VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
-------------------------------------------------------------------------------------------------------------------------------------------
Total                              	|  -              	|_              	|  1517.9         	|  100 %          	|
-------------------------------------------------------------------------------------------------------------------------------------------
run_training_epoch                 	|  2.9139         	|500            	|  1457.0         	|  95.989         	|
run_training_batch                 	|  0.3942         	|1000           	|  394.2          	|  25.971         	|
optimizer_step_with_closure_0      	|  0.39081        	|1000           	|  390.81         	|  25.748         	|
training_step_and_backward         	|  0.28634        	|1000           	|  286.34         	|  18.865         	|
get_train_batch                    	|  0.11411        	|1500           	|  171.16         	|  11.277         	|
fetch_next_train_batch             	|  0.11407        	|1500           	|  171.1          	|  11.273         	|
model_forward                      	|  0.15553        	|1000           	|  155.53         	|  10.247         	|
training_step                      	|  0.15528        	|1000           	|  155.28         	|  10.23          	|
backward                           	|  0.12929        	|1000           	|  129.29         	|  8.5181         	|
run_validate_evaluation            	|  31.052         	|1              	|  31.052         	|  2.0458         	|
evaluation_step_and_end            	|  0.22193        	|125            	|  27.742         	|  1.8277         	|
validation_step                    	|  0.2218         	|125            	|  27.725         	|  1.8266         	|
on_train_batch_end                 	|  0.002258       	|1000           	|  2.258          	|  0.14876        	|
zero_grad                          	|  0.0014738      	|1000           	|  1.4738         	|  0.097096       	|
get_validate_batch                 	|  0.0061003      	|126            	|  0.76864        	|  0.05064        	|
fetch_next_validate_batch          	|  0.0060747      	|126            	|  0.76541        	|  0.050427       	|
training_batch_to_device           	|  0.000619       	|1000           	|  0.619          	|  0.040781       	|
on_train_epoch_end                 	|  0.00035936     	|500            	|  0.17968        	|  0.011838       	|
on_train_epoch_start               	|  0.00033728     	|500            	|  0.16864        	|  0.01111        	|
on_train_batch_start               	|  0.00010927     	|1000           	|  0.10927        	|  0.0071991      	|
on_train_end                       	|  0.048835       	|1              	|  0.048835       	|  0.0032174      	|
on_batch_start                     	|  4.3312e-05     	|1000           	|  0.043312       	|  0.0028535      	|
evaluation_batch_to_device         	|  0.00031794     	|125            	|  0.039742       	|  0.0026183      	|
on_after_backward                  	|  2.3616e-05     	|1000           	|  0.023616       	|  0.0015559      	|
on_before_zero_grad                	|  2.3495e-05     	|1000           	|  0.023495       	|  0.0015479      	|
on_pretrain_routine_start          	|  0.021944       	|1              	|  0.021944       	|  0.0014457      	|
on_before_optimizer_step           	|  1.6855e-05     	|1000           	|  0.016855       	|  0.0011105      	|
on_batch_end                       	|  1.6306e-05     	|1000           	|  0.016306       	|  0.0010743      	|
on_before_backward                 	|  1.5466e-05     	|1000           	|  0.015466       	|  0.0010189      	|
training_step_end                  	|  1.0205e-05     	|1000           	|  0.010205       	|  0.00067234     	|
configure_optimizers               	|  0.0085684      	|1              	|  0.0085684      	|  0.00056451     	|
on_epoch_end                       	|  1.1727e-05     	|501            	|  0.0058754      	|  0.00038709     	|
on_validation_batch_end            	|  4.439e-05      	|125            	|  0.0055487      	|  0.00036556     	|
on_epoch_start                     	|  1.1002e-05     	|501            	|  0.0055118      	|  0.00036313     	|
on_validation_model_eval           	|  0.0039498      	|1              	|  0.0039498      	|  0.00026022     	|
on_validation_batch_start          	|  1.7784e-05     	|125            	|  0.0022229      	|  0.00014645     	|
on_train_start                     	|  0.0017662      	|1              	|  0.0017662      	|  0.00011636     	|
validation_step_end                	|  9.4813e-06     	|125            	|  0.0011852      	|  7.8082e-05     	|
on_validation_start                	|  0.00061582     	|1              	|  0.00061582     	|  4.0572e-05     	|
on_validation_end                  	|  0.0002002      	|1              	|  0.0002002      	|  1.319e-05      	|
teardown                           	|  4.0175e-05     	|2              	|  8.0351e-05     	|  5.2937e-06     	|
on_fit_end                         	|  6.1145e-05     	|1              	|  6.1145e-05     	|  4.0284e-06     	|
setup                              	|  2.6389e-05     	|2              	|  5.2778e-05     	|  3.4772e-06     	|
on_before_accelerator_backend_setup	|  2.6383e-05     	|2              	|  5.2767e-05     	|  3.4764e-06     	|
on_configure_sharded_model         	|  2.4862e-05     	|2              	|  4.9723e-05     	|  3.2759e-06     	|
on_validation_epoch_end            	|  2.8118e-05     	|1              	|  2.8118e-05     	|  1.8525e-06     	|
on_fit_start                       	|  1.8196e-05     	|1              	|  1.8196e-05     	|  1.1988e-06     	|
prepare_data                       	|  9.0487e-06     	|2              	|  1.8097e-05     	|  1.1923e-06     	|
configure_callbacks                	|  8.882e-06      	|2              	|  1.7764e-05     	|  1.1703e-06     	|
on_val_dataloader                  	|  7.8483e-06     	|2              	|  1.5697e-05     	|  1.0341e-06     	|
configure_sharded_model            	|  7.7188e-06     	|2              	|  1.5438e-05     	|  1.0171e-06     	|
on_validation_epoch_start          	|  1.4886e-05     	|1              	|  1.4886e-05     	|  9.8075e-07     	|
on_pretrain_routine_end            	|  1.2886e-05     	|1              	|  1.2886e-05     	|  8.4895e-07     	|
on_train_dataloader                	|  5.4166e-06     	|1              	|  5.4166e-06     	|  3.5686e-07     	|
