diff --git "a/llama.json" "b/llama.json"
new file mode 100644--- /dev/null
+++ "b/llama.json"
@@ -0,0 +1,3824 @@
+{
+    "config": {
+        "vocab_size": 32000,
+        "max_position_embeddings": 4096,
+        "hidden_size": 4096,
+        "intermediate_size": 11008,
+        "num_hidden_layers": 32,
+        "num_attention_heads": 32,
+        "num_key_value_heads": 32,
+        "hidden_act": "silu",
+        "initializer_range": 0.02,
+        "rms_norm_eps": 1e-05,
+        "pretraining_tp": 1,
+        "use_cache": true,
+        "rope_theta": 10000.0,
+        "rope_scaling": null,
+        "attention_bias": false,
+        "attention_dropout": 0.0,
+        "torch_dtype": "float16",
+        "tie_word_embeddings": false,
+        "architectures": [
+            "LlamaForCausalLM"
+        ],
+        "bos_token_id": 1,
+        "eos_token_id": 2,
+        "_name_or_path": "meta-llama/Llama-2-7b-chat-hf",
+        "transformers_version": "4.37.2",
+        "model_type": "llama"
+    },
+    "structure": {
+        "model": {
+            "embed_tokens": {
+                "weight": "model.embed_tokens.weight",
+                "type": "Embedding"
+            },
+            "layers": {
+                "0": {
+                    "self_attn": {
+                        "q_proj": {
+                            "weight": "model.layers.0.self_attn.q_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.0.self_attn.q_proj.weight_scale",
+                                "zero_point": "model.layers.0.self_attn.q_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "k_proj": {
+                            "weight": "model.layers.0.self_attn.k_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.0.self_attn.k_proj.weight_scale",
+                                "zero_point": "model.layers.0.self_attn.k_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "v_proj": {
+                            "weight": "model.layers.0.self_attn.v_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.0.self_attn.v_proj.weight_scale",
+                                "zero_point": "model.layers.0.self_attn.v_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "o_proj": {
+                            "weight": "model.layers.0.self_attn.o_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.0.self_attn.o_proj.weight_scale",
+                                "zero_point": "model.layers.0.self_attn.o_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "rotary_emb": {
+                            "type": "LlamaRotaryEmbedding"
+                        }
+                    },
+                    "mlp": {
+                        "gate_proj": {
+                            "weight": "model.layers.0.mlp.gate_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.0.mlp.gate_proj.weight_scale",
+                                "zero_point": "model.layers.0.mlp.gate_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "up_proj": {
+                            "weight": "model.layers.0.mlp.up_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.0.mlp.up_proj.weight_scale",
+                                "zero_point": "model.layers.0.mlp.up_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "down_proj": {
+                            "weight": "model.layers.0.mlp.down_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.0.mlp.down_proj.weight_scale",
+                                "zero_point": "model.layers.0.mlp.down_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "act_fn": {
+                            "type": "SiLU"
+                        }
+                    },
+                    "input_layernorm": {
+                        "weight": "model.layers.0.input_layernorm.weight",
+                        "type": "LlamaRMSNorm"
+                    },
+                    "post_attention_layernorm": {
+                        "weight": "model.layers.0.post_attention_layernorm.weight",
+                        "type": "LlamaRMSNorm"
+                    }
+                },
+                "1": {
+                    "self_attn": {
+                        "q_proj": {
+                            "weight": "model.layers.1.self_attn.q_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.1.self_attn.q_proj.weight_scale",
+                                "zero_point": "model.layers.1.self_attn.q_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "k_proj": {
+                            "weight": "model.layers.1.self_attn.k_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.1.self_attn.k_proj.weight_scale",
+                                "zero_point": "model.layers.1.self_attn.k_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "v_proj": {
+                            "weight": "model.layers.1.self_attn.v_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.1.self_attn.v_proj.weight_scale",
+                                "zero_point": "model.layers.1.self_attn.v_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "o_proj": {
+                            "weight": "model.layers.1.self_attn.o_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.1.self_attn.o_proj.weight_scale",
+                                "zero_point": "model.layers.1.self_attn.o_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "rotary_emb": {
+                            "type": "LlamaRotaryEmbedding"
+                        }
+                    },
+                    "mlp": {
+                        "gate_proj": {
+                            "weight": "model.layers.1.mlp.gate_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.1.mlp.gate_proj.weight_scale",
+                                "zero_point": "model.layers.1.mlp.gate_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "up_proj": {
+                            "weight": "model.layers.1.mlp.up_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.1.mlp.up_proj.weight_scale",
+                                "zero_point": "model.layers.1.mlp.up_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "down_proj": {
+                            "weight": "model.layers.1.mlp.down_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.1.mlp.down_proj.weight_scale",
+                                "zero_point": "model.layers.1.mlp.down_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "act_fn": {
+                            "type": "SiLU"
+                        }
+                    },
+                    "input_layernorm": {
+                        "weight": "model.layers.1.input_layernorm.weight",
+                        "type": "LlamaRMSNorm"
+                    },
+                    "post_attention_layernorm": {
+                        "weight": "model.layers.1.post_attention_layernorm.weight",
+                        "type": "LlamaRMSNorm"
+                    }
+                },
+                "2": {
+                    "self_attn": {
+                        "q_proj": {
+                            "weight": "model.layers.2.self_attn.q_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.2.self_attn.q_proj.weight_scale",
+                                "zero_point": "model.layers.2.self_attn.q_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "k_proj": {
+                            "weight": "model.layers.2.self_attn.k_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.2.self_attn.k_proj.weight_scale",
+                                "zero_point": "model.layers.2.self_attn.k_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "v_proj": {
+                            "weight": "model.layers.2.self_attn.v_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.2.self_attn.v_proj.weight_scale",
+                                "zero_point": "model.layers.2.self_attn.v_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "o_proj": {
+                            "weight": "model.layers.2.self_attn.o_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.2.self_attn.o_proj.weight_scale",
+                                "zero_point": "model.layers.2.self_attn.o_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "rotary_emb": {
+                            "type": "LlamaRotaryEmbedding"
+                        }
+                    },
+                    "mlp": {
+                        "gate_proj": {
+                            "weight": "model.layers.2.mlp.gate_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.2.mlp.gate_proj.weight_scale",
+                                "zero_point": "model.layers.2.mlp.gate_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "up_proj": {
+                            "weight": "model.layers.2.mlp.up_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.2.mlp.up_proj.weight_scale",
+                                "zero_point": "model.layers.2.mlp.up_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "down_proj": {
+                            "weight": "model.layers.2.mlp.down_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.2.mlp.down_proj.weight_scale",
+                                "zero_point": "model.layers.2.mlp.down_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "act_fn": {
+                            "type": "SiLU"
+                        }
+                    },
+                    "input_layernorm": {
+                        "weight": "model.layers.2.input_layernorm.weight",
+                        "type": "LlamaRMSNorm"
+                    },
+                    "post_attention_layernorm": {
+                        "weight": "model.layers.2.post_attention_layernorm.weight",
+                        "type": "LlamaRMSNorm"
+                    }
+                },
+                "3": {
+                    "self_attn": {
+                        "q_proj": {
+                            "weight": "model.layers.3.self_attn.q_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.3.self_attn.q_proj.weight_scale",
+                                "zero_point": "model.layers.3.self_attn.q_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "k_proj": {
+                            "weight": "model.layers.3.self_attn.k_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.3.self_attn.k_proj.weight_scale",
+                                "zero_point": "model.layers.3.self_attn.k_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "v_proj": {
+                            "weight": "model.layers.3.self_attn.v_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.3.self_attn.v_proj.weight_scale",
+                                "zero_point": "model.layers.3.self_attn.v_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "o_proj": {
+                            "weight": "model.layers.3.self_attn.o_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.3.self_attn.o_proj.weight_scale",
+                                "zero_point": "model.layers.3.self_attn.o_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "rotary_emb": {
+                            "type": "LlamaRotaryEmbedding"
+                        }
+                    },
+                    "mlp": {
+                        "gate_proj": {
+                            "weight": "model.layers.3.mlp.gate_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.3.mlp.gate_proj.weight_scale",
+                                "zero_point": "model.layers.3.mlp.gate_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "up_proj": {
+                            "weight": "model.layers.3.mlp.up_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.3.mlp.up_proj.weight_scale",
