diff --git "a/config.json" "b/config.json"
deleted file mode 100644--- "a/config.json"
+++ /dev/null
@@ -1,6521 +0,0 @@
-{
-    "architectures": [
-        "DeepseekV4ForCausalLM"
-    ],
-    "attention_bias": false,
-    "attention_dropout": 0.0,
-    "bos_token_id": 0,
-    "compress_ratios": [
-        0,
-        0,
-        4,
-        128,
-        4,
-        128,
-        4,
-        128,
-        4,
-        128,
-        4,
-        128,
-        4,
-        128,
-        4,
-        128,
-        4,
-        128,
-        4,
-        128,
-        4,
-        128,
-        4,
-        128,
-        4,
-        128,
-        4,
-        128,
-        4,
-        128,
-        4,
-        128,
-        4,
-        128,
-        4,
-        128,
-        4,
-        128,
-        4,
-        128,
-        4,
-        128,
-        4,
-        0
-    ],
-    "compress_rope_theta": 160000.0,
-    "eos_token_id": 1,
-    "hc_eps": 1e-06,
-    "hc_mult": 4,
-    "hc_sinkhorn_iters": 20,
-    "head_dim": 512,
-    "hidden_act": "silu",
-    "hidden_size": 4096,
-    "index_head_dim": 128,
-    "index_n_heads": 64,
-    "index_topk": 512,
-    "initializer_range": 0.02,
-    "max_position_embeddings": 1048576,
-    "model_type": "deepseek_v4",
-    "moe_intermediate_size": 2048,
-    "n_routed_experts": 256,
-    "n_shared_experts": 1,
-    "norm_topk_prob": true,
-    "num_attention_heads": 64,
-    "num_experts_per_tok": 6,
-    "num_hash_layers": 3,
-    "num_hidden_layers": 43,
-    "num_key_value_heads": 1,
-    "num_nextn_predict_layers": 1,
-    "o_groups": 8,
-    "o_lora_rank": 1024,
-    "q_lora_rank": 1024,
-    "qk_rope_head_dim": 64,
-    "quantization": {
-        "group_size": 64,
-        "bits": 5,
-        "mode": "affine",
-        "model.layers.0.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.0.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.0.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.1.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.1.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.1.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.2.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.2.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.2.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.3.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.3.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.3.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.4.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.4.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.4.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.5.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.5.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.5.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.6.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.6.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.6.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.7.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.7.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.7.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.8.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.8.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.8.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.9.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.9.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.9.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.10.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.10.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.10.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.11.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.11.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.11.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.12.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.12.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.12.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.13.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.13.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.13.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.14.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.14.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.14.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.15.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.15.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.15.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.16.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.16.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.16.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.17.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.17.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.17.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.18.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.18.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.18.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.19.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.19.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.19.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.20.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.20.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.20.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.21.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.21.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.21.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.22.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.22.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.22.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.23.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.23.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.23.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.24.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.24.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.24.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.25.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.25.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.25.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.26.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.26.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.26.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.27.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.27.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.27.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.28.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.28.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.28.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.29.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.29.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.29.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.30.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.30.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.30.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.31.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.31.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.31.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.32.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.32.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.32.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.33.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.33.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.33.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.34.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.34.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.34.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.35.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.35.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.35.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.36.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.36.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.36.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.37.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.37.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.37.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.38.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.38.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.38.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.39.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.39.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.39.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.40.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.40.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.40.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.41.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.41.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.41.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.42.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.42.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.42.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.embed_tokens": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.0.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.0.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.0.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.0.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.0.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.0.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.0.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.0.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.1.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.1.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.1.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.1.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.1.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.1.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.1.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.1.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.2.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.2.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.2.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.2.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.2.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.2.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.2.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.2.attn.indexer.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.2.attn.indexer.weights_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.2.attn.indexer.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.2.attn.indexer.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.2.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.2.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.2.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.3.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.3.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.3.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.3.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.3.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.3.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.3.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.3.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.3.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.3.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.4.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.4.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.4.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.4.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.4.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.4.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.4.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.4.attn.indexer.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.4.attn.indexer.weights_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.4.attn.indexer.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.4.attn.indexer.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.4.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.4.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.4.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.5.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.5.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.5.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.5.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.5.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.5.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.5.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.5.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.5.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.5.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.6.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.6.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.6.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.6.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.6.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.6.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.6.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.6.attn.indexer.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.6.attn.indexer.weights_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.6.attn.indexer.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.6.attn.indexer.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.6.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.6.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.6.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.7.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.7.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.7.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.7.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.7.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.7.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.7.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.7.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.7.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.7.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.8.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.8.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.8.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.8.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.8.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.8.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.8.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.8.attn.indexer.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.8.attn.indexer.weights_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.8.attn.indexer.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.8.attn.indexer.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.8.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.8.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.8.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.9.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.9.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.9.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.9.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.9.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.9.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.9.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.9.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.9.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.9.