118 lines
4.0 KiB
Markdown
118 lines
4.0 KiB
Markdown
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---
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license: llama3.1
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tags:
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- merge
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- mergekit
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- Uncensored
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- Heretic
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- Joseph717171/Llama-3.1-SuperNova-8B-Lite_TIES_with_Base
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- mukaj/Llama-3.1-Hawkish-8B
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base_model:
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- Joseph717171/Llama-3.1-SuperNova-8B-Lite_TIES_with_Base
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- mukaj/Llama-3.1-Hawkish-8B
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- ChiKoi7/Llama-3.1-SuperNova-8B-Lite_TIES_with_Base-Heretic
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- ChiKoi7/Llama-3.1-Hawkish-8B-Heretic
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pipeline_tag: text-generation
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---
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# Llama3.1-SuperHawk-8B-Heretic-v2
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- A merge/clone of [Llama3.1-SuperHawk-8B](https://huggingface.co/Yuma42/Llama3.1-SuperHawk-8B) but all the models were abliterated before merging using [Heretic](https://github.com/p-e-w/heretic) v1.1.0
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- To be clear, this repo is NOT the original SuperHawk model passed through Heretic. A version that IS the original model passed through Heretic can be found [here](https://huggingface.co/ChiKoi7/Llama3.1-SuperHawk-8B-Heretic)
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- The same merge config as the original model was used, with the only difference being the models were abliterated first.<br><br>
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**Note:** The output of the merge was evaluated as having 16/100 refusals. The output model was passed through Heretic again to get the final result.
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| | Llama3.1-SuperHawk-8B-Heretic-v2 | Original model ([Llama3.1-SuperHawk-8B](https://huggingface.co/Yuma42/Llama3.1-SuperHawk-8B)) |
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| --- | --- | --- |
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| **Refusals** | 5/100 | 99/100 |
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| **KL divergence** | 0.0493 | 0 *(by definition)* |
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## Models Used
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[ChiKoi7/Llama-3.1-SuperNova-8B-Lite_TIES_with_Base-Heretic](https://huggingface.co/ChiKoi7/Llama-3.1-SuperNova-8B-Lite_TIES_with_Base-Heretic)<br>
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Initial Refusals: 97/100<br>
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Heretic: 3/100 @ 0.0530 KL Div.<br><br>
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[ChiKoi7/Llama-3.1-Hawkish-8B-Heretic](https://huggingface.co/ChiKoi7/Llama-3.1-Hawkish-8B-Heretic)<br>
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Initial Refusals: 98/100<br>
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Heretic: 9/100 @ 0.0595 KL Div.<br>
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## Merge Config
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```
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slices:
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- sources:
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- model: ChiKoi7/Llama-3.1-SuperNova-8B-Lite_TIES_with_Base-Heretic
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layer_range: [0, 32]
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- model: ChiKoi7/Llama-3.1-Hawkish-8B-Heretic
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layer_range: [0, 32]
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merge_method: slerp
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base_model: ChiKoi7/Llama-3.1-SuperNova-8B-Lite_TIES_with_Base-Heretic
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parameters:
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t:
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- value: 0.3
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dtype: bfloat16
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```
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---
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---
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Llama3.1-SuperHawk-8B is a merge of the following models using [LazyMergekit](https://colab.research.google.com/drive/1obulZ1ROXHjYLn6PPZJwRR6GzgQogxxb?usp=sharing):
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* [Joseph717171/Llama-3.1-SuperNova-8B-Lite_TIES_with_Base](https://huggingface.co/Joseph717171/Llama-3.1-SuperNova-8B-Lite_TIES_with_Base)
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* [mukaj/Llama-3.1-Hawkish-8B](https://huggingface.co/mukaj/Llama-3.1-Hawkish-8B)
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## 🧩 Configuration
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```yaml
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slices:
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- sources:
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- model: Joseph717171/Llama-3.1-SuperNova-8B-Lite_TIES_with_Base
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layer_range: [0, 32]
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- model: mukaj/Llama-3.1-Hawkish-8B
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layer_range: [0, 32]
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merge_method: slerp
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base_model: Joseph717171/Llama-3.1-SuperNova-8B-Lite_TIES_with_Base
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parameters:
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t:
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- value: 0.3
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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 = "Yuma42/Llama3.1-SuperHawk-8B"
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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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# [Open LLM Leaderboard Evaluation Results](https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard)
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Detailed results can be found [here](https://huggingface.co/datasets/open-llm-leaderboard/Yuma42__Llama3.1-SuperHawk-8B-details)
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| Metric |Value|
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|-------------------|----:|
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|Avg. |31.14|
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|IFEval (0-Shot) |79.86|
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|BBH (3-Shot) |31.97|
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|MATH Lvl 5 (4-Shot)|23.49|
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|GPQA (0-shot) | 8.39|
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|MuSR (0-shot) |10.38|
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|MMLU-PRO (5-shot) |32.73|
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