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--- |
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tags: |
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- yi |
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- moe |
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model-index: |
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- name: Bagel-Hermes-2x34b |
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results: |
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- task: |
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type: text-generation |
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name: Text Generation |
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dataset: |
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name: AI2 Reasoning Challenge (25-Shot) |
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type: ai2_arc |
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config: ARC-Challenge |
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split: test |
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args: |
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num_few_shot: 25 |
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metrics: |
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- type: acc_norm |
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value: 69.8 |
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name: normalized accuracy |
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source: |
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url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=Weyaxi/Bagel-Hermes-2x34b |
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name: Open LLM Leaderboard |
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- task: |
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type: text-generation |
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name: Text Generation |
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dataset: |
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name: HellaSwag (10-Shot) |
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type: hellaswag |
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split: validation |
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args: |
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num_few_shot: 10 |
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metrics: |
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- type: acc_norm |
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value: 85.26 |
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name: normalized accuracy |
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source: |
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url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=Weyaxi/Bagel-Hermes-2x34b |
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name: Open LLM Leaderboard |
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- task: |
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type: text-generation |
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name: Text Generation |
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dataset: |
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name: MMLU (5-Shot) |
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type: cais/mmlu |
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config: all |
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split: test |
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args: |
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num_few_shot: 5 |
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metrics: |
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- type: acc |
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value: 77.24 |
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name: accuracy |
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source: |
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url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=Weyaxi/Bagel-Hermes-2x34b |
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name: Open LLM Leaderboard |
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- task: |
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type: text-generation |
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name: Text Generation |
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dataset: |
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name: TruthfulQA (0-shot) |
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type: truthful_qa |
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config: multiple_choice |
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split: validation |
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args: |
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num_few_shot: 0 |
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metrics: |
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- type: mc2 |
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value: 64.82 |
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source: |
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url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=Weyaxi/Bagel-Hermes-2x34b |
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name: Open LLM Leaderboard |
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- task: |
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type: text-generation |
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name: Text Generation |
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dataset: |
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name: Winogrande (5-shot) |
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type: winogrande |
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config: winogrande_xl |
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split: validation |
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args: |
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num_few_shot: 5 |
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metrics: |
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- type: acc |
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value: 84.77 |
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name: accuracy |
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source: |
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url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=Weyaxi/Bagel-Hermes-2x34b |
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name: Open LLM Leaderboard |
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- task: |
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type: text-generation |
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name: Text Generation |
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dataset: |
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name: GSM8k (5-shot) |
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type: gsm8k |
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config: main |
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split: test |
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args: |
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num_few_shot: 5 |
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metrics: |
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- type: acc |
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value: 68.69 |
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name: accuracy |
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source: |
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url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=Weyaxi/Bagel-Hermes-2x34b |
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name: Open LLM Leaderboard |
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license: apache-2.0 |
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--- |
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![image/jpeg](https://cdn-uploads.huggingface.co/production/uploads/6468ce47e134d050a58aa89c/mLH2E0dk9On_LcFX9yhuS.jpeg) |
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# Bagel-Hermes-2x34B |
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This is the model for Bagel-Hermes-2x34B. I used [this repo](https://bit.ly/weyaxi-moe-repo) to make this MOE model. |
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# Prompt Template(s): |
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Since [bagel-dpo-34b-v0.2](https://huggingface.co/jondurbin/bagel-dpo-34b-v0.2) uses many prompt templates, and [Nous-Hermes-2-Yi-34B](https://huggingface.co/NousResearch/Nous-Hermes-2-Yi-34B) uses ChatML, you can utilize ChatML and other prompt templates provided by bagel. |
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**Note:** I currently do not know which prompt template is best. |
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### ChatML: |
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``` |
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<|im_start|>system |
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{system}<|im_end|> |
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<|im_start|>user |
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{user}<|im_end|> |
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<|im_start|>assistant |
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{asistant}<|im_end|> |
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``` |
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### Alpaca (sort of) |
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``` |
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Below is an instruction that describes a task. Write a response that appropriately completes the request. |
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### Instruction: |
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{system} |
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{instruction} |
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### Response: |
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``` |
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### Vicuna |
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``` |
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{system} |
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USER: {instruction} |
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ASSISTANT: |
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``` |
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Visit [bagel-dpo-34b-v0.2](https://huggingface.co/jondurbin/bagel-dpo-34b-v0.2) to try more prompt templates. |
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# Yaml Config to reproduce |
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```yaml |
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base_model: nontoxic-bagel-34b-v0.2 |
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gate_mode: hidden |
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dtype: bfloat16 |
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experts: |
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- source_model: bagel-dpo-34b-v0.2 |
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positive_prompts: ["question answering", "Q:", science", "biology", "chemistry", "physics"] |
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- source_model: Nous-Hermes-2-Yi-34B |
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positive_prompts: ["chat", "math", "reason", "mathematics", "solve", "count", "python", "javascript", "programming", "algorithm", "tell me", "assistant"] |
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``` |
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# Quantizationed versions |
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Quantizationed versions of this model is available thanks to [TheBloke](https://hf.co/TheBloke). |
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##### GPTQ |
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- [TheBloke/Bagel-Hermes-2x34B-GPTQ](https://huggingface.co/TheBloke/Bagel-Hermes-2x34B-GPTQ) |
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##### GGUF |
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- [TheBloke/Bagel-Hermes-2x34B-GGUF](https://huggingface.co/TheBloke/Bagel-Hermes-2x34B-GGUF) |
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##### AWQ |
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- [TheBloke/Bagel-Hermes-2x34B-AWQ](https://huggingface.co/TheBloke/Bagel-Hermes-2x34B-AWQ) |
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# [Open LLM Leaderboard Evaluation Results](https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard) |
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Detailed results can be found [here](https://huggingface.co/datasets/open-llm-leaderboard/details_Weyaxi__Bagel-Hermes-2x34b) |
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| Metric |Value| |
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|---------------------------------|----:| |
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|Avg. |75.10| |
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|AI2 Reasoning Challenge (25-Shot)|69.80| |
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|HellaSwag (10-Shot) |85.26| |
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|MMLU (5-Shot) |77.24| |
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|TruthfulQA (0-shot) |64.82| |
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|Winogrande (5-shot) |84.77| |
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|GSM8k (5-shot) |68.69| |
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If you would like to support me: |
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[☕ Buy Me a Coffee](https://www.buymeacoffee.com/weyaxi) |