fix(runner): remove redundant code

src/lm_saes/runner.py

@@ -96,25 +96,6 @@ def language_model_sae_runner(cfg: LanguageModelSAETrainingConfig):
     cfg.sae.save_hyperparameters(os.path.join(cfg.exp_result_dir, cfg.exp_name))
     cfg.lm.save_lm_config(os.path.join(cfg.exp_result_dir, cfg.exp_name))
 
-    if (
-            cfg.sae.norm_activation == "dataset-wise" and cfg.sae.dataset_average_activation_norm is None
-            or cfg.sae.init_decoder_norm is None
-    ):
-        assert not cfg.finetuning
-        sae = SparseAutoEncoder.from_initialization_searching(
-            activation_store=activation_store,
-            cfg=cfg,
-        )
-    else:
-        sae = SparseAutoEncoder.from_config(cfg=cfg.sae)
-
-        if cfg.finetuning:
-            # Fine-tune SAE with frozen encoder weights and bias
-            sae.train_finetune_for_suppression_parameters()
-
-    cfg.sae.save_hyperparameters(os.path.join(cfg.exp_result_dir, cfg.exp_name))
-    cfg.lm.save_lm_config(os.path.join(cfg.exp_result_dir, cfg.exp_name))
-
     if cfg.wandb.log_to_wandb and is_master():
         wandb_config: dict = {
             **asdict(cfg),