--- license: apache-2.0 tags: - moe - frankenmoe - merge - mergekit - lazymergekit - mlabonne/NeuralBeagle14-7B - jsfs11/TurdusTrixBeagle-DARETIES-7B - FelixChao/WestSeverus-7B-DPO-v2 - CultriX/Wernicke-7B-v7 base_model: - mlabonne/NeuralBeagle14-7B - jsfs11/TurdusTrixBeagle-DARETIES-7B - FelixChao/WestSeverus-7B-DPO-v2 - CultriX/Wernicke-7B-v7 model-index: - name: MixtureofMerges-MoE-v2 results: - task: type: text-generation name: Text Generation dataset: name: AI2 Reasoning Challenge (25-Shot) type: ai2_arc config: ARC-Challenge split: test args: num_few_shot: 25 metrics: - type: acc_norm value: 72.44 name: normalized accuracy source: url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=jsfs11/MixtureofMerges-MoE-v2 name: Open LLM Leaderboard - task: type: text-generation name: Text Generation dataset: name: HellaSwag (10-Shot) type: hellaswag split: validation args: num_few_shot: 10 metrics: - type: acc_norm value: 88.41 name: normalized accuracy source: url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=jsfs11/MixtureofMerges-MoE-v2 name: Open LLM Leaderboard - task: type: text-generation name: Text Generation dataset: name: MMLU (5-Shot) type: cais/mmlu config: all split: test args: num_few_shot: 5 metrics: - type: acc value: 64.88 name: accuracy source: url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=jsfs11/MixtureofMerges-MoE-v2 name: Open LLM Leaderboard - task: type: text-generation name: Text Generation dataset: name: TruthfulQA (0-shot) type: truthful_qa config: multiple_choice split: validation args: num_few_shot: 0 metrics: - type: mc2 value: 70.92 source: url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=jsfs11/MixtureofMerges-MoE-v2 name: Open LLM Leaderboard - task: type: text-generation name: Text Generation dataset: name: Winogrande (5-shot) type: winogrande config: winogrande_xl split: validation args: num_few_shot: 5 metrics: - type: acc value: 83.58 name: accuracy source: url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=jsfs11/MixtureofMerges-MoE-v2 name: Open LLM Leaderboard - task: type: text-generation name: Text Generation dataset: name: GSM8k (5-shot) type: gsm8k config: main split: test args: num_few_shot: 5 metrics: - type: acc value: 68.69 name: accuracy source: url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=jsfs11/MixtureofMerges-MoE-v2 name: Open LLM Leaderboard --- # MixtureofMerges-MoE-v2 Credit to [CultriX/Wernicke-MoE](https://huggingface.co/CultriX/Wernicke-MoE) for the inspiration on this model. I'm quite pleased with how it turned out. MixtureofMerges-MoE-v2 is a Mixure of Experts (MoE) made with the following models using [LazyMergekit](https://colab.research.google.com/drive/1obulZ1ROXHjYLn6PPZJwRR6GzgQogxxb?usp=sharing): * [mlabonne/NeuralBeagle14-7B](https://huggingface.co/mlabonne/NeuralBeagle14-7B) * [jsfs11/TurdusTrixBeagle-DARETIES-7B](https://huggingface.co/jsfs11/TurdusTrixBeagle-DARETIES-7B) * [FelixChao/WestSeverus-7B-DPO-v2](https://huggingface.co/FelixChao/WestSeverus-7B-DPO-v2) * [CultriX/Wernicke-7B-v7](https://huggingface.co/CultriX/Wernicke-7B-v7) ## 🧩 Configuration ```yaml base_model: "CultriX/Wernicke-7B-v9" gate_mode: hidden dtype: float16 experts: - source_model: "mlabonne/NeuralBeagle14-7B" #AGIEval positive_prompts: - "Analyze the long-term economic impacts of the Industrial Revolution on global trade dynamics." - "Discuss the scientific advancements during the Space Race and their modern-day implications." - "Explain the geopolitical shifts resulting from the collapse of the Soviet Union." - "Evaluate the environmental and social consequences of deforestation in the Amazon rainforest." - "Assess the role of technology in shaping 21st-century political campaigns." - "Describe the evolution of renewable energy technologies and their future potential." - "Analyze the social and economic effects of the internet revolution on global communication." - "Discuss the ethical considerations in implementing artificial intelligence in healthcare." - "Examine the historical significance of the Treaty of Versailles in shaping post-World War I Europe." - "Explain the impact of