+                                "zero_point": "model.layers.3.mlp.up_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "down_proj": {
+                            "weight": "model.layers.3.mlp.down_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.3.mlp.down_proj.weight_scale",
+                                "zero_point": "model.layers.3.mlp.down_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "act_fn": {
+                            "type": "SiLU"
+                        }
+                    },
+                    "input_layernorm": {
+                        "weight": "model.layers.3.input_layernorm.weight",
+                        "type": "LlamaRMSNorm"
+                    },
+                    "post_attention_layernorm": {
+                        "weight": "model.layers.3.post_attention_layernorm.weight",
+                        "type": "LlamaRMSNorm"
+                    }
+                },
+                "4": {
+                    "self_attn": {
+                        "q_proj": {
+                            "weight": "model.layers.4.self_attn.q_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.4.self_attn.q_proj.weight_scale",
+                                "zero_point": "model.layers.4.self_attn.q_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "k_proj": {
+                            "weight": "model.layers.4.self_attn.k_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.4.self_attn.k_proj.weight_scale",
+                                "zero_point": "model.layers.4.self_attn.k_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "v_proj": {
+                            "weight": "model.layers.4.self_attn.v_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.4.self_attn.v_proj.weight_scale",
+                                "zero_point": "model.layers.4.self_attn.v_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "o_proj": {
+                            "weight": "model.layers.4.self_attn.o_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.4.self_attn.o_proj.weight_scale",
+                                "zero_point": "model.layers.4.self_attn.o_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "rotary_emb": {
+                            "type": "LlamaRotaryEmbedding"
+                        }
+                    },
+                    "mlp": {
+                        "gate_proj": {
+                            "weight": "model.layers.4.mlp.gate_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.4.mlp.gate_proj.weight_scale",
+                                "zero_point": "model.layers.4.mlp.gate_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "up_proj": {
+                            "weight": "model.layers.4.mlp.up_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.4.mlp.up_proj.weight_scale",
+                                "zero_point": "model.layers.4.mlp.up_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "down_proj": {
+                            "weight": "model.layers.4.mlp.down_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.4.mlp.down_proj.weight_scale",
+                                "zero_point": "model.layers.4.mlp.down_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "act_fn": {
+                            "type": "SiLU"
+                        }
+                    },
+                    "input_layernorm": {
+                        "weight": "model.layers.4.input_layernorm.weight",
+                        "type": "LlamaRMSNorm"
+                    },
+                    "post_attention_layernorm": {
+                        "weight": "model.layers.4.post_attention_layernorm.weight",
+                        "type": "LlamaRMSNorm"
+                    }
+                },
+                "5": {
+                    "self_attn": {
+                        "q_proj": {
+                            "weight": "model.layers.5.self_attn.q_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.5.self_attn.q_proj.weight_scale",
+                                "zero_point": "model.layers.5.self_attn.q_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "k_proj": {
+                            "weight": "model.layers.5.self_attn.k_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.5.self_attn.k_proj.weight_scale",
+                                "zero_point": "model.layers.5.self_attn.k_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "v_proj": {
+                            "weight": "model.layers.5.self_attn.v_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.5.self_attn.v_proj.weight_scale",
+                                "zero_point": "model.layers.5.self_attn.v_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "o_proj": {
+                            "weight": "model.layers.5.self_attn.o_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.5.self_attn.o_proj.weight_scale",
+                                "zero_point": "model.layers.5.self_attn.o_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "rotary_emb": {
+                            "type": "LlamaRotaryEmbedding"
+                        }
+                    },
+                    "mlp": {
+                        "gate_proj": {
+                            "weight": "model.layers.5.mlp.gate_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.5.mlp.gate_proj.weight_scale",
+                                "zero_point": "model.layers.5.mlp.gate_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "up_proj": {
+                            "weight": "model.layers.5.mlp.up_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.5.mlp.up_proj.weight_scale",
+                                "zero_point": "model.layers.5.mlp.up_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "down_proj": {
+                            "weight": "model.layers.5.mlp.down_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.5.mlp.down_proj.weight_scale",
+                                "zero_point": "model.layers.5.mlp.down_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "act_fn": {
+                            "type": "SiLU"
+                        }
+                    },
+                    "input_layernorm": {
+                        "weight": "model.layers.5.input_layernorm.weight",
+                        "type": "LlamaRMSNorm"
+                    },
+                    "post_attention_layernorm": {
+                        "weight": "model.layers.5.post_attention_layernorm.weight",
+                        "type": "LlamaRMSNorm"
+                    }
+                },
+                "6": {
+                    "self_attn": {
+                        "q_proj": {
+                            "weight": "model.layers.6.self_attn.q_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.6.self_attn.q_proj.weight_scale",
+                                "zero_point": "model.layers.6.self_attn.q_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "k_proj": {
+                            "weight": "model.layers.6.self_attn.k_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.6.self_attn.k_proj.weight_scale",
+                                "zero_point": "model.layers.6.self_attn.k_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "v_proj": {
+                            "weight": "model.layers.6.self_attn.v_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.6.self_attn.v_proj.weight_scale",
+                                "zero_point": "model.layers.6.self_attn.v_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "o_proj": {
+                            "weight": "model.layers.6.self_attn.o_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.6.self_attn.o_proj.weight_scale",
+                                "zero_point": "model.layers.6.self_attn.o_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "rotary_emb": {
+                            "type": "LlamaRotaryEmbedding"
+                        }
+                    },
+                    "mlp": {
+                        "gate_proj": {
+                            "weight": "model.layers.6.mlp.gate_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.6.mlp.gate_proj.weight_scale",
+                                "zero_point": "model.layers.6.mlp.gate_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "up_proj": {
+                            "weight": "model.layers.6.mlp.up_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.6.mlp.up_proj.weight_scale",
+                                "zero_point": "model.layers.6.mlp.up_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "down_proj": {
+                            "weight": "model.layers.6.mlp.down_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.6.mlp.down_proj.weight_scale",
+                                "zero_point": "model.layers.6.mlp.down_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "act_fn": {
+                            "type": "SiLU"
+                        }
+                    },
+                    "input_layernorm": {
+                        "weight": "model.layers.6.input_layernorm.weight",
+                        "type": "LlamaRMSNorm"
+                    },
+                    "post_attention_layernorm": {
+                        "weight": "model.layers.6.post_attention_layernorm.weight",
+                        "type": "LlamaRMSNorm"
+                    }
+                },
+                "7": {
+                    "self_attn": {
+                        "q_proj": {
+                            "weight": "model.layers.7.self_attn.q_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.7.self_attn.q_proj.weight_scale",
+                                "zero_point": "model.layers.7.self_attn.q_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "k_proj": {
+                            "weight": "model.layers.7.self_attn.k_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.7.self_attn.k_proj.weight_scale",
+                                "zero_point": "model.layers.7.self_attn.k_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "v_proj": {
+                            "weight": "model.layers.7.self_attn.v_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.7.self_attn.v_proj.weight_scale",
+                                "zero_point": "model.layers.7.self_attn.v_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "o_proj": {
+                            "weight": "model.layers.7.self_attn.o_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.7.self_attn.o_proj.weight_scale",
+                                "zero_point": "model.layers.7.self_attn.o_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "rotary_emb": {
+                            "type": "LlamaRotaryEmbedding"
+                        }
+                    },
+                    "mlp": {
+                        "gate_proj": {
+                            "weight": "model.layers.7.mlp.gate_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.7.mlp.gate_proj.weight_scale",
+                                "zero_point": "model.layers.7.mlp.gate_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "up_proj": {
+                            "weight": "model.layers.7.mlp.up_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.7.mlp.up_proj.weight_scale",
+                                "zero_point": "model.layers.7.mlp.up_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "down_proj": {
+                            "weight": "model.layers.7.mlp.down_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.7.mlp.down_proj.weight_scale",
