diff --git "a/config.json" "b/config.json"
new file mode 100644--- /dev/null
+++ "b/config.json"
@@ -0,0 +1,3799 @@
+{
+  "architectures": [
+    "Glm5NextForConditionalGeneration"
+  ],
+  "text_config": {
+    "attention_bias": false,
+    "attention_dropout": 0.0,
+    "dtype": "bfloat16",
+    "eos_token_id": [
+      154820,
+      154827,
+      154829
+    ],
+    "first_k_dense_replace": 3,
+    "hc_eps": 1e-06,
+    "hc_mult": 4,
+    "hc_sinkhorn_iters": 20,
+    "head_dim": 0,
+    "hidden_act": "silu",
+    "hidden_size": 4096,
+    "index_head_dim": 128,
+    "index_kpool": 4,
+    "index_kpool_always_select_tail": true,
+    "index_kpool_compress": true,
+    "index_n_heads": 32,
+    "index_topk": 2048,
+    "index_share_for_mtp_iteration": true,
+    "indexer_rope_interleave": true,
+    "indexer_types": [
+      "full",
+      "full",
+      "full",
+      "full",
+      "full",
+      "full",
+      "full",
+      "full",
+      "full",
+      "full",
+      "full",
+      "full",
+      "full",
+      "full",
+      "full",
+      "full",
+      "full",
+      "full",
+      "full",
+      "full",
+      "full",
+      "full",
+      "full",
+      "full",
+      "full",
+      "full",
+      "full",
+      "full",
+      "full",
+      "full",
+      "full",
+      "full",
+      "full",
+      "full",
+      "full",
+      "full",
+      "full",
+      "full",
+      "full",
+      "full",
+      "full",
+      "full",
+      "full",
+      "full",
+      "full"
+    ],
+    "initializer_range": 0.02,
+    "intermediate_size": 12288,
+    "kv_lora_rank": 512,
+    "layer_types": [
+      "linear_attention",
+      "linear_attention",
+      "linear_attention",
+      "deepseek_sparse_attention",
+      "linear_attention",
+      "linear_attention",
+      "linear_attention",
+      "deepseek_sparse_attention",
+      "linear_attention",
+      "linear_attention",
+      "linear_attention",
+      "deepseek_sparse_attention",
+      "linear_attention",
+      "linear_attention",
+      "linear_attention",
+      "deepseek_sparse_attention",
+      "linear_attention",
+      "linear_attention",
+      "linear_attention",
+      "deepseek_sparse_attention",
+      "linear_attention",
+      "linear_attention",
+      "linear_attention",
+      "deepseek_sparse_attention",
+      "linear_attention",
+      "linear_attention",
+      "linear_attention",
+      "deepseek_sparse_attention",
+      "linear_attention",
+      "linear_attention",
+      "linear_attention",
+      "deepseek_sparse_attention",
+      "linear_attention",
+      "linear_attention",
+      "linear_attention",
+      "deepseek_sparse_attention",
+      "linear_attention",
+      "linear_attention",
+      "linear_attention",
+      "deepseek_sparse_attention",
+      "linear_attention",
+      "linear_attention",
+      "linear_attention",
+      "deepseek_sparse_attention",
+      "linear_attention"
+    ],
+    "linear_attn_config": {
+      "num_heads": 64,
+      "gate_lower_bound": -5.0,
+      "head_dim": 128,
+      "short_conv_kernel_size": 4,
+      "kda_layers": [
+        0,
+        1,
+        2,
+        4,
+        5,
+        6,
+        8,
+        9,
+        10,
+        12,
+        13,
+        14,
+        16,
+        17,
+        18,
+        20,
+        21,
+        22,
+        24,
+        25,
+        26,
+        28,
+        29,
+        30,
+        32,
+        33,
+        34,
+        36,
+        37,
+        38,
+        40,
+        41,
+        42,
+        44
+      ],
+      "full_attn_layers": [
+        3,
+        7,
+        11,
+        15,
+        19,
+        23,
+        27,
+        31,
+        35,
+        39,
+        43
+      ]
+    },
+    "max_position_embeddings": 1048576,
+    "mhc": true,
+    "mla_use_nope": true,
+    "mlp_layer_types": [
+      "dense",
+      "dense",
+      "dense",
+      "sparse",
+      "sparse",
+      "sparse",
+      "sparse",
+      "sparse",
+      "sparse",
+      "sparse",
+      "sparse",
+      "sparse",
+      "sparse",
+      "sparse",
+      "sparse",
+      "sparse",
+      "sparse",
+      "sparse",
+      "sparse",
+      "sparse",
+      "sparse",
+      "sparse",
+      "sparse",
+      "sparse",
+      "sparse",
+      "sparse",
+      "sparse",
+      "sparse",
+      "sparse",
+      "sparse",
+      "sparse",
+      "sparse",
+      "sparse",
+      "sparse",
+      "sparse",
+      "sparse",
+      "sparse",
+      "sparse",
+      "sparse",
+      "sparse",
+      "sparse",
+      "sparse",
+      "sparse",
+      "sparse",
+      "sparse"
+    ],
+    "model_type": "glm5_next_text",
+    "moe_intermediate_size": 2048,
+    "moe_router_dtype": "float32",
+    "n_group": 1,
+    "n_routed_experts": 288,
+    "n_shared_experts": 1,
+    "norm_topk_prob": true,
+    "num_attention_heads": 64,
+    "num_experts_per_tok": 8,
+    "num_hidden_layers": 45,
+    "num_key_value_heads": 64,
+    "num_nextn_predict_layers": 1,
+    "output_router_logits": false,
+    "pad_token_id": 154820,
+    "q_lora_rank": 1536,
+    "qk_head_dim": 256,
+    "qk_nope_head_dim": 256,
+    "qk_rope_head_dim": 0,
+    "rms_norm_eps": 1e-05,
+    "routed_scaling_factor": 2.5,
+    "router_aux_loss_coef": 0.001,
+    "scoring_func": "sigmoid",
+    "swiglu_limit": 10.0,
+    "tie_word_embeddings": false,
+    "topk_group": 1,
+    "topk_method": "noaux_tc",
+    "use_cache": true,
+    "v_head_dim": 256,
+    "vocab_size": 154880
+  },
+  "vision_config": {
+    "attention_bias": true,
+    "attention_dropout": 0.0,
+    "depth": 24,
+    "hidden_act": "silu",
+    "hidden_size": 1024,
+    "image_size": 448,
+    "in_channels": 3,
+    "initializer_range": 0.02,
+    "intermediate_size": 4096,
+    "model_type": "glm5_next_vision",
+    "num_heads": 16,
+    "out_hidden_size": 4096,
+    "patch_size": 14,
+    "projection_intermediate_size": 10240,
+    "rms_norm_eps": 1e-05,
+    "spatial_merge_size": 2,
+    "swiglu_limit": 10.0,
+    "temporal_patch_size": 2
+  },
+  "image_token_id": 154854,
+  "video_token_id": 154855,
+  "image_start_token_id": 154830,
+  "image_end_token_id": 154831,
+  "video_start_token_id": 154832,
+  "video_end_token_id": 154833,
+  "tie_word_embeddings": false,
+  "model_type": "glm5_next",
+  "transformers_version": "5.16.0",
+  "quantization_config": {
+    "config_groups": {
+      "group_rfi": {
+        "format": "rfi-quantized",
+        "input_activations": null,
+        "output_activations": null,
+        "targets": [
+          "Linear"
+        ],
+        "weights": {
+          "num_bits": 8,
+          "type": "int",
+          "group_size": 32,
+          "scale_dtype": "torch.int8",
+          "scale_exp_dtype": "torch.int8",
+          "scale_encoding": "block_float_i8m_i8e",
+          "symmetric": true,
+          "act_dtype": "int8",
+          "rotation": "hadamard32"
+        }
+      },
+      "group_rfa": {
+        "format": "rfa-pack-quantized",
+        "input_activations": null,
+        "output_activations": null,
+        "targets": [
+          "re:\\.mlp\\.experts\\."
+        ],
+        "weights": {
+          "num_bits": 4,
+          "type": "float",
+          "group_size": 16,
+          "grid": "iq4_nl",
+          "codebook": [
+            -127,
+            -104,
+            -83,
+            -65,
+            -49,
+            -35,
+            -22,
+            -10,
+            1,
+            13,
+            25,
+            38,
+            53,
+            69,
+            89,
+            113
+          ],
+          "scale_dtype": "torch.int8",
+          "scale_exp_dtype": "torch.int8",
+          "scale_encoding": "block_float_i8m_i8e",
+          "symmetric": false,
+          "rotation": "hadamard16"
+        }
+      }
+    },
+    "format": "rfi-quantized",
+    "quant_method": "rfi",
+    "quantization_status": "compressed",
+    "version": "rfi-composite-1.0",
+    "rfa_experts": true,
+    "modules": {
+      "lm_head": {
+        "scheme": "dense"
+      },
+      "model.language_model.embed_tokens": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.45.eh_proj": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.45.mlp.experts": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.45.mlp.gate": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.45.mlp.shared_experts.down_proj": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.45.mlp.shared_experts.gate_proj": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.45.mlp.shared_experts.up_proj": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.45.self_attn.indexer.index_kpool_compress_ape": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.45.self_attn.indexer.index_kpool_compress_gate": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.45.self_attn.indexer.weights_proj": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.45.self_attn.indexer.wk": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.45.self_attn.indexer.wq_b": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.45.self_attn.kv_a_proj_with_mqa": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.45.self_attn.kv_b_proj": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.45.self_attn.o_proj": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.45.self_attn.q_a_proj": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.45.self_attn.q_b_proj": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.0.hc_attn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.0.hc_ffn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.0.mlp.down_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.0.mlp.gate_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