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--- |
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tags: |
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- merge |
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- mergekit |
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- lazymergekit |
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- abacaj/phi-2-super |
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- abacaj/phi-2-super |
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- abacaj/phi-2-super |
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- abacaj/phi-2-super |
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- abacaj/phi-2-super |
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- abacaj/phi-2-super |
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- abacaj/phi-2-super |
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- abacaj/phi-2-super |
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base_model: |
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- abacaj/phi-2-super |
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- abacaj/phi-2-super |
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- abacaj/phi-2-super |
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- abacaj/phi-2-super |
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- abacaj/phi-2-super |
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- abacaj/phi-2-super |
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- abacaj/phi-2-super |
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- abacaj/phi-2-super |
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--- |
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# phi-2-DLEC |
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phi-2-DLEC is a merge of the following models using [LazyMergekit](https://colab.research.google.com/drive/1obulZ1ROXHjYLn6PPZJwRR6GzgQogxxb?usp=sharing): |
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* [abacaj/phi-2-super](https://huggingface.co/abacaj/phi-2-super) |
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* [abacaj/phi-2-super](https://huggingface.co/abacaj/phi-2-super) |
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* [abacaj/phi-2-super](https://huggingface.co/abacaj/phi-2-super) |
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* [abacaj/phi-2-super](https://huggingface.co/abacaj/phi-2-super) |
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* [abacaj/phi-2-super](https://huggingface.co/abacaj/phi-2-super) |
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* [abacaj/phi-2-super](https://huggingface.co/abacaj/phi-2-super) |
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* [abacaj/phi-2-super](https://huggingface.co/abacaj/phi-2-super) |
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* [abacaj/phi-2-super](https://huggingface.co/abacaj/phi-2-super) |
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## 🧩 Configuration |
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```yaml |
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dtype: bfloat16 |
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merge_method: passthrough |
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slices: |
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- sources: |
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- model: abacaj/phi-2-super |
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layer_range: [0, 3] # Introduces 0, 3 |
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- sources: |
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- model: abacaj/phi-2-super |
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layer_range: [3, 8] # Duplicates 3, introduces 4, 7, 8 |
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- sources: |
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- model: abacaj/phi-2-super |
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layer_range: [7, 12] # Duplicates 7, 8, introduces 11, 12 |
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- sources: |
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- model: abacaj/phi-2-super |
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layer_range: [11, 16] # Duplicates 11, 12, introduces 15, 16 |
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- sources: |
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- model: abacaj/phi-2-super |
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layer_range: [15, 20] # Duplicates 15, 16, introduces 19, 20 |
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- sources: |
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- model: abacaj/phi-2-super |
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layer_range: [19, 24] # Duplicates 19, 20, introduces 23, 24 |
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- sources: |
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- model: abacaj/phi-2-super |
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layer_range: [23, 28] # Duplicates 23, 24, introduces 27, 28 |
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- sources: |
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- model: abacaj/phi-2-super |
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layer_range: [27, 32] # Duplicates 27, 28, introduces 31, 32 |
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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 = "TheSkullery/phi-2-DLEC" |
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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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``` |