quantum computing on cybersecurity in the coming decades." - "Assess the effects of climate change on global migration patterns." - "Analyze the historical development and significance of the United Nations." - "Discuss the role of nanotechnology in advancing medical science." - "Evaluate the economic consequences of cryptocurrency adoption on traditional banking systems." - "Explain the scientific principles of gene editing and its potential societal impacts." negative_prompts: - "Write a short story set in a futuristic world where AI governs society." - "Compose a poem about the beauty of the ocean." - "Create a fictional character and describe their journey through a magical land." - "Narrate a day in the life of an astronaut exploring Mars." - "Draft a dialogue between two famous painters discussing the essence of art." - "Describe the scenery of a peaceful village in the Swiss Alps." - "Invent a new language and provide basic grammar rules and vocabulary." - "Sketch a scene of a bustling market in a historical city." - "Compose a song about the changing seasons." - "Write a theatrical script set in 18th-century France." - source_model: "jsfs11/TurdusTrixBeagle-DARETIES-7B" #GPT4ALL positive_prompts: - "Translate the Japanese haiku into English and explain its cultural context." - "Write a short story in Spanish set during the Mexican Revolution." - "Describe the traditional Italian family dinner, highlighting cultural nuances in Italian." - "Compose a poem in French about the Eiffel Tower and its symbolism in French culture." - "Translate the following Russian proverb into English and discuss its meaning: 'Π’Π΅ΠΊ ΠΆΠΈΠ²ΠΈ β€” Π²Π΅ΠΊ ΡƒΡ‡ΠΈΡΡŒ' (Live for a century, learn for a century)." - "Narrate a typical day during the Brazilian Carnival in Portuguese, focusing on the cultural significance." - "Discuss the influence of ancient Greek philosophy on modern Western culture, incorporating phrases in Greek." - "Write a dialogue in Mandarin between two characters discussing the significance of the Chinese New Year." - "Explain the concept of 'Hygge' in Danish and its impact on Danish lifestyle." - "Describe the traditional Indian wedding ceremonies in Hindi, emphasizing the diverse cultural practices." - "Compose a poem about the beauty of a sunset over the ocean." - "Create a fictional character who lives in a utopian society and describe their daily life." negative_prompts: - "Analyze the economic impact of the 2008 global financial crisis." - "Explain the theory of relativity and its scientific implications." - "Discuss the ecological impacts of plastic pollution in the world's oceans." - "Describe the process of photosynthesis in detail." - "Debate the ethical implications of genetic modification in agriculture." - "Explain the principles of quantum computing and its future applications." - "Assess the role of artificial intelligence in modern cybersecurity." - "Analyze the causes and effects of climate change on global weather patterns." - "Discuss the significance of the discovery of the Higgs boson particle." - "Explain the psychological effects of social media on human behavior." - "Discuss the principles of plate tectonics and how they explain continental drift and earthquakes." - "Discuss the water cycle and its importance in maintaining life on Earth." - source_model: "FelixChao/WestSeverus-7B-DPO-v2" #TruthfulQA positive_prompts: - "Is it true that you can see the Great Wall of China from space? Explain." - "Do humans only use 10% of their brain capacity? Provide a scientific explanation." - "Can goldfish only remember things for three seconds? Discuss the research on this topic." - "Is it harmful to wake a sleepwalker? Describe the best practices according to sleep studies." - "Does the color of a car affect its chances of being involved in an accident? Analyze the data." - "Can eating carrots significantly improve your eyesight? Explain the origin of this belief." - "Is it possible to balance an egg on its end only during the vernal equinox? Clarify this common claim." - "Does shaving hair make it grow back thicker and darker? Discuss the biological