Hugging Face's logo

legraphista
/
c4ai-command-r-plus-08-2024-IMat-GGUF

Text Generation
GGUF
10 languages
quantized
GGUF
quantization
imat
imatrix
static
16bit
8bit
6bit
5bit
4bit
3bit
2bit
1bit
Model card Files Community
c4ai-command-r-plus-08-2024-IMat-GGUF
File size: 10,763 Bytes 
18da844
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
460d34e
18da844
 
 
 
 
 
7e4b13b
008b026
cad72ef
54cb4b6
18da844
 
 
 
 
37b18f4
18da844
7e4b13b
c5e5756
6deef03
008b026
a728960
f35919a
22545a1
cad72ef
b268958
882e8b2
12b70ea
c01e4ee
d033cea
462df73
54cb4b6
8e9ba75
3f8423f
8e1afcc
b793b02
3eff462
0ded4e7
e3621cc
18da844
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
 
---
base_model: CohereForAI/c4ai-command-r-plus-08-2024
extra_gated_prompt: "By submitting this form, you agree to the [License Agreement](https://cohere.com/c4ai-cc-by-nc-license)\
  \  and acknowledge that the information you provide will be collected, used, and\
  \ shared in accordance with Cohere\u2019s [Privacy Policy]( https://cohere.com/privacy)."
inference: false
language:
- en
- fr
- de
- es
- it
- pt
- ja
- ko
- zh
- ar
library_name: gguf
license: cc-by-nc-4.0
pipeline_tag: text-generation
quantized_by: legraphista
tags:
- quantized
- GGUF
- quantization
- imat
- imatrix
- static
- 16bit
- 8bit
- 6bit
- 5bit
- 4bit
- 3bit
- 2bit
- 1bit
---

# c4ai-command-r-plus-08-2024-IMat-GGUF
_Llama.cpp imatrix quantization of CohereForAI/c4ai-command-r-plus-08-2024_

Original Model: [CohereForAI/c4ai-command-r-plus-08-2024](https://huggingface.co/CohereForAI/c4ai-command-r-plus-08-2024)    
Original dtype: `FP16` (`float16`)  
Quantized by:  llama.cpp [b3645](https://github.com/ggerganov/llama.cpp/releases/tag/b3645)  
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: ✅ Available  
Link: [here](https://huggingface.co/legraphista/c4ai-command-r-plus-08-2024-IMat-GGUF/blob/main/imatrix.dat)

### Common Quants
| Filename | Quant type | File Size | Status | Uses IMatrix | Is Split |
| -------- | ---------- | --------- | ------ | ------------ | -------- |
| c4ai-command-r-plus-08-2024.Q8_0 | Q8_0 | - | ⏳ Processing | ⚪ Static | -
| [c4ai-command-r-plus-08-2024.Q6_K/*](https://huggingface.co/legraphista/c4ai-command-r-plus-08-2024-IMat-GGUF/tree/main/c4ai-command-r-plus-08-2024.Q6_K) | Q6_K | 85.17GB | ✅ Available | ⚪ Static | ✂ Yes
| [c4ai-command-r-plus-08-2024.Q4_K/*](https://huggingface.co/legraphista/c4ai-command-r-plus-08-2024-IMat-GGUF/tree/main/c4ai-command-r-plus-08-2024.Q4_K) | Q4_K | 62.75GB | ✅ Available | 🟢 IMatrix | ✂ Yes
| [c4ai-command-r-plus-08-2024.Q3_K/*](https://huggingface.co/legraphista/c4ai-command-r-plus-08-2024-IMat-GGUF/tree/main/c4ai-command-r-plus-08-2024.Q3_K) | Q3_K | 50.98GB | ✅ Available | 🟢 IMatrix | ✂ Yes
| [c4ai-command-r-plus-08-2024.Q2_K.gguf](https://huggingface.co/legraphista/c4ai-command-r-plus-08-2024-IMat-GGUF/blob/main/c4ai-command-r-plus-08-2024.Q2_K.gguf) | Q2_K | 39.50GB | ✅ Available | 🟢 IMatrix | 📦 No