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.10.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.10.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.10.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.10.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.10.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.10.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.10.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.10.attn.indexer.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.10.attn.indexer.weights_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.10.attn.indexer.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.10.attn.indexer.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.10.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.10.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.10.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.11.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.11.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.11.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.11.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.11.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.11.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.11.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.11.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.11.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.11.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.12.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.12.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.12.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.12.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.12.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.12.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.12.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.12.attn.indexer.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.12.attn.indexer.weights_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.12.attn.indexer.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.12.attn.indexer.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.12.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.12.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.12.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.13.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.13.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.13.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.13.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.13.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.13.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.13.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.13.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.13.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.13.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.14.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.14.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.14.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.14.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.14.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.14.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.14.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.14.attn.indexer.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.14.attn.indexer.weights_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.14.attn.indexer.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.14.attn.indexer.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.14.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.14.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.14.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.15.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.15.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.15.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.15.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.15.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.15.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.15.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.15.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.15.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.15.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.16.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.16.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.16.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.16.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.16.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.16.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.16.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.16.attn.indexer.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.16.attn.indexer.weights_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.16.attn.indexer.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.16.attn.indexer.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.16.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.16.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.16.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.17.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.17.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.17.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.17.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.17.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.17.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.17.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.17.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.17.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.17.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.18.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.18.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.18.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.18.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.18.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.18.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.18.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.18.attn.indexer.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.18.attn.indexer.weights_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.18.attn.indexer.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.18.attn.indexer.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.18.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.18.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.18.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.19.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.19.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.19.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.19.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.19.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.19.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.19.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.19.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.19.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.19.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.20.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.20.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.20.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.20.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.20.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.20.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.20.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.20.attn.indexer.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.20.attn.indexer.weights_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.20.attn.indexer.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.20.attn.indexer.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.20.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.20.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.20.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.21.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.21.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.21.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.21.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.21.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.21.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.21.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.21.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.21.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.21.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.22.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.22.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.22.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.22.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.22.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.22.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.22.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.22.attn.indexer.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.22.attn.indexer.weights_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.22.attn.indexer.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.22.attn.indexer.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.22.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.22.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.22.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.23.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.23.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.23.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.23.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.23.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.23.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.23.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.23.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.23.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.23.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.24.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.24.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.24.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.24.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.24.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.24.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.24.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.24.attn.indexer.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.24.attn.indexer.weights_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.24.attn.indexer.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.24.attn.indexer.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.24.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.24.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.24.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.25.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.25.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.25.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.25.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.25.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.25.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.25.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.25.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.25.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.25.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.26.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.26.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.26.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.26.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.26.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.26.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.26.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.26.attn.indexer.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.26.attn.indexer.weights_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.26.attn.indexer.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.26.attn.indexer.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.26.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.26.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.26.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.27.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.27.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.27.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.27.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.27.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.27.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.27.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.27.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.27.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.27.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.28.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.28.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.28.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.28.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.28.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.28.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.28.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.28.attn.indexer.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.28.attn.indexer.weights_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.28.attn.indexer.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.28.attn.indexer.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.28.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.28.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.28.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.29.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.29.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.29.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.29.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.29.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.29.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.29.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.29.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.29.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.29.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.30.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.30.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.30.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.30.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.30.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.30.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.30.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.30.attn.indexer.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.30.attn.indexer.weights_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.30.attn.indexer.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.30.attn.indexer.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.30.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.30.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.30.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.31.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.31.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.31.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.31.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.31.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.31.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.31.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.31.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.31.