.014816       	|  0.00093025     	|
on_before_optimizer_step           	|  1.1725e-05     	|1000           	|  0.011725       	|  0.00073615     	|
configure_optimizers               	|  0.0088531      	|1              	|  0.0088531      	|  0.00055585     	|
on_validation_batch_end            	|  1.8795e-05     	|377            	|  0.0070858      	|  0.00044489     	|
on_validation_model_eval           	|  0.0044745      	|1              	|  0.0044745      	|  0.00028093     	|
on_validation_batch_start          	|  9.6075e-06     	|377            	|  0.003622       	|  0.00022741     	|
validation_step_end                	|  4.7871e-06     	|377            	|  0.0018047      	|  0.00011331     	|
on_train_start                     	|  0.00072377     	|1              	|  0.00072377     	|  4.5442e-05     	|
on_epoch_start                     	|  1.0547e-05     	|64             	|  0.00067501     	|  4.2381e-05     	|
on_epoch_end                       	|  1.0305e-05     	|64             	|  0.0006595      	|  4.1407e-05     	|
on_validation_start                	|  0.000349       	|1              	|  0.000349       	|  2.1912e-05     	|
on_validation_end                  	|  0.00010929     	|1              	|  0.00010929     	|  6.8615e-06     	|
on_before_accelerator_backend_setup	|  2.0163e-05     	|2              	|  4.0325e-05     	|  2.5318e-06     	|
teardown                           	|  1.5709e-05     	|2              	|  3.1418e-05     	|  1.9726e-06     	|
setup                              	|  1.3791e-05     	|2              	|  2.7582e-05     	|  1.7317e-06     	|
on_configure_sharded_model         	|  1.3505e-05     	|2              	|  2.701e-05      	|  1.6958e-06     	|
on_fit_end                         	|  2.2082e-05     	|1              	|  2.2082e-05     	|  1.3864e-06     	|
on_fit_start                       	|  1.8395e-05     	|1              	|  1.8395e-05     	|  1.1549e-06     	|
on_validation_epoch_end            	|  1.8074e-05     	|1              	|  1.8074e-05     	|  1.1348e-06     	|
prepare_data                       	|  6.6474e-06     	|2              	|  1.3295e-05     	|  8.3473e-07     	|
on_pretrain_routine_end            	|  1.2233e-05     	|1              	|  1.2233e-05     	|  7.6805e-07     	|
on_val_dataloader                  	|  5.7805e-06     	|2              	|  1.1561e-05     	|  7.2586e-07     	|
configure_callbacks                	|  5.5149e-06     	|2              	|  1.103e-05      	|  6.9252e-07     	|
configure_sharded_model            	|  5.0445e-06     	|2              	|  1.0089e-05     	|  6.3345e-07     	|
on_validation_epoch_start          	|  9.8089e-06     	|1              	|  9.8089e-06     	|  6.1586e-07     	|
on_train_dataloader                	|  4.478e-06      	|1              	|  4.478e-06      	|  2.8116e-07     	|
