VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  559.57         	|  100 %          	|
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run_training_epoch                 	|  7.8042         	|63             	|  491.67         	|  87.864         	|
run_training_batch                 	|  0.36864        	|1000           	|  368.64         	|  65.878         	|
optimizer_step_with_closure_0      	|  0.36602        	|1000           	|  366.02         	|  65.41          	|
training_step_and_backward         	|  0.26323        	|1000           	|  263.23         	|  47.042         	|
model_forward                      	|  0.1364         	|1000           	|  136.4          	|  24.376         	|
training_step                      	|  0.13623        	|1000           	|  136.23         	|  24.344         	|
backward                           	|  0.12542        	|1000           	|  125.42         	|  22.413         	|
run_validate_evaluation            	|  30.458         	|1              	|  30.458         	|  5.4431         	|
evaluation_step_and_end            	|  0.22361        	|125            	|  27.951         	|  4.995          	|
validation_step                    	|  0.2235         	|125            	|  27.937         	|  4.9926         	|
get_train_batch                    	|  0.024912       	|1063           	|  26.482         	|  4.7325         	|
fetch_next_train_batch             	|  0.024889       	|1063           	|  26.457         	|  4.7281         	|
on_train_batch_end                 	|  0.0017979      	|1000           	|  1.7979         	|  0.32129        	|
zero_grad                          	|  0.0013878      	|1000           	|  1.3878         	|  0.24802        	|
get_validate_batch                 	|  0.0062828      	|126            	|  0.79163        	|  0.14147        	|
fetch_next_validate_batch          	|  0.0062595      	|126            	|  0.7887         	|  0.14095        	|
training_batch_to_device           	|  0.0002852      	|1000           	|  0.2852         	|  0.050967       	|
on_train_batch_start               	|  9.5772e-05     	|1000           	|  0.095772       	|  0.017115       	|
on_train_end                       	|  0.043662       	|1              	|  0.043662       	|  0.0078028      	|
evaluation_batch_to_device         	|  0.0003126      	|125            	|  0.039075       	|  0.006983       	|
on_train_epoch_start               	|  0.00035829     	|63             	|  0.022572       	|  0.0040338      	|
on_pretrain_routine_start          	|  0.02166        	|1              	|  0.02166        	|  0.0038709      	|
on_train_epoch_end                 	|  0.00033673     	|63             	|  0.021214       	|  0.0037911      	|
on_after_backward                  	|  2.016e-05      	|1000           	|  0.02016        	|  0.0036028      	|
on_batch_start                     	|  2.0121e-05     	|1000           	|  0.020121       	|  0.0035957      	|
on_before_zero_grad                	|  1.5589e-05     	|1000           	|  0.015589       	|  0.0027859      	|
on_batch_end                       	|  1.5429e-05     	|1000           	|  0.015429       	|  0.0027572      	|
on_before_backward                 	|  1.2296e-05     	|1000           	|  0.012296       	|  0.0021974      	|
on_before_optimizer_step           	|  1.1971e-05     	|1000           	|  0.011971       	|  0.0021393      	|
configure_optimizers               	|  0.0095943      	|1              	|  0.0095943      	|  0.0017146      	|
training_step_end                  	|  6.8302e-06     	|1000           	|  0.0068302      	|  0.0012206      	|
on_validation_batch_end            	|  3.7398e-05     	|125            	|  0.0046747      	|  0.00083541     	|
on_validation_model_eval           	|  0.00445        	|1              	|  0.00445        	|  0.00079525     	|
on_validation_batch_start          	|  1.6454e-05     	|125            	|  0.0020567      	|  0.00036756     	|
on_train_start                     	|  0.0017065      	|1              	|  0.0017065      	|  0.00030497     	|
validation_step_end                	|  8.1022e-06     	|125            	|  0.0010128      	|  0.00018099     	|
on_epoch_end                       	|  1.1683e-05     	|64             	|  0.0007477      	|  0.00013362     	|
on_epoch_start                     	|  1.1342e-05     	|64             	|  0.0007259      	|  0.00012972     	|
on_validation_start                	|  0.00052561     	|1              	|  0.00052561     	|  9.3931e-05     	|
on_validation_end                  	|  0.00020051     	|1              	|  0.00020051     	|  3.5833e-05     	|
on_configure_sharded_model         	|  2.3948e-05     	|2              	|  4.7896e-05     	|  8.5594e-06     	|
on_before_accelerator_backend_setup	|  2.2791e-05     	|2              	|  4.5583e-05     	|  8.146e-06      	|
setup                              	|  2.2735e-05     	|2              	|  4.5469e-05     	|  8.1257e-06     	|
on_fit_start                       	|  4.2384e-05     	|1              	|  4.2384e-05     	|  7.5744e-06     	|
teardown                           	|  2.0644e-05     	|2              	|  4.1287e-05     	|  7.3784e-06     	|
on_validation_epoch_end            	|  2.7936e-05     	|1              	|  2.7936e-05     	|  4.9924e-06     	|
on_fit_end                         	|  2.4343e-05     	|1              	|  2.4343e-05     	|  4.3503e-06     	|
on_val_dataloader                  	|  1.2049e-05     	|2              	|  2.4099e-05     	|  4.3067e-06     	|
configure_sharded_model            	|  8.5598e-06     	|2              	|  1.712e-05      	|  3.0594e-06     	|
configure_callbacks                	|  7.5614e-06     	|2              	|  1.5123e-05     	|  2.7026e-06     	|
prepare_data                       	|  6.4932e-06     	|2              	|  1.2986e-05     	|  2.3208e-06     	|
on_validation_epoch_start          	|  1.2564e-05     	|1              	|  1.2564e-05     	|  2.2452e-06     	|
on_pretrain_routine_end            	|  1.1524e-05     	|1              	|  1.1524e-05     	|  2.0595e-06     	|
on_train_dataloader                	|  5.4911e-06     	|1              	|  5.4911e-06     	|  9.813e-07      	|