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.31.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.32.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.32.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.32.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.32.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.32.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.32.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.32.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.32.attn.indexer.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.32.attn.indexer.weights_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.32.attn.indexer.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.32.attn.indexer.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.32.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.32.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.32.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.33.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.33.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.33.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.33.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.33.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.33.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.33.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.33.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.33.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.33.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.34.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.34.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.34.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.34.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.34.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.34.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.34.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.34.attn.indexer.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.34.attn.indexer.weights_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.34.attn.indexer.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.34.attn.indexer.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.34.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.34.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.34.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.35.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.35.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.35.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.35.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.35.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.35.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.35.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.35.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.35.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.35.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.36.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.36.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.36.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.36.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.36.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.36.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.36.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.36.attn.indexer.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.36.attn.indexer.weights_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.36.attn.indexer.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.36.attn.indexer.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.36.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.36.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.36.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.37.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.37.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.37.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.37.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.37.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.37.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.37.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.37.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.37.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.37.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.38.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.38.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.38.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.38.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.38.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.38.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.38.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.38.attn.indexer.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.38.attn.indexer.weights_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.38.attn.indexer.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.38.attn.indexer.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.38.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.38.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.38.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.39.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.39.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.39.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.39.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.39.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.39.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.39.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.39.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.39.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.39.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.40.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.40.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.40.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.40.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.40.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.40.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.40.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.40.attn.indexer.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.40.attn.indexer.weights_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.40.attn.indexer.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.40.attn.indexer.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.40.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.40.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.40.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.41.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.41.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.41.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.41.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.41.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.41.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.41.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.41.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.41.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.41.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.42.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.42.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.42.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.42.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.42.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.42.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.42.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.42.attn.indexer.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.42.attn.indexer.weights_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.42.attn.indexer.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.42.attn.indexer.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.42.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.42.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.42.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "lm_head": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        }
-    },
-    "quantization_config": {
-        "group_size": 64,
-        "bits": 5,
-        "mode": "affine",
-        "model.layers.0.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.0.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.0.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.1.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.1.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.1.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.2.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.2.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.2.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.3.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.3.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.3.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.4.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.4.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.4.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.5.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.5.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.5.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.6.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.6.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.6.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.7.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.7.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.7.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.8.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.8.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.8.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.9.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.9.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.9.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.10.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.10.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.10.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.11.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.11.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.11.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.12.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.12.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.12.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.13.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.13.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.13.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.14.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.14.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.14.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.15.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.15.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.15.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.16.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.16.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.16.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.17.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.17.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.17.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.18.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.18.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.18.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.19.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.19.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.19.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.20.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.20.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.20.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.21.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.21.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.21.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.22.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.22.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.22.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.23.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.23.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.23.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.24.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.24.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.24.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.25.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.25.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.25.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.26.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.26.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.26.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.27.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.27.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.27.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.28.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.28.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.28.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.29.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.29.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.29.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.30.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.30.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.30.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.31.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.31.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.31.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.32.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.32.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.32.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.33.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.33.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.33.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.34.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.34.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.34.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.35.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.35.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.35.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.36.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.36.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.36.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.37.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.37.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.37.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.38.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.38.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.38.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.39.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.39.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.39.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.40.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.40.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.40.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.41.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.41.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.41.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.42.ffn.switch_mlp.gate_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.42.ffn.switch_mlp.up_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.layers.42.ffn.switch_mlp.down_proj": {
