---
title: SmolLM3-3B-w4a8-i8mm-kai
canonical_url: "https://www.modelscope.cn/models/mllmTeam/SmolLM3-3B-w4a8-i8mm-kai"
md_url: "https://www.modelscope.cn/models/mllmTeam/SmolLM3-3B-w4a8-i8mm-kai.md"
repository: mllmTeam/SmolLM3-3B-w4a8-i8mm-kai
last_updated: 2025-10-27
model_type:
  - smollm3
architectures:
  - SmolLM3ForCausalLM
downloads: 2
stars: 0
---

# SmolLM3-3B-w4a8-i8mm-kai

> SmolLM3-3B-w4a8-i8mm-kai - mllmTeam 在 ModelScope 开源的模型。Using cmd below will give the details of params info:

- **Repository**: mllmTeam/SmolLM3-3B-w4a8-i8mm-kai
- **Downloads**: 2
- **Stars**: 0
- **Last updated**: 2025-10-27

Source: https://www.modelscope.cn/models/mllmTeam/SmolLM3-3B-w4a8-i8mm-kai

---

Using cmd below will give the details of params info:

```shell
mllm-params-inspector SmolLM3-3B-w4a8-i8mm-kai/model.mllm v2
```

```text
ParameterFile[327 params, version=V2]:
+---------------------------------------------------+------------------+-----------+
| name                                              | shape            | dtype     |
+===================================================+==================+===========+
| model.embed_tokens.weight                         | [128256, 2048]   | Float32   |
| model.layers.0.input_layernorm.weight             | [2048]           | Float32   |
| model.layers.0.mlp.down_proj.weight               | [12697600]       | UInt8     |
| model.layers.0.mlp.gate_proj.weight               | [12769280]       | UInt8     |
| model.layers.0.mlp.up_proj.weight                 | [12769280]       | UInt8     |
| model.layers.0.post_attention_layernorm.weight    | [2048]           | Float32   |
| model.layers.0.self_attn.k_proj.weight            | [593920]         | UInt8     |
| model.layers.0.self_attn.o_proj.weight            | [2375680]        | UInt8     |
| model.layers.0.self_attn.q_proj.weight            | [2375680]        | UInt8     |
| model.layers.0.self_attn.v_proj.weight            | [593920]         | UInt8     |
| model.layers.1.input_layernorm.weight             | [2048]           | Float32   |
| model.layers.1.mlp.down_proj.weight               | [12697600]       | UInt8     |
| model.layers.1.mlp.gate_proj.weight               | [12769280]       | UInt8     |
| model.layers.1.mlp.up_proj.weight                 | [12769280]       | UInt8     |
| model.layers.1.post_attention_layernorm.weight    | [2048]           | Float32   |
| model.layers.1.self_attn.k_proj.weight            | [593920]         | UInt8     |
| model.layers.1.self_attn.o_proj.weight            | [2375680]        | UInt8     |
| model.layers.1.self_attn.q_proj.weight            | [2375680]        | UInt8     |
| model.layers.1.self_attn.v_proj.weight            | [593920]         | UInt8     |
| model.layers.10.input_layernorm.weight            | [2048]           | Float32   |
| model.layers.10.mlp.down_proj.weight              | [12697600]       | UInt8     |
| model.layers.10.mlp.gate_proj.weight              | [12769280]       | UInt8     |
| model.layers.10.mlp.up_proj.weight                | [12769280]       | UInt8     |
| model.layers.10.post_attention_layernorm.weight   | [2048]           | Float32   |
| model.layers.10.self_attn.k_proj.weight           | [593920]         | UInt8     |
| model.layers.10.self_attn.o_proj.weight           | [2375680]        | UInt8     |
| model.layers.10.self_attn.q_proj.weight           | [2375680]        | UInt8     |
| model.layers.10.self_attn.v_proj.weight           | [593920]         | UInt8     |
| model.layers.11.input_layernorm.weight            | [2048]           | Float32   |
| model.layers.11.mlp.down_proj.weight              | [12697600]       | UInt8     |
| model.layers.11.mlp.gate_proj.weight              | [12769280]       | UInt8     |
| model.layers.11.mlp.up_proj.weight                | [12769280]       | UInt8     |
| model.layers.11.post_attention_layernorm.weight   | [2048]           | Float32   |
| model.layers.11.self_attn.k_proj.weight           | [593920]         | UInt8     |
| model.layers.11.self_attn.o_proj.weight           | [2375680]        | UInt8     |
