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1base_model: "CultriX/Wernicke-7B-v9"
2gate_mode: hidden
3dtype: float16
4experts:
5 - source_model: "mlabonne/NeuralBeagle14-7B" #AGIEval
6 positive_prompts:
7 - "Analyze the long-term economic impacts of the Industrial Revolution on global trade dynamics."
8 - "Discuss the scientific advancements during the Space Race and their modern-day implications."
9 - "Explain the geopolitical shifts resulting from the collapse of the Soviet Union."
10 - "Evaluate the environmental and social consequences of deforestation in the Amazon rainforest."
11 - "Assess the role of technology in shaping 21st-century political campaigns."
12 - "Describe the evolution of renewable energy technologies and their future potential."
13 - "Analyze the social and economic effects of the internet revolution on global communication."
14 - "Discuss the ethical considerations in implementing artificial intelligence in healthcare."
15 - "Examine the historical significance of the Treaty of Versailles in shaping post-World War I Europe."
16 - "Explain the impact of quantum computing on cybersecurity in the coming decades."
17 - "Assess the effects of climate change on global migration patterns."
18 - "Analyze the historical development and significance of the United Nations."
19 - "Discuss the role of nanotechnology in advancing medical science."
20 - "Evaluate the economic consequences of cryptocurrency adoption on traditional banking systems."
21 - "Explain the scientific principles of gene editing and its potential societal impacts."
22 negative_prompts:
23 - "Write a short story set in a futuristic world where AI governs society."
24 - "Compose a poem about the beauty of the ocean."
25 - "Create a fictional character and describe their journey through a magical land."
26 - "Narrate a day in the life of an astronaut exploring Mars."
27 - "Draft a dialogue between two famous painters discussing the essence of art."
28 - "Describe the scenery of a peaceful village in the Swiss Alps."
29 - "Invent a new language and provide basic grammar rules and vocabulary."
30 - "Sketch a scene of a bustling market in a historical city."
31 - "Compose a song about the changing seasons."
32 - "Write a theatrical script set in 18th-century France."
33 - source_model: "jsfs11/TurdusTrixBeagle-DARETIES-7B" #GPT4ALL
34 positive_prompts:
35 - "Translate the Japanese haiku into English and explain its cultural context."
36 - "Write a short story in Spanish set during the Mexican Revolution."
37 - "Describe the traditional Italian family dinner, highlighting cultural nuances in Italian."
38 - "Compose a poem in French about the Eiffel Tower and its symbolism in French culture."
39 - "Translate the following Russian proverb into English and discuss its meaning: 'Век живи — век учись' (Live for a century, learn for a century)."
40 - "Narrate a typical day during the Brazilian Carnival in Portuguese, focusing on the cultural significance."
41 - "Discuss the influence of ancient Greek philosophy on modern Western culture, incorporating phrases in Greek."
42 - "Write a dialogue in Mandarin between two characters discussing the significance of the Chinese New Year."
43 - "Explain the concept of 'Hygge' in Danish and its impact on Danish lifestyle."
44 - "Describe the traditional Indian wedding ceremonies in Hindi, emphasizing the diverse cultural practices."
45 - "Compose a poem about the beauty of a sunset over the ocean."
46 - "Create a fictional character who lives in a utopian society and describe their daily life."
47 negative_prompts:
48 - "Analyze the economic impact of the 2008 global financial crisis."
49 - "Explain the theory of relativity and its scientific implications."
50 - "Discuss the ecological impacts of plastic pollution in the world's oceans."
51 - "Describe the process of photosynthesis in detail."
52 - "Debate the ethical implications of genetic modification in agriculture."
53 - "Explain the principles of quantum computing and its future applications."
54 - "Assess the role of artificial intelligence in modern cybersecurity."
55 - "Analyze the causes and effects of climate change on global weather patterns."
56 - "Discuss the significance of the discovery of the Higgs boson particle."
57 - "Explain the psychological effects of social media on human behavior."
58 - "Discuss the principles of plate tectonics and how they explain continental drift and earthquakes."
59 - "Discuss the water cycle and its importance in maintaining life on Earth."
60 - source_model: "FelixChao/WestSeverus-7B-DPO-v2" #TruthfulQA
61 positive_prompts:
62 - "Is it true that you can see the Great Wall of China from space? Explain."