-            "group_size": 32,
-            "bits": 4,
-            "mode": "mxfp4"
-        },
-        "model.embed_tokens": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.0.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.0.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.0.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.0.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.0.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.0.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.0.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.0.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.1.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.1.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.1.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.1.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.1.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.1.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.1.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.1.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.2.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.2.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.2.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.2.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.2.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.2.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.2.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.2.attn.indexer.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.2.attn.indexer.weights_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.2.attn.indexer.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.2.attn.indexer.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.2.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.2.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.2.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.3.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.3.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.3.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.3.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.3.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.3.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.3.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.3.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.3.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.3.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.4.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.4.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.4.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.4.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.4.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.4.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.4.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.4.attn.indexer.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.4.attn.indexer.weights_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.4.attn.indexer.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.4.attn.indexer.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.4.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.4.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.4.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.5.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.5.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.5.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.5.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.5.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.5.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.5.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.5.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.5.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.5.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.6.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.6.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.6.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.6.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.6.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.6.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.6.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.6.attn.indexer.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.6.attn.indexer.weights_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.6.attn.indexer.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.6.attn.indexer.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.6.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.6.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.6.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.7.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.7.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.7.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.7.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.7.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.7.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.7.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.7.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.7.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.7.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.8.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.8.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.8.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.8.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.8.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.8.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.8.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.8.attn.indexer.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.8.attn.indexer.weights_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.8.attn.indexer.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.8.attn.indexer.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.8.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.8.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.8.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.9.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.9.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.9.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.9.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.9.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.9.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.9.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.9.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.9.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.9.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.10.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.10.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.10.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.10.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.10.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.10.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.10.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.10.attn.indexer.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.10.attn.indexer.weights_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.10.attn.indexer.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.10.attn.indexer.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.10.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.10.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.10.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.11.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.11.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.11.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.11.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.11.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.11.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.11.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.11.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.11.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.11.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.12.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.12.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.12.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.12.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.12.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.12.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.12.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.12.attn.indexer.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.12.attn.indexer.weights_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.12.attn.indexer.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.12.attn.indexer.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.12.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.12.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.12.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.13.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.13.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.13.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.13.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.13.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.13.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.13.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.13.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.13.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.13.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.14.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.14.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.14.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.14.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.14.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.14.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.14.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.14.attn.indexer.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.14.attn.indexer.weights_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.14.attn.indexer.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.14.attn.indexer.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.14.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.14.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.14.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.15.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.15.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.15.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.15.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.15.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.15.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.15.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.15.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.15.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.15.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.16.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.16.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.16.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.16.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.16.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.16.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.16.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.16.attn.indexer.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.16.attn.indexer.weights_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.16.attn.indexer.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.16.attn.indexer.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.16.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.16.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.16.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.17.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.17.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.17.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.17.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.17.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.17.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.17.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.17.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.17.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.17.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.18.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.18.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.18.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.18.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.18.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.18.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.18.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.18.attn.indexer.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.18.attn.indexer.weights_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.18.attn.indexer.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.18.attn.indexer.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.18.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.18.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.18.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.19.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.19.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.19.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.19.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.19.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.19.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.19.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.19.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.19.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.19.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.20.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.20.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.20.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.20.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.20.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.20.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.20.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.20.attn.indexer.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.20.attn.indexer.weights_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.20.attn.indexer.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.20.attn.indexer.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.20.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.20.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.20.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.21.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.21.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.21.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.21.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.21.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.21.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.21.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.21.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.21.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.21.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.22.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.22.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.22.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.22.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.22.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.22.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.22.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.22.attn.indexer.