---
language:
  - en
library_name: mlx
tags:
  - glm
  - MOE
  - pruning
  - compression
  - mlx
  - oq
  - quantized
license: mit
name: cerebras/GLM-4.7-Flash-REAP-23B-A3B
description:
  "This model was obtained by uniformly pruning 25% of experts in GLM-4.7-Flash
  using the REAP method.

  "
readme:
  "https://huggingface.co/cerebras/GLM-4.7-Flash-REAP-23B-A3B/main/README.md

  "
license_link: https://huggingface.co/zai-org/GLM-4.7-Flash/blob/main/LICENSE
pipeline_tag: text-generation
base_model: cerebras/GLM-4.7-Flash-REAP-23B-A3B
---

# GLM-4.7-Flash-REAP-23B-A3B-oQ4

This model was quantized using [oQ](https://github.com/jundot/omlx) mixed-precision quantization.

## Quantization details

- **Model type**: glm4_moe_lite
- **Bits**: 4
- **Group size**: 64
- **Format**: MLX safetensors
- 
# Benchmark

| Model                                                          | File size | MMLU  | JMMLU | HELLASWAG | GSM8K | ARC_CHALLENGE |
| -------------------------------------------------------------- | --------- | ----- | ----- | --------- | ----- | ------------- |
| GLM-4.7-Flash-REAP-23B-A3B-6bit                                | 17.43 GB  | 62.3% | 46.0% | 53.0%     | 96.7% | 73.0%         |
| GLM-4.7-Flash-REAP-23B-A3B-oQ3                                 | 9.91 GB   | 53.3% | 38.3% | 47.7%     | 73.3% | 73.3%         |
| GLM-4.7-Flash-REAP-23B-A3B-oQ3.5                               | 10.62 GB  | 57.7% | 49.3% | 60.0%     | 93.3% | 65.0%         |
| GLM-4.7-Flash-REAP-23B-A3B-oQ4                                 | 12.51 GB  | 59.3% | 43.0% | 53.3%     | 87.7% | 78.7%         |
| GLM-4.7-Flash-REAP-23B-A3B-oQ5                                 | 15.21 GB  | 61.0% | 45.3% | 59.0%     | 90.0% | 81.0%         |

## Detail

| Model                                                          | Benchmark     | Accuracy | Correct | Total | Time(s) |
| -------------------------------------------------------------- | ------------- | -------- | ------- | ----- | ------- |
| GLM-4.7-Flash-REAP-23B-A3B-6bit                                | MMLU          | 62.3%    | 187     | 300   | 505.9   |
| GLM-4.7-Flash-REAP-23B-A3B-6bit                                | JMMLU         | 46.0%    | 138     | 300   | 239.7   |
| GLM-4.7-Flash-REAP-23B-A3B-6bit                                | HELLASWAG     | 53.0%    | 53      | 100   | 114.7   |
| GLM-4.7-Flash-REAP-23B-A3B-6bit                                | GSM8K         | 96.7%    | 29      | 30    | 88.6    |
| GLM-4.7-Flash-REAP-23B-A3B-6bit                                | ARC_CHALLENGE | 73.0%    | 73      | 100   | 64.4    |
| GLM-4.7-Flash-REAP-23B-A3B-oQ3                                 | MMLU          | 53.3%    | 160     | 300   | 602.7   |
| GLM-4.7-Flash-REAP-23B-A3B-oQ3                                 | JMMLU         | 38.3%    | 115     | 300   | 255.7   |
| GLM-4.7-Flash-REAP-23B-A3B-oQ3                                 | HELLASWAG     | 47.7%    | 143     | 300   | 346.8   |
| GLM-4.7-Flash-REAP-23B-A3B-oQ3                                 | ARC_CHALLENGE | 73.3%    | 220     | 300   | 204.8   |
| GLM-4.7-Flash-REAP-23B-A3B-oQ3                                 | GSM8K         | 73.3%    | 220     | 300   | 1029.3  |
| GLM-4.7-Flash-REAP-23B-A3B-oQ3.5                               | MMLU          | 57.7%    | 173     | 300   | 555.1   |
| GLM-4.7-Flash-REAP-23B-A3B-oQ3.5                               | JMMLU         | 49.3%    | 148     | 300   | 252.4   |
| GLM-4.7-Flash-REAP-23B-A3B-oQ3.5                               | HELLASWAG     | 60.0%    | 60      | 100   | 107.2   |
| GLM-4.7-Flash-REAP-23B-A3B-oQ3.5                               | GSM8K         | 93.3%    | 28      | 30    | 76.4    |
| GLM-4.7-Flash-REAP-23B-A3B-oQ3.5                               | ARC_CHALLENGE | 65.0%    | 65      | 100   | 61.5    |
| GLM-4.7-Flash-REAP-23B-A3B-oQ4                                 | MMLU          | 63.3%    | 190     | 300   | 550.7   |
| GLM-4.7-Flash-REAP-23B-A3B-oQ4                                 | JMMLU         | 39.7%    | 119     | 300   | 250.9   |
| GLM-4.7-Flash-REAP-23B-A3B-oQ4                                 | HELLASWAG     | 51.0%    | 51      | 100   | 103.4   |
| GLM-4.7-Flash-REAP-23B-A3B-oQ4                                 | GSM8K         | 90.0%    | 27      | 30    | 75.6    |
| GLM-4.7-Flash-REAP-23B-A3B-oQ4                                 | ARC_CHALLENGE | 70.0%    | 70      | 100   | 59.8    |
| GLM-4.7-Flash-REAP-23B-A3B-oQ4                                 | MMLU          | 59.3%    | 178     | 300   | 547.7   |
| GLM-4.7-Flash-REAP-23B-A3B-oQ4                                 | JMMLU         | 43.0%    | 129     | 300   | 232.6   |
| GLM-4.7-Flash-REAP-23B-A3B-oQ4                                 | HELLASWAG     | 53.3%    | 160     | 300   | 300.5   |
| GLM-4.7-Flash-REAP-23B-A3B-oQ4                                 | ARC_CHALLENGE | 78.7%    | 236     | 300   | 179.7   |
| GLM-4.7-Flash-REAP-23B-A3B-oQ4                                 | GSM8K         | 87.7%    | 263     | 300   | 748.4   |
| GLM-4.7-Flash-REAP-23B-A3B-oQ5                                 | MMLU          | 61.0%    | 183     | 300   | 617.8   |
| GLM-4.7-Flash-REAP-23B-A3B-oQ5                                 | JMMLU         | 45.3%    | 136     | 300   | 273     |
| GLM-4.7-Flash-REAP-23B-A3B-oQ5                                 | HELLASWAG     | 59.0%    | 177     | 300   | 353.6   |
| GLM-4.7-Flash-REAP-23B-A3B-oQ5                                 | ARC_CHALLENGE | 81.0%    | 243     | 300   | 201.2   |
| GLM-4.7-Flash-REAP-23B-A3B-oQ5                                 | GSM8K         | 90.0%    | 270     | 300   | 1001.1  |