VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1658.6         	|  100 %          	|
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run_training_epoch                 	|  72.084         	|21             	|  1513.8         	|  91.266         	|
run_training_batch                 	|  0.18545        	|8000           	|  1483.6         	|  89.446         	|
training_step_and_backward         	|  0.17542        	|8000           	|  1403.4         	|  84.61          	|
model_forward                      	|  0.094095       	|8000           	|  752.76         	|  45.384         	|
training_step                      	|  0.093964       	|8000           	|  751.72         	|  45.321         	|
backward                           	|  0.081145       	|8000           	|  649.16         	|  39.138         	|
optimizer_step_with_closure_0      	|  0.23346        	|1000           	|  233.46         	|  14.075         	|
run_validate_evaluation            	|  101.8          	|1              	|  101.8          	|  6.1376         	|
evaluation_step_and_end            	|  0.099817       	|1000           	|  99.817         	|  6.0181         	|
validation_step                    	|  0.099767       	|1000           	|  99.767         	|  6.015          	|
get_train_batch                    	|  0.0018273      	|8021           	|  14.657         	|  0.88366        	|
fetch_next_train_batch             	|  0.0018111      	|8021           	|  14.527         	|  0.87581        	|
on_train_batch_end                 	|  0.0010791      	|8000           	|  8.6329         	|  0.52048        	|
training_batch_to_device           	|  0.00020771     	|8000           	|  1.6617         	|  0.10019        	|
get_validate_batch                 	|  0.0014465      	|1001           	|  1.448          	|  0.087299       	|
fetch_next_validate_batch          	|  0.0014329      	|1001           	|  1.4344         	|  0.08648        	|
zero_grad                          	|  0.001307       	|1000           	|  1.307          	|  0.078801       	|
on_train_batch_start               	|  8.9697e-05     	|8000           	|  0.71757        	|  0.043263       	|
evaluation_batch_to_device         	|  0.00020674     	|1000           	|  0.20674        	|  0.012464       	|
on_batch_start                     	|  1.4718e-05     	|8000           	|  0.11774        	|  0.0070989      	|
on_batch_end                       	|  1.3171e-05     	|8000           	|  0.10537        	|  0.0063526      	|
on_before_backward                 	|  1.2659e-05     	|8000           	|  0.10127        	|  0.0061056      	|
on_after_backward                  	|  1.1664e-05     	|8000           	|  0.093314       	|  0.005626       	|
training_step_end                  	|  5.3957e-06     	|8000           	|  0.043166       	|  0.0026025      	|
on_train_end                       	|  0.024654       	|1              	|  0.024654       	|  0.0014864      	|
on_pretrain_routine_start          	|  0.022408       	|1              	|  0.022408       	|  0.001351       	|
on_validation_batch_end            	|  1.8249e-05     	|1000           	|  0.018249       	|  0.0011003      	|
on_before_zero_grad                	|  1.3908e-05     	|1000           	|  0.013908       	|  0.00083851     	|
on_before_optimizer_step           	|  1.1497e-05     	|1000           	|  0.011497       	|  0.00069315     	|
on_validation_batch_start          	|  9.7897e-06     	|1000           	|  0.0097897      	|  0.00059022     	|
configure_optimizers               	|  0.0082233      	|1              	|  0.0082233      	|  0.00049579     	|
on_train_epoch_start               	|  0.00029929     	|21             	|  0.0062851      	|  0.00037894     	|
on_train_epoch_end                 	|  0.0002878      	|21             	|  0.0060438      	|  0.00036439     	|
validation_step_end                	|  4.9302e-06     	|1000           	|  0.0049302      	|  0.00029725     	|
on_validation_model_eval           	|  0.0045215      	|1              	|  0.0045215      	|  0.0002726      	|
on_train_start                     	|  0.00068417     	|1              	|  0.00068417     	|  4.1249e-05     	|
on_validation_start                	|  0.00032215     	|1              	|  0.00032215     	|  1.9423e-05     	|
on_epoch_start                     	|  1.0518e-05     	|22             	|  0.00023139     	|  1.3951e-05     	|
on_epoch_end                       	|  1.0302e-05     	|22             	|  0.00022665     	|  1.3665e-05     	|
on_validation_end                  	|  0.00011637     	|1              	|  0.00011637     	|  7.0159e-06     	|
on_before_accelerator_backend_setup	|  1.9221e-05     	|2              	|  3.8442e-05     	|  2.3177e-06     	|
teardown                           	|  1.5398e-05     	|2              	|  3.0796e-05     	|  1.8567e-06     	|
on_configure_sharded_model         	|  1.4152e-05     	|2              	|  2.8303e-05     	|  1.7064e-06     	|
setup                              	|  1.4122e-05     	|2              	|  2.8244e-05     	|  1.7028e-06     	|
on_fit_end                         	|  2.4185e-05     	|1              	|  2.4185e-05     	|  1.4581e-06     	|
on_validation_epoch_end            	|  1.8585e-05     	|1              	|  1.8585e-05     	|  1.1205e-06     	|
on_fit_start                       	|  1.616e-05      	|1              	|  1.616e-05      	|  9.743e-07      	|
on_val_dataloader                  	|  6.2316e-06     	|2              	|  1.2463e-05     	|  7.5141e-07     	|
configure_callbacks                	|  5.8305e-06     	|2              	|  1.1661e-05     	|  7.0306e-07     	|
prepare_data                       	|  5.7711e-06     	|2              	|  1.1542e-05     	|  6.9588e-07     	|
on_pretrain_routine_end            	|  9.899e-06      	|1              	|  9.899e-06      	|  5.9682e-07     	|
on_validation_epoch_start          	|  9.798e-06      	|1              	|  9.798e-06      	|  5.9073e-07     	|
configure_sharded_model            	|  4.879e-06      	|2              	|  9.7579e-06     	|  5.8831e-07     	|
on_train_dataloader                	|  4.638e-06      	|1              	|  4.638e-06      	|  2.7963e-07     	|
