VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  469.51         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  18.568         	|21             	|  389.92         	|  83.048         	|
run_training_batch                 	|  0.37876        	|1000           	|  378.76         	|  80.671         	|
optimizer_step_with_closure_0      	|  0.37613        	|1000           	|  376.13         	|  80.112         	|
training_step_and_backward         	|  0.29607        	|1000           	|  296.07         	|  63.059         	|
model_forward                      	|  0.17164        	|1000           	|  171.64         	|  36.557         	|
training_step                      	|  0.1715         	|1000           	|  171.5          	|  36.528         	|
backward                           	|  0.12311        	|1000           	|  123.11         	|  26.22          	|
run_validate_evaluation            	|  35.169         	|1              	|  35.169         	|  7.4906         	|
evaluation_step_and_end            	|  0.27637        	|125            	|  34.546         	|  7.3579         	|
validation_step                    	|  0.27631        	|125            	|  34.539         	|  7.3563         	|
get_train_batch                    	|  0.0038979      	|1021           	|  3.9798         	|  0.84764        	|
fetch_next_train_batch             	|  0.0038809      	|1021           	|  3.9624         	|  0.84394        	|
zero_grad                          	|  0.0012987      	|1000           	|  1.2987         	|  0.27661        	|
on_train_batch_end                 	|  0.0011946      	|1000           	|  1.1946         	|  0.25443        	|
get_validate_batch                 	|  0.0025106      	|126            	|  0.31634        	|  0.067376       	|
fetch_next_validate_batch          	|  0.002496       	|126            	|  0.3145         	|  0.066984       	|
training_batch_to_device           	|  0.0002418      	|1000           	|  0.2418         	|  0.051501       	|
on_train_batch_start               	|  8.8917e-05     	|1000           	|  0.088917       	|  0.018938       	|
evaluation_batch_to_device         	|  0.00027089     	|125            	|  0.033861       	|  0.007212       	|
on_train_end                       	|  0.025115       	|1              	|  0.025115       	|  0.0053492      	|
on_pretrain_routine_start          	|  0.022682       	|1              	|  0.022682       	|  0.004831       	|
on_batch_start                     	|  1.5838e-05     	|1000           	|  0.015838       	|  0.0033732      	|
on_after_backward                  	|  1.333e-05      	|1000           	|  0.01333        	|  0.0028391      	|
on_before_zero_grad                	|  1.3223e-05     	|1000           	|  0.013223       	|  0.0028162      	|
on_batch_end                       	|  1.3105e-05     	|1000           	|  0.013105       	|  0.0027913      	|
on_before_backward                 	|  1.0775e-05     	|1000           	|  0.010775       	|  0.0022949      	|
on_before_optimizer_step           	|  1.0447e-05     	|1000           	|  0.010447       	|  0.002225       	|
configure_optimizers               	|  0.0081869      	|1              	|  0.0081869      	|  0.0017437      	|
on_train_epoch_start               	|  0.00028908     	|21             	|  0.0060708      	|  0.001293       	|
training_step_end                  	|  6.0267e-06     	|1000           	|  0.0060267      	|  0.0012836      	|
on_train_epoch_end                 	|  0.00027215     	|21             	|  0.0057152      	|  0.0012173      	|
on_validation_model_eval           	|  0.0039824      	|1              	|  0.0039824      	|  0.0008482      	|
on_validation_batch_end            	|  2.3794e-05     	|125            	|  0.0029742      	|  0.00063347     	|
on_validation_batch_start          	|  1.0496e-05     	|125            	|  0.001312       	|  0.00027944     	|
on_train_start                     	|  0.00071306     	|1              	|  0.00071306     	|  0.00015187     	|
validation_step_end                	|  5.4731e-06     	|125            	|  0.00068414     	|  0.00014571     	|