| model.layers.11.self_attn.q_proj.weight           | [2375680]        | UInt8     |
| model.layers.11.self_attn.v_proj.weight           | [593920]         | UInt8     |
| model.layers.12.input_layernorm.weight            | [2048]           | Float32   |
| model.layers.12.mlp.down_proj.weight              | [12697600]       | UInt8     |
| model.layers.12.mlp.gate_proj.weight              | [12769280]       | UInt8     |
| model.layers.12.mlp.up_proj.weight                | [12769280]       | UInt8     |
| model.layers.12.post_attention_layernorm.weight   | [2048]           | Float32   |
| model.layers.12.self_attn.k_proj.weight           | [593920]         | UInt8     |
| model.layers.12.self_attn.o_proj.weight           | [2375680]        | UInt8     |
| model.layers.12.self_attn.q_proj.weight           | [2375680]        | UInt8     |
| model.layers.12.self_attn.v_proj.weight           | [593920]         | UInt8     |
| model.layers.13.input_layernorm.weight            | [2048]           | Float32   |
| model.layers.13.mlp.down_proj.weight              | [12697600]       | UInt8     |
| model.layers.13.mlp.gate_proj.weight              | [12769280]       | UInt8     |
| model.layers.13.mlp.up_proj.weight                | [12769280]       | UInt8     |
| model.layers.13.post_attention_layernorm.weight   | [2048]           | Float32   |
| model.layers.13.self_attn.k_proj.weight           | [593920]         | UInt8     |
| model.layers.13.self_attn.o_proj.weight           | [2375680]        | UInt8     |
| model.layers.13.self_attn.q_proj.weight           | [2375680]        | UInt8     |
| model.layers.13.self_attn.v_proj.weight           | [593920]         | UInt8     |
| model.layers.14.input_layernorm.weight            | [2048]           | Float32   |
| model.layers.14.mlp.down_proj.weight              | [12697600]       | UInt8     |
| model.layers.14.mlp.gate_proj.weight              | [12769280]       | UInt8     |
| model.layers.14.mlp.up_proj.weight                | [12769280]       | UInt8     |
| model.layers.14.post_attention_layernorm.weight   | [2048]           | Float32   |
| model.layers.14.self_attn.k_proj.weight           | [593920]         | UInt8     |
| model.layers.14.self_attn.o_proj.weight           | [2375680]        | UInt8     |
| model.layers.14.self_attn.q_proj.weight           | [2375680]        | UInt8     |
| model.layers.14.self_attn.v_proj.weight           | [593920]         | UInt8     |
| model.layers.15.input_layernorm.weight            | [2048]           | Float32   |
| model.layers.15.mlp.down_proj.weight              | [12697600]       | UInt8     |
| model.layers.15.mlp.gate_proj.weight              | [12769280]       | UInt8     |
| model.layers.15.mlp.up_proj.weight                | [12769280]       | UInt8     |
| model.layers.15.post_attention_layernorm.weight   | [2048]           | Float32   |
| model.layers.15.self_attn.k_proj.weight           | [593920]         | UInt8     |
| model.layers.15.self_attn.o_proj.weight           | [2375680]        | UInt8     |
| model.layers.15.self_attn.q_proj.weight           | [2375680]        | UInt8     |
| model.layers.15.self_attn.v_proj.weight           | [593920]         | UInt8     |
| model.layers.16.input_layernorm.weight            | [2048]           | Float32   |
| model.layers.16.mlp.down_proj.weight              | [12697600]       | UInt8     |
| model.layers.16.mlp.gate_proj.weight              | [12769280]       | UInt8     |
| model.layers.16.mlp.up_proj.weight                | [12769280]       | UInt8     |
| model.layers.16.post_attention_layernorm.weight   | [2048]           | Float32   |
| model.layers.16.self_attn.k_proj.weight           | [593920]         | UInt8     |
| model.layers.16.self_attn.o_proj.weight           | [2375680]        | UInt8     |
| model.layers.16.self_attn.q_proj.weight           | [2375680]        | UInt8     |
| model.layers.16.self_attn.v_proj.weight           | [593920]         | UInt8     |
| model.layers.17.input_layernorm.weight            | [2048]           | Float32   |
| model.layers.17.mlp.down_proj.weight              | [12697600]       | UInt8     |
