VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  1827.1         	|  100 %          	|
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run_training_epoch                 	|  26.136         	|63             	|  1646.6         	|  90.118         	|
run_training_batch                 	|  0.20146        	|8000           	|  1611.7         	|  88.207         	|
training_step_and_backward         	|  0.18987        	|8000           	|  1518.9         	|  83.133         	|
model_forward                      	|  0.10748        	|8000           	|  859.85         	|  47.06          	|
training_step                      	|  0.10735        	|8000           	|  858.79         	|  47.002         	|
backward                           	|  0.082205       	|8000           	|  657.64         	|  35.993         	|
optimizer_step_with_closure_0      	|  0.24792        	|1000           	|  247.92         	|  13.569         	|
run_validate_evaluation            	|  137.75         	|1              	|  137.75         	|  7.5392         	|
evaluation_step_and_end            	|  0.13575        	|1000           	|  135.75         	|  7.4299         	|
validation_step                    	|  0.1357         	|1000           	|  135.7          	|  7.4271         	|
get_train_batch                    	|  0.0022673      	|8063           	|  18.282         	|  1.0006         	|
fetch_next_train_batch             	|  0.0022502      	|8063           	|  18.143         	|  0.99301        	|
on_train_batch_end                 	|  0.001076       	|8000           	|  8.6077         	|  0.47111        	|
training_batch_to_device           	|  0.00021359     	|8000           	|  1.7087         	|  0.09352        	|
get_validate_batch                 	|  0.0014614      	|1001           	|  1.4629         	|  0.080066       	|
fetch_next_validate_batch          	|  0.0014476      	|1001           	|  1.449          	|  0.079305       	|
zero_grad                          	|  0.0013072      	|1000           	|  1.3072         	|  0.071543       	|
on_train_batch_start               	|  8.8939e-05     	|8000           	|  0.71151        	|  0.038942       	|
evaluation_batch_to_device         	|  0.00021022     	|1000           	|  0.21022        	|  0.011506       	|
on_batch_start                     	|  1.4554e-05     	|8000           	|  0.11643        	|  0.0063725      	|
on_batch_end                       	|  1.2864e-05     	|8000           	|  0.10291        	|  0.0056325      	|
on_before_backward                 	|  1.2527e-05     	|8000           	|  0.10022        	|  0.0054851      	|
on_after_backward                  	|  1.152e-05      	|8000           	|  0.092156       	|  0.0050438      	|
training_step_end                  	|  5.648e-06      	|8000           	|  0.045184       	|  0.0024729      	|
on_train_end                       	|  0.02558        	|1              	|  0.02558        	|  0.0014         	|
on_pretrain_routine_start          	|  0.022347       	|1              	|  0.022347       	|  0.0012231      	|
on_validation_batch_end            	|  1.833e-05      	|1000           	|  0.01833        	|  0.0010032      	|
on_train_epoch_start               	|  0.00028683     	|63             	|  0.018071       	|  0.00098902     	|
on_train_epoch_end                 	|  0.00027481     	|63             	|  0.017313       	|  0.00094756     	|
on_before_zero_grad                	|  1.472e-05      	|1000           	|  0.01472        	|  0.00080564     	|
on_before_optimizer_step           	|  1.1993e-05     	|1000           	|  0.011993       	|  0.00065641     	|
on_validation_batch_start          	|  9.5507e-06     	|1000           	|  0.0095507      	|  0.00052272     	|
configure_optimizers               	|  0.0082753      	|1              	|  0.0082753      	|  0.00045291     	|
validation_step_end                	|  4.9941e-06     	|1000           	|  0.0049941      	|  0.00027333     	|
on_validation_model_eval           	|  0.0040164      	|1              	|  0.0040164      	|  0.00021982     	|
on_train_start                     	|  0.00078831     	|1              	|  0.00078831     	|  4.3145e-05     	|
on_epoch_start                     	|  1.1196e-05     	|64             	|  0.00071655     	|  3.9217e-05     	|
on_epoch_end                       	|  1.0496e-05     	|64             	|  0.00067174     	|  3.6765e-05     	|
on_validation_start                	|  0.00032292     	|1              	|  0.00032292     	|  1.7673e-05     	|
on_validation_end                  	|  0.00013024     	|1              	|  0.00013024     	|  7.1284e-06     	|
setup                              	|  2.3409e-05     	|2              	|  4.6819e-05     	|  2.5624e-06     	|
on_before_accelerator_backend_setup	|  1.9992e-05     	|2              	|  3.9985e-05     	|  2.1884e-06     	|
teardown                           	|  1.6561e-05     	|2              	|  3.3122e-05     	|  1.8128e-06     	|
on_configure_sharded_model         	|  1.5875e-05     	|2              	|  3.1749e-05     	|  1.7377e-06     	|
on_fit_end                         	|  2.084e-05      	|1              	|  2.084e-05      	|  1.1406e-06     	|
on_validation_epoch_end            	|  1.7844e-05     	|1              	|  1.7844e-05     	|  9.7661e-07     	|
on_fit_start                       	|  1.6952e-05     	|1              	|  1.6952e-05     	|  9.2779e-07     	|
prepare_data                       	|  6.552e-06      	|2              	|  1.3104e-05     	|  7.1719e-07     	|
on_val_dataloader                  	|  6.3624e-06     	|2              	|  1.2725e-05     	|  6.9644e-07     	|
configure_callbacks                	|  5.8659e-06     	|2              	|  1.1732e-05     	|  6.421e-07      	|
configure_sharded_model            	|  5.7765e-06     	|2              	|  1.1553e-05     	|  6.3231e-07     	|
on_pretrain_routine_end            	|  9.998e-06      	|1              	|  9.998e-06      	|  5.472e-07      	|
on_validation_epoch_start          	|  9.7782e-06     	|1              	|  9.7782e-06     	|  5.3517e-07     	|
on_train_dataloader                	|  4.418e-06      	|1              	|  4.418e-06      	|  2.418e-07      	|