### All Quants
| Filename | Quant type | File Size | Status | Uses IMatrix | Is Split |
| -------- | ---------- | --------- | ------ | ------------ | -------- |
| [c4ai-command-r-plus-08-2024.FP16/*](https://huggingface.co/legraphista/c4ai-command-r-plus-08-2024-IMat-GGUF/tree/main/c4ai-command-r-plus-08-2024.FP16) | F16 | 207.64GB | ✅ Available | ⚪ Static | ✂ Yes
| c4ai-command-r-plus-08-2024.Q8_0 | Q8_0 | - | ⏳ Processing | ⚪ Static | -
| [c4ai-command-r-plus-08-2024.Q6_K/*](https://huggingface.co/legraphista/c4ai-command-r-plus-08-2024-IMat-GGUF/tree/main/c4ai-command-r-plus-08-2024.Q6_K) | Q6_K | 85.17GB | ✅ Available | ⚪ Static | ✂ Yes
| [c4ai-command-r-plus-08-2024.Q5_K/*](https://huggingface.co/legraphista/c4ai-command-r-plus-08-2024-IMat-GGUF/tree/main/c4ai-command-r-plus-08-2024.Q5_K) | Q5_K | 73.62GB | ✅ Available | ⚪ Static | ✂ Yes
| [c4ai-command-r-plus-08-2024.Q5_K_S/*](https://huggingface.co/legraphista/c4ai-command-r-plus-08-2024-IMat-GGUF/tree/main/c4ai-command-r-plus-08-2024.Q5_K_S) | Q5_K_S | 71.80GB | ✅ Available | ⚪ Static | ✂ Yes
| [c4ai-command-r-plus-08-2024.Q4_K/*](https://huggingface.co/legraphista/c4ai-command-r-plus-08-2024-IMat-GGUF/tree/main/c4ai-command-r-plus-08-2024.Q4_K) | Q4_K | 62.75GB | ✅ Available | 🟢 IMatrix | ✂ Yes
| [c4ai-command-r-plus-08-2024.Q4_K_S/*](https://huggingface.co/legraphista/c4ai-command-r-plus-08-2024-IMat-GGUF/tree/main/c4ai-command-r-plus-08-2024.Q4_K_S) | Q4_K_S | 59.64GB | ✅ Available | 🟢 IMatrix | ✂ Yes
| [c4ai-command-r-plus-08-2024.IQ4_NL/*](https://huggingface.co/legraphista/c4ai-command-r-plus-08-2024-IMat-GGUF/tree/main/c4ai-command-r-plus-08-2024.IQ4_NL) | IQ4_NL | 59.32GB | ✅ Available | 🟢 IMatrix | ✂ Yes
| [c4ai-command-r-plus-08-2024.IQ4_XS/*](https://huggingface.co/legraphista/c4ai-command-r-plus-08-2024-IMat-GGUF/tree/main/c4ai-command-r-plus-08-2024.IQ4_XS) | IQ4_XS | 56.20GB | ✅ Available | 🟢 IMatrix | ✂ Yes
| [c4ai-command-r-plus-08-2024.Q3_K/*](https://huggingface.co/legraphista/c4ai-command-r-plus-08-2024-IMat-GGUF/tree/main/c4ai-command-r-plus-08-2024.Q3_K) | Q3_K | 50.98GB | ✅ Available | 🟢 IMatrix | ✂ Yes
| [c4ai-command-r-plus-08-2024.Q3_K_L/*](https://huggingface.co/legraphista/c4ai-command-r-plus-08-2024-IMat-GGUF/tree/main/c4ai-command-r-plus-08-2024.Q3_K_L) | Q3_K_L | 55.40GB | ✅ Available | 🟢 IMatrix | ✂ Yes
| [c4ai-command-r-plus-08-2024.Q3_K_S/*](https://huggingface.co/legraphista/c4ai-command-r-plus-08-2024-IMat-GGUF/tree/main/c4ai-command-r-plus-08-2024.Q3_K_S) | Q3_K_S | 45.85GB | ✅ Available | 🟢 IMatrix | ✂ Yes
| [c4ai-command-r-plus-08-2024.IQ3_M/*](https://huggingface.co/legraphista/c4ai-command-r-plus-08-2024-IMat-GGUF/tree/main/c4ai-command-r-plus-08-2024.IQ3_M) | IQ3_M | 47.68GB | ✅ Available | 🟢 IMatrix | ✂ Yes
| [c4ai-command-r-plus-08-2024.IQ3_S/*](https://huggingface.co/legraphista/c4ai-command-r-plus-08-2024-IMat-GGUF/tree/main/c4ai-command-r-plus-08-2024.IQ3_S) | IQ3_S | 45.96GB | ✅ Available | 🟢 IMatrix | ✂ Yes
| [c4ai-command-r-plus-08-2024.IQ3_XS.gguf](https://huggingface.co/legraphista/c4ai-command-r-plus-08-2024-IMat-GGUF/blob/main/c4ai-command-r-plus-08-2024.IQ3_XS.gguf) | IQ3_XS | 43.60GB | ✅ Available | 🟢 IMatrix | 📦 No