.0.mlp.up_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.0.self_attn.b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.0.self_attn.f_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.0.self_attn.f_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.0.self_attn.g_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.0.self_attn.g_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.0.self_attn.k_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.0.self_attn.k_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.0.self_attn.o_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.0.self_attn.q_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.0.self_attn.q_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.0.self_attn.v_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.0.self_attn.v_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.1.hc_attn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.1.hc_ffn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.1.mlp.down_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.1.mlp.gate_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.1.mlp.up_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.1.self_attn.b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.1.self_attn.f_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.1.self_attn.f_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.1.self_attn.g_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.1.self_attn.g_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.1.self_attn.k_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.1.self_attn.k_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.1.self_attn.o_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.1.self_attn.q_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.1.self_attn.q_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.1.self_attn.v_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.1.self_attn.v_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.10.hc_attn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.10.hc_ffn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.10.mlp.experts": {
+        "scheme": "rfa"
+      },
+      "model.language_model.layers.10.mlp.gate": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.10.mlp.shared_experts.down_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.10.mlp.shared_experts.gate_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.10.mlp.shared_experts.up_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.10.self_attn.b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.10.self_attn.f_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.10.self_attn.f_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.10.self_attn.g_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.10.self_attn.g_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.10.self_attn.k_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.10.self_attn.k_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.10.self_attn.o_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.10.self_attn.q_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.10.self_attn.q_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.10.self_attn.v_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.10.self_attn.v_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.11.hc_attn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.11.hc_ffn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.11.mlp.experts": {
+        "scheme": "rfa"
+      },
+      "model.language_model.layers.11.mlp.gate": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.11.mlp.shared_experts.down_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.11.mlp.shared_experts.gate_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.11.mlp.shared_experts.up_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.11.self_attn.indexer.index_kpool_compress_ape": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.11.self_attn.indexer.index_kpool_compress_gate": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.11.self_attn.indexer.weights_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.11.self_attn.indexer.wk": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.11.self_attn.indexer.wq_b": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.11.self_attn.kv_a_proj_with_mqa": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.11.self_attn.kv_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.11.self_attn.o_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.11.self_attn.q_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.11.self_attn.q_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.12.hc_attn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.12.hc_ffn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.12.mlp.experts": {
+        "scheme": "rfa"
+      },
+      "model.language_model.layers.12.mlp.gate": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.12.mlp.shared_experts.down_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.12.mlp.shared_experts.gate_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.12.mlp.shared_experts.up_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.12.self_attn.b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.12.self_attn.f_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.12.self_attn.f_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.12.self_attn.g_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.12.self_attn.g_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.12.self_attn.k_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.12.self_attn.k_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.12.self_attn.o_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.12.self_attn.q_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.12.self_attn.q_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.12.self_attn.v_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.12.self_attn.v_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.13.hc_attn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.13.hc_ffn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.13.mlp.experts": {
+        "scheme": "rfa"
+      },
+      "model.language_model.layers.13.mlp.gate": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.13.mlp.shared_experts.down_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.13.mlp.shared_experts.gate_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.13.mlp.shared_experts.up_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.13.self_attn.b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.13.self_attn.f_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.13.self_attn.f_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.13.self_attn.g_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.13.self_attn.g_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.13.self_attn.k_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.13.self_attn.k_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.13.self_attn.o_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.13.self_attn.q_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.13.self_attn.q_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.13.self_attn.v_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.13.self_attn.v_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.14.hc_attn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.14.hc_ffn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.14.mlp.experts": {
+        "scheme": "rfa"
+      },
+      "model.language_model.layers.14.mlp.gate": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.14.mlp.shared_experts.down_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.14.mlp.shared_experts.gate_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.14.mlp.shared_experts.up_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.14.self_attn.b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.14.self_attn.f_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.14.self_attn.f_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.14.self_attn.g_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.14.self_attn.g_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.14.self_attn.k_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.14.self_attn.k_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.14.self_attn.o_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.14.self_attn.q_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.14.self_attn.q_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.14.self_attn.v_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.14.self_attn.v_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.15.hc_attn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.15.hc_ffn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.15.mlp.experts": {
+        "scheme": "rfa"
+      },
+      "model.language_model.layers.15.mlp.gate": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.15.mlp.shared_experts.down_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.15.mlp.shared_experts.gate_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.15.mlp.shared_experts.up_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.15.self_attn.indexer.index_kpool_compress_ape": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.15.self_attn.indexer.index_kpool_compress_gate": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.15.self_attn.indexer.weights_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.15.self_attn.indexer.wk": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.15.self_attn.indexer.wq_b": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.15.self_attn.kv_a_proj_with_mqa": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.15.self_attn.kv_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.15.self_attn.o_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.15.self_attn.q_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.15.self_attn.q_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.16.hc_attn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.16.hc_ffn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.16.mlp.experts": {