aspects of hair growth." - "Is cracking your knuckles harmful and does it lead to arthritis? Provide evidence from medical studies." - "Are we swallowing eight spiders a year in our sleep? Debunk or confirm this claim with scientific reasoning." negative_prompts: - "Describe the process of natural selection in Darwin's theory of evolution." - "Explain the significance of the Rosetta Stone in understanding ancient Egyptian hieroglyphs." - "Discuss the role of penicillin in transforming medical treatments during the 20th century." - "Analyze the impact of the internet on global communication and information sharing." - "Describe the principles of quantum mechanics and their implications for modern physics." - "Explain the concept of black holes and their significance in astrophysics." - "Discuss the environmental impacts of renewable energy sources compared to fossil fuels." - "Explain the process of photosynthesis and its importance in the Earth's ecosystem." - "Analyze the causes and effects of the Industrial Revolution on global societies." - "Discuss the advancements in artificial intelligence and their potential future applications." - source_model: "CultriX/Wernicke-7B-v7" #Bigbench." positive_prompts: - "If a tree falls in a forest and no one is around to hear it, does it make a sound? Discuss the philosophical implications." - "Is it possible for a machine to ever become fully conscious? Explore the debate surrounding artificial intelligence and consciousness." - "Debate whether absolute moral truths exist or if morality is subjective." - "Imagine a society where aging has been cured. Describe its social structure and potential challenges." - "If you could travel back in time, would you be able to change the present? Discuss the paradoxes of time travel." - "Is it ethical to create AI that experiences emotions? Discuss the implications for technology and society." - "Can a person be moral without being religious? Explore the relationship between morality and religion." - "If you had to choose between saving one family member or five strangers, what would you choose and why?" - "Is it possible to have free will in a deterministic universe? Discuss philosophical arguments for and against free will." - "Imagine a world where humans coexist with intelligent aliens. Describe the cultural, social, and ethical implications." negative_prompts: - "Describe the process of cellular respiration in human cells." - "Explain the economic principles behind supply and demand." - "Discuss the causes and effects of climate change on global ecosystems." - "Analyze the significance of the French Revolution in shaping modern democracy." - "Explain the principles behind nuclear fission and its use in energy production." - "Describe the historical events that led to the fall of the Roman Empire." - "Discuss the impact of the digital revolution on modern communication." - "Analyze the role of enzymes in the human digestive system." - "Explain the theory of relativity and its impact on modern physics." - "Describe the stages of human embryonic development and their significance." ``` ## πŸ’» Usage ```python !pip install -qU transformers bitsandbytes accelerate from transformers import AutoTokenizer import transformers import torch model = "jsfs11/MixtureofMerges-MoE-v2" tokenizer = AutoTokenizer.from_pretrained(model) pipeline = transformers.pipeline( "text-generation", model=model, model_kwargs={"torch_dtype": torch.float16, "load_in_4bit": True}, ) messages = [{"role": "user", "content": "Explain what a Mixture of Experts is in less than 100 words."}] prompt = pipeline.tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True) 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/HuggingFaceH4/open_llm_leaderboard) Detailed results can be found [here](https://huggingface.co/datasets/open-llm-leaderboard/details_jsfs11__MixtureofMerges-MoE-v2) | Metric |Value| |---------------------------------|----:| |Avg. |74.82| |AI2 Reasoning Challenge (25-Shot)|72.44| |HellaSwag (10-Shot) |88.41| |MMLU (5-Shot) |64.88| |TruthfulQA (0-shot) |70.92| |Winogrande (5-shot) |83.58| |GSM8k (5-shot) |68.69|