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README.md
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---
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base_model:
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- teknium/OpenHermes-2.5-Mistral-7B
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- NousResearch/Nous-Hermes-2-Mistral-7B-DPO
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- merge
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- mergekit
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- lazymergekit
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---
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# SUONG-2
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* [teknium/OpenHermes-2.5-Mistral-7B](https://huggingface.co/teknium/OpenHermes-2.5-Mistral-7B)
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* [NousResearch/Nous-Hermes-2-Mistral-7B-DPO](https://huggingface.co/NousResearch/Nous-Hermes-2-Mistral-7B-DPO)
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```yaml
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slices:
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- sources:
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- filter: mlp
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value: [1, 0.5, 0.7, 0.3, 0]
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- value: 0.5
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dtype: bfloat16
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```
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## 💻 Usage
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```python
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!pip install -qU transformers accelerate
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from transformers import AutoTokenizer
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import transformers
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import torch
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model = "Davidsv/SUONG-2"
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messages = [{"role": "user", "content": "What is a large language model?"}]
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tokenizer = AutoTokenizer.from_pretrained(model)
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prompt = tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)
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pipeline = transformers.pipeline(
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"text-generation",
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model=model,
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torch_dtype=torch.float16,
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device_map="auto",
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)
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outputs = pipeline(prompt, max_new_tokens=256, do_sample=True, temperature=0.7, top_k=50, top_p=0.95)
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print(outputs[0]["generated_text"])
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```
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---
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license: apache-2.0
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base_model:
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- teknium/OpenHermes-2.5-Mistral-7B
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- NousResearch/Nous-Hermes-2-Mistral-7B-DPO
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- merge
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- mergekit
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- lazymergekit
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- mistral
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- hermes
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- dpo
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---
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# SUONG-2
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This is a merge of two leading Hermes models created using [LazyMergekit](https://colab.research.google.com/drive/1obulZ1ROXHjYLn6PPZJwRR6GzgQogxxb?usp=sharing), combining OpenHermes's robust capabilities with Nous-Hermes-DPO's refined instruction following.
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## About Me
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I'm David Soeiro-Vuong, a third-year Computer Science student working as an apprentice at TW3 Partners, a company specialized in Generative AI. Passionate about artificial intelligence and language models optimization, I focus on creating efficient model merges that balance performance and capabilities.
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🔗 [Connect with me on LinkedIn](https://www.linkedin.com/in/david-soeiro-vuong-a28b582ba/)
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## Merge Details
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### Merge Method
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This model uses SLERP (Spherical Linear Interpolation) with carefully tuned parameters:
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- Progressive attention layer fusion patterns
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- Balanced MLP layer transitions
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- bfloat16 format for efficient memory usage
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- Full layer utilization for maximum capability retention
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### Models Merged
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* [teknium/OpenHermes-2.5-Mistral-7B](https://huggingface.co/teknium/OpenHermes-2.5-Mistral-7B)
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* [NousResearch/Nous-Hermes-2-Mistral-7B-DPO](https://huggingface.co/NousResearch/Nous-Hermes-2-Mistral-7B-DPO)
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### Configuration
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```yaml
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slices:
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- sources:
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- filter: mlp
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value: [1, 0.5, 0.7, 0.3, 0]
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- value: 0.5
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dtype: bfloat16
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