VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  1314.5         	|  100 %          	|
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run_training_epoch                 	|  2.5578         	|500            	|  1278.9         	|  97.296         	|
run_training_batch                 	|  0.28717        	|1000           	|  287.17         	|  21.847         	|
optimizer_step_with_closure_0      	|  0.28353        	|1000           	|  283.53         	|  21.57          	|
training_step_and_backward         	|  0.2154         	|1000           	|  215.4          	|  16.387         	|
get_train_batch                    	|  0.1274         	|1500           	|  191.1          	|  14.538         	|
fetch_next_train_batch             	|  0.12736        	|1500           	|  191.04         	|  14.533         	|
model_forward                      	|  0.11086        	|1000           	|  110.86         	|  8.4337         	|
training_step                      	|  0.11061        	|1000           	|  110.61         	|  8.4151         	|
backward                           	|  0.10289        	|1000           	|  102.89         	|  7.8272         	|
run_validate_evaluation            	|  7.7712         	|1              	|  7.7712         	|  0.59121        	|
evaluation_step_and_end            	|  0.099114       	|48             	|  4.7575         	|  0.36194        	|
validation_step                    	|  0.099011       	|48             	|  4.7525         	|  0.36156        	|
on_train_batch_end                 	|  0.0024177      	|1000           	|  2.4177         	|  0.18393        	|
zero_grad                          	|  0.0016113      	|1000           	|  1.6113         	|  0.12258        	|
training_batch_to_device           	|  0.00074942     	|1000           	|  0.74942        	|  0.057014       	|
get_validate_batch                 	|  0.013649       	|49             	|  0.66882        	|  0.050882       	|
fetch_next_validate_batch          	|  0.013627       	|49             	|  0.66771        	|  0.050798       	|
on_train_epoch_start               	|  0.00036054     	|500            	|  0.18027        	|  0.013714       	|
on_train_epoch_end                 	|  0.00033621     	|500            	|  0.1681         	|  0.012789       	|
on_train_batch_start               	|  0.00011324     	|1000           	|  0.11324        	|  0.0086147      	|
on_batch_start                     	|  5.4926e-05     	|1000           	|  0.054926       	|  0.0041787      	|
on_train_end                       	|  0.049688       	|1              	|  0.049688       	|  0.0037801      	|
on_after_backward                  	|  2.6219e-05     	|1000           	|  0.026219       	|  0.0019946      	|
on_pretrain_routine_start          	|  0.0247         	|1              	|  0.0247         	|  0.0018791      	|
on_before_zero_grad                	|  2.3868e-05     	|1000           	|  0.023868       	|  0.0018158      	|
on_before_optimizer_step           	|  1.7367e-05     	|1000           	|  0.017367       	|  0.0013213      	|
on_batch_end                       	|  1.7151e-05     	|1000           	|  0.017151       	|  0.0013048      	|
on_before_backward                 	|  1.5872e-05     	|1000           	|  0.015872       	|  0.0012075      	|
evaluation_batch_to_device         	|  0.00027369     	|48             	|  0.013137       	|  0.00099942     	|
configure_optimizers               	|  0.011084       	|1              	|  0.011084       	|  0.00084326     	|
training_step_end                  	|  1.0445e-05     	|1000           	|  0.010445       	|  0.00079466     	|
on_epoch_start                     	|  1.1516e-05     	|501            	|  0.0057693      	|  0.00043891     	|
on_epoch_end                       	|  1.1306e-05     	|501            	|  0.0056641      	|  0.00043091     	|
on_validation_model_eval           	|  0.0037798      	|1              	|  0.0037798      	|  0.00028756     	|
on_validation_batch_end            	|  3.8453e-05     	|48             	|  0.0018457      	|  0.00014042     	|
on_train_start                     	|  0.0011966      	|1              	|  0.0011966      	|  9.1032e-05     	|
on_validation_batch_start          	|  1.5933e-05     	|48             	|  0.00076481     	|  5.8184e-05     	|
on_validation_start                	|  0.00052365     	|1              	|  0.00052365     	|  3.9837e-05     	|
validation_step_end                	|  8.4622e-06     	|48             	|  0.00040619     	|  3.0902e-05     	|
on_validation_end                  	|  0.00022945     	|1              	|  0.00022945     	|  1.7456e-05     	|
on_fit_end                         	|  0.00011585     	|1              	|  0.00011585     	|  8.8136e-06     	|
on_before_accelerator_backend_setup	|  3.0115e-05     	|2              	|  6.023e-05      	|  4.5822e-06     	|
configure_callbacks                	|  2.4294e-05     	|2              	|  4.8587e-05     	|  3.6964e-06     	|
setup                              	|  2.2423e-05     	|2              	|  4.4845e-05     	|  3.4117e-06     	|
teardown                           	|  2.1693e-05     	|2              	|  4.3387e-05     	|  3.3007e-06     	|
on_configure_sharded_model         	|  2.151e-05      	|2              	|  4.302e-05      	|  3.2728e-06     	|
on_fit_start                       	|  4.1682e-05     	|1              	|  4.1682e-05     	|  3.1711e-06     	|
on_validation_epoch_end            	|  2.7535e-05     	|1              	|  2.7535e-05     	|  2.0948e-06     	|
on_val_dataloader                  	|  1.1727e-05     	|2              	|  2.3454e-05     	|  1.7843e-06     	|
prepare_data                       	|  9.832e-06      	|2              	|  1.9664e-05     	|  1.496e-06      	|
configure_sharded_model            	|  9.4771e-06     	|2              	|  1.8954e-05     	|  1.442e-06      	|
on_pretrain_routine_end            	|  1.4117e-05     	|1              	|  1.4117e-05     	|  1.074e-06      	|
on_validation_epoch_start          	|  1.034e-05      	|1              	|  1.034e-05      	|  7.866e-07      	|
on_train_dataloader                	|  8.9239e-06     	|1              	|  8.9239e-06     	|  6.7891e-07     	|