+        "scheme": "rfa"
+      },
+      "model.language_model.layers.16.mlp.gate": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.16.mlp.shared_experts.down_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.16.mlp.shared_experts.gate_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.16.mlp.shared_experts.up_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.16.self_attn.b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.16.self_attn.f_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.16.self_attn.f_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.16.self_attn.g_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.16.self_attn.g_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.16.self_attn.k_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.16.self_attn.k_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.16.self_attn.o_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.16.self_attn.q_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.16.self_attn.q_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.16.self_attn.v_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.16.self_attn.v_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.17.hc_attn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.17.hc_ffn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.17.mlp.experts": {
+        "scheme": "rfa"
+      },
+      "model.language_model.layers.17.mlp.gate": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.17.mlp.shared_experts.down_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.17.mlp.shared_experts.gate_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.17.mlp.shared_experts.up_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.17.self_attn.b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.17.self_attn.f_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.17.self_attn.f_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.17.self_attn.g_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.17.self_attn.g_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.17.self_attn.k_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.17.self_attn.k_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.17.self_attn.o_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.17.self_attn.q_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.17.self_attn.q_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.17.self_attn.v_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.17.self_attn.v_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.18.hc_attn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.18.hc_ffn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.18.mlp.experts": {
+        "scheme": "rfa"
+      },
+      "model.language_model.layers.18.mlp.gate": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.18.mlp.shared_experts.down_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.18.mlp.shared_experts.gate_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.18.mlp.shared_experts.up_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.18.self_attn.b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.18.self_attn.f_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.18.self_attn.f_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.18.self_attn.g_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.18.self_attn.g_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.18.self_attn.k_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.18.self_attn.k_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.18.self_attn.o_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.18.self_attn.q_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.18.self_attn.q_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.18.self_attn.v_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.18.self_attn.v_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.19.hc_attn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.19.hc_ffn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.19.mlp.experts": {
+        "scheme": "rfa"
+      },
+      "model.language_model.layers.19.mlp.gate": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.19.mlp.shared_experts.down_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.19.mlp.shared_experts.gate_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.19.mlp.shared_experts.up_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.19.self_attn.indexer.index_kpool_compress_ape": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.19.self_attn.indexer.index_kpool_compress_gate": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.19.self_attn.indexer.weights_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.19.self_attn.indexer.wk": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.19.self_attn.indexer.wq_b": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.19.self_attn.kv_a_proj_with_mqa": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.19.self_attn.kv_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.19.self_attn.o_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.19.self_attn.q_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.19.self_attn.q_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.2.hc_attn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.2.hc_ffn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.2.mlp.down_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.2.mlp.gate_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.2.mlp.up_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.2.self_attn.b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.2.self_attn.f_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.2.self_attn.f_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.2.self_attn.g_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.2.self_attn.g_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.2.self_attn.k_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.2.self_attn.k_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.2.self_attn.o_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.2.self_attn.q_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.2.self_attn.q_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.2.self_attn.v_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.2.self_attn.v_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.20.hc_attn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.20.hc_ffn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.20.mlp.experts": {
+        "scheme": "rfa"
+      },
+      "model.language_model.layers.20.mlp.gate": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.20.mlp.shared_experts.down_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.20.mlp.shared_experts.gate_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.20.mlp.shared_experts.up_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.20.self_attn.b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.20.self_attn.f_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.20.self_attn.f_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.20.self_attn.g_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.20.self_attn.g_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.20.self_attn.k_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.20.self_attn.k_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.20.self_attn.o_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.20.self_attn.q_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.20.self_attn.q_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.20.self_attn.v_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.20.self_attn.v_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.21.hc_attn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.21.hc_ffn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.21.mlp.experts": {
+        "scheme": "rfa"
+      },
+      "model.language_model.layers.21.mlp.gate": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.21.mlp.shared_experts.down_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.21.mlp.shared_experts.gate_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.21.mlp.shared_experts.up_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.21.self_attn.b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.21.self_attn.f_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.21.self_attn.f_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.21.self_attn.g_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.21.self_attn.g_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.21.self_attn.k_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.21.self_attn.k_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.21.self_attn.o_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.21.self_attn.q_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.21.self_attn.q_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.21.self_attn.v_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.21.self_attn.v_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.22.hc_attn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.22.hc_ffn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.22.mlp.experts": {