on_validation_start                	|  0.00031445     	|1              	|  0.00031445     	|  6.6973e-05     	|
on_epoch_start                     	|  1.0707e-05     	|22             	|  0.00023554     	|  5.0167e-05     	|
on_epoch_end                       	|  1.0266e-05     	|22             	|  0.00022585     	|  4.8103e-05     	|
on_validation_end                  	|  0.00010791     	|1              	|  0.00010791     	|  2.2984e-05     	|
on_before_accelerator_backend_setup	|  1.8585e-05     	|2              	|  3.717e-05      	|  7.9167e-06     	|
teardown                           	|  1.6491e-05     	|2              	|  3.2983e-05     	|  7.0249e-06     	|
setup                              	|  1.4988e-05     	|2              	|  2.9976e-05     	|  6.3845e-06     	|
on_configure_sharded_model         	|  1.3836e-05     	|2              	|  2.7672e-05     	|  5.8937e-06     	|
on_fit_end                         	|  2.2902e-05     	|1              	|  2.2902e-05     	|  4.8778e-06     	|
on_validation_epoch_end            	|  1.8625e-05     	|1              	|  1.8625e-05     	|  3.9669e-06     	|
on_fit_start                       	|  1.6761e-05     	|1              	|  1.6761e-05     	|  3.5699e-06     	|
on_val_dataloader                  	|  6.262e-06      	|2              	|  1.2524e-05     	|  2.6675e-06     	|
prepare_data                       	|  6.1265e-06     	|2              	|  1.2253e-05     	|  2.6097e-06     	|
configure_callbacks                	|  5.0795e-06     	|2              	|  1.0159e-05     	|  2.1637e-06     	|
configure_sharded_model            	|  5.0489e-06     	|2              	|  1.0098e-05     	|  2.1507e-06     	|
on_pretrain_routine_end            	|  1.0039e-05     	|1              	|  1.0039e-05     	|  2.1382e-06     	|
on_validation_epoch_start          	|  9.6679e-06     	|1              	|  9.6679e-06     	|  2.0591e-06     	|
on_train_dataloader                	|  4.007e-06      	|1              	|  4.007e-06      	|  8.5344e-07     	|
VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  1673.1         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  72.756         	|21             	|  1527.9         	|  91.32          	|
run_training_batch                 	|  0.18721        	|8000           	|  1497.7         	|  89.517         	|
training_step_and_backward         	|  0.17706        	|8000           	|  1416.5         	|  84.662         	|
model_forward                      	|  0.09376        	|8000           	|  750.08         	|  44.832         	|
training_step                      	|  0.093627       	|8000           	|  749.01         	|  44.768         	|
backward                           	|  0.083117       	|8000           	|  664.93         	|  39.743         	|
optimizer_step_with_closure_0      	|  0.23616        	|1000           	|  236.16         	|  14.115         	|
run_validate_evaluation            	|  101.69         	|1              	|  101.69         	|  6.0779         	|
evaluation_step_and_end            	|  0.099728       	|1000           	|  99.728         	|  5.9607         	|
validation_step                    	|  0.099677       	|1000           	|  99.677         	|  5.9577         	|
get_train_batch                    	|  0.001819       	|8021           	|  14.59          	|  0.87204        	|
fetch_next_train_batch             	|  0.0018029      	|8021           	|  14.461         	|  0.86431        	|
on_train_batch_end                 	|  0.0010727      	|8000           	|  8.5817         	|  0.51293        	|
training_batch_to_device           	|  0.00021414     	|8000           	|  1.7131         	|  0.10239        	|
get_validate_batch                 	|  0.0014339      	|1001           	|  1.4354         	|  0.085791       	|
fetch_next_validate_batch          	|  0.0014205      	|1001           	|  1.422          	|  0.08499        	|
zero_grad                          	|  0.0013174      	|1000           	|  1.3174         	|  0.078743       	|
