Quantization made by Richard Erkhov.

[Github](https://github.com/RichardErkhov)

[Discord](https://discord.gg/pvy7H8DZMG)

[Request more models](https://github.com/RichardErkhov/quant_request)


Rain-7B-v0.1 - GGUF
- Model creator: https://huggingface.co/raincandy-u/
- Original model: https://huggingface.co/raincandy-u/Rain-7B-v0.1/


| Name | Quant method | Size |
| ---- | ---- | ---- |
| [Rain-7B-v0.1.Q2_K.gguf](https://huggingface.co/RichardErkhov/raincandy-u_-_Rain-7B-v0.1-gguf/blob/main/Rain-7B-v0.1.Q2_K.gguf) | Q2_K | 2.89GB |
| [Rain-7B-v0.1.IQ3_XS.gguf](https://huggingface.co/RichardErkhov/raincandy-u_-_Rain-7B-v0.1-gguf/blob/main/Rain-7B-v0.1.IQ3_XS.gguf) | IQ3_XS | 3.18GB |
| [Rain-7B-v0.1.IQ3_S.gguf](https://huggingface.co/RichardErkhov/raincandy-u_-_Rain-7B-v0.1-gguf/blob/main/Rain-7B-v0.1.IQ3_S.gguf) | IQ3_S | 3.32GB |
| [Rain-7B-v0.1.Q3_K_S.gguf](https://huggingface.co/RichardErkhov/raincandy-u_-_Rain-7B-v0.1-gguf/blob/main/Rain-7B-v0.1.Q3_K_S.gguf) | Q3_K_S | 3.32GB |
| [Rain-7B-v0.1.IQ3_M.gguf](https://huggingface.co/RichardErkhov/raincandy-u_-_Rain-7B-v0.1-gguf/blob/main/Rain-7B-v0.1.IQ3_M.gguf) | IQ3_M | 3.48GB |
| [Rain-7B-v0.1.Q3_K.gguf](https://huggingface.co/RichardErkhov/raincandy-u_-_Rain-7B-v0.1-gguf/blob/main/Rain-7B-v0.1.Q3_K.gguf) | Q3_K | 3.65GB |
| [Rain-7B-v0.1.Q3_K_M.gguf](https://huggingface.co/RichardErkhov/raincandy-u_-_Rain-7B-v0.1-gguf/blob/main/Rain-7B-v0.1.Q3_K_M.gguf) | Q3_K_M | 3.65GB |
| [Rain-7B-v0.1.Q3_K_L.gguf](https://huggingface.co/RichardErkhov/raincandy-u_-_Rain-7B-v0.1-gguf/blob/main/Rain-7B-v0.1.Q3_K_L.gguf) | Q3_K_L | 3.93GB |
| [Rain-7B-v0.1.IQ4_XS.gguf](https://huggingface.co/RichardErkhov/raincandy-u_-_Rain-7B-v0.1-gguf/blob/main/Rain-7B-v0.1.IQ4_XS.gguf) | IQ4_XS | 4.02GB |
| [Rain-7B-v0.1.Q4_0.gguf](https://huggingface.co/RichardErkhov/raincandy-u_-_Rain-7B-v0.1-gguf/blob/main/Rain-7B-v0.1.Q4_0.gguf) | Q4_0 | 4.2GB |
| [Rain-7B-v0.1.IQ4_NL.gguf](https://huggingface.co/RichardErkhov/raincandy-u_-_Rain-7B-v0.1-gguf/blob/main/Rain-7B-v0.1.IQ4_NL.gguf) | IQ4_NL | 4.22GB |
| [Rain-7B-v0.1.Q4_K_S.gguf](https://huggingface.co/RichardErkhov/raincandy-u_-_Rain-7B-v0.1-gguf/blob/main/Rain-7B-v0.1.Q4_K_S.gguf) | Q4_K_S | 4.23GB |
| [Rain-7B-v0.1.Q4_K.gguf](https://huggingface.co/RichardErkhov/raincandy-u_-_Rain-7B-v0.1-gguf/blob/main/Rain-7B-v0.1.Q4_K.gguf) | Q4_K | 4.44GB |
| [Rain-7B-v0.1.Q4_K_M.gguf](https://huggingface.co/RichardErkhov/raincandy-u_-_Rain-7B-v0.1-gguf/blob/main/Rain-7B-v0.1.Q4_K_M.gguf) | Q4_K_M | 4.44GB |
| [Rain-7B-v0.1.Q4_1.gguf](https://huggingface.co/RichardErkhov/raincandy-u_-_Rain-7B-v0.1-gguf/blob/main/Rain-7B-v0.1.Q4_1.gguf) | Q4_1 | 4.62GB |
| [Rain-7B-v0.1.Q5_0.gguf](https://huggingface.co/RichardErkhov/raincandy-u_-_Rain-7B-v0.1-gguf/blob/main/Rain-7B-v0.1.Q5_0.gguf) | Q5_0 | 5.03GB |
| [Rain-7B-v0.1.Q5_K_S.gguf](https://huggingface.co/RichardErkhov/raincandy-u_-_Rain-7B-v0.1-gguf/blob/main/Rain-7B-v0.1.Q5_K_S.gguf) | Q5_K_S | 5.03GB |
| [Rain-7B-v0.1.Q5_K.gguf](https://huggingface.co/RichardErkhov/raincandy-u_-_Rain-7B-v0.1-gguf/blob/main/Rain-7B-v0.1.Q5_K.gguf) | Q5_K | 5.15GB |
| [Rain-7B-v0.1.Q5_K_M.gguf](https://huggingface.co/RichardErkhov/raincandy-u_-_Rain-7B-v0.1-gguf/blob/main/Rain-7B-v0.1.Q5_K_M.gguf) | Q5_K_M | 5.15GB |
| [Rain-7B-v0.1.Q5_1.gguf](https://huggingface.co/RichardErkhov/raincandy-u_-_Rain-7B-v0.1-gguf/blob/main/Rain-7B-v0.1.Q5_1.gguf) | Q5_1 | 5.44GB |
| [Rain-7B-v0.1.Q6_K.gguf](https://huggingface.co/RichardErkhov/raincandy-u_-_Rain-7B-v0.1-gguf/blob/main/Rain-7B-v0.1.Q6_K.gguf) | Q6_K | 5.91GB |
| [Rain-7B-v0.1.Q8_0.gguf](https://huggingface.co/RichardErkhov/raincandy-u_-_Rain-7B-v0.1-gguf/blob/main/Rain-7B-v0.1.Q8_0.gguf) | Q8_0 | 7.65GB |