+        "scheme": "rfa"
+      },
+      "model.language_model.layers.22.mlp.gate": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.22.mlp.shared_experts.down_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.22.mlp.shared_experts.gate_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.22.mlp.shared_experts.up_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.22.self_attn.b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.22.self_attn.f_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.22.self_attn.f_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.22.self_attn.g_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.22.self_attn.g_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.22.self_attn.k_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.22.self_attn.k_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.22.self_attn.o_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.22.self_attn.q_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.22.self_attn.q_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.22.self_attn.v_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.22.self_attn.v_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.23.hc_attn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.23.hc_ffn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.23.mlp.experts": {
+        "scheme": "rfa"
+      },
+      "model.language_model.layers.23.mlp.gate": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.23.mlp.shared_experts.down_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.23.mlp.shared_experts.gate_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.23.mlp.shared_experts.up_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.23.self_attn.indexer.index_kpool_compress_ape": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.23.self_attn.indexer.index_kpool_compress_gate": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.23.self_attn.indexer.weights_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.23.self_attn.indexer.wk": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.23.self_attn.indexer.wq_b": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.23.self_attn.kv_a_proj_with_mqa": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.23.self_attn.kv_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.23.self_attn.o_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.23.self_attn.q_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.23.self_attn.q_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.24.hc_attn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.24.hc_ffn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.24.mlp.experts": {
+        "scheme": "rfa"
+      },
+      "model.language_model.layers.24.mlp.gate": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.24.mlp.shared_experts.down_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.24.mlp.shared_experts.gate_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.24.mlp.shared_experts.up_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.24.self_attn.b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.24.self_attn.f_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.24.self_attn.f_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.24.self_attn.g_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.24.self_attn.g_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.24.self_attn.k_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.24.self_attn.k_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.24.self_attn.o_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.24.self_attn.q_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.24.self_attn.q_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.24.self_attn.v_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.24.self_attn.v_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.25.hc_attn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.25.hc_ffn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.25.mlp.experts": {
+        "scheme": "rfa"
+      },
+      "model.language_model.layers.25.mlp.gate": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.25.mlp.shared_experts.down_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.25.mlp.shared_experts.gate_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.25.mlp.shared_experts.up_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.25.self_attn.b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.25.self_attn.f_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.25.self_attn.f_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.25.self_attn.g_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.25.self_attn.g_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.25.self_attn.k_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.25.self_attn.k_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.25.self_attn.o_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.25.self_attn.q_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.25.self_attn.q_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.25.self_attn.v_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.25.self_attn.v_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.26.hc_attn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.26.hc_ffn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.26.mlp.experts": {
+        "scheme": "rfa"
+      },
+      "model.language_model.layers.26.mlp.gate": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.26.mlp.shared_experts.down_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.26.mlp.shared_experts.gate_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.26.mlp.shared_experts.up_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.26.self_attn.b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.26.self_attn.f_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.26.self_attn.f_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.26.self_attn.g_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.26.self_attn.g_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.26.self_attn.k_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.26.self_attn.k_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.26.self_attn.o_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.26.self_attn.q_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.26.self_attn.q_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.26.self_attn.v_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.26.self_attn.v_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.27.hc_attn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.27.hc_ffn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.27.mlp.experts": {
+        "scheme": "rfa"
+      },
+      "model.language_model.layers.27.mlp.gate": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.27.mlp.shared_experts.down_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.27.mlp.shared_experts.gate_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.27.mlp.shared_experts.up_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.27.self_attn.indexer.index_kpool_compress_ape": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.27.self_attn.indexer.index_kpool_compress_gate": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.27.self_attn.indexer.weights_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.27.self_attn.indexer.wk": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.27.self_attn.indexer.wq_b": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.27.self_attn.kv_a_proj_with_mqa": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.27.self_attn.kv_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.27.self_attn.o_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.27.self_attn.q_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.27.self_attn.q_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.28.hc_attn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.28.hc_ffn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.28.mlp.experts": {
+        "scheme": "rfa"
+      },
+      "model.language_model.layers.28.mlp.gate": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.28.mlp.shared_experts.down_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.28.mlp.shared_experts.gate_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.28.mlp.shared_experts.up_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.28.self_attn.b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.28.self_attn.f_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.28.self_attn.f_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.28.self_attn.g_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.28.self_attn.g_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.28.self_attn.k_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.28.self_attn.k_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.28.self_attn.o_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.28.self_attn.q_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.28.self_attn.q_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.28.self_attn.v_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.28.self_attn.v_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.29.hc_attn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.29.hc_ffn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.29.mlp.experts": {
+        "scheme": "rfa"
+      },