+                                "zero_point": "model.layers.7.mlp.down_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "act_fn": {
+                            "type": "SiLU"
+                        }
+                    },
+                    "input_layernorm": {
+                        "weight": "model.layers.7.input_layernorm.weight",
+                        "type": "LlamaRMSNorm"
+                    },
+                    "post_attention_layernorm": {
+                        "weight": "model.layers.7.post_attention_layernorm.weight",
+                        "type": "LlamaRMSNorm"
+                    }
+                },
+                "8": {
+                    "self_attn": {
+                        "q_proj": {
+                            "weight": "model.layers.8.self_attn.q_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.8.self_attn.q_proj.weight_scale",
+                                "zero_point": "model.layers.8.self_attn.q_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "k_proj": {
+                            "weight": "model.layers.8.self_attn.k_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.8.self_attn.k_proj.weight_scale",
+                                "zero_point": "model.layers.8.self_attn.k_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "v_proj": {
+                            "weight": "model.layers.8.self_attn.v_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.8.self_attn.v_proj.weight_scale",
+                                "zero_point": "model.layers.8.self_attn.v_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "o_proj": {
+                            "weight": "model.layers.8.self_attn.o_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.8.self_attn.o_proj.weight_scale",
+                                "zero_point": "model.layers.8.self_attn.o_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "rotary_emb": {
+                            "type": "LlamaRotaryEmbedding"
+                        }
+                    },
+                    "mlp": {
+                        "gate_proj": {
+                            "weight": "model.layers.8.mlp.gate_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.8.mlp.gate_proj.weight_scale",
+                                "zero_point": "model.layers.8.mlp.gate_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "up_proj": {
+                            "weight": "model.layers.8.mlp.up_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.8.mlp.up_proj.weight_scale",
+                                "zero_point": "model.layers.8.mlp.up_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "down_proj": {
+                            "weight": "model.layers.8.mlp.down_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.8.mlp.down_proj.weight_scale",
+                                "zero_point": "model.layers.8.mlp.down_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "act_fn": {
+                            "type": "SiLU"
+                        }
+                    },
+                    "input_layernorm": {
+                        "weight": "model.layers.8.input_layernorm.weight",
+                        "type": "LlamaRMSNorm"
+                    },
+                    "post_attention_layernorm": {
+                        "weight": "model.layers.8.post_attention_layernorm.weight",
+                        "type": "LlamaRMSNorm"
+                    }
+                },
+                "9": {
+                    "self_attn": {
+                        "q_proj": {
+                            "weight": "model.layers.9.self_attn.q_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.9.self_attn.q_proj.weight_scale",
+                                "zero_point": "model.layers.9.self_attn.q_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "k_proj": {
+                            "weight": "model.layers.9.self_attn.k_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.9.self_attn.k_proj.weight_scale",
+                                "zero_point": "model.layers.9.self_attn.k_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "v_proj": {
+                            "weight": "model.layers.9.self_attn.v_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.9.self_attn.v_proj.weight_scale",
+                                "zero_point": "model.layers.9.self_attn.v_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "o_proj": {
+                            "weight": "model.layers.9.self_attn.o_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.9.self_attn.o_proj.weight_scale",
+                                "zero_point": "model.layers.9.self_attn.o_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "rotary_emb": {
+                            "type": "LlamaRotaryEmbedding"
+                        }
+                    },
+                    "mlp": {
+                        "gate_proj": {
+                            "weight": "model.layers.9.mlp.gate_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.9.mlp.gate_proj.weight_scale",
+                                "zero_point": "model.layers.9.mlp.gate_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "up_proj": {
+                            "weight": "model.layers.9.mlp.up_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.9.mlp.up_proj.weight_scale",
+                                "zero_point": "model.layers.9.mlp.up_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "down_proj": {
+                            "weight": "model.layers.9.mlp.down_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.9.mlp.down_proj.weight_scale",
+                                "zero_point": "model.layers.9.mlp.down_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "act_fn": {
+                            "type": "SiLU"
+                        }
+                    },
+                    "input_layernorm": {
+                        "weight": "model.layers.9.input_layernorm.weight",
+                        "type": "LlamaRMSNorm"
+                    },
+                    "post_attention_layernorm": {
+                        "weight": "model.layers.9.post_attention_layernorm.weight",
+                        "type": "LlamaRMSNorm"
+                    }
+                },
+                "10": {
+                    "self_attn": {
+                        "q_proj": {
+                            "weight": "model.layers.10.self_attn.q_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.10.self_attn.q_proj.weight_scale",
+                                "zero_point": "model.layers.10.self_attn.q_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "k_proj": {
+                            "weight": "model.layers.10.self_attn.k_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.10.self_attn.k_proj.weight_scale",
+                                "zero_point": "model.layers.10.self_attn.k_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "v_proj": {
+                            "weight": "model.layers.10.self_attn.v_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.10.self_attn.v_proj.weight_scale",
+                                "zero_point": "model.layers.10.self_attn.v_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "o_proj": {
+                            "weight": "model.layers.10.self_attn.o_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.10.self_attn.o_proj.weight_scale",
+                                "zero_point": "model.layers.10.self_attn.o_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "rotary_emb": {
+                            "type": "LlamaRotaryEmbedding"
+                        }
+                    },
+                    "mlp": {
+                        "gate_proj": {
+                            "weight": "model.layers.10.mlp.gate_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.10.mlp.gate_proj.weight_scale",
+                                "zero_point": "model.layers.10.mlp.gate_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "up_proj": {
+                            "weight": "model.layers.10.mlp.up_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.10.mlp.up_proj.weight_scale",
+                                "zero_point": "model.layers.10.mlp.up_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "down_proj": {
+                            "weight": "model.layers.10.mlp.down_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.10.mlp.down_proj.weight_scale",
+                                "zero_point": "model.layers.10.mlp.down_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "act_fn": {
+                            "type": "SiLU"
+                        }
+                    },
+                    "input_layernorm": {
+                        "weight": "model.layers.10.input_layernorm.weight",
+                        "type": "LlamaRMSNorm"
+                    },
+                    "post_attention_layernorm": {
+                        "weight": "model.layers.10.post_attention_layernorm.weight",
+                        "type": "LlamaRMSNorm"
+                    }
+                },
+                "11": {
+                    "self_attn": {
+                        "q_proj": {
+                            "weight": "model.layers.11.self_attn.q_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.11.self_attn.q_proj.weight_scale",
+                                "zero_point": "model.layers.11.self_attn.q_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "k_proj": {
+                            "weight": "model.layers.11.self_attn.k_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.11.self_attn.k_proj.weight_scale",
+                                "zero_point": "model.layers.11.self_attn.k_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "v_proj": {
+                            "weight": "model.layers.11.self_attn.v_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.11.self_attn.v_proj.weight_scale",
+                                "zero_point": "model.layers.11.self_attn.v_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "o_proj": {
+                            "weight": "model.layers.11.self_attn.o_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.11.self_attn.o_proj.weight_scale",
+                                "zero_point": "model.layers.11.self_attn.o_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "rotary_emb": {
+                            "type": "LlamaRotaryEmbedding"
+                        }
+                    },
+                    "mlp": {
+                        "gate_proj": {
+                            "weight": "model.layers.11.mlp.gate_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.11.mlp.gate_proj.weight_scale",
+                                "zero_point": "model.layers.11.mlp.gate_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "up_proj": {
+                            "weight": "model.layers.11.mlp.up_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.11.mlp.up_proj.weight_scale",
+                                "zero_point": "model.layers.11.mlp.up_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "down_proj": {
+                            "weight": "model.layers.11.mlp.down_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.11.mlp.down_proj.weight_scale",
+                                "zero_point": "model.layers.11.mlp.down_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "act_fn": {
+                            "type": "SiLU"
+                        }
+                    },
+                    "input_layernorm": {
+                        "weight": "model.layers.11.input_layernorm.weight",
