> ## Documentation Index
> Fetch the complete documentation index at: https://miles.radixark.com/docs/llms.txt
> Use this file to discover all available pages before exploring further.

# GLM

> Miles recipes for the GLM4, GLM4.5, GLM4.7 Flash, and GLM5 families — dense and MoE.

Miles ships RL recipes for every GLM generation currently in production: the dense GLM4 line (9 B, 32 B — Zhipu "Z1" reasoning checkpoints), the GLM4.5 MoE at 106 B-A12B and 355 B-A32B, the compact GLM4.7 Flash with 64 routed experts, and the 744 B-A40B GLM5 flagship.

## Variants

| Family       | Class                   | Sizes                       | Recipe                                   |
| ------------ | ----------------------- | --------------------------- | ---------------------------------------- |
| GLM4         | Dense                   | 9 B · 32 B                  | [glm4](/docs/models/glm/glm4)                 |
| GLM4.5       | MoE                     | 12 B / 106 B · 32 B / 355 B | [glm4-5](/docs/models/glm/glm4-5)             |
| GLM4.7 Flash | MoE (64 experts, top-4) | Compact                     | [glm4-7-flash](/docs/models/glm/glm4-7-flash) |
| GLM5         | MoE                     | 40 B / 744 B                | [glm5](/docs/models/glm/glm5)                 |

## Fastest path to train

GLM4-9B (GLM-Z1-9B-0414) on a single 8× H100 node — the smallest GLM recipe:

```bash theme={null}
cd /root/miles
hf download zai-org/GLM-Z1-9B-0414 --local-dir /root/GLM-Z1-9B-0414
bash scripts/run-glm4-9B.sh
```

See the [GLM4 Dense](/docs/models/glm/glm4) page for weight conversion and the full walkthrough.

## Which variant do I pick?

* **Single-node GLM first try** → GLM4-9B ([glm4](/docs/models/glm/glm4)).
* **Larger dense** → GLM4-32B ([glm4](/docs/models/glm/glm4)).
* **MoE on a budget** → GLM4.5-106B-A12B ([glm4-5](/docs/models/glm/glm4-5)).
* **Full MoE scale (multi-node)** → GLM4.5-355B-A32B ([glm4-5](/docs/models/glm/glm4-5)).
* **Compact MoE for routing experiments (R3)** → GLM4.7 Flash ([glm4-7-flash](/docs/models/glm/glm4-7-flash)).
* **Frontier scale (744 B)** → GLM5 ([glm5](/docs/models/glm/glm5)).