+      "model.language_model.layers.29.mlp.gate": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.29.mlp.shared_experts.down_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.29.mlp.shared_experts.gate_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.29.mlp.shared_experts.up_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.29.self_attn.b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.29.self_attn.f_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.29.self_attn.f_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.29.self_attn.g_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.29.self_attn.g_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.29.self_attn.k_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.29.self_attn.k_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.29.self_attn.o_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.29.self_attn.q_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.29.self_attn.q_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.29.self_attn.v_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.29.self_attn.v_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.3.hc_attn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.3.hc_ffn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.3.mlp.experts": {
+        "scheme": "rfa"
+      },
+      "model.language_model.layers.3.mlp.gate": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.3.mlp.shared_experts.down_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.3.mlp.shared_experts.gate_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.3.mlp.shared_experts.up_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.3.self_attn.indexer.index_kpool_compress_ape": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.3.self_attn.indexer.index_kpool_compress_gate": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.3.self_attn.indexer.weights_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.3.self_attn.indexer.wk": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.3.self_attn.indexer.wq_b": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.3.self_attn.kv_a_proj_with_mqa": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.3.self_attn.kv_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.3.self_attn.o_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.3.self_attn.q_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.3.self_attn.q_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.30.hc_attn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.30.hc_ffn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.30.mlp.experts": {
+        "scheme": "rfa"
+      },
+      "model.language_model.layers.30.mlp.gate": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.30.mlp.shared_experts.down_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.30.mlp.shared_experts.gate_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.30.mlp.shared_experts.up_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.30.self_attn.b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.30.self_attn.f_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.30.self_attn.f_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.30.self_attn.g_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.30.self_attn.g_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.30.self_attn.k_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.30.self_attn.k_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.30.self_attn.o_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.30.self_attn.q_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.30.self_attn.q_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.30.self_attn.v_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.30.self_attn.v_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.31.hc_attn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.31.hc_ffn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.31.mlp.experts": {
+        "scheme": "rfa"
+      },
+      "model.language_model.layers.31.mlp.gate": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.31.mlp.shared_experts.down_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.31.mlp.shared_experts.gate_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.31.mlp.shared_experts.up_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.31.self_attn.indexer.index_kpool_compress_ape": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.31.self_attn.indexer.index_kpool_compress_gate": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.31.self_attn.indexer.weights_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.31.self_attn.indexer.wk": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.31.self_attn.indexer.wq_b": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.31.self_attn.kv_a_proj_with_mqa": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.31.self_attn.kv_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.31.self_attn.o_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.31.self_attn.q_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.31.self_attn.q_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.32.hc_attn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.32.hc_ffn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.32.mlp.experts": {
+        "scheme": "rfa"
+      },
+      "model.language_model.layers.32.mlp.gate": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.32.mlp.shared_experts.down_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.32.mlp.shared_experts.gate_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.32.mlp.shared_experts.up_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.32.self_attn.b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.32.self_attn.f_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.32.self_attn.f_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.32.self_attn.g_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.32.self_attn.g_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.32.self_attn.k_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.32.self_attn.k_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.32.self_attn.o_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.32.self_attn.q_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.32.self_attn.q_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.32.self_attn.v_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.32.self_attn.v_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.33.hc_attn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.33.hc_ffn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.33.mlp.experts": {
+        "scheme": "rfa"
+      },
+      "model.language_model.layers.33.mlp.gate": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.33.mlp.shared_experts.down_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.33.mlp.shared_experts.gate_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.33.mlp.shared_experts.up_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.33.self_attn.b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.33.self_attn.f_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.33.self_attn.f_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.33.self_attn.g_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.33.self_attn.g_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.33.self_attn.k_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.33.self_attn.k_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.33.self_attn.o_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.33.self_attn.q_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.33.self_attn.q_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.33.self_attn.v_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.33.self_attn.v_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.34.hc_attn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.34.hc_ffn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.34.mlp.experts": {
+        "scheme": "rfa"
+      },
+      "model.language_model.layers.34.mlp.gate": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.34.mlp.shared_experts.down_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.34.mlp.shared_experts.gate_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.34.mlp.shared_experts.up_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.34.self_attn.b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.34.self_attn.f_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.34.self_attn.f_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.34.self_attn.g_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.34.self_attn.g_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.34.self_attn.k_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.34.self_attn.k_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.34.self_attn.o_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.34.self_attn.q_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.34.self_attn.q_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.34.self_attn.v_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.34.self_attn.v_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.35.hc_attn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.35.hc_ffn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.35.mlp.experts": {
+        "scheme": "rfa"
+      },