| model.layers.17.mlp.gate_proj.weight              | [12769280]       | UInt8     |
| model.layers.17.mlp.up_proj.weight                | [12769280]       | UInt8     |
| model.layers.17.post_attention_layernorm.weight   | [2048]           | Float32   |
| model.layers.17.self_attn.k_proj.weight           | [593920]         | UInt8     |
| model.layers.17.self_attn.o_proj.weight           | [2375680]        | UInt8     |
| model.layers.17.self_attn.q_proj.weight           | [2375680]        | UInt8     |
| model.layers.17.self_attn.v_proj.weight           | [593920]         | UInt8     |
| model.layers.18.input_layernorm.weight            | [2048]           | Float32   |
| model.layers.18.mlp.down_proj.weight              | [12697600]       | UInt8     |
| model.layers.18.mlp.gate_proj.weight              | [12769280]       | UInt8     |
| model.layers.18.mlp.up_proj.weight                | [12769280]       | UInt8     |
| model.layers.18.post_attention_layernorm.weight   | [2048]           | Float32   |
| model.layers.18.self_attn.k_proj.weight           | [593920]         | UInt8     |
| model.layers.18.self_attn.o_proj.weight           | [2375680]        | UInt8     |
| model.layers.18.self_attn.q_proj.weight           | [2375680]        | UInt8     |
| model.layers.18.self_attn.v_proj.weight           | [593920]         | UInt8     |
| model.layers.19.input_layernorm.weight            | [2048]           | Float32   |
| model.layers.19.mlp.down_proj.weight              | [12697600]       | UInt8     |
| model.layers.19.mlp.gate_proj.weight              | [12769280]       | UInt8     |
| model.layers.19.mlp.up_proj.weight                | [12769280]       | UInt8     |
| model.layers.19.post_attention_layernorm.weight   | [2048]           | Float32   |
| model.layers.19.self_attn.k_proj.weight           | [593920]         | UInt8     |
| model.layers.19.self_attn.o_proj.weight           | [2375680]        | UInt8     |
| model.layers.19.self_attn.q_proj.weight           | [2375680]        | UInt8     |
| model.layers.19.self_attn.v_proj.weight           | [593920]         | UInt8     |
| model.layers.2.input_layernorm.weight             | [2048]           | Float32   |
| model.layers.2.mlp.down_proj.weight               | [12697600]       | UInt8     |
| model.layers.2.mlp.gate_proj.weight               | [12769280]       | UInt8     |
| model.layers.2.mlp.up_proj.weight                 | [12769280]       | UInt8     |
| model.layers.2.post_attention_layernorm.weight    | [2048]           | Float32   |
| model.layers.2.self_attn.k_proj.weight            | [593920]         | UInt8     |
| model.layers.2.self_attn.o_proj.weight            | [2375680]        | UInt8     |
| model.layers.2.self_attn.q_proj.weight            | [2375680]        | UInt8     |
| model.layers.2.self_attn.v_proj.weight            | [593920]         | UInt8     |
| model.layers.20.input_layernorm.weight            | [2048]           | Float32   |
| model.layers.20.mlp.down_proj.weight              | [12697600]       | UInt8     |
| model.layers.20.mlp.gate_proj.weight              | [12769280]       | UInt8     |
| model.layers.20.mlp.up_proj.weight                | [12769280]       | UInt8     |
| model.layers.20.post_attention_layernorm.weight   | [2048]           | Float32   |
| model.layers.20.self_attn.k_proj.weight           | [593920]         | UInt8     |
| model.layers.20.self_attn.o_proj.weight           | [2375680]        | UInt8     |
| model.layers.20.self_attn.q_proj.weight           | [2375680]        | UInt8     |
| model.layers.20.self_attn.v_proj.weight           | [593920]         | UInt8     |
| model.layers.21.input_layernorm.weight            | [2048]           | Float32   |
| model.layers.21.mlp.down_proj.weight              | [12697600]       | UInt8     |
| model.layers.21.mlp.gate_proj.weight              | [12769280]       | UInt8     |
| model.layers.21.mlp.up_proj.weight                | [12769280]       | UInt8     |
| model.layers.21.post_attention_layernorm.weight   | [2048]           | Float32   |
| model.layers.21.self_attn.k_proj.weight           | [593920]         | UInt8     |
