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--- |
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license: apache-2.0 |
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tags: |
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- moe |
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- frankenmoe |
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- merge |
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- mergekit |
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- lazymergekit |
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- jsfs11/RandomMergeNoNormWEIGHTED-7B-DARETIES |
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- senseable/WestLake-7B-v2 |
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- mlabonne/OmniBeagle-7B |
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- vanillaOVO/supermario_v3 |
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base_model: |
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- jsfs11/RandomMergeNoNormWEIGHTED-7B-DARETIES |
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- senseable/WestLake-7B-v2 |
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- mlabonne/OmniBeagle-7B |
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- vanillaOVO/supermario_v3 |
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--- |
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# MixtureofMerges-MoE-4x7b-v3 |
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MixtureofMerges-MoE-4x7b-v3 is a Mixure of Experts (MoE) made with the following models using [LazyMergekit](https://colab.research.google.com/drive/1obulZ1ROXHjYLn6PPZJwRR6GzgQogxxb?usp=sharing): |
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* [jsfs11/RandomMergeNoNormWEIGHTED-7B-DARETIES](https://huggingface.co/jsfs11/RandomMergeNoNormWEIGHTED-7B-DARETIES) |
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* [senseable/WestLake-7B-v2](https://huggingface.co/senseable/WestLake-7B-v2) |
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* [mlabonne/OmniBeagle-7B](https://huggingface.co/mlabonne/OmniBeagle-7B) |
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* [vanillaOVO/supermario_v3](https://huggingface.co/vanillaOVO/supermario_v3) |
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## 🧩 Configuration |
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```yaml |
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base_model: senseable/WestLake-7B-v2 |
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gate_mode: hidden |
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dtype: bfloat16 |
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experts: |
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- source_model: jsfs11/RandomMergeNoNormWEIGHTED-7B-DARETIES |
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positive_prompts: |
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- "Answer this question from the ARC (Argument Reasoning Comprehension)." |
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- "Use common sense and logical reasoning skills." |
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negative_prompts: |
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- "nonsense" |
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- "irrational" |
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- "math" |
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- "code" |
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- source_model: senseable/WestLake-7B-v2 |
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positive_prompts: |
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- "Answer this question from the Winogrande test." |
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- "Use advanced knowledge of culture and humanity" |
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negative_prompts: |
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- "ignorance" |
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- "uninformed" |
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- "creativity" |
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- source_model: mlabonne/OmniBeagle-7B |
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positive_prompts: |
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- "Calculate the answer to this math problem" |
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- "My mathematical capabilities are strong, allowing me to handle complex mathematical queries" |
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- "solve for" |
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negative_prompts: |
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- "incorrect" |
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- "inaccurate" |
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- "creativity" |
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- source_model: vanillaOVO/supermario_v3 |
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positive_prompts: |
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- "Predict the most plausible continuation for this scenario." |
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- "Demonstrate understanding of everyday commonsense in your response." |
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- "Use contextual clues to determine the most likely outcome." |
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- "Apply logical reasoning to complete the given narrative." |
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- "Infer the most realistic action or event that follows." |
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negative_prompts: |
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- "guesswork" |
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- "irrelevant information" |
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- "contradictory response" |
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- "illogical conclusion" |
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- "ignoring context" |
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``` |
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## 💻 Usage |
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```python |
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!pip install -qU transformers bitsandbytes 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 = "jsfs11/MixtureofMerges-MoE-4x7b-v3" |
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tokenizer = AutoTokenizer.from_pretrained(model) |
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pipeline = transformers.pipeline( |
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"text-generation", |
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model=model, |
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model_kwargs={"torch_dtype": torch.float16, "load_in_4bit": True}, |
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) |
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messages = [{"role": "user", "content": "Explain what a Mixture of Experts is in less than 100 words."}] |
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prompt = pipeline.tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True) |
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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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``` |