+      "model.language_model.layers.35.mlp.gate": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.35.mlp.shared_experts.down_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.35.mlp.shared_experts.gate_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.35.mlp.shared_experts.up_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.35.self_attn.indexer.index_kpool_compress_ape": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.35.self_attn.indexer.index_kpool_compress_gate": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.35.self_attn.indexer.weights_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.35.self_attn.indexer.wk": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.35.self_attn.indexer.wq_b": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.35.self_attn.kv_a_proj_with_mqa": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.35.self_attn.kv_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.35.self_attn.o_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.35.self_attn.q_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.35.self_attn.q_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.36.hc_attn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.36.hc_ffn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.36.mlp.experts": {
+        "scheme": "rfa"
+      },
+      "model.language_model.layers.36.mlp.gate": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.36.mlp.shared_experts.down_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.36.mlp.shared_experts.gate_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.36.mlp.shared_experts.up_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.36.self_attn.b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.36.self_attn.f_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.36.self_attn.f_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.36.self_attn.g_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.36.self_attn.g_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.36.self_attn.k_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.36.self_attn.k_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.36.self_attn.o_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.36.self_attn.q_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.36.self_attn.q_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.36.self_attn.v_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.36.self_attn.v_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.37.hc_attn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.37.hc_ffn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.37.mlp.experts": {
+        "scheme": "rfa"
+      },
+      "model.language_model.layers.37.mlp.gate": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.37.mlp.shared_experts.down_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.37.mlp.shared_experts.gate_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.37.mlp.shared_experts.up_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.37.self_attn.b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.37.self_attn.f_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.37.self_attn.f_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.37.self_attn.g_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.37.self_attn.g_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.37.self_attn.k_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.37.self_attn.k_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.37.self_attn.o_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.37.self_attn.q_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.37.self_attn.q_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.37.self_attn.v_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.37.self_attn.v_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.38.hc_attn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.38.hc_ffn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.38.mlp.experts": {
+        "scheme": "rfa"
+      },
+      "model.language_model.layers.38.mlp.gate": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.38.mlp.shared_experts.down_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.38.mlp.shared_experts.gate_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.38.mlp.shared_experts.up_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.38.self_attn.b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.38.self_attn.f_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.38.self_attn.f_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.38.self_attn.g_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.38.self_attn.g_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.38.self_attn.k_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.38.self_attn.k_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.38.self_attn.o_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.38.self_attn.q_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.38.self_attn.q_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.38.self_attn.v_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.38.self_attn.v_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.39.hc_attn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.39.hc_ffn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.39.mlp.experts": {
+        "scheme": "rfa"
+      },
+      "model.language_model.layers.39.mlp.gate": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.39.mlp.shared_experts.down_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.39.mlp.shared_experts.gate_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.39.mlp.shared_experts.up_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.39.self_attn.indexer.index_kpool_compress_ape": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.39.self_attn.indexer.index_kpool_compress_gate": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.39.self_attn.indexer.weights_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.39.self_attn.indexer.wk": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.39.self_attn.indexer.wq_b": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.39.self_attn.kv_a_proj_with_mqa": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.39.self_attn.kv_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.39.self_attn.o_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.39.self_attn.q_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.39.self_attn.q_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.4.hc_attn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.4.hc_ffn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.4.mlp.experts": {
+        "scheme": "rfa"
+      },
+      "model.language_model.layers.4.mlp.gate": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.4.mlp.shared_experts.down_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.4.mlp.shared_experts.gate_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.4.mlp.shared_experts.up_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.4.self_attn.b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.4.self_attn.f_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.4.self_attn.f_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.4.self_attn.g_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.4.self_attn.g_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.4.self_attn.k_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.4.self_attn.k_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.4.self_attn.o_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.4.self_attn.q_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.4.self_attn.q_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.4.self_attn.v_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.4.self_attn.v_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.40.hc_attn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.40.hc_ffn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.40.mlp.experts": {
+        "scheme": "rfa"
+      },
+      "model.language_model.layers.40.mlp.gate": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.40.mlp.shared_experts.down_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.40.mlp.shared_experts.gate_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.40.mlp.shared_experts.up_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.40.self_attn.b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.40.self_attn.f_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.40.self_attn.f_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.40.self_attn.g_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.40.self_attn.g_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.40.self_attn.k_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.40.self_attn.k_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.40.self_attn.o_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.40.self_attn.q_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.40.self_attn.q_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.40.self_attn.v_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.40.self_attn.v_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.41.hc_attn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.41.hc_ffn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.41.mlp.experts": {
+        "scheme": "rfa"
+      },
+      "model.language_model.layers.41.mlp.gate": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.41.mlp.shared_experts.down_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.41.mlp.shared_experts.gate_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.41.mlp.shared_experts.up_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.41.self_attn.b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.41.self_attn.f_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.41.self_attn.f_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.41.self_attn.g_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.41.self_attn.g_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.41.self_attn.k_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.41.self_attn.k_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.41.self_attn.o_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.41.self_attn.q_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.41.self_attn.q_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.41.self_attn.v_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.41.self_attn.v_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.42.hc_attn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.42.hc_ffn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.42.mlp.experts": {