on_train_batch_start               	|  9.0447e-05     	|8000           	|  0.72358        	|  0.043248       	|
evaluation_batch_to_device         	|  0.00019913     	|1000           	|  0.19913        	|  0.011902       	|
on_batch_start                     	|  1.497e-05      	|8000           	|  0.11976        	|  0.007158       	|
on_batch_end                       	|  1.2823e-05     	|8000           	|  0.10258        	|  0.0061313      	|
on_before_backward                 	|  1.2813e-05     	|8000           	|  0.10251        	|  0.0061268      	|
on_after_backward                  	|  1.167e-05      	|8000           	|  0.093361       	|  0.0055801      	|
training_step_end                  	|  5.9171e-06     	|8000           	|  0.047337       	|  0.0028293      	|
on_train_end                       	|  0.025998       	|1              	|  0.025998       	|  0.0015539      	|
on_pretrain_routine_start          	|  0.022635       	|1              	|  0.022635       	|  0.0013529      	|
on_validation_batch_end            	|  1.7954e-05     	|1000           	|  0.017954       	|  0.0010731      	|
on_before_zero_grad                	|  1.4478e-05     	|1000           	|  0.014478       	|  0.00086533     	|
on_before_optimizer_step           	|  1.1298e-05     	|1000           	|  0.011298       	|  0.00067528     	|
on_validation_batch_start          	|  9.838e-06      	|1000           	|  0.009838       	|  0.00058801     	|
configure_optimizers               	|  0.008581       	|1              	|  0.008581       	|  0.00051289     	|
on_train_epoch_start               	|  0.00030046     	|21             	|  0.0063096      	|  0.00037712     	|
on_train_epoch_end                 	|  0.00028364     	|21             	|  0.0059565      	|  0.00035602     	|
on_validation_model_eval           	|  0.0046215      	|1              	|  0.0046215      	|  0.00027623     	|
validation_step_end                	|  4.5497e-06     	|1000           	|  0.0045497      	|  0.00027193     	|
on_train_start                     	|  0.00068398     	|1              	|  0.00068398     	|  4.0881e-05     	|
on_validation_start                	|  0.00033417     	|1              	|  0.00033417     	|  1.9973e-05     	|
on_epoch_start                     	|  1.0876e-05     	|22             	|  0.00023927     	|  1.4301e-05     	|
on_epoch_end                       	|  1.0074e-05     	|22             	|  0.00022163     	|  1.3247e-05     	|
on_validation_end                  	|  0.0001148      	|1              	|  0.0001148      	|  6.8618e-06     	|
on_before_accelerator_backend_setup	|  1.908e-05      	|2              	|  3.816e-05      	|  2.2808e-06     	|
on_configure_sharded_model         	|  1.5203e-05     	|2              	|  3.0406e-05     	|  1.8174e-06     	|
teardown                           	|  1.4642e-05     	|2              	|  2.9285e-05     	|  1.7503e-06     	|
setup                              	|  1.3361e-05     	|2              	|  2.6721e-05     	|  1.5971e-06     	|
on_fit_end                         	|  2.1671e-05     	|1              	|  2.1671e-05     	|  1.2953e-06     	|
on_validation_epoch_end            	|  1.7542e-05     	|1              	|  1.7542e-05     	|  1.0485e-06     	|
on_fit_start                       	|  1.7212e-05     	|1              	|  1.7212e-05     	|  1.0288e-06     	|
on_val_dataloader                  	|  6.4019e-06     	|2              	|  1.2804e-05     	|  7.6528e-07     	|
prepare_data                       	|  6.162e-06      	|2              	|  1.2324e-05     	|  7.366e-07      	|
configure_callbacks                	|  5.8565e-06     	|2              	|  1.1713e-05     	|  7.0008e-07     	|
configure_sharded_model            	|  5.2149e-06     	|2              	|  1.043e-05      	|  6.2339e-07     	|
on_validation_epoch_start          	|  9.978e-06      	|1              	|  9.978e-06      	|  5.9638e-07     	|
on_pretrain_routine_end            	|  9.8089e-06     	|1              	|  9.8089e-06     	|  5.8628e-07     	|
on_train_dataloader                	|  4.3081e-06     	|1              	|  4.3081e-06     	|  2.5749e-07     	|