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.22.attn.indexer.weights_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.22.attn.indexer.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.22.attn.indexer.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.22.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.22.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.22.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.23.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.23.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.23.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.23.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.23.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.23.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.23.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.23.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.23.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.23.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.24.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.24.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.24.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.24.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.24.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.24.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.24.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.24.attn.indexer.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.24.attn.indexer.weights_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.24.attn.indexer.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.24.attn.indexer.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.24.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.24.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.24.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.25.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.25.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.25.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.25.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.25.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.25.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.25.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.25.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.25.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.25.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.26.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.26.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.26.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.26.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.26.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.26.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.26.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.26.attn.indexer.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.26.attn.indexer.weights_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.26.attn.indexer.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.26.attn.indexer.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.26.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.26.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.26.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.27.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.27.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.27.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.27.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.27.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.27.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.27.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.27.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.27.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.27.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.28.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.28.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.28.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.28.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.28.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.28.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.28.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.28.attn.indexer.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.28.attn.indexer.weights_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.28.attn.indexer.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.28.attn.indexer.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.28.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.28.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.28.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.29.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.29.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.29.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.29.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.29.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.29.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.29.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.29.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.29.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.29.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.30.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.30.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.30.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.30.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.30.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.30.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.30.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.30.attn.indexer.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.30.attn.indexer.weights_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.30.attn.indexer.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.30.attn.indexer.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.30.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.30.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.30.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.31.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.31.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.31.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.31.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.31.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.31.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.31.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.31.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.31.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.31.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.32.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.32.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.32.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.32.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.32.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.32.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.32.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.32.attn.indexer.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.32.attn.indexer.weights_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.32.attn.indexer.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.32.attn.indexer.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.32.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.32.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.32.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.33.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.33.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.33.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.33.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.33.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.33.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.33.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.33.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.33.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.33.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.34.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.34.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.34.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.34.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.34.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.34.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.34.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.34.attn.indexer.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.34.attn.indexer.weights_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.34.attn.indexer.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.34.attn.indexer.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.34.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.34.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.34.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.35.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.35.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.35.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.35.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.35.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.35.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.35.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.35.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.35.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.35.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.36.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.36.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.36.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.36.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.36.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.36.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.36.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.36.attn.indexer.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.36.attn.indexer.weights_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.36.attn.indexer.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.36.attn.indexer.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.36.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.36.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.36.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.37.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.37.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.37.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.37.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.37.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.37.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.37.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.37.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.37.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.37.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.38.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.38.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.38.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.38.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.38.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.38.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.38.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.38.attn.indexer.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.38.attn.indexer.weights_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.38.attn.indexer.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.38.attn.indexer.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.38.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.38.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.38.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.39.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.39.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.39.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.39.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.39.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.39.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.39.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.39.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.39.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.39.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.40.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.40.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.40.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.40.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.40.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.40.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.40.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.40.attn.indexer.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.40.attn.indexer.weights_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.40.attn.indexer.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.40.attn.indexer.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.40.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.40.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.40.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.41.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.41.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.41.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.41.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.41.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.41.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.41.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.41.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.41.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.41.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.42.attn.wq_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.42.attn.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.42.attn.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.42.attn.wo_a": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.42.attn.wo_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.42.attn.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.42.attn.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.42.attn.indexer.wq_b": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.42.attn.indexer.weights_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.42.attn.indexer.compressor.wkv": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.42.attn.indexer.compressor.wgate": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.42.ffn.shared_experts.gate_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.42.ffn.shared_experts.up_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "model.layers.42.ffn.shared_experts.down_proj": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        },
-        "lm_head": {
-            "group_size": 64,
-            "bits": 5,
-            "mode": "affine"
-        }
-    },
-    "rms_norm_eps": 1e-06,
-    "rope_scaling": {
-        "beta_fast": 32,
-        "beta_slow": 1,
-        "factor": 16,
-        "original_max_position_embeddings": 65536,
-        "type": "yarn"
-    },
-    "rope_theta": 10000.0,
-    "routed_scaling_factor": 1.5,
-    "scoring_func": "sqrtsoftplus",
-    "sliding_window": 128,
-    "swiglu_limit": 10.0,
-    "tie_word_embeddings": false,
-    "topk_method": "noaux_tc",
-    "torch_dtype": "bfloat16",
-    "transformers_version": "4.57.1",
-    "use_cache": true,
-    "vocab_size": 129280
-}
\ No newline at end of file