+                        "type": "LlamaRMSNorm"
+                    },
+                    "post_attention_layernorm": {
+                        "weight": "model.layers.11.post_attention_layernorm.weight",
+                        "type": "LlamaRMSNorm"
+                    }
+                },
+                "12": {
+                    "self_attn": {
+                        "q_proj": {
+                            "weight": "model.layers.12.self_attn.q_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.12.self_attn.q_proj.weight_scale",
+                                "zero_point": "model.layers.12.self_attn.q_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "k_proj": {
+                            "weight": "model.layers.12.self_attn.k_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.12.self_attn.k_proj.weight_scale",
+                                "zero_point": "model.layers.12.self_attn.k_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "v_proj": {
+                            "weight": "model.layers.12.self_attn.v_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.12.self_attn.v_proj.weight_scale",
+                                "zero_point": "model.layers.12.self_attn.v_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "o_proj": {
+                            "weight": "model.layers.12.self_attn.o_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.12.self_attn.o_proj.weight_scale",
+                                "zero_point": "model.layers.12.self_attn.o_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "rotary_emb": {
+                            "type": "LlamaRotaryEmbedding"
+                        }
+                    },
+                    "mlp": {
+                        "gate_proj": {
+                            "weight": "model.layers.12.mlp.gate_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.12.mlp.gate_proj.weight_scale",
+                                "zero_point": "model.layers.12.mlp.gate_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "up_proj": {
+                            "weight": "model.layers.12.mlp.up_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.12.mlp.up_proj.weight_scale",
+                                "zero_point": "model.layers.12.mlp.up_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "down_proj": {
+                            "weight": "model.layers.12.mlp.down_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.12.mlp.down_proj.weight_scale",
+                                "zero_point": "model.layers.12.mlp.down_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "act_fn": {
+                            "type": "SiLU"
+                        }
+                    },
+                    "input_layernorm": {
+                        "weight": "model.layers.12.input_layernorm.weight",
+                        "type": "LlamaRMSNorm"
+                    },
+                    "post_attention_layernorm": {
+                        "weight": "model.layers.12.post_attention_layernorm.weight",
+                        "type": "LlamaRMSNorm"
+                    }
+                },
+                "13": {
+                    "self_attn": {
+                        "q_proj": {
+                            "weight": "model.layers.13.self_attn.q_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.13.self_attn.q_proj.weight_scale",
+                                "zero_point": "model.layers.13.self_attn.q_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "k_proj": {
+                            "weight": "model.layers.13.self_attn.k_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.13.self_attn.k_proj.weight_scale",
+                                "zero_point": "model.layers.13.self_attn.k_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "v_proj": {
+                            "weight": "model.layers.13.self_attn.v_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.13.self_attn.v_proj.weight_scale",
+                                "zero_point": "model.layers.13.self_attn.v_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "o_proj": {
+                            "weight": "model.layers.13.self_attn.o_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.13.self_attn.o_proj.weight_scale",
+                                "zero_point": "model.layers.13.self_attn.o_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "rotary_emb": {
+                            "type": "LlamaRotaryEmbedding"
+                        }
+                    },
+                    "mlp": {
+                        "gate_proj": {
+                            "weight": "model.layers.13.mlp.gate_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.13.mlp.gate_proj.weight_scale",
+                                "zero_point": "model.layers.13.mlp.gate_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "up_proj": {
+                            "weight": "model.layers.13.mlp.up_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.13.mlp.up_proj.weight_scale",
+                                "zero_point": "model.layers.13.mlp.up_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "down_proj": {
+                            "weight": "model.layers.13.mlp.down_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.13.mlp.down_proj.weight_scale",
+                                "zero_point": "model.layers.13.mlp.down_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "act_fn": {
+                            "type": "SiLU"
+                        }
+                    },
+                    "input_layernorm": {
+                        "weight": "model.layers.13.input_layernorm.weight",
+                        "type": "LlamaRMSNorm"
+                    },
+                    "post_attention_layernorm": {
+                        "weight": "model.layers.13.post_attention_layernorm.weight",
+                        "type": "LlamaRMSNorm"
+                    }
+                },
+                "14": {
+                    "self_attn": {
+                        "q_proj": {
+                            "weight": "model.layers.14.self_attn.q_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.14.self_attn.q_proj.weight_scale",
+                                "zero_point": "model.layers.14.self_attn.q_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "k_proj": {
+                            "weight": "model.layers.14.self_attn.k_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.14.self_attn.k_proj.weight_scale",
+                                "zero_point": "model.layers.14.self_attn.k_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "v_proj": {
+                            "weight": "model.layers.14.self_attn.v_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.14.self_attn.v_proj.weight_scale",
+                                "zero_point": "model.layers.14.self_attn.v_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "o_proj": {
+                            "weight": "model.layers.14.self_attn.o_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.14.self_attn.o_proj.weight_scale",
+                                "zero_point": "model.layers.14.self_attn.o_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "rotary_emb": {
+                            "type": "LlamaRotaryEmbedding"
+                        }
+                    },
+                    "mlp": {
+                        "gate_proj": {
+                            "weight": "model.layers.14.mlp.gate_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.14.mlp.gate_proj.weight_scale",
+                                "zero_point": "model.layers.14.mlp.gate_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "up_proj": {
+                            "weight": "model.layers.14.mlp.up_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.14.mlp.up_proj.weight_scale",
+                                "zero_point": "model.layers.14.mlp.up_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "down_proj": {
+                            "weight": "model.layers.14.mlp.down_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.14.mlp.down_proj.weight_scale",
+                                "zero_point": "model.layers.14.mlp.down_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "act_fn": {
+                            "type": "SiLU"
+                        }
+                    },
+                    "input_layernorm": {
+                        "weight": "model.layers.14.input_layernorm.weight",
+                        "type": "LlamaRMSNorm"
+                    },
+                    "post_attention_layernorm": {
+                        "weight": "model.layers.14.post_attention_layernorm.weight",
+                        "type": "LlamaRMSNorm"
+                    }
+                },
+                "15": {
+                    "self_attn": {
+                        "q_proj": {
+                            "weight": "model.layers.15.self_attn.q_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.15.self_attn.q_proj.weight_scale",
+                                "zero_point": "model.layers.15.self_attn.q_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "k_proj": {
+                            "weight": "model.layers.15.self_attn.k_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.15.self_attn.k_proj.weight_scale",
+                                "zero_point": "model.layers.15.self_attn.k_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "v_proj": {
+                            "weight": "model.layers.15.self_attn.v_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.15.self_attn.v_proj.weight_scale",
+                                "zero_point": "model.layers.15.self_attn.v_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "o_proj": {
+                            "weight": "model.layers.15.self_attn.o_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.15.self_attn.o_proj.weight_scale",
+                                "zero_point": "model.layers.15.self_attn.o_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "rotary_emb": {
+                            "type": "LlamaRotaryEmbedding"
+                        }
+                    },
+                    "mlp": {
+                        "gate_proj": {
+                            "weight": "model.layers.15.mlp.gate_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.15.mlp.gate_proj.weight_scale",
+                                "zero_point": "model.layers.15.mlp.gate_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "up_proj": {
+                            "weight": "model.layers.15.mlp.up_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.15.mlp.up_proj.weight_scale",
+                                "zero_point": "model.layers.15.mlp.up_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "down_proj": {
+                            "weight": "model.layers.15.mlp.down_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.15.mlp.down_proj.weight_scale",
+                                "zero_point": "model.layers.15.mlp.down_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "act_fn": {
+                            "type": "SiLU"
+                        }
+                    },
+                    "input_layernorm": {
+                        "weight": "model.layers.15.input_layernorm.weight",
+                        "type": "LlamaRMSNorm"
+                    },
+                    "post_attention_layernorm": {
+                        "weight": "model.layers.15.post_attention_layernorm.weight",