+        "scheme": "rfa"
+      },
+      "model.language_model.layers.42.mlp.gate": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.42.mlp.shared_experts.down_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.42.mlp.shared_experts.gate_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.42.mlp.shared_experts.up_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.42.self_attn.b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.42.self_attn.f_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.42.self_attn.f_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.42.self_attn.g_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.42.self_attn.g_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.42.self_attn.k_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.42.self_attn.k_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.42.self_attn.o_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.42.self_attn.q_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.42.self_attn.q_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.42.self_attn.v_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.42.self_attn.v_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.43.hc_attn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.43.hc_ffn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.43.mlp.experts": {
+        "scheme": "rfa"
+      },
+      "model.language_model.layers.43.mlp.gate": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.43.mlp.shared_experts.down_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.43.mlp.shared_experts.gate_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.43.mlp.shared_experts.up_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.43.self_attn.indexer.index_kpool_compress_ape": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.43.self_attn.indexer.index_kpool_compress_gate": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.43.self_attn.indexer.weights_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.43.self_attn.indexer.wk": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.43.self_attn.indexer.wq_b": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.43.self_attn.kv_a_proj_with_mqa": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.43.self_attn.kv_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.43.self_attn.o_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.43.self_attn.q_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.43.self_attn.q_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.44.hc_attn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.44.hc_ffn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.44.mlp.experts": {
+        "scheme": "rfa"
+      },
+      "model.language_model.layers.44.mlp.gate": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.44.mlp.shared_experts.down_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.44.mlp.shared_experts.gate_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.44.mlp.shared_experts.up_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.44.self_attn.b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.44.self_attn.f_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.44.self_attn.f_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.44.self_attn.g_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.44.self_attn.g_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.44.self_attn.k_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.44.self_attn.k_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.44.self_attn.o_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.44.self_attn.q_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.44.self_attn.q_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.44.self_attn.v_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.44.self_attn.v_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.5.hc_attn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.5.hc_ffn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.5.mlp.experts": {
+        "scheme": "rfa"
+      },
+      "model.language_model.layers.5.mlp.gate": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.5.mlp.shared_experts.down_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.5.mlp.shared_experts.gate_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.5.mlp.shared_experts.up_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.5.self_attn.b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.5.self_attn.f_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.5.self_attn.f_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.5.self_attn.g_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.5.self_attn.g_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.5.self_attn.k_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.5.self_attn.k_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.5.self_attn.o_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.5.self_attn.q_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.5.self_attn.q_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.5.self_attn.v_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.5.self_attn.v_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.6.hc_attn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.6.hc_ffn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.6.mlp.experts": {
+        "scheme": "rfa"
+      },
+      "model.language_model.layers.6.mlp.gate": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.6.mlp.shared_experts.down_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.6.mlp.shared_experts.gate_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.6.mlp.shared_experts.up_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.6.self_attn.b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.6.self_attn.f_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.6.self_attn.f_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.6.self_attn.g_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.6.self_attn.g_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.6.self_attn.k_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.6.self_attn.k_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.6.self_attn.o_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.6.self_attn.q_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.6.self_attn.q_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.6.self_attn.v_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.6.self_attn.v_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.7.hc_attn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.7.hc_ffn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.7.mlp.experts": {
+        "scheme": "rfa"
+      },
+      "model.language_model.layers.7.mlp.gate": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.7.mlp.shared_experts.down_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.7.mlp.shared_experts.gate_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.7.mlp.shared_experts.up_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.7.self_attn.indexer.index_kpool_compress_ape": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.7.self_attn.indexer.index_kpool_compress_gate": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.7.self_attn.indexer.weights_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.7.self_attn.indexer.wk": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.7.self_attn.indexer.wq_b": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.7.self_attn.kv_a_proj_with_mqa": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.7.self_attn.kv_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.7.self_attn.o_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.7.self_attn.q_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.7.self_attn.q_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.8.hc_attn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.8.hc_ffn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.8.mlp.experts": {
+        "scheme": "rfa"
+      },
+      "model.language_model.layers.8.mlp.gate": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.8.mlp.shared_experts.down_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.8.mlp.shared_experts.gate_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.8.mlp.shared_experts.up_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.8.self_attn.b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.8.self_attn.f_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.8.self_attn.f_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.8.self_attn.g_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.8.self_attn.g_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.8.self_attn.k_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.8.self_attn.k_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.8.self_attn.o_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.8.self_attn.q_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.8.self_attn.q_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.8.self_attn.v_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.8.self_attn.v_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.9.hc_attn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.9.hc_ffn_fn": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.9.mlp.experts": {