| model.layers.21.self_attn.o_proj.weight           | [2375680]        | UInt8     |
| model.layers.21.self_attn.q_proj.weight           | [2375680]        | UInt8     |
| model.layers.21.self_attn.v_proj.weight           | [593920]         | UInt8     |
| model.layers.22.input_layernorm.weight            | [2048]           | Float32   |
| model.layers.22.mlp.down_proj.weight              | [12697600]       | UInt8     |
| model.layers.22.mlp.gate_proj.weight              | [12769280]       | UInt8     |
| model.layers.22.mlp.up_proj.weight                | [12769280]       | UInt8     |
| model.layers.22.post_attention_layernorm.weight   | [2048]           | Float32   |
| model.layers.22.self_attn.k_proj.weight           | [593920]         | UInt8     |
| model.layers.22.self_attn.o_proj.weight           | [2375680]        | UInt8     |
| model.layers.22.self_attn.q_proj.weight           | [2375680]        | UInt8     |
| model.layers.22.self_attn.v_proj.weight           | [593920]         | UInt8     |
| model.layers.23.input_layernorm.weight            | [2048]           | Float32   |
| model.layers.23.mlp.down_proj.weight              | [12697600]       | UInt8     |
| model.layers.23.mlp.gate_proj.weight              | [12769280]       | UInt8     |
| model.layers.23.mlp.up_proj.weight                | [12769280]       | UInt8     |
| model.layers.23.post_attention_layernorm.weight   | [2048]           | Float32   |
| model.layers.23.self_attn.k_proj.weight           | [593920]         | UInt8     |
| model.layers.23.self_attn.o_proj.weight           | [2375680]        | UInt8     |
| model.layers.23.self_attn.q_proj.weight           | [2375680]        | UInt8     |
| model.layers.23.self_attn.v_proj.weight           | [593920]         | UInt8     |
| model.layers.24.input_layernorm.weight            | [2048]           | Float32   |
| model.layers.24.mlp.down_proj.weight              | [12697600]       | UInt8     |
| model.layers.24.mlp.gate_proj.weight              | [12769280]       | UInt8     |
| model.layers.24.mlp.up_proj.weight                | [12769280]       | UInt8     |
| model.layers.24.post_attention_layernorm.weight   | [2048]           | Float32   |
| model.layers.24.self_attn.k_proj.weight           | [593920]         | UInt8     |
| model.layers.24.self_attn.o_proj.weight           | [2375680]        | UInt8     |
| model.layers.24.self_attn.q_proj.weight           | [2375680]        | UInt8     |
| model.layers.24.self_attn.v_proj.weight           | [593920]         | UInt8     |
| model.layers.25.input_layernorm.weight            | [2048]           | Float32   |
| model.layers.25.mlp.down_proj.weight              | [12697600]       | UInt8     |
| model.layers.25.mlp.gate_proj.weight              | [12769280]       | UInt8     |
| model.layers.25.mlp.up_proj.weight                | [12769280]       | UInt8     |
| model.layers.25.post_attention_layernorm.weight   | [2048]           | Float32   |
| model.layers.25.self_attn.k_proj.weight           | [593920]         | UInt8     |
| model.layers.25.self_attn.o_proj.weight           | [2375680]        | UInt8     |
| model.layers.25.self_attn.q_proj.weight           | [2375680]        | UInt8     |
| model.layers.25.self_attn.v_proj.weight           | [593920]         | UInt8     |
| model.layers.26.input_layernorm.weight            | [2048]           | Float32   |
| model.layers.26.mlp.down_proj.weight              | [12697600]       | UInt8     |
| model.layers.26.mlp.gate_proj.weight              | [12769280]       | UInt8     |
| model.layers.26.mlp.up_proj.weight                | [12769280]       | UInt8     |
| model.layers.26.post_attention_layernorm.weight   | [2048]           | Float32   |
| model.layers.26.self_attn.k_proj.weight           | [593920]         | UInt8     |
| model.layers.26.self_attn.o_proj.weight           | [2375680]        | UInt8     |
| model.layers.26.self_attn.q_proj.weight           | [2375680]        | UInt8     |
| model.layers.26.self_attn.v_proj.weight           | [593920]         | UInt8     |
| model.layers.27.input_layernorm.weight            | [2048]           | Float32   |