| [c4ai-command-r-plus-08-2024.IQ3_XXS.gguf](https://huggingface.co/legraphista/c4ai-command-r-plus-08-2024-IMat-GGUF/blob/main/c4ai-command-r-plus-08-2024.IQ3_XXS.gguf) | IQ3_XXS | 40.66GB | ✅ Available | 🟢 IMatrix | 📦 No
| [c4ai-command-r-plus-08-2024.Q2_K.gguf](https://huggingface.co/legraphista/c4ai-command-r-plus-08-2024-IMat-GGUF/blob/main/c4ai-command-r-plus-08-2024.Q2_K.gguf) | Q2_K | 39.50GB | ✅ Available | 🟢 IMatrix | 📦 No
| [c4ai-command-r-plus-08-2024.Q2_K_S.gguf](https://huggingface.co/legraphista/c4ai-command-r-plus-08-2024-IMat-GGUF/blob/main/c4ai-command-r-plus-08-2024.Q2_K_S.gguf) | Q2_K_S | 36.60GB | ✅ Available | 🟢 IMatrix | 📦 No
| [c4ai-command-r-plus-08-2024.IQ2_M.gguf](https://huggingface.co/legraphista/c4ai-command-r-plus-08-2024-IMat-GGUF/blob/main/c4ai-command-r-plus-08-2024.IQ2_M.gguf) | IQ2_M | 36.04GB | ✅ Available | 🟢 IMatrix | 📦 No
| [c4ai-command-r-plus-08-2024.IQ2_S.gguf](https://huggingface.co/legraphista/c4ai-command-r-plus-08-2024-IMat-GGUF/blob/main/c4ai-command-r-plus-08-2024.IQ2_S.gguf) | IQ2_S | 33.32GB | ✅ Available | 🟢 IMatrix | 📦 No
| [c4ai-command-r-plus-08-2024.IQ2_XS.gguf](https://huggingface.co/legraphista/c4ai-command-r-plus-08-2024-IMat-GGUF/blob/main/c4ai-command-r-plus-08-2024.IQ2_XS.gguf) | IQ2_XS | 31.63GB | ✅ Available | 🟢 IMatrix | 📦 No
| [c4ai-command-r-plus-08-2024.IQ2_XXS.gguf](https://huggingface.co/legraphista/c4ai-command-r-plus-08-2024-IMat-GGUF/blob/main/c4ai-command-r-plus-08-2024.IQ2_XXS.gguf) | IQ2_XXS | 28.61GB | ✅ Available | 🟢 IMatrix | 📦 No
| [c4ai-command-r-plus-08-2024.IQ1_M.gguf](https://huggingface.co/legraphista/c4ai-command-r-plus-08-2024-IMat-GGUF/blob/main/c4ai-command-r-plus-08-2024.IQ1_M.gguf) | IQ1_M | 25.22GB | ✅ Available | 🟢 IMatrix | 📦 No
| [c4ai-command-r-plus-08-2024.IQ1_S.gguf](https://huggingface.co/legraphista/c4ai-command-r-plus-08-2024-IMat-GGUF/blob/main/c4ai-command-r-plus-08-2024.IQ1_S.gguf) | IQ1_S | 23.18GB | ✅ Available | 🟢 IMatrix | 📦 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/c4ai-command-r-plus-08-2024-IMat-GGUF --include "c4ai-command-r-plus-08-2024.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/c4ai-command-r-plus-08-2024-IMat-GGUF --include "c4ai-command-r-plus-08-2024.Q8_0/*" --local-dir ./
# see FAQ for merging GGUF's
```

---

## Inference

### Simple chat template
```
<BOS_TOKEN><|START_OF_TURN_TOKEN|><|USER_TOKEN|>{user_prompt}<|END_OF_TURN_TOKEN|><|START_OF_TURN_TOKEN|><|CHATBOT_TOKEN|>{assistant_response}<|END_OF_TURN_TOKEN|><|START_OF_TURN_TOKEN|><|USER_TOKEN|>{next_user_prompt}<|END_OF_TURN_TOKEN|>
```

### Chat template with system prompt
```
<BOS_TOKEN><|START_OF_TURN_TOKEN|><|SYSTEM_TOKEN|>{system_prompt}<|END_OF_TURN_TOKEN|><|START_OF_TURN_TOKEN|><|USER_TOKEN|>{user_prompt}<|END_OF_TURN_TOKEN|><|START_OF_TURN_TOKEN|><|CHATBOT_TOKEN|>{assistant_response}<|END_OF_TURN_TOKEN|><|START_OF_TURN_TOKEN|><|USER_TOKEN|>{next_user_prompt}<|END_OF_TURN_TOKEN|>
```

### Llama.cpp
```
llama.cpp/main -m c4ai-command-r-plus-08-2024.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: `c4ai-command-r-plus-08-2024.Q8_0`)
3. Run `gguf-split --merge c4ai-command-r-plus-08-2024.Q8_0/c4ai-command-r-plus-08-2024.Q8_0-00001-of-XXXXX.gguf c4ai-command-r-plus-08-2024.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)!