+        "scheme": "rfa"
+      },
+      "model.language_model.layers.9.mlp.gate": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.9.mlp.shared_experts.down_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.9.mlp.shared_experts.gate_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.9.mlp.shared_experts.up_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.9.self_attn.b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.9.self_attn.f_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.9.self_attn.f_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.9.self_attn.g_a_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.9.self_attn.g_b_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.9.self_attn.k_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.9.self_attn.k_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.9.self_attn.o_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.9.self_attn.q_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.9.self_attn.q_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.language_model.layers.9.self_attn.v_conv1d": {
+        "scheme": "dense"
+      },
+      "model.language_model.layers.9.self_attn.v_proj": {
+        "scheme": "rfi",
+        "bits": 8
+      },
+      "model.visual.blocks.0.attn.proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.0.attn.qkv": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.0.mlp.down_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.0.mlp.gate_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.0.mlp.up_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.1.attn.proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.1.attn.qkv": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.1.mlp.down_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.1.mlp.gate_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.1.mlp.up_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.10.attn.proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.10.attn.qkv": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.10.mlp.down_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.10.mlp.gate_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.10.mlp.up_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.11.attn.proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.11.attn.qkv": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.11.mlp.down_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.11.mlp.gate_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.11.mlp.up_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.12.attn.proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.12.attn.qkv": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.12.mlp.down_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.12.mlp.gate_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.12.mlp.up_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.13.attn.proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.13.attn.qkv": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.13.mlp.down_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.13.mlp.gate_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.13.mlp.up_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.14.attn.proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.14.attn.qkv": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.14.mlp.down_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.14.mlp.gate_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.14.mlp.up_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.15.attn.proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.15.attn.qkv": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.15.mlp.down_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.15.mlp.gate_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.15.mlp.up_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.16.attn.proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.16.attn.qkv": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.16.mlp.down_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.16.mlp.gate_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.16.mlp.up_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.17.attn.proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.17.attn.qkv": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.17.mlp.down_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.17.mlp.gate_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.17.mlp.up_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.18.attn.proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.18.attn.qkv": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.18.mlp.down_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.18.mlp.gate_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.18.mlp.up_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.19.attn.proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.19.attn.qkv": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.19.mlp.down_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.19.mlp.gate_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.19.mlp.up_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.2.attn.proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.2.attn.qkv": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.2.mlp.down_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.2.mlp.gate_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.2.mlp.up_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.20.attn.proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.20.attn.qkv": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.20.mlp.down_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.20.mlp.gate_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.20.mlp.up_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.21.attn.proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.21.attn.qkv": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.21.mlp.down_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.21.mlp.gate_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.21.mlp.up_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.22.attn.proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.22.attn.qkv": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.22.mlp.down_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.22.mlp.gate_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.22.mlp.up_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.23.attn.proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.23.attn.qkv": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.23.mlp.down_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.23.mlp.gate_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.23.mlp.up_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.3.attn.proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.3.attn.qkv": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.3.mlp.down_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.3.mlp.gate_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.3.mlp.up_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.4.attn.proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.4.attn.qkv": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.4.mlp.down_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.4.mlp.gate_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.4.mlp.up_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.5.attn.proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.5.attn.qkv": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.5.mlp.down_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.5.mlp.gate_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.5.mlp.up_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.6.attn.proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.6.attn.qkv": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.6.mlp.down_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.6.mlp.gate_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.6.mlp.up_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.7.attn.proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.7.attn.qkv": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.7.mlp.down_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.7.mlp.gate_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.7.mlp.up_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.8.attn.proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.8.attn.qkv": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.8.mlp.down_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.8.mlp.gate_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.8.mlp.up_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.9.attn.proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.9.attn.qkv": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.9.mlp.down_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.9.mlp.gate_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.blocks.9.mlp.up_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.downsample": {
+        "scheme": "dense"
+      },
+      "model.visual.merger.down_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.merger.gate_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.merger.proj": {
+        "scheme": "dense"
+      },
+      "model.visual.merger.up_proj": {
+        "scheme": "dense"
+      },
+      "model.visual.patch_embed.proj": {
+        "scheme": "dense"
+      }
+    }
+  }
+}
\ No newline at end of file