| model.layers.27.mlp.down_proj.weight              | [12697600]       | UInt8     |
| model.layers.27.mlp.gate_proj.weight              | [12769280]       | UInt8     |
| model.layers.27.mlp.up_proj.weight                | [12769280]       | UInt8     |
| model.layers.27.post_attention_layernorm.weight   | [2048]           | Float32   |
| model.layers.27.self_attn.k_proj.weight           | [593920]         | UInt8     |
| model.layers.27.self_attn.o_proj.weight           | [2375680]        | UInt8     |
| model.layers.27.self_attn.q_proj.weight           | [2375680]        | UInt8     |
| model.layers.27.self_attn.v_proj.weight           | [593920]         | UInt8     |
| model.layers.28.input_layernorm.weight            | [2048]           | Float32   |
| model.layers.28.mlp.down_proj.weight              | [12697600]       | UInt8     |
| model.layers.28.mlp.gate_proj.weight              | [12769280]       | UInt8     |
| model.layers.28.mlp.up_proj.weight                | [12769280]       | UInt8     |
| model.layers.28.post_attention_layernorm.weight   | [2048]           | Float32   |
| model.layers.28.self_attn.k_proj.weight           | [593920]         | UInt8     |
| model.layers.28.self_attn.o_proj.weight           | [2375680]        | UInt8     |
| model.layers.28.self_attn.q_proj.weight           | [2375680]        | UInt8     |
| model.layers.28.self_attn.v_proj.weight           | [593920]         | UInt8     |
| model.layers.29.input_layernorm.weight            | [2048]           | Float32   |
| model.layers.29.mlp.down_proj.weight              | [12697600]       | UInt8     |
| model.layers.29.mlp.gate_proj.weight              | [12769280]       | UInt8     |
| model.layers.29.mlp.up_proj.weight                | [12769280]       | UInt8     |
| model.layers.29.post_attention_layernorm.weight   | [2048]           | Float32   |
| model.layers.29.self_attn.k_proj.weight           | [593920]         | UInt8     |
| model.layers.29.self_attn.o_proj.weight           | [2375680]        | UInt8     |
| model.layers.29.self_attn.q_proj.weight           | [2375680]        | UInt8     |
| model.layers.29.self_attn.v_proj.weight           | [593920]         | UInt8     |
| model.layers.3.input_layernorm.weight             | [2048]           | Float32   |
| model.layers.3.mlp.down_proj.weight               | [12697600]       | UInt8     |
| model.layers.3.mlp.gate_proj.weight               | [12769280]       | UInt8     |
| model.layers.3.mlp.up_proj.weight                 | [12769280]       | UInt8     |
| model.layers.3.post_attention_layernorm.weight    | [2048]           | Float32   |
| model.layers.3.self_attn.k_proj.weight            | [593920]         | UInt8     |
| model.layers.3.self_attn.o_proj.weight            | [2375680]        | UInt8     |
| model.layers.3.self_attn.q_proj.weight            | [2375680]        | UInt8     |
| model.layers.3.self_attn.v_proj.weight            | [593920]         | UInt8     |
| model.layers.30.input_layernorm.weight            | [2048]           | Float32   |
| model.layers.30.mlp.down_proj.weight              | [12697600]       | UInt8     |
| model.layers.30.mlp.gate_proj.weight              | [12769280]       | UInt8     |
| model.layers.30.mlp.up_proj.weight                | [12769280]       | UInt8     |
| model.layers.30.post_attention_layernorm.weight   | [2048]           | Float32   |
| model.layers.30.self_attn.k_proj.weight           | [593920]         | UInt8     |
| model.layers.30.self_attn.o_proj.weight           | [2375680]        | UInt8     |
| model.layers.30.self_attn.q_proj.weight           | [2375680]        | UInt8     |
| model.layers.30.self_attn.v_proj.weight           | [593920]         | UInt8     |
| model.layers.31.input_layernorm.weight            | [2048]           | Float32   |
| model.layers.31.mlp.down_proj.weight              | [12697600]       | UInt8     |
| model.layers.31.mlp.gate_proj.weight              | [12769280]       | UInt8     |
| model.layers.31.mlp.up_proj.weight                | [12769280]       | UInt8     |
| model.layers.31.post_attention_layernorm.weight   | [2048]           | Float32   |