+                        "type": "LlamaRMSNorm"
+                    }
+                },
+                "16": {
+                    "self_attn": {
+                        "q_proj": {
+                            "weight": "model.layers.16.self_attn.q_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.16.self_attn.q_proj.weight_scale",
+                                "zero_point": "model.layers.16.self_attn.q_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "k_proj": {
+                            "weight": "model.layers.16.self_attn.k_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.16.self_attn.k_proj.weight_scale",
+                                "zero_point": "model.layers.16.self_attn.k_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "v_proj": {
+                            "weight": "model.layers.16.self_attn.v_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.16.self_attn.v_proj.weight_scale",
+                                "zero_point": "model.layers.16.self_attn.v_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "o_proj": {
+                            "weight": "model.layers.16.self_attn.o_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.16.self_attn.o_proj.weight_scale",
+                                "zero_point": "model.layers.16.self_attn.o_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "rotary_emb": {
+                            "type": "LlamaRotaryEmbedding"
+                        }
+                    },
+                    "mlp": {
+                        "gate_proj": {
+                            "weight": "model.layers.16.mlp.gate_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.16.mlp.gate_proj.weight_scale",
+                                "zero_point": "model.layers.16.mlp.gate_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "up_proj": {
+                            "weight": "model.layers.16.mlp.up_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.16.mlp.up_proj.weight_scale",
+                                "zero_point": "model.layers.16.mlp.up_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "down_proj": {
+                            "weight": "model.layers.16.mlp.down_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.16.mlp.down_proj.weight_scale",
+                                "zero_point": "model.layers.16.mlp.down_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "act_fn": {
+                            "type": "SiLU"
+                        }
+                    },
+                    "input_layernorm": {
+                        "weight": "model.layers.16.input_layernorm.weight",
+                        "type": "LlamaRMSNorm"
+                    },
+                    "post_attention_layernorm": {
+                        "weight": "model.layers.16.post_attention_layernorm.weight",
+                        "type": "LlamaRMSNorm"
+                    }
+                },
+                "17": {
+                    "self_attn": {
+                        "q_proj": {
+                            "weight": "model.layers.17.self_attn.q_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.17.self_attn.q_proj.weight_scale",
+                                "zero_point": "model.layers.17.self_attn.q_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "k_proj": {
+                            "weight": "model.layers.17.self_attn.k_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.17.self_attn.k_proj.weight_scale",
+                                "zero_point": "model.layers.17.self_attn.k_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "v_proj": {
+                            "weight": "model.layers.17.self_attn.v_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.17.self_attn.v_proj.weight_scale",
+                                "zero_point": "model.layers.17.self_attn.v_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "o_proj": {
+                            "weight": "model.layers.17.self_attn.o_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.17.self_attn.o_proj.weight_scale",
+                                "zero_point": "model.layers.17.self_attn.o_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "rotary_emb": {
+                            "type": "LlamaRotaryEmbedding"
+                        }
+                    },
+                    "mlp": {
+                        "gate_proj": {
+                            "weight": "model.layers.17.mlp.gate_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.17.mlp.gate_proj.weight_scale",
+                                "zero_point": "model.layers.17.mlp.gate_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "up_proj": {
+                            "weight": "model.layers.17.mlp.up_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.17.mlp.up_proj.weight_scale",
+                                "zero_point": "model.layers.17.mlp.up_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "down_proj": {
+                            "weight": "model.layers.17.mlp.down_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.17.mlp.down_proj.weight_scale",
+                                "zero_point": "model.layers.17.mlp.down_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "act_fn": {
+                            "type": "SiLU"
+                        }
+                    },
+                    "input_layernorm": {
+                        "weight": "model.layers.17.input_layernorm.weight",
+                        "type": "LlamaRMSNorm"
+                    },
+                    "post_attention_layernorm": {
+                        "weight": "model.layers.17.post_attention_layernorm.weight",
+                        "type": "LlamaRMSNorm"
+                    }
+                },
+                "18": {
+                    "self_attn": {
+                        "q_proj": {
+                            "weight": "model.layers.18.self_attn.q_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.18.self_attn.q_proj.weight_scale",
+                                "zero_point": "model.layers.18.self_attn.q_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "k_proj": {
+                            "weight": "model.layers.18.self_attn.k_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.18.self_attn.k_proj.weight_scale",
+                                "zero_point": "model.layers.18.self_attn.k_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "v_proj": {
+                            "weight": "model.layers.18.self_attn.v_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.18.self_attn.v_proj.weight_scale",
+                                "zero_point": "model.layers.18.self_attn.v_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "o_proj": {
+                            "weight": "model.layers.18.self_attn.o_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.18.self_attn.o_proj.weight_scale",
+                                "zero_point": "model.layers.18.self_attn.o_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "rotary_emb": {
+                            "type": "LlamaRotaryEmbedding"
+                        }
+                    },
+                    "mlp": {
+                        "gate_proj": {
+                            "weight": "model.layers.18.mlp.gate_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.18.mlp.gate_proj.weight_scale",
+                                "zero_point": "model.layers.18.mlp.gate_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "up_proj": {
+                            "weight": "model.layers.18.mlp.up_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.18.mlp.up_proj.weight_scale",
+                                "zero_point": "model.layers.18.mlp.up_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "down_proj": {
+                            "weight": "model.layers.18.mlp.down_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.18.mlp.down_proj.weight_scale",
+                                "zero_point": "model.layers.18.mlp.down_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "act_fn": {
+                            "type": "SiLU"
+                        }
+                    },
+                    "input_layernorm": {
+                        "weight": "model.layers.18.input_layernorm.weight",
+                        "type": "LlamaRMSNorm"
+                    },
+                    "post_attention_layernorm": {
+                        "weight": "model.layers.18.post_attention_layernorm.weight",
+                        "type": "LlamaRMSNorm"
+                    }
+                },
+                "19": {
+                    "self_attn": {
+                        "q_proj": {
+                            "weight": "model.layers.19.self_attn.q_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.19.self_attn.q_proj.weight_scale",
+                                "zero_point": "model.layers.19.self_attn.q_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "k_proj": {
+                            "weight": "model.layers.19.self_attn.k_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.19.self_attn.k_proj.weight_scale",
+                                "zero_point": "model.layers.19.self_attn.k_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "v_proj": {
+                            "weight": "model.layers.19.self_attn.v_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.19.self_attn.v_proj.weight_scale",
+                                "zero_point": "model.layers.19.self_attn.v_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "o_proj": {
+                            "weight": "model.layers.19.self_attn.o_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.19.self_attn.o_proj.weight_scale",
+                                "zero_point": "model.layers.19.self_attn.o_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "rotary_emb": {
+                            "type": "LlamaRotaryEmbedding"
+                        }
+                    },
+                    "mlp": {
+                        "gate_proj": {
+                            "weight": "model.layers.19.mlp.gate_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.19.mlp.gate_proj.weight_scale",
+                                "zero_point": "model.layers.19.mlp.gate_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "up_proj": {
+                            "weight": "model.layers.19.mlp.up_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.19.mlp.up_proj.weight_scale",
+                                "zero_point": "model.layers.19.mlp.up_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "down_proj": {
+                            "weight": "model.layers.19.mlp.down_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.19.mlp.down_proj.weight_scale",
+                                "zero_point": "model.layers.19.mlp.down_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "act_fn": {
+                            "type": "SiLU"
+                        }
+                    },
+                    "input_layernorm": {
+                        "weight": "model.layers.19.input_layernorm.weight",
+                        "type": "LlamaRMSNorm"
+                    },
+                    "post_attention_layernorm": {
+                        "weight": "model.layers.19.post_attention_layernorm.weight",
+                        "type": "LlamaRMSNorm"
+                    }
+                },
+                "20": {
+                    "self_attn": {
+                        "q_proj": {