Original model description:
---
license: other
license_name: tongyi-qianwen
license_link: https://huggingface.co/Qwen/Qwen1.5-7B-Chat/raw/main/LICENSE
datasets:
- yys/OpenOrca-Chinese
language:
- zh
- en
pipeline_tag: text-generation
tags:
- CoT
---
<style>
  @font-face {
  font-family: Zpix;
  src: url(https://zpix.now.sh/zpix.woff2?v2021-03-21);
}
  * {
    font-family:Zpix;
  }
  #main-ame-back {
    font-family:Zpix;
    color: #fd96fd !important;
    
      padding: 15px;
  }
  a {
    color:#fd87c2 !important
  }
  #main-ame-back h1{
    color:#8e45f5 !important;
  }
</style>
<img src="https://pbs.twimg.com/media/GKJ6VOdbIAAo2yr?format=png&name=900x900"></img>



<div id="main-ame-back">

<div style="font-size:40px;color: #ebb4dd;font-weight:bolder;">ジェルばんは~</div>

  <br>
<h1>🧬UPDATE: Please see <a href="https://huggingface.co/raincandy-u/Rain-7B-v0.2">Here</a> for v0.2 model.</h1>
<h1>🧬Rain-7B-v0.1</h1>


Rain-7B-v0.1 is an experimental model finetuned on <a href="https://huggingface.co/Qwen/Qwen1.5-7B-Chat">Qwen1.5-7B-Chat</a> with thousands of <b>chain of thought</b> conversations.

It work better for `"think step by step"` prompt.

<h1>🧬Evaluation</h1>
  
|Model name|MMLU|
|---|---|
|Qwen1.5-7B-Chat|55.8|
|Rain-7B-v0.1|58.1|

<h1>🧬Usage</h1>

```python
!pip install -qU transformers accelerate

from transformers import AutoTokenizer
import transformers
import torch

model = "raincandy-u/Rain-7B-v0.1"
messages = [{"role": "user", "content": "What is chain of thoughts?"}]

tokenizer = AutoTokenizer.from_pretrained(model)
prompt = tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)
pipeline = transformers.pipeline(
    "text-generation",
    model=model,
    torch_dtype=torch.float16,
    device_map="auto",
)

outputs = pipeline(prompt, max_new_tokens=256, do_sample=True, temperature=0.7, top_k=50, top_p=0.95)
print(outputs[0]["generated_text"])
```

</div>