File size: 9,325 Bytes
85496a1
 
 
 
 
 
 
 
08de942
85496a1
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7a44f9f
85496a1
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
08de942
85496a1
 
 
 
 
f12bc2f
3181299
c4b3ac8
72e5e3b
76f8e99
85496a1
 
 
 
 
79f91a6
 
f12bc2f
3181299
acd0fb3
a319f04
c4b3ac8
60a9b2b
4ac4490
ffe5962
72e5e3b
7af7b93
4ad77fb
5a3ac42
10060b0
4a2a931
3c71911
76f8e99
a5a7083
b4fcc61
de8f145
d7961e3
f3769dc
 
0c1dbb8
85496a1
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
---
base_model: THUDM/glm-4-9b-chat
inference: false
language:
- zh
- en
library_name: gguf
license: other
license_link: https://huggingface.co/THUDM/glm-4-9b-chat/blob/main/LICENSE
license_name: glm-4
pipeline_tag: text-generation
quantized_by: legraphista
tags:
- glm
- chatglm
- thudm
- quantized
- GGUF
- quantization
- imat
- imatrix
- static
- 16bit
- 8bit
- 6bit
- 5bit
- 4bit
- 3bit
- 2bit
- 1bit
---

# glm-4-9b-chat-IMat-GGUF
_Llama.cpp imatrix quantization of THUDM/glm-4-9b-chat_

Original Model: [THUDM/glm-4-9b-chat](https://huggingface.co/THUDM/glm-4-9b-chat)    
Original dtype: `BF16` (`bfloat16`)  
Quantized by: [https://github.com/ggerganov/llama.cpp/pull/6999](https://github.com/ggerganov/llama.cpp/pull/6999)  
IMatrix dataset: [here](https://gist.githubusercontent.com/bartowski1182/eb213dccb3571f863da82e99418f81e8/raw/b2869d80f5c16fd7082594248e80144677736635/calibration_datav3.txt)  

- [Files](#files)
    - [IMatrix](#imatrix)
    - [Common Quants](#common-quants)
    - [All Quants](#all-quants)
- [Downloading using huggingface-cli](#downloading-using-huggingface-cli)
- [Inference](#inference)
    - [Simple chat template](#simple-chat-template)
    - [Chat template with system prompt](#chat-template-with-system-prompt)
    - [Llama.cpp](#llama-cpp)
- [FAQ](#faq)
    - [Why is the IMatrix not applied everywhere?](#why-is-the-imatrix-not-applied-everywhere)
    - [How do I merge a split GGUF?](#how-do-i-merge-a-split-gguf)

---

## Files

### IMatrix
Status: βœ… Available  
Link: [here](https://huggingface.co/legraphista/glm-4-9b-chat-IMat-GGUF/blob/main/imatrix.dat)

### Common Quants
| Filename | Quant type | File Size | Status | Uses IMatrix | Is Split |
| -------- | ---------- | --------- | ------ | ------------ | -------- |
| [glm-4-9b-chat.Q8_0.gguf](https://huggingface.co/legraphista/glm-4-9b-chat-IMat-GGUF/blob/main/glm-4-9b-chat.Q8_0.gguf) | Q8_0 | 9.99GB | βœ… Available | βšͺ Static | πŸ“¦ No
| [glm-4-9b-chat.Q6_K.gguf](https://huggingface.co/legraphista/glm-4-9b-chat-IMat-GGUF/blob/main/glm-4-9b-chat.Q6_K.gguf) | Q6_K | 8.26GB | βœ… Available | βšͺ Static | πŸ“¦ No
| [glm-4-9b-chat.Q4_K.gguf](https://huggingface.co/legraphista/glm-4-9b-chat-IMat-GGUF/blob/main/glm-4-9b-chat.Q4_K.gguf) | Q4_K | 6.25GB | βœ… Available | 🟒 IMatrix | πŸ“¦ No
| [glm-4-9b-chat.Q3_K.gguf](https://huggingface.co/legraphista/glm-4-9b-chat-IMat-GGUF/blob/main/glm-4-9b-chat.Q3_K.gguf) | Q3_K | 5.06GB | βœ… Available | 🟒 IMatrix | πŸ“¦ No
| [glm-4-9b-chat.Q2_K.gguf](https://huggingface.co/legraphista/glm-4-9b-chat-IMat-GGUF/blob/main/glm-4-9b-chat.Q2_K.gguf) | Q2_K | 3.99GB | βœ… Available | 🟒 IMatrix | πŸ“¦ No