+                            "weight": "model.layers.20.self_attn.q_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.20.self_attn.q_proj.weight_scale",
+                                "zero_point": "model.layers.20.self_attn.q_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "k_proj": {
+                            "weight": "model.layers.20.self_attn.k_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.20.self_attn.k_proj.weight_scale",
+                                "zero_point": "model.layers.20.self_attn.k_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "v_proj": {
+                            "weight": "model.layers.20.self_attn.v_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.20.self_attn.v_proj.weight_scale",
+                                "zero_point": "model.layers.20.self_attn.v_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "o_proj": {
+                            "weight": "model.layers.20.self_attn.o_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.20.self_attn.o_proj.weight_scale",
+                                "zero_point": "model.layers.20.self_attn.o_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "rotary_emb": {
+                            "type": "LlamaRotaryEmbedding"
+                        }
+                    },
+                    "mlp": {
+                        "gate_proj": {
+                            "weight": "model.layers.20.mlp.gate_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.20.mlp.gate_proj.weight_scale",
+                                "zero_point": "model.layers.20.mlp.gate_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "up_proj": {
+                            "weight": "model.layers.20.mlp.up_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.20.mlp.up_proj.weight_scale",
+                                "zero_point": "model.layers.20.mlp.up_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "down_proj": {
+                            "weight": "model.layers.20.mlp.down_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.20.mlp.down_proj.weight_scale",
+                                "zero_point": "model.layers.20.mlp.down_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "act_fn": {
+                            "type": "SiLU"
+                        }
+                    },
+                    "input_layernorm": {
+                        "weight": "model.layers.20.input_layernorm.weight",
+                        "type": "LlamaRMSNorm"
+                    },
+                    "post_attention_layernorm": {
+                        "weight": "model.layers.20.post_attention_layernorm.weight",
+                        "type": "LlamaRMSNorm"
+                    }
+                },
+                "21": {
+                    "self_attn": {
+                        "q_proj": {
+                            "weight": "model.layers.21.self_attn.q_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.21.self_attn.q_proj.weight_scale",
+                                "zero_point": "model.layers.21.self_attn.q_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "k_proj": {
+                            "weight": "model.layers.21.self_attn.k_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.21.self_attn.k_proj.weight_scale",
+                                "zero_point": "model.layers.21.self_attn.k_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "v_proj": {
+                            "weight": "model.layers.21.self_attn.v_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.21.self_attn.v_proj.weight_scale",
+                                "zero_point": "model.layers.21.self_attn.v_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "o_proj": {
+                            "weight": "model.layers.21.self_attn.o_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.21.self_attn.o_proj.weight_scale",
+                                "zero_point": "model.layers.21.self_attn.o_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "rotary_emb": {
+                            "type": "LlamaRotaryEmbedding"
+                        }
+                    },
+                    "mlp": {
+                        "gate_proj": {
+                            "weight": "model.layers.21.mlp.gate_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.21.mlp.gate_proj.weight_scale",
+                                "zero_point": "model.layers.21.mlp.gate_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "up_proj": {
+                            "weight": "model.layers.21.mlp.up_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.21.mlp.up_proj.weight_scale",
+                                "zero_point": "model.layers.21.mlp.up_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "down_proj": {
+                            "weight": "model.layers.21.mlp.down_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.21.mlp.down_proj.weight_scale",
+                                "zero_point": "model.layers.21.mlp.down_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "act_fn": {
+                            "type": "SiLU"
+                        }
+                    },
+                    "input_layernorm": {
+                        "weight": "model.layers.21.input_layernorm.weight",
+                        "type": "LlamaRMSNorm"
+                    },
+                    "post_attention_layernorm": {
+                        "weight": "model.layers.21.post_attention_layernorm.weight",
+                        "type": "LlamaRMSNorm"
+                    }
+                },
+                "22": {
+                    "self_attn": {
+                        "q_proj": {
+                            "weight": "model.layers.22.self_attn.q_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.22.self_attn.q_proj.weight_scale",
+                                "zero_point": "model.layers.22.self_attn.q_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "k_proj": {
+                            "weight": "model.layers.22.self_attn.k_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.22.self_attn.k_proj.weight_scale",
+                                "zero_point": "model.layers.22.self_attn.k_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "v_proj": {
+                            "weight": "model.layers.22.self_attn.v_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.22.self_attn.v_proj.weight_scale",
+                                "zero_point": "model.layers.22.self_attn.v_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "o_proj": {
+                            "weight": "model.layers.22.self_attn.o_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.22.self_attn.o_proj.weight_scale",
+                                "zero_point": "model.layers.22.self_attn.o_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "rotary_emb": {
+                            "type": "LlamaRotaryEmbedding"
+                        }
+                    },
+                    "mlp": {
+                        "gate_proj": {
+                            "weight": "model.layers.22.mlp.gate_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.22.mlp.gate_proj.weight_scale",
+                                "zero_point": "model.layers.22.mlp.gate_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "up_proj": {
+                            "weight": "model.layers.22.mlp.up_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.22.mlp.up_proj.weight_scale",
+                                "zero_point": "model.layers.22.mlp.up_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "down_proj": {
+                            "weight": "model.layers.22.mlp.down_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.22.mlp.down_proj.weight_scale",
+                                "zero_point": "model.layers.22.mlp.down_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "act_fn": {
+                            "type": "SiLU"
+                        }
+                    },
+                    "input_layernorm": {
+                        "weight": "model.layers.22.input_layernorm.weight",
+                        "type": "LlamaRMSNorm"
+                    },
+                    "post_attention_layernorm": {
+                        "weight": "model.layers.22.post_attention_layernorm.weight",
+                        "type": "LlamaRMSNorm"
+                    }
+                },
+                "23": {
+                    "self_attn": {
+                        "q_proj": {
+                            "weight": "model.layers.23.self_attn.q_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.23.self_attn.q_proj.weight_scale",
+                                "zero_point": "model.layers.23.self_attn.q_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "k_proj": {
+                            "weight": "model.layers.23.self_attn.k_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.23.self_attn.k_proj.weight_scale",
+                                "zero_point": "model.layers.23.self_attn.k_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "v_proj": {
+                            "weight": "model.layers.23.self_attn.v_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.23.self_attn.v_proj.weight_scale",
+                                "zero_point": "model.layers.23.self_attn.v_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "o_proj": {
+                            "weight": "model.layers.23.self_attn.o_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.23.self_attn.o_proj.weight_scale",
+                                "zero_point": "model.layers.23.self_attn.o_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "rotary_emb": {
+                            "type": "LlamaRotaryEmbedding"
+                        }
+                    },
+                    "mlp": {
+                        "gate_proj": {
+                            "weight": "model.layers.23.mlp.gate_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.23.mlp.gate_proj.weight_scale",
+                                "zero_point": "model.layers.23.mlp.gate_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "up_proj": {
+                            "weight": "model.layers.23.mlp.up_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.23.mlp.up_proj.weight_scale",
+                                "zero_point": "model.layers.23.mlp.up_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "down_proj": {
+                            "weight": "model.layers.23.mlp.down_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.23.mlp.down_proj.weight_scale",
+                                "zero_point": "model.layers.23.mlp.down_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "act_fn": {
+                            "type": "SiLU"
+                        }
+                    },
+                    "input_layernorm": {
+                        "weight": "model.layers.23.input_layernorm.weight",
+                        "type": "LlamaRMSNorm"
+                    },
+                    "post_attention_layernorm": {
+                        "weight": "model.layers.23.post_attention_layernorm.weight",
+                        "type": "LlamaRMSNorm"
+                    }
+                },
+                "24": {
+                    "self_attn": {
+                        "q_proj": {
+                            "weight": "model.layers.24.self_attn.q_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.24.self_attn.q_proj.weight_scale",
+                                "zero_point": "model.layers.24.self_attn.q_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "k_proj": {
