VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  362.21         	|  100 %          	|
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run_training_epoch                 	|  15.694         	|21             	|  329.56         	|  90.986         	|
run_training_batch                 	|  0.31529        	|1000           	|  315.29         	|  87.044         	|
optimizer_step_with_closure_0      	|  0.31247        	|1000           	|  312.47         	|  86.266         	|
training_step_and_backward         	|  0.23932        	|1000           	|  239.32         	|  66.072         	|
backward                           	|  0.12035        	|1000           	|  120.35         	|  33.226         	|
model_forward                      	|  0.1174         	|1000           	|  117.4          	|  32.412         	|
training_step                      	|  0.1172         	|1000           	|  117.2          	|  32.357         	|
run_validate_evaluation            	|  13.443         	|1              	|  13.443         	|  3.7115         	|
evaluation_step_and_end            	|  0.10061        	|125            	|  12.576         	|  3.4719         	|
validation_step                    	|  0.10051        	|125            	|  12.563         	|  3.4685         	|
get_train_batch                    	|  0.0047138      	|1021           	|  4.8128         	|  1.3287         	|
fetch_next_train_batch             	|  0.0046923      	|1021           	|  4.7908         	|  1.3226         	|
on_train_batch_end                 	|  0.0018832      	|1000           	|  1.8832         	|  0.51991        	|
zero_grad                          	|  0.0015451      	|1000           	|  1.5451         	|  0.42658        	|
get_validate_batch                 	|  0.0037352      	|126            	|  0.47064        	|  0.12993        	|
fetch_next_validate_batch          	|  0.0037127      	|126            	|  0.4678         	|  0.12915        	|
training_batch_to_device           	|  0.00028718     	|1000           	|  0.28718        	|  0.079284       	|
on_train_batch_start               	|  0.00011278     	|1000           	|  0.11278        	|  0.031137       	|
evaluation_batch_to_device         	|  0.00029549     	|125            	|  0.036936       	|  0.010197       	|
on_pretrain_routine_start          	|  0.025924       	|1              	|  0.025924       	|  0.0071571      	|
on_train_end                       	|  0.02552        	|1              	|  0.02552        	|  0.0070455      	|
on_after_backward                  	|  2.162e-05      	|1000           	|  0.02162        	|  0.0059688      	|
on_batch_start                     	|  1.9475e-05     	|1000           	|  0.019475       	|  0.0053766      	|
on_before_zero_grad                	|  1.5564e-05     	|1000           	|  0.015564       	|  0.0042968      	|
on_batch_end                       	|  1.5003e-05     	|1000           	|  0.015003       	|  0.004142       	|
on_before_optimizer_step           	|  1.4001e-05     	|1000           	|  0.014001       	|  0.0038654      	|
on_before_backward                 	|  1.2832e-05     	|1000           	|  0.012832       	|  0.0035426      	|
on_train_epoch_start               	|  0.00044012     	|21             	|  0.0092425      	|  0.0025517      	|
configure_optimizers               	|  0.0091954      	|1              	|  0.0091954      	|  0.0025387      	|
on_train_epoch_end                 	|  0.00042873     	|21             	|  0.0090033      	|  0.0024856      	|
training_step_end                  	|  7.7161e-06     	|1000           	|  0.0077161      	|  0.0021303      	|
on_validation_batch_end            	|  3.6725e-05     	|125            	|  0.0045906      	|  0.0012674      	|
on_validation_model_eval           	|  0.0041487      	|1              	|  0.0041487      	|  0.0011454      	|
on_validation_batch_start          	|  1.6016e-05     	|125            	|  0.002002       	|  0.00055273     	|
on_train_start                     	|  0.0012836      	|1              	|  0.0012836      	|  0.00035438     	|
validation_step_end                	|  9.4972e-06     	|125            	|  0.0011871      	|  0.00032775     	|
on_validation_start                	|  0.00040335     	|1              	|  0.00040335     	|  0.00011136     	|
on_epoch_start                     	|  1.1056e-05     	|22             	|  0.00024323     	|  6.7152e-05     	|
on_epoch_end                       	|  1.1021e-05     	|22             	|  0.00024247     	|  6.6941e-05     	|
on_validation_end                  	|  0.00014358     	|1              	|  0.00014358     	|  3.9641e-05     	|
setup                              	|  2.3944e-05     	|2              	|  4.7888e-05     	|  1.3221e-05     	|
on_before_accelerator_backend_setup	|  2.1213e-05     	|2              	|  4.2427e-05     	|  1.1713e-05     	|
on_configure_sharded_model         	|  1.9072e-05     	|2              	|  3.8143e-05     	|  1.0531e-05     	|
teardown                           	|  1.7861e-05     	|2              	|  3.5722e-05     	|  9.8621e-06     	|
on_validation_epoch_end            	|  3.0304e-05     	|1              	|  3.0304e-05     	|  8.3663e-06     	|
on_fit_end                         	|  2.5842e-05     	|1              	|  2.5842e-05     	|  7.1345e-06     	|
on_fit_start                       	|  1.9107e-05     	|1              	|  1.9107e-05     	|  5.275e-06      	|
on_val_dataloader                  	|  9.001e-06      	|2              	|  1.8002e-05     	|  4.97e-06       	|
on_pretrain_routine_end            	|  1.4916e-05     	|1              	|  1.4916e-05     	|  4.118e-06      	|
prepare_data                       	|  7.349e-06      	|2              	|  1.4698e-05     	|  4.0578e-06     	|
configure_sharded_model            	|  7.3145e-06     	|2              	|  1.4629e-05     	|  4.0388e-06     	|
configure_callbacks                	|  6.1965e-06     	|2              	|  1.2393e-05     	|  3.4215e-06     	|
on_validation_epoch_start          	|  9.879e-06      	|1              	|  9.879e-06      	|  2.7274e-06     	|
on_train_dataloader                	|  7.508e-06      	|1              	|  7.508e-06      	|  2.0728e-06     	|
