Upload 6 files

pile_mul_fractal_2_8/config.json

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+{
+    "model_name": "google/gemma-2-2b",
+    "layer": 12,
+    "hook_point": "resid_post",
+    "act_size": 2304,
+    "sae_type": "mul_fractal_topk",
+    "dict_size": 65536,
+    "aux_penalty": 0.03125,
+    "input_unit_norm": true,
+    "batch_norm_on_queries": false,
+    "affine_batch_norm": false,
+    "linear_heads": 0,
+    "topk2": 50,
+    "topk1": 50,
+    "topk2_warmup_steps_fraction": 0.0,
+    "start_topk2": 50,
+    "topk1_warmup_steps_fraction": 0.0,
+    "start_topk1": 50,
+    "topk2_aux": 512,
+    "cartesian_op": "mul",
+    "router_depth": 2,
+    "router_tree_width": null,
+    "num_mkeys": 2,
+    "num_nkeys": 8,
+    "num_heads": 4096,
+    "n_batches_to_dead": 10,
+    "lr": 0.0008,
+    "bandwidth": 0.001,
+    "l1_coeff": 0.0018,
+    "num_tokens": 799634235,
+    "seq_len": 1024,
+    "model_batch_size": 64,
+    "num_batches_in_buffer": 5,
+    "max_grad_norm": 1.0,
+    "batch_size": 8192,
+    "weight_decay": 0.0,
+    "warmup_fraction": 0.1,
+    "scheduler_type": "cosine_with_min_lr",
+    "device": "cuda",
+    "dtype": "torch.float32",
+    "sae_dtype": "torch.float32",
+    "dataset_path": "cerebras/SlimPajama-627B",
+    "wandb_project": "turbo-llama-lens",
+    "enable_wandb": true,
+    "sae_name": "sae",
+    "seed": 42,
+    "performance_log_steps": 100,
+    "save_checkpoint_steps": 15000000,
+    "wandb_run_suffix": "exp80_bench",
+    "sweep_pair": "{'dict_size': 65536, 'num_heads': 4096, 'num_mkeys': 2, 'num_nkeys': 8, 'num_tokens': 799634235, 'sae_type': 'mul_fractal_topk', 'start_topk1': 50, 'start_topk2': 50, 'topk1': 50}"
+}

pile_mul_fractal_2_8/sae.pt

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+size 981904728

pile_mul_fractal_4_4/config.json

@@ -0,0 +1,51 @@
+{
+    "model_name": "google/gemma-2-2b",
+    "layer": 12,
+    "hook_point": "resid_post",
+    "act_size": 2304,
+    "sae_type": "mul_fractal_topk",
+    "dict_size": 65536,
+    "aux_penalty": 0.03125,
+    "input_unit_norm": true,
+    "batch_norm_on_queries": false,
+    "affine_batch_norm": false,
+    "linear_heads": 0,
+    "topk2": 50,
+    "topk1": 50,
+    "topk2_warmup_steps_fraction": 0.0,
+    "start_topk2": 50,
+    "topk1_warmup_steps_fraction": 0.0,
+    "start_topk1": 50,
+    "topk2_aux": 512,
+    "cartesian_op": "mul",
+    "router_depth": 2,
+    "router_tree_width": null,
+    "num_mkeys": 4,
+    "num_nkeys": 4,
+    "num_heads": 4096,
+    "n_batches_to_dead": 10,
+    "lr": 0.0008,
+    "bandwidth": 0.001,
+    "l1_coeff": 0.0018,
+    "num_tokens": 999238222,
+    "seq_len": 1024,
+    "model_batch_size": 64,
+    "num_batches_in_buffer": 5,
+    "max_grad_norm": 1.0,
+    "batch_size": 8192,
+    "weight_decay": 0.0,
+    "warmup_fraction": 0.1,
+    "scheduler_type": "cosine_with_min_lr",
+    "device": "cuda",
+    "dtype": "torch.float32",
+    "sae_dtype": "torch.float32",
+    "dataset_path": "cerebras/SlimPajama-627B",
+    "wandb_project": "turbo-llama-lens",
+    "enable_wandb": true,
+    "sae_name": "sae",
+    "seed": 42,
+    "performance_log_steps": 100,
+    "save_checkpoint_steps": 15000000,
+    "wandb_run_suffix": "exp80_bench",
+    "sweep_pair": "{'dict_size': 65536, 'num_heads': 4096, 'num_mkeys': 4, 'num_nkeys': 4, 'num_tokens': 999238222, 'sae_type': 'mul_fractal_topk', 'start_topk1': 50, 'start_topk2': 50, 'topk1': 50}"
+}

pile_mul_fractal_4_4/sae.pt

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+size 906374488

pile_topk_l0_50_65k/config.json

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+{
+    "model_name": "google/gemma-2-2b",
+    "layer": 12,
+    "hook_point": "resid_post",
+    "act_size": 2304,
+    "sae_type": "topk",
+    "dict_size": 65536,
+    "aux_penalty": 0.03125,
+    "input_unit_norm": true,
+    "batch_norm_on_queries": false,
+    "affine_batch_norm": false,
+    "linear_heads": 0,
+    "topk2": 50,
+    "topk1": 50,
+    "topk2_warmup_steps_fraction": 0.0,
+    "start_topk2": 50,
+    "topk1_warmup_steps_fraction": 0.0,
+    "start_topk1": 50,
+    "topk2_aux": 512,
+    "cartesian_op": "mul",
+    "router_depth": 2,
+    "router_tree_width": null,
+    "num_mkeys": null,
+    "num_nkeys": null,
+    "num_heads": -1,
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+    "lr": 0.0008,
+    "bandwidth": 0.001,
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+    "num_tokens": 500000000,
+    "seq_len": 1024,
+    "model_batch_size": 64,
+    "num_batches_in_buffer": 5,
+    "max_grad_norm": 1.0,
+    "batch_size": 8192,
+    "weight_decay": 0.0,
+    "warmup_fraction": 0.1,
+    "scheduler_type": "cosine_with_min_lr",
+    "device": "cuda",
+    "dtype": "torch.float32",
+    "sae_dtype": "torch.float32",
+    "dataset_path": "cerebras/SlimPajama-627B",
+    "wandb_project": "turbo-llama-lens",
+    "enable_wandb": true,
+    "sae_name": "sae",
+    "seed": 42,
+    "performance_log_steps": 100,
+    "save_checkpoint_steps": 15000000,
+    "wandb_run_suffix": "exp80_bench",
+    "sweep_pair": "{'dict_size': 65536, 'num_tokens': 500000000, 'sae_type': 'topk', 'start_topk1': 50, 'start_topk2': 50, 'topk1': 50}"
+}

pile_topk_l0_50_65k/sae.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 1208495512