| model.layers.31.self_attn.k_proj.weight           | [593920]         | UInt8     |
| model.layers.31.self_attn.o_proj.weight           | [2375680]        | UInt8     |
| model.layers.31.self_attn.q_proj.weight           | [2375680]        | UInt8     |
| model.layers.31.self_attn.v_proj.weight           | [593920]         | UInt8     |
| model.layers.32.input_layernorm.weight            | [2048]           | Float32   |
| model.layers.32.mlp.down_proj.weight              | [12697600]       | UInt8     |
| model.layers.32.mlp.gate_proj.weight              | [12769280]       | UInt8     |
| model.layers.32.mlp.up_proj.weight                | [12769280]       | UInt8     |
| model.layers.32.post_attention_layernorm.weight   | [2048]           | Float32   |
| model.layers.32.self_attn.k_proj.weight           | [593920]         | UInt8     |
| model.layers.32.self_attn.o_proj.weight           | [2375680]        | UInt8     |
| model.layers.32.self_attn.q_proj.weight           | [2375680]        | UInt8     |
| model.layers.32.self_attn.v_proj.weight           | [593920]         | UInt8     |
| model.layers.33.input_layernorm.weight            | [2048]           | Float32   |
| model.layers.33.mlp.down_proj.weight              | [12697600]       | UInt8     |
| model.layers.33.mlp.gate_proj.weight              | [12769280]       | UInt8     |
| model.layers.33.mlp.up_proj.weight                | [12769280]       | UInt8     |
| model.layers.33.post_attention_layernorm.weight   | [2048]           | Float32   |
| model.layers.33.self_attn.k_proj.weight           | [593920]         | UInt8     |
| model.layers.33.self_attn.o_proj.weight           | [2375680]        | UInt8     |
| model.layers.33.self_attn.q_proj.weight           | [2375680]        | UInt8     |
| model.layers.33.self_attn.v_proj.weight           | [593920]         | UInt8     |
| model.layers.34.input_layernorm.weight            | [2048]           | Float32   |
| model.layers.34.mlp.down_proj.weight              | [12697600]       | UInt8     |
| model.layers.34.mlp.gate_proj.weight              | [12769280]       | UInt8     |
| model.layers.34.mlp.up_proj.weight                | [12769280]       | UInt8     |
| model.layers.34.post_attention_layernorm.weight   | [2048]           | Float32   |
| model.layers.34.self_attn.k_proj.weight           | [593920]         | UInt8     |
| model.layers.34.self_attn.o_proj.weight           | [2375680]        | UInt8     |
| model.layers.34.self_attn.q_proj.weight           | [2375680]        | UInt8     |
| model.layers.34.self_attn.v_proj.weight           | [593920]         | UInt8     |
| model.layers.35.input_layernorm.weight            | [2048]           | Float32   |
| model.layers.35.mlp.down_proj.weight              | [12697600]       | UInt8     |
| model.layers.35.mlp.gate_proj.weight              | [12769280]       | UInt8     |
| model.layers.35.mlp.up_proj.weight                | [12769280]       | UInt8     |
| model.layers.35.post_attention_layernorm.weight   | [2048]           | Float32   |
| model.layers.35.self_attn.k_proj.weight           | [593920]         | UInt8     |
| model.layers.35.self_attn.o_proj.weight           | [2375680]        | UInt8     |
| model.layers.35.self_attn.q_proj.weight           | [2375680]        | UInt8     |
| model.layers.35.self_attn.v_proj.weight           | [593920]         | UInt8     |
| model.layers.4.input_layernorm.weight             | [2048]           | Float32   |
| model.layers.4.mlp.down_proj.weight               | [12697600]       | UInt8     |
| model.layers.4.mlp.gate_proj.weight               | [12769280]       | UInt8     |
| model.layers.4.mlp.up_proj.weight                 | [12769280]       | UInt8     |
| model.layers.4.post_attention_layernorm.weight    | [2048]           | Float32   |
| model.layers.4.self_attn.k_proj.weight            | [593920]         | UInt8     |
| model.layers.4.self_attn.o_proj.weight            | [2375680]        | UInt8     |
| model.layers.4.self_attn.q_proj.weight            | [2375680]        | UInt8     |
