|
--- |
|
base_model: |
|
- cognitivecomputations/dolphin-2.9.3-qwen2-1.5b |
|
- Replete-AI/Qwen2-1.5b-Instruct-Replete-Adapted |
|
- M4-ai/Hercules-5.0-Qwen2-1.5B |
|
- d-llm/Qwen2-1.5B-Instruct-orpo |
|
license: apache-2.0 |
|
tags: |
|
- moe |
|
- frankenmoe |
|
- merge |
|
- mergekit |
|
- lazymergekit |
|
- cognitivecomputations/dolphin-2.9.3-qwen2-1.5b |
|
- Replete-AI/Qwen2-1.5b-Instruct-Replete-Adapted |
|
- M4-ai/Hercules-5.0-Qwen2-1.5B |
|
- d-llm/Qwen2-1.5B-Instruct-orpo |
|
--- |
|
|
|
# Qwen2-4x1.5B-v2 |
|
|
|
Qwen2-4x1.5B-v2 is a Mixture of Experts (MoE) made with the following models using [LazyMergekit](https://colab.research.google.com/drive/1obulZ1ROXHjYLn6PPZJwRR6GzgQogxxb?usp=sharing): |
|
* [cognitivecomputations/dolphin-2.9.3-qwen2-1.5b](https://huggingface.co./cognitivecomputations/dolphin-2.9.3-qwen2-1.5b) |
|
* [Replete-AI/Qwen2-1.5b-Instruct-Replete-Adapted](https://huggingface.co./Replete-AI/Qwen2-1.5b-Instruct-Replete-Adapted) |
|
* [M4-ai/Hercules-5.0-Qwen2-1.5B](https://huggingface.co./M4-ai/Hercules-5.0-Qwen2-1.5B) |
|
* [d-llm/Qwen2-1.5B-Instruct-orpo](https://huggingface.co./d-llm/Qwen2-1.5B-Instruct-orpo) |
|
|
|
## 🧩 Configuration |
|
|
|
```yaml |
|
|
|
``` |
|
|
|
## 💻 Usage |
|
|
|
```python |
|
!pip install -qU transformers bitsandbytes accelerate |
|
|
|
from transformers import AutoTokenizer, pipeline |
|
import torch |
|
|
|
model = "djuna/Qwen2-4x1.5B-v2" |
|
|
|
tokenizer = AutoTokenizer.from_pretrained(model) |
|
generator = pipeline( |
|
"text-generation", |
|
model=model, |
|
model_kwargs={"torch_dtype": torch.float16, "load_in_4bit": True}, |
|
) |
|
|
|
messages = [{"role": "user", "content": "Explain what a Mixture of Experts is in less than 100 words."}] |
|
prompt = tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True) |
|
outputs = generator(prompt, max_new_tokens=256, do_sample=True, temperature=0.7, top_k=50, top_p=0.95) |
|
print(outputs[0]["generated_text"]) |
|
``` |
