| | --- |
| | 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: 'Век живи — век учись' (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." |
| | |
| | ``` |
| |
|
| | ## 💻 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| |
| |
|
| |
|