+                            "weight": "model.layers.24.self_attn.k_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.24.self_attn.k_proj.weight_scale",
+                                "zero_point": "model.layers.24.self_attn.k_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "v_proj": {
+                            "weight": "model.layers.24.self_attn.v_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.24.self_attn.v_proj.weight_scale",
+                                "zero_point": "model.layers.24.self_attn.v_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "o_proj": {
+                            "weight": "model.layers.24.self_attn.o_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.24.self_attn.o_proj.weight_scale",
+                                "zero_point": "model.layers.24.self_attn.o_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "rotary_emb": {
+                            "type": "LlamaRotaryEmbedding"
+                        }
+                    },
+                    "mlp": {
+                        "gate_proj": {
+                            "weight": "model.layers.24.mlp.gate_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.24.mlp.gate_proj.weight_scale",
+                                "zero_point": "model.layers.24.mlp.gate_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "up_proj": {
+                            "weight": "model.layers.24.mlp.up_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.24.mlp.up_proj.weight_scale",
+                                "zero_point": "model.layers.24.mlp.up_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "down_proj": {
+                            "weight": "model.layers.24.mlp.down_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.24.mlp.down_proj.weight_scale",
+                                "zero_point": "model.layers.24.mlp.down_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "act_fn": {
+                            "type": "SiLU"
+                        }
+                    },
+                    "input_layernorm": {
+                        "weight": "model.layers.24.input_layernorm.weight",
+                        "type": "LlamaRMSNorm"
+                    },
+                    "post_attention_layernorm": {
+                        "weight": "model.layers.24.post_attention_layernorm.weight",
+                        "type": "LlamaRMSNorm"
+                    }
+                },
+                "25": {
+                    "self_attn": {
+                        "q_proj": {
+                            "weight": "model.layers.25.self_attn.q_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.25.self_attn.q_proj.weight_scale",
+                                "zero_point": "model.layers.25.self_attn.q_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "k_proj": {
+                            "weight": "model.layers.25.self_attn.k_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.25.self_attn.k_proj.weight_scale",
+                                "zero_point": "model.layers.25.self_attn.k_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "v_proj": {
+                            "weight": "model.layers.25.self_attn.v_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.25.self_attn.v_proj.weight_scale",
+                                "zero_point": "model.layers.25.self_attn.v_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "o_proj": {
+                            "weight": "model.layers.25.self_attn.o_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.25.self_attn.o_proj.weight_scale",
+                                "zero_point": "model.layers.25.self_attn.o_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "rotary_emb": {
+                            "type": "LlamaRotaryEmbedding"
+                        }
+                    },
+                    "mlp": {
+                        "gate_proj": {
+                            "weight": "model.layers.25.mlp.gate_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.25.mlp.gate_proj.weight_scale",
+                                "zero_point": "model.layers.25.mlp.gate_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "up_proj": {
+                            "weight": "model.layers.25.mlp.up_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.25.mlp.up_proj.weight_scale",
+                                "zero_point": "model.layers.25.mlp.up_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "down_proj": {
+                            "weight": "model.layers.25.mlp.down_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.25.mlp.down_proj.weight_scale",
+                                "zero_point": "model.layers.25.mlp.down_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "act_fn": {
+                            "type": "SiLU"
+                        }
+                    },
+                    "input_layernorm": {
+                        "weight": "model.layers.25.input_layernorm.weight",
+                        "type": "LlamaRMSNorm"
+                    },
+                    "post_attention_layernorm": {
+                        "weight": "model.layers.25.post_attention_layernorm.weight",
+                        "type": "LlamaRMSNorm"
+                    }
+                },
+                "26": {
+                    "self_attn": {
+                        "q_proj": {
+                            "weight": "model.layers.26.self_attn.q_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.26.self_attn.q_proj.weight_scale",
+                                "zero_point": "model.layers.26.self_attn.q_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "k_proj": {
+                            "weight": "model.layers.26.self_attn.k_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.26.self_attn.k_proj.weight_scale",
+                                "zero_point": "model.layers.26.self_attn.k_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "v_proj": {
+                            "weight": "model.layers.26.self_attn.v_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.26.self_attn.v_proj.weight_scale",
+                                "zero_point": "model.layers.26.self_attn.v_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "o_proj": {
+                            "weight": "model.layers.26.self_attn.o_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.26.self_attn.o_proj.weight_scale",
+                                "zero_point": "model.layers.26.self_attn.o_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "rotary_emb": {
+                            "type": "LlamaRotaryEmbedding"
+                        }
+                    },
+                    "mlp": {
+                        "gate_proj": {
+                            "weight": "model.layers.26.mlp.gate_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.26.mlp.gate_proj.weight_scale",
+                                "zero_point": "model.layers.26.mlp.gate_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "up_proj": {
+                            "weight": "model.layers.26.mlp.up_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.26.mlp.up_proj.weight_scale",
+                                "zero_point": "model.layers.26.mlp.up_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "down_proj": {
+                            "weight": "model.layers.26.mlp.down_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.26.mlp.down_proj.weight_scale",
+                                "zero_point": "model.layers.26.mlp.down_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "act_fn": {
+                            "type": "SiLU"
+                        }
+                    },
+                    "input_layernorm": {
+                        "weight": "model.layers.26.input_layernorm.weight",
+                        "type": "LlamaRMSNorm"
+                    },
+                    "post_attention_layernorm": {
+                        "weight": "model.layers.26.post_attention_layernorm.weight",
+                        "type": "LlamaRMSNorm"
+                    }
+                },
+                "27": {
+                    "self_attn": {
+                        "q_proj": {
+                            "weight": "model.layers.27.self_attn.q_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.27.self_attn.q_proj.weight_scale",
+                                "zero_point": "model.layers.27.self_attn.q_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "k_proj": {
+                            "weight": "model.layers.27.self_attn.k_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.27.self_attn.k_proj.weight_scale",
+                                "zero_point": "model.layers.27.self_attn.k_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "v_proj": {
+                            "weight": "model.layers.27.self_attn.v_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.27.self_attn.v_proj.weight_scale",
+                                "zero_point": "model.layers.27.self_attn.v_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "o_proj": {
+                            "weight": "model.layers.27.self_attn.o_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.27.self_attn.o_proj.weight_scale",
+                                "zero_point": "model.layers.27.self_attn.o_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "rotary_emb": {
+                            "type": "LlamaRotaryEmbedding"
+                        }
+                    },
+                    "mlp": {
+                        "gate_proj": {
+                            "weight": "model.layers.27.mlp.gate_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.27.mlp.gate_proj.weight_scale",
+                                "zero_point": "model.layers.27.mlp.gate_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "up_proj": {
+                            "weight": "model.layers.27.mlp.up_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.27.mlp.up_proj.weight_scale",
+                                "zero_point": "model.layers.27.mlp.up_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "down_proj": {
+                            "weight": "model.layers.27.mlp.down_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.27.mlp.down_proj.weight_scale",
+                                "zero_point": "model.layers.27.mlp.down_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "act_fn": {
+                            "type": "SiLU"
+                        }
+                    },
+                    "input_layernorm": {
+                        "weight": "model.layers.27.input_layernorm.weight",
+                        "type": "LlamaRMSNorm"
+                    },
+                    "post_attention_layernorm": {
+                        "weight": "model.layers.27.post_attention_layernorm.weight",
+                        "type": "LlamaRMSNorm"
+                    }
+                },
+                "28": {
+                    "self_attn": {
+                        "q_proj": {
+                            "weight": "model.layers.28.self_attn.q_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.28.self_attn.q_proj.weight_scale",
+                                "zero_point": "model.layers.28.self_attn.q_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "k_proj": {
+                            "weight": "model.layers.28.self_attn.k_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.28.self_attn.k_proj.weight_scale",