### All Quants
| Filename | Quant type | File Size | Status | Uses IMatrix | Is Split |
| -------- | ---------- | --------- | ------ | ------------ | -------- |
| [glm-4-9b-chat.BF16.gguf](https://huggingface.co/legraphista/glm-4-9b-chat-IMat-GGUF/blob/main/glm-4-9b-chat.BF16.gguf) | BF16 | 18.81GB | βœ… Available | βšͺ Static | πŸ“¦ No
| [glm-4-9b-chat.FP16.gguf](https://huggingface.co/legraphista/glm-4-9b-chat-IMat-GGUF/blob/main/glm-4-9b-chat.FP16.gguf) | F16 | 18.81GB | βœ… Available | βšͺ Static | πŸ“¦ No
| [glm-4-9b-chat.Q8_0.gguf](https://huggingface.co/legraphista/glm-4-9b-chat-IMat-GGUF/blob/main/glm-4-9b-chat.Q8_0.gguf) | Q8_0 | 9.99GB | βœ… Available | βšͺ Static | πŸ“¦ No
| [glm-4-9b-chat.Q6_K.gguf](https://huggingface.co/legraphista/glm-4-9b-chat-IMat-GGUF/blob/main/glm-4-9b-chat.Q6_K.gguf) | Q6_K | 8.26GB | βœ… Available | βšͺ Static | πŸ“¦ No
| [glm-4-9b-chat.Q5_K.gguf](https://huggingface.co/legraphista/glm-4-9b-chat-IMat-GGUF/blob/main/glm-4-9b-chat.Q5_K.gguf) | Q5_K | 7.14GB | βœ… Available | βšͺ Static | πŸ“¦ No
| [glm-4-9b-chat.Q5_K_S.gguf](https://huggingface.co/legraphista/glm-4-9b-chat-IMat-GGUF/blob/main/glm-4-9b-chat.Q5_K_S.gguf) | Q5_K_S | 6.69GB | βœ… Available | βšͺ Static | πŸ“¦ No
| [glm-4-9b-chat.Q4_K.gguf](https://huggingface.co/legraphista/glm-4-9b-chat-IMat-GGUF/blob/main/glm-4-9b-chat.Q4_K.gguf) | Q4_K | 6.25GB | βœ… Available | 🟒 IMatrix | πŸ“¦ No
| [glm-4-9b-chat.Q4_K_S.gguf](https://huggingface.co/legraphista/glm-4-9b-chat-IMat-GGUF/blob/main/glm-4-9b-chat.Q4_K_S.gguf) | Q4_K_S | 5.75GB | βœ… Available | 🟒 IMatrix | πŸ“¦ No
| [glm-4-9b-chat.IQ4_NL.gguf](https://huggingface.co/legraphista/glm-4-9b-chat-IMat-GGUF/blob/main/glm-4-9b-chat.IQ4_NL.gguf) | IQ4_NL | 5.46GB | βœ… Available | 🟒 IMatrix | πŸ“¦ No
| [glm-4-9b-chat.IQ4_XS.gguf](https://huggingface.co/legraphista/glm-4-9b-chat-IMat-GGUF/blob/main/glm-4-9b-chat.IQ4_XS.gguf) | IQ4_XS | 5.25GB | βœ… Available | 🟒 IMatrix | πŸ“¦ No
| [glm-4-9b-chat.Q3_K.gguf](https://huggingface.co/legraphista/glm-4-9b-chat-IMat-GGUF/blob/main/glm-4-9b-chat.Q3_K.gguf) | Q3_K | 5.06GB | βœ… Available | 🟒 IMatrix | πŸ“¦ No
| [glm-4-9b-chat.Q3_K_L.gguf](https://huggingface.co/legraphista/glm-4-9b-chat-IMat-GGUF/blob/main/glm-4-9b-chat.Q3_K_L.gguf) | Q3_K_L | 5.28GB | βœ… Available | 🟒 IMatrix | πŸ“¦ No
| [glm-4-9b-chat.Q3_K_S.gguf](https://huggingface.co/legraphista/glm-4-9b-chat-IMat-GGUF/blob/main/glm-4-9b-chat.Q3_K_S.gguf) | Q3_K_S | 4.59GB | βœ… Available | 🟒 IMatrix | πŸ“¦ No
| [glm-4-9b-chat.IQ3_M.gguf](https://huggingface.co/legraphista/glm-4-9b-chat-IMat-GGUF/blob/main/glm-4-9b-chat.IQ3_M.gguf) | IQ3_M | 4.81GB | βœ… Available | 🟒 IMatrix | πŸ“¦ No
| [glm-4-9b-chat.IQ3_S.gguf](https://huggingface.co/legraphista/glm-4-9b-chat-IMat-GGUF/blob/main/glm-4-9b-chat.IQ3_S.gguf) | IQ3_S | 4.59GB | βœ… Available | 🟒 IMatrix | πŸ“¦ No
| [glm-4-9b-chat.IQ3_XS.gguf](https://huggingface.co/legraphista/glm-4-9b-chat-IMat-GGUF/blob/main/glm-4-9b-chat.IQ3_XS.gguf) | IQ3_XS | 4.43GB | βœ… Available | 🟒 IMatrix | πŸ“¦ No
| [glm-4-9b-chat.IQ3_XXS.gguf](https://huggingface.co/legraphista/glm-4-9b-chat-IMat-GGUF/blob/main/glm-4-9b-chat.IQ3_XXS.gguf) | IQ3_XXS | 4.26GB | βœ… Available | 🟒 IMatrix | πŸ“¦ No
| [glm-4-9b-chat.Q2_K.gguf](https://huggingface.co/legraphista/glm-4-9b-chat-IMat-GGUF/blob/main/glm-4-9b-chat.Q2_K.gguf) | Q2_K | 3.99GB | βœ… Available | 🟒 IMatrix | πŸ“¦ No
| [glm-4-9b-chat.Q2_K_S.gguf](https://huggingface.co/legraphista/glm-4-9b-chat-IMat-GGUF/blob/main/glm-4-9b-chat.Q2_K_S.gguf) | Q2_K_S | 3.96GB | βœ… Available | 🟒 IMatrix | πŸ“¦ No
| [glm-4-9b-chat.IQ2_M.gguf](https://huggingface.co/legraphista/glm-4-9b-chat-IMat-GGUF/blob/main/glm-4-9b-chat.IQ2_M.gguf) | IQ2_M | 3.93GB | βœ… Available | 🟒 IMatrix | πŸ“¦ No
| [glm-4-9b-chat.IQ2_S.gguf](https://huggingface.co/legraphista/glm-4-9b-chat-IMat-GGUF/blob/main/glm-4-9b-chat.IQ2_S.gguf) | IQ2_S | 3.77GB | βœ… Available | 🟒 IMatrix | πŸ“¦ No
| [glm-4-9b-chat.IQ2_XS.gguf](https://huggingface.co/legraphista/glm-4-9b-chat-IMat-GGUF/blob/main/glm-4-9b-chat.IQ2_XS.gguf) | IQ2_XS | 3.61GB | βœ… Available | 🟒 IMatrix | πŸ“¦ No
| [glm-4-9b-chat.IQ2_XXS.gguf](https://huggingface.co/legraphista/glm-4-9b-chat-IMat-GGUF/blob/main/glm-4-9b-chat.IQ2_XXS.gguf) | IQ2_XXS | 3.43GB | βœ… Available | 🟒 IMatrix | πŸ“¦ No
| [glm-4-9b-chat.IQ1_M.gguf](https://huggingface.co/legraphista/glm-4-9b-chat-IMat-GGUF/blob/main/glm-4-9b-chat.IQ1_M.gguf) | IQ1_M | 3.22GB | βœ… Available | 🟒 IMatrix | πŸ“¦ No
| [glm-4-9b-chat.IQ1_S.gguf](https://huggingface.co/legraphista/glm-4-9b-chat-IMat-GGUF/blob/main/glm-4-9b-chat.IQ1_S.gguf) | IQ1_S | 3.10GB | βœ… Available | 🟒 IMatrix | πŸ“¦ No


