| --- |
| tags: |
| - merge |
| - mergekit |
| - lazymergekit |
| - DreadPoor/Eunoia_Vespera-8B-LINEAR |
| - DreadPoor/Promissum_Mane-8B-LINEAR-lorablated |
| base_model: |
| - DreadPoor/Eunoia_Vespera-8B-LINEAR |
| - DreadPoor/Promissum_Mane-8B-LINEAR-lorablated |
| model-index: |
| - name: DreadMix |
| results: |
| - task: |
| type: text-generation |
| name: Text Generation |
| dataset: |
| name: IFEval (0-Shot) |
| type: HuggingFaceH4/ifeval |
| args: |
| num_few_shot: 0 |
| metrics: |
| - type: inst_level_strict_acc and prompt_level_strict_acc |
| value: 70.95 |
| name: strict accuracy |
| source: |
| url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=BoltMonkey/DreadMix |
| name: Open LLM Leaderboard |
| - task: |
| type: text-generation |
| name: Text Generation |
| dataset: |
| name: BBH (3-Shot) |
| type: BBH |
| args: |
| num_few_shot: 3 |
| metrics: |
| - type: acc_norm |
| value: 34.85 |
| name: normalized accuracy |
| source: |
| url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=BoltMonkey/DreadMix |
| name: Open LLM Leaderboard |
| - task: |
| type: text-generation |
| name: Text Generation |
| dataset: |
| name: MATH Lvl 5 (4-Shot) |
| type: hendrycks/competition_math |
| args: |
| num_few_shot: 4 |
| metrics: |
| - type: exact_match |
| value: 13.75 |
| name: exact match |
| source: |
| url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=BoltMonkey/DreadMix |
| name: Open LLM Leaderboard |
| - task: |
| type: text-generation |
| name: Text Generation |
| dataset: |
| name: GPQA (0-shot) |
| type: Idavidrein/gpqa |
| args: |
| num_few_shot: 0 |
| metrics: |
| - type: acc_norm |
| value: 6.6 |
| name: acc_norm |
| source: |
| url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=BoltMonkey/DreadMix |
| name: Open LLM Leaderboard |
| - task: |
| type: text-generation |
| name: Text Generation |
| dataset: |
| name: MuSR (0-shot) |
| type: TAUR-Lab/MuSR |
| args: |
| num_few_shot: 0 |
| metrics: |
| - type: acc_norm |
| value: 13.62 |
| name: acc_norm |
| source: |
| url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=BoltMonkey/DreadMix |
| name: Open LLM Leaderboard |
| - task: |
| type: text-generation |
| name: Text Generation |
| dataset: |
| name: MMLU-PRO (5-shot) |
| type: TIGER-Lab/MMLU-Pro |
| config: main |
| split: test |
| args: |
| num_few_shot: 5 |
| metrics: |
| - type: acc |
| value: 31.0 |
| name: accuracy |
| source: |
| url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=BoltMonkey/DreadMix |
| name: Open LLM Leaderboard |
| --- |
| |
| # DreadMix |
|
|
| DreadMix is a merge of the following models using [LazyMergekit](https://colab.research.google.com/drive/1obulZ1ROXHjYLn6PPZJwRR6GzgQogxxb?usp=sharing): |
| * [DreadPoor/Eunoia_Vespera-8B-LINEAR](https://huggingface.co/DreadPoor/Eunoia_Vespera-8B-LINEAR) |
| * [DreadPoor/Promissum_Mane-8B-LINEAR-lorablated](https://huggingface.co/DreadPoor/Promissum_Mane-8B-LINEAR-lorablated) |
|
|
| ## 🧩 Configuration |
|
|
| ```yaml |
| models: |
| - model: DreadPoor/Aurora_faustus-8B-LORABLATED_ALT |
| - model: DreadPoor/Eunoia_Vespera-8B-LINEAR |
| parameters: |
| density: 0.53 |
| weight: 0.55 |
| - model: DreadPoor/Promissum_Mane-8B-LINEAR-lorablated |
| parameters: |
| density: 0.53 |
| weight: 0.45 |
| merge_method: dare_ties |
| base_model: DreadPoor/Aurora_faustus-8B-LORABLATED_ALT |
| parameters: |
| int8_mask: true |
| dtype: bfloat16 |
| |
| ``` |
|
|
| ## 💻 Usage |
|
|
| ```python |
| !pip install -qU transformers accelerate |
| |
| from transformers import AutoTokenizer |
| import transformers |
| import torch |
| |
| model = "BoltMonkey/DreadMix" |
| messages = [{"role": "user", "content": "What is a large language model?"}] |
| |
| tokenizer = AutoTokenizer.from_pretrained(model) |
| prompt = tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True) |
| pipeline = transformers.pipeline( |
| "text-generation", |
| model=model, |
| torch_dtype=torch.float16, |
| device_map="auto", |
| ) |
| |
| outputs = pipeline(prompt, max_new_tokens=256, do_sample=True, temperature=0.7, top_k=50, top_p=0.95) |
| print(outputs[0]["generated_text"]) |
| ``` |
| # [Open LLM Leaderboard Evaluation Results](https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard) |
| Detailed results can be found [here](https://huggingface.co/datasets/open-llm-leaderboard/details_BoltMonkey__DreadMix) |
|
|
| | Metric |Value| |
| |-------------------|----:| |
| |Avg. |28.46| |
| |IFEval (0-Shot) |70.95| |
| |BBH (3-Shot) |34.85| |
| |MATH Lvl 5 (4-Shot)|13.75| |
| |GPQA (0-shot) | 6.60| |
| |MuSR (0-shot) |13.62| |
| |MMLU-PRO (5-shot) |31.00| |
|
|
|
|