+                                "zero_point": "model.layers.28.self_attn.k_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "v_proj": {
+                            "weight": "model.layers.28.self_attn.v_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.28.self_attn.v_proj.weight_scale",
+                                "zero_point": "model.layers.28.self_attn.v_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "o_proj": {
+                            "weight": "model.layers.28.self_attn.o_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.28.self_attn.o_proj.weight_scale",
+                                "zero_point": "model.layers.28.self_attn.o_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "rotary_emb": {
+                            "type": "LlamaRotaryEmbedding"
+                        }
+                    },
+                    "mlp": {
+                        "gate_proj": {
+                            "weight": "model.layers.28.mlp.gate_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.28.mlp.gate_proj.weight_scale",
+                                "zero_point": "model.layers.28.mlp.gate_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "up_proj": {
+                            "weight": "model.layers.28.mlp.up_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.28.mlp.up_proj.weight_scale",
+                                "zero_point": "model.layers.28.mlp.up_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "down_proj": {
+                            "weight": "model.layers.28.mlp.down_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.28.mlp.down_proj.weight_scale",
+                                "zero_point": "model.layers.28.mlp.down_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "act_fn": {
+                            "type": "SiLU"
+                        }
+                    },
+                    "input_layernorm": {
+                        "weight": "model.layers.28.input_layernorm.weight",
+                        "type": "LlamaRMSNorm"
+                    },
+                    "post_attention_layernorm": {
+                        "weight": "model.layers.28.post_attention_layernorm.weight",
+                        "type": "LlamaRMSNorm"
+                    }
+                },
+                "29": {
+                    "self_attn": {
+                        "q_proj": {
+                            "weight": "model.layers.29.self_attn.q_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.29.self_attn.q_proj.weight_scale",
+                                "zero_point": "model.layers.29.self_attn.q_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "k_proj": {
+                            "weight": "model.layers.29.self_attn.k_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.29.self_attn.k_proj.weight_scale",
+                                "zero_point": "model.layers.29.self_attn.k_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "v_proj": {
+                            "weight": "model.layers.29.self_attn.v_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.29.self_attn.v_proj.weight_scale",
+                                "zero_point": "model.layers.29.self_attn.v_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "o_proj": {
+                            "weight": "model.layers.29.self_attn.o_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.29.self_attn.o_proj.weight_scale",
+                                "zero_point": "model.layers.29.self_attn.o_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "rotary_emb": {
+                            "type": "LlamaRotaryEmbedding"
+                        }
+                    },
+                    "mlp": {
+                        "gate_proj": {
+                            "weight": "model.layers.29.mlp.gate_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.29.mlp.gate_proj.weight_scale",
+                                "zero_point": "model.layers.29.mlp.gate_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "up_proj": {
+                            "weight": "model.layers.29.mlp.up_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.29.mlp.up_proj.weight_scale",
+                                "zero_point": "model.layers.29.mlp.up_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "down_proj": {
+                            "weight": "model.layers.29.mlp.down_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.29.mlp.down_proj.weight_scale",
+                                "zero_point": "model.layers.29.mlp.down_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "act_fn": {
+                            "type": "SiLU"
+                        }
+                    },
+                    "input_layernorm": {
+                        "weight": "model.layers.29.input_layernorm.weight",
+                        "type": "LlamaRMSNorm"
+                    },
+                    "post_attention_layernorm": {
+                        "weight": "model.layers.29.post_attention_layernorm.weight",
+                        "type": "LlamaRMSNorm"
+                    }
+                },
+                "30": {
+                    "self_attn": {
+                        "q_proj": {
+                            "weight": "model.layers.30.self_attn.q_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.30.self_attn.q_proj.weight_scale",
+                                "zero_point": "model.layers.30.self_attn.q_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "k_proj": {
+                            "weight": "model.layers.30.self_attn.k_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.30.self_attn.k_proj.weight_scale",
+                                "zero_point": "model.layers.30.self_attn.k_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "v_proj": {
+                            "weight": "model.layers.30.self_attn.v_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.30.self_attn.v_proj.weight_scale",
+                                "zero_point": "model.layers.30.self_attn.v_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "o_proj": {
+                            "weight": "model.layers.30.self_attn.o_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.30.self_attn.o_proj.weight_scale",
+                                "zero_point": "model.layers.30.self_attn.o_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "rotary_emb": {
+                            "type": "LlamaRotaryEmbedding"
+                        }
+                    },
+                    "mlp": {
+                        "gate_proj": {
+                            "weight": "model.layers.30.mlp.gate_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.30.mlp.gate_proj.weight_scale",
+                                "zero_point": "model.layers.30.mlp.gate_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "up_proj": {
+                            "weight": "model.layers.30.mlp.up_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.30.mlp.up_proj.weight_scale",
+                                "zero_point": "model.layers.30.mlp.up_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "down_proj": {
+                            "weight": "model.layers.30.mlp.down_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.30.mlp.down_proj.weight_scale",
+                                "zero_point": "model.layers.30.mlp.down_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "act_fn": {
+                            "type": "SiLU"
+                        }
+                    },
+                    "input_layernorm": {
+                        "weight": "model.layers.30.input_layernorm.weight",
+                        "type": "LlamaRMSNorm"
+                    },
+                    "post_attention_layernorm": {
+                        "weight": "model.layers.30.post_attention_layernorm.weight",
+                        "type": "LlamaRMSNorm"
+                    }
+                },
+                "31": {
+                    "self_attn": {
+                        "q_proj": {
+                            "weight": "model.layers.31.self_attn.q_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.31.self_attn.q_proj.weight_scale",
+                                "zero_point": "model.layers.31.self_attn.q_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "k_proj": {
+                            "weight": "model.layers.31.self_attn.k_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.31.self_attn.k_proj.weight_scale",
+                                "zero_point": "model.layers.31.self_attn.k_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "v_proj": {
+                            "weight": "model.layers.31.self_attn.v_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.31.self_attn.v_proj.weight_scale",
+                                "zero_point": "model.layers.31.self_attn.v_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "o_proj": {
+                            "weight": "model.layers.31.self_attn.o_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.31.self_attn.o_proj.weight_scale",
+                                "zero_point": "model.layers.31.self_attn.o_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "rotary_emb": {
+                            "type": "LlamaRotaryEmbedding"
+                        }
+                    },
+                    "mlp": {
+                        "gate_proj": {
+                            "weight": "model.layers.31.mlp.gate_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.31.mlp.gate_proj.weight_scale",
+                                "zero_point": "model.layers.31.mlp.gate_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "up_proj": {
+                            "weight": "model.layers.31.mlp.up_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.31.mlp.up_proj.weight_scale",
+                                "zero_point": "model.layers.31.mlp.up_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "down_proj": {
+                            "weight": "model.layers.31.mlp.down_proj.weight",
+                            "weight_quant": {
+                                "scale": "model.layers.31.mlp.down_proj.weight_scale",
+                                "zero_point": "model.layers.31.mlp.down_proj.weight_zero_point",
+                                "dtype": "int4",
+                                "qscheme": "per_group",
+                                "ch_axis": 0,
+                                "group_size": 128,
+                                "round_method": "half_even",
+                                "scale_type": "float"
+                            },
+                            "type": "QuantLinear"
+                        },
+                        "act_fn": {
+                            "type": "SiLU"
+                        }
+                    },
+                    "input_layernorm": {
+                        "weight": "model.layers.31.input_layernorm.weight",
+                        "type": "LlamaRMSNorm"
+                    },
+                    "post_attention_layernorm": {
+                        "weight": "model.layers.31.post_attention_layernorm.weight",
+                        "type": "LlamaRMSNorm"
+                    }
+                }
+            },
+            "norm": {
+                "weight": "model.norm.weight",
+                "type": "LlamaRMSNorm"
+            }
+        },
+        "lm_head": {
+            "weight": "lm_head.weight",
+            "type": "Linear"
+        }
+    }
+}
\ No newline at end of file