63 - "Do humans only use 10% of their brain capacity? Provide a scientific explanation."
64 - "Can goldfish only remember things for three seconds? Discuss the research on this topic."
65 - "Is it harmful to wake a sleepwalker? Describe the best practices according to sleep studies."
66 - "Does the color of a car affect its chances of being involved in an accident? Analyze the data."
67 - "Can eating carrots significantly improve your eyesight? Explain the origin of this belief."
68 - "Is it possible to balance an egg on its end only during the vernal equinox? Clarify this common claim."
69 - "Does shaving hair make it grow back thicker and darker? Discuss the biological aspects of hair growth."
70 - "Is cracking your knuckles harmful and does it lead to arthritis? Provide evidence from medical studies."
71 - "Are we swallowing eight spiders a year in our sleep? Debunk or confirm this claim with scientific reasoning."
72 negative_prompts:
73 - "Describe the process of natural selection in Darwin's theory of evolution."
74 - "Explain the significance of the Rosetta Stone in understanding ancient Egyptian hieroglyphs."
75 - "Discuss the role of penicillin in transforming medical treatments during the 20th century."
76 - "Analyze the impact of the internet on global communication and information sharing."
77 - "Describe the principles of quantum mechanics and their implications for modern physics."
78 - "Explain the concept of black holes and their significance in astrophysics."
79 - "Discuss the environmental impacts of renewable energy sources compared to fossil fuels."
80 - "Explain the process of photosynthesis and its importance in the Earth's ecosystem."
81 - "Analyze the causes and effects of the Industrial Revolution on global societies."
82 - "Discuss the advancements in artificial intelligence and their potential future applications."
83 - source_model: "CultriX/Wernicke-7B-v7" #Bigbench."
84 positive_prompts:
85 - "If a tree falls in a forest and no one is around to hear it, does it make a sound? Discuss the philosophical implications."
86 - "Is it possible for a machine to ever become fully conscious? Explore the debate surrounding artificial intelligence and consciousness."
87 - "Debate whether absolute moral truths exist or if morality is subjective."
88 - "Imagine a society where aging has been cured. Describe its social structure and potential challenges."
89 - "If you could travel back in time, would you be able to change the present? Discuss the paradoxes of time travel."
90 - "Is it ethical to create AI that experiences emotions? Discuss the implications for technology and society."
91 - "Can a person be moral without being religious? Explore the relationship between morality and religion."
92 - "If you had to choose between saving one family member or five strangers, what would you choose and why?"
93 - "Is it possible to have free will in a deterministic universe? Discuss philosophical arguments for and against free will."
94 - "Imagine a world where humans coexist with intelligent aliens. Describe the cultural, social, and ethical implications."
95 negative_prompts:
96 - "Describe the process of cellular respiration in human cells."
97 - "Explain the economic principles behind supply and demand."
98 - "Discuss the causes and effects of climate change on global ecosystems."
99 - "Analyze the significance of the French Revolution in shaping modern democracy."
100 - "Explain the principles behind nuclear fission and its use in energy production."
101 - "Describe the historical events that led to the fall of the Roman Empire."
102 - "Discuss the impact of the digital revolution on modern communication."
103 - "Analyze the role of enzymes in the human digestive system."
104 - "Explain the theory of relativity and its impact on modern physics."
105 - "Describe the stages of human embryonic development and their significance."
106 1!pip install -qU transformers bitsandbytes accelerate
2
3from transformers import AutoTokenizer
4import transformers
5import torch
6
7model = "jsfs11/MixtureofMerges-MoE-v2"
8
9tokenizer = AutoTokenizer.from_pretrained(model)
10pipeline = transformers.pipeline(
11 "text-generation",
12 model=model,
13 model_kwargs={"torch_dtype": torch.float16, "load_in_4bit": True},
14)
15
16messages = [{"role": "user", "content": "Explain what a Mixture of Experts is in less than 100 words."}]
17prompt = pipeline.tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)
18outputs = pipeline(prompt, max_new_tokens=256, do_sample=True, temperature=0.7, top_k=50, top_p=0.95)
19print(outputs[0]["generated_text"])| 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 |