
# **PlatYi-34B-200k-Q-FastChat**  
<img src='./PlatYi.png' width=256>

## Model Details

**Model Developers** Kyujin Han (kyujinpy)

**Input** Models input text only.

**Output** Models generate text only.

**Model Architecture**   
PlatYi-34B-200k-Q-FastChat is an auto-regressive language model based on the Yi-34B transformer architecture.

**Blog Link**  
Blog: [Coming soon...]  
Github: [Coming soon...]  

**Base Model**    
[01-ai/Yi-34B-200K](https://huggingface.co/01-ai/Yi-34B-200K)  
  
**Training Dataset**    
[garage-bAInd/Open-Platypus](https://huggingface.co/datasets/garage-bAInd/Open-Platypus).  

**Notice**  
While training, I used QLoRA.  
`lora_r` values is 64.   

**Apply prompting**  
References by [FastChat](https://github.com/lm-sys/FastChat/blob/daa2b9abe20597ebf34dc5df164d450456610c74/fastchat/conversation.py#L198-L229).   
  
# **Model Benchmark**

## Open leaderboard
- Follow up as [link](https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard).  

| Model | Average | ARC | HellaSwag | MMLU | TruthfulQA | Winogrande | GSM8K |
| --- | --- | --- | --- | --- | --- | --- | --- |
| **PlatYi-34B-200k-Q-FastChat** | 67.85 | 64.93 | 84.46 | 77.13 | 48.38 | 80.74 | 51.48 |
| PlatYi-34B-Llama-Q-FastChat | 68.31 | 66.31 | 85.25 | 78.37 | 53.62 | 82.16 | 44.35 |
| [Yi-34B](https://huggingface.co/01-ai/Yi-34B) | 69.42 | 64.59 | 85.69 | 76.35 | 56.23 | 83.03 | 50.64 |  
   
# Implementation Code
```python
### KO-Platypus
from transformers import AutoModelForCausalLM, AutoTokenizer
import torch

repo = "kyujinpy/PlatYi-34B-200k-Q-FastChat"
OpenOrca = AutoModelForCausalLM.from_pretrained(
        repo,
        return_dict=True,
        torch_dtype=torch.float16,
        device_map='auto'
)
OpenOrca_tokenizer = AutoTokenizer.from_pretrained(repo)
```

---
{"language": ["en"], "license": "cc-by-nc-sa-4.0", "library_name": "transformers", "datasets": ["garage-bAInd/Open-Platypus"], "pipeline_tag": "text-generation"}
transformers pytorch llama text-generation en dataset:garage-bAInd/Open-Platypus license:cc-by-nc-sa-4.0 autotrain_compatible endpoints_compatible text-generation-inference region:us