## Downloading using huggingface-cli
If you do not have hugginface-cli installed:
```
pip install -U "huggingface_hub[cli]"
```
Download the specific file you want:
```
huggingface-cli download legraphista/glm-4-9b-chat-IMat-GGUF --include "glm-4-9b-chat.Q8_0.gguf" --local-dir ./
```
If the model file is big, it has been split into multiple files. In order to download them all to a local folder, run:
```
huggingface-cli download legraphista/glm-4-9b-chat-IMat-GGUF --include "glm-4-9b-chat.Q8_0/*" --local-dir ./
# see FAQ for merging GGUF's
```

---

## Inference

### Simple chat template
```
[gMASK]<sop><|user|>
{user_prompt}<|assistant|>
{assistant_response}<|user|>
{next_user_prompt}
```

### Chat template with system prompt
```
[gMASK]<sop><|system|>
{system_prompt}<|user|>
{user_prompt}<|assistant|>
{assistant_response}<|user|>
{next_user_prompt}
```

### Llama.cpp
```
llama.cpp/main -m glm-4-9b-chat.Q8_0.gguf --color -i -p "prompt here (according to the chat template)"
```

---

## FAQ

### Why is the IMatrix not applied everywhere?
According to [this investigation](https://www.reddit.com/r/LocalLLaMA/comments/1993iro/ggufs_quants_can_punch_above_their_weights_now/), it appears that lower quantizations are the only ones that benefit from the imatrix input (as per hellaswag results). 

### How do I merge a split GGUF?
1. Make sure you have `gguf-split` available
    - To get hold of `gguf-split`, navigate to https://github.com/ggerganov/llama.cpp/releases
    - Download the appropriate zip for your system from the latest release
    - Unzip the archive and you should be able to find `gguf-split`
2. Locate your GGUF chunks folder (ex: `glm-4-9b-chat.Q8_0`)
3. Run `gguf-split --merge glm-4-9b-chat.Q8_0/glm-4-9b-chat.Q8_0-00001-of-XXXXX.gguf glm-4-9b-chat.Q8_0.gguf`
    - Make sure to point `gguf-split` to the first chunk of the split.

---

Got a suggestion? Ping me [@legraphista](https://x.com/legraphista)!