| model.layers.4.self_attn.v_proj.weight            | [593920]         | UInt8     |
| model.layers.5.input_layernorm.weight             | [2048]           | Float32   |
| model.layers.5.mlp.down_proj.weight               | [12697600]       | UInt8     |
| model.layers.5.mlp.gate_proj.weight               | [12769280]       | UInt8     |
| model.layers.5.mlp.up_proj.weight                 | [12769280]       | UInt8     |
| model.layers.5.post_attention_layernorm.weight    | [2048]           | Float32   |
| model.layers.5.self_attn.k_proj.weight            | [593920]         | UInt8     |
| model.layers.5.self_attn.o_proj.weight            | [2375680]        | UInt8     |
| model.layers.5.self_attn.q_proj.weight            | [2375680]        | UInt8     |
| model.layers.5.self_attn.v_proj.weight            | [593920]         | UInt8     |
| model.layers.6.input_layernorm.weight             | [2048]           | Float32   |
| model.layers.6.mlp.down_proj.weight               | [12697600]       | UInt8     |
| model.layers.6.mlp.gate_proj.weight               | [12769280]       | UInt8     |
| model.layers.6.mlp.up_proj.weight                 | [12769280]       | UInt8     |
| model.layers.6.post_attention_layernorm.weight    | [2048]           | Float32   |
| model.layers.6.self_attn.k_proj.weight            | [593920]         | UInt8     |
| model.layers.6.self_attn.o_proj.weight            | [2375680]        | UInt8     |
| model.layers.6.self_attn.q_proj.weight            | [2375680]        | UInt8     |
| model.layers.6.self_attn.v_proj.weight            | [593920]         | UInt8     |
| model.layers.7.input_layernorm.weight             | [2048]           | Float32   |
| model.layers.7.mlp.down_proj.weight               | [12697600]       | UInt8     |
| model.layers.7.mlp.gate_proj.weight               | [12769280]       | UInt8     |
| model.layers.7.mlp.up_proj.weight                 | [12769280]       | UInt8     |
| model.layers.7.post_attention_layernorm.weight    | [2048]           | Float32   |
| model.layers.7.self_attn.k_proj.weight            | [593920]         | UInt8     |
| model.layers.7.self_attn.o_proj.weight            | [2375680]        | UInt8     |
| model.layers.7.self_attn.q_proj.weight            | [2375680]        | UInt8     |
| model.layers.7.self_attn.v_proj.weight            | [593920]         | UInt8     |
| model.layers.8.input_layernorm.weight             | [2048]           | Float32   |
| model.layers.8.mlp.down_proj.weight               | [12697600]       | UInt8     |
| model.layers.8.mlp.gate_proj.weight               | [12769280]       | UInt8     |
| model.layers.8.mlp.up_proj.weight                 | [12769280]       | UInt8     |
| model.layers.8.post_attention_layernorm.weight    | [2048]           | Float32   |
| model.layers.8.self_attn.k_proj.weight            | [593920]         | UInt8     |
| model.layers.8.self_attn.o_proj.weight            | [2375680]        | UInt8     |
| model.layers.8.self_attn.q_proj.weight            | [2375680]        | UInt8     |
| model.layers.8.self_attn.v_proj.weight            | [593920]         | UInt8     |
| model.layers.9.input_layernorm.weight             | [2048]           | Float32   |
| model.layers.9.mlp.down_proj.weight               | [12697600]       | UInt8     |
| model.layers.9.mlp.gate_proj.weight               | [12769280]       | UInt8     |
| model.layers.9.mlp.up_proj.weight                 | [12769280]       | UInt8     |
| model.layers.9.post_attention_layernorm.weight    | [2048]           | Float32   |
| model.layers.9.self_attn.k_proj.weight            | [593920]         | UInt8     |
| model.layers.9.self_attn.o_proj.weight            | [2375680]        | UInt8     |
| model.layers.9.self_attn.q_proj.weight            | [2375680]        | UInt8     |
| model.layers.9.self_attn.v_proj.weight            | [593920]         | UInt8     |
| model.lm_head.weight                              | [148776960]      | UInt8     |
| model.norm.weight                                 | [2048]           | Float32   |
+---------------------------------------------------+------------------+-----------+
```
