richarderkhov/allknowingroger_-_multiverseex26-neurallaymons-12b-moe-gguf overview

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    "summary": "MultiverseEx26-Neurallaymons-12B-MoE is a Mixture of Experts (MoE) made with the following models using LazyMergekit: * allknowingroger/MultiverseEx26-7B-slerp * allknowingroger/Neurallaymons-7B-slerp",
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    "readme_markdown": "Quantization made by Richard Erkhov.\n\n[Github](https://github.com/RichardErkhov)\n\n[Discord](https://discord.gg/pvy7H8DZMG)\n\n[Request more models](https://github.com/RichardErkhov/quant_request)\n\n\nMultiverseEx26-Neurallaymons-12B-MoE - GGUF\n- Model creator: https://huggingface.co/allknowingroger/\n- Original model: https://huggingface.co/allknowingroger/MultiverseEx26-Neurallaymons-12B-MoE/\n\n\n| Name | Quant method | Size |\n| ---- | ---- | ---- |\n| [MultiverseEx26-Neurallaymons-12B-MoE.Q2_K.gguf](https://huggingface.co/RichardErkhov/allknowingroger_-_MultiverseEx26-Neurallaymons-12B-MoE-gguf/blob/main/MultiverseEx26-Neurallaymons-12B-MoE.Q2_K.gguf) | Q2_K | 4.43GB |\n| [MultiverseEx26-Neurallaymons-12B-MoE.IQ3_XS.gguf](https://huggingface.co/RichardErkhov/allknowingroger_-_MultiverseEx26-Neurallaymons-12B-MoE-gguf/blob/main/MultiverseEx26-Neurallaymons-12B-MoE.IQ3_XS.gguf) | IQ3_XS | 4.95GB |\n| [MultiverseEx26-Neurallaymons-12B-MoE.IQ3_S.gguf](https://huggingface.co/RichardErkhov/allknowingroger_-_MultiverseEx26-Neurallaymons-12B-MoE-gguf/blob/main/MultiverseEx26-Neurallaymons-12B-MoE.IQ3_S.gguf) | IQ3_S | 5.22GB |\n| [MultiverseEx26-Neurallaymons-12B-MoE.Q3_K_S.gguf](https://huggingface.co/RichardErkhov/allknowingroger_-_MultiverseEx26-Neurallaymons-12B-MoE-gguf/blob/main/MultiverseEx26-Neurallaymons-12B-MoE.Q3_K_S.gguf) | Q3_K_S | 5.2GB |\n| [MultiverseEx26-Neurallaymons-12B-MoE.IQ3_M.gguf](https://huggingface.co/RichardErkhov/allknowingroger_-_MultiverseEx26-Neurallaymons-12B-MoE-gguf/blob/main/MultiverseEx26-Neurallaymons-12B-MoE.IQ3_M.gguf) | IQ3_M | 5.35GB |\n| [MultiverseEx26-Neurallaymons-12B-MoE.Q3_K.gguf](https://huggingface.co/RichardErkhov/allknowingroger_-_MultiverseEx26-Neurallaymons-12B-MoE-gguf/blob/main/MultiverseEx26-Neurallaymons-12B-MoE.Q3_K.gguf) | Q3_K | 5.78GB |\n| [MultiverseEx26-Neurallaymons-12B-MoE.Q3_K_M.gguf](https://huggingface.co/RichardErkhov/allknowingroger_-_MultiverseEx26-Neurallaymons-12B-MoE-gguf/blob/main/MultiverseEx26-Neurallaymons-12B-MoE.Q3_K_M.gguf) | Q3_K_M | 5.78GB |\n| [MultiverseEx26-Neurallaymons-12B-MoE.Q3_K_L.gguf](https://huggingface.co/RichardErkhov/allknowingroger_-_MultiverseEx26-Neurallaymons-12B-MoE-gguf/blob/main/MultiverseEx26-Neurallaymons-12B-MoE.Q3_K_L.gguf) | Q3_K_L | 6.27GB |\n| [MultiverseEx26-Neurallaymons-12B-MoE.IQ4_XS.gguf](https://huggingface.co/RichardErkhov/allknowingroger_-_MultiverseEx26-Neurallaymons-12B-MoE-gguf/blob/main/MultiverseEx26-Neurallaymons-12B-MoE.IQ4_XS.gguf) | IQ4_XS | 6.5GB |\n| [MultiverseEx26-Neurallaymons-12B-MoE.Q4_0.gguf](https://huggingface.co/RichardErkhov/allknowingroger_-_MultiverseEx26-Neurallaymons-12B-MoE-gguf/blob/main/MultiverseEx26-Neurallaymons-12B-MoE.Q4_0.gguf) | Q4_0 | 6.78GB |\n| [MultiverseEx26-Neurallaymons-12B-MoE.IQ4_NL.gguf](https://huggingface.co/RichardErkhov/allknowingroger_-_MultiverseEx26-Neurallaymons-12B-MoE-gguf/blob/main/MultiverseEx26-Neurallaymons-12B-MoE.IQ4_NL.gguf) | IQ4_NL | 6.85GB |\n| [MultiverseEx26-Neurallaymons-12B-MoE.Q4_K_S.gguf](https://huggingface.co/RichardErkhov/allknowingroger_-_MultiverseEx26-Neurallaymons-12B-MoE-gguf/blob/main/MultiverseEx26-Neurallaymons-12B-MoE.Q4_K_S.gguf) | Q4_K_S | 6.84GB |\n| [MultiverseEx26-Neurallaymons-12B-MoE.Q4_K.gguf](https://huggingface.co/RichardErkhov/allknowingroger_-_MultiverseEx26-Neurallaymons-12B-MoE-gguf/blob/main/MultiverseEx26-Neurallaymons-12B-MoE.Q4_K.gguf) | Q4_K | 7.25GB |\n| [MultiverseEx26-Neurallaymons-12B-MoE.Q4_K_M.gguf](https://huggingface.co/RichardErkhov/allknowingroger_-_MultiverseEx26-Neurallaymons-12B-MoE-gguf/blob/main/MultiverseEx26-Neurallaymons-12B-MoE.Q4_K_M.gguf) | Q4_K_M | 7.25GB |\n| [MultiverseEx26-Neurallaymons-12B-MoE.Q4_1.gguf](https://huggingface.co/RichardErkhov/allknowingroger_-_MultiverseEx26-Neurallaymons-12B-MoE-gguf/blob/main/MultiverseEx26-Neurallaymons-12B-MoE.Q4_1.gguf) | Q4_1 | 7.52GB |\n| [MultiverseEx26-Neurallaymons-12B-MoE.Q5_0.gguf](https://huggingface.co/RichardErkhov/allknowingroger_-_MultiverseEx26-Neurallaymons-12B-MoE-gguf/blob/main/MultiverseEx26-Neurallaymons-12B-MoE.Q5_0.gguf) | Q5_0 | 8.26GB |\n| [MultiverseEx26-Neurallaymons-12B-MoE.Q5_K_S.gguf](https://huggingface.co/RichardErkhov/allknowingroger_-_MultiverseEx26-Neurallaymons-12B-MoE-gguf/blob/main/MultiverseEx26-Neurallaymons-12B-MoE.Q5_K_S.gguf) | Q5_K_S | 8.26GB |\n| [MultiverseEx26-Neurallaymons-12B-MoE.Q5_K.gguf](https://huggingface.co/RichardErkhov/allknowingroger_-_MultiverseEx26-Neurallaymons-12B-MoE-gguf/blob/main/MultiverseEx26-Neurallaymons-12B-MoE.Q5_K.gguf) | Q5_K | 8.51GB |\n| [MultiverseEx26-Neurallaymons-12B-MoE.Q5_K_M.gguf](https://huggingface.co/RichardErkhov/allknowingroger_-_MultiverseEx26-Neurallaymons-12B-MoE-gguf/blob/main/MultiverseEx26-Neurallaymons-12B-MoE.Q5_K_M.gguf) | Q5_K_M | 8.51GB |\n| [MultiverseEx26-Neurallaymons-12B-MoE.Q5_1.gguf](https://huggingface.co/RichardErkhov/allknowingroger_-_MultiverseEx26-Neurallaymons-12B-MoE-gguf/blob/main/MultiverseEx26-Neurallaymons-12B-MoE.Q5_1.gguf) | Q5_1 | 9.01GB |\n| [MultiverseEx26-Neurallaymons-12B-MoE.Q6_K.gguf](https://huggingface.co/RichardErkhov/allknowingroger_-_MultiverseEx26-Neurallaymons-12B-MoE-gguf/blob/main/MultiverseEx26-Neurallaymons-12B-MoE.Q6_K.gguf) | Q6_K | 9.84GB |\n| [MultiverseEx26-Neurallaymons-12B-MoE.Q8_0.gguf](https://huggingface.co/RichardErkhov/allknowingroger_-_MultiverseEx26-Neurallaymons-12B-MoE-gguf/blob/main/MultiverseEx26-Neurallaymons-12B-MoE.Q8_0.gguf) | Q8_0 | 12.75GB |\n\n\n\n\nOriginal model description:\n---\nlicense: apache-2.0\ntags:\n- moe\n- frankenmoe\n- merge\n- mergekit\n- lazymergekit\n- allknowingroger/MultiverseEx26-7B-slerp\n- allknowingroger/Neurallaymons-7B-slerp\nbase_model:\n- allknowingroger/MultiverseEx26-7B-slerp\n- allknowingroger/Neurallaymons-7B-slerp\n---\n\n# MultiverseEx26-Neurallaymons-12B-MoE\n\nMultiverseEx26-Neurallaymons-12B-MoE is a Mixture of Experts (MoE) made with the following models using [LazyMergekit](https://colab.research.google.com/drive/1obulZ1ROXHjYLn6PPZJwRR6GzgQogxxb?usp=sharing):\n* [allknowingroger/MultiverseEx26-7B-slerp](https://huggingface.co/allknowingroger/MultiverseEx26-7B-slerp)\n* [allknowingroger/Neurallaymons-7B-slerp](https://huggingface.co/allknowingroger/Neurallaymons-7B-slerp)\n\n## 🧩 Configuration\n\n```yaml\nbase_model: allknowingroger/MultiverseEx26-7B-slerp\nexperts:\n  - source_model: allknowingroger/MultiverseEx26-7B-slerp\n    positive_prompts: [\"what\"]\n  - source_model: allknowingroger/Neurallaymons-7B-slerp\n    positive_prompts: [\"math\"]\n```\n\n## 💻 Usage\n\n```python\n!pip install -qU transformers bitsandbytes accelerate\n\nfrom transformers import AutoTokenizer\nimport transformers\nimport torch\n\nmodel = \"allknowingroger/MultiverseEx26-Neurallaymons-12B-MoE\"\n\ntokenizer = AutoTokenizer.from_pretrained(model)\npipeline = transformers.pipeline(\n    \"text-generation\",\n    model=model,\n    model_kwargs={\"torch_dtype\": torch.float16, \"load_in_4bit\": True},\n)\n\nmessages = [{\"role\": \"user\", \"content\": \"Explain what a Mixture of Experts is in less than 100 words.\"}]\nprompt = pipeline.tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)\noutputs = pipeline(prompt, max_new_tokens=256, do_sample=True, temperature=0.7, top_k=50, top_p=0.95)\nprint(outputs[0][\"generated_text\"])\n```\n\n",
    "related_quantizations": []
  },
  "tags": [
    "gguf",
    "endpoints_compatible",
    "region:us"
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  "last_modified": "2024-08-04T08:16:45.000Z",
  "created_at": "2024-08-04T00:11:28.000Z",
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