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feat: continuous batching with vLLM (#349)
Signed-off-by: Aaron <29749331+aarnphm@users.noreply.github.com> * feat: continuous batching Signed-off-by: paperspace <29749331+aarnphm@users.noreply.github.com> * chore: add changeloe Signed-off-by: paperspace <29749331+aarnphm@users.noreply.github.com> * chore: add one shot generation Signed-off-by: paperspace <29749331+aarnphm@users.noreply.github.com> --------- Signed-off-by: paperspace <29749331+aarnphm@users.noreply.github.com> Signed-off-by: Aaron <29749331+aarnphm@users.noreply.github.com>
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,139 @@ | ||
| from __future__ import annotations | ||
| import asyncio | ||
| import json | ||
|
|
||
| import aiohttp | ||
|
|
||
| import openllm | ||
|
|
||
| async def send_request(url, prompt, session, model, **attrs): | ||
| headers = {'accept': 'application/json', 'Content-Type': 'application/json'} | ||
| config = openllm.AutoConfig.for_model(model).model_construct_env(**attrs).model_dump() | ||
| data = {'prompt': prompt, 'llm_config': config, 'adapter_name': None} | ||
| async with session.post(url, headers=headers, data=json.dumps(data)) as response: | ||
| result = await response.text() | ||
| print('-' * 10 + '\n\n prompt:', prompt, '\nGeneration:', result, '\n\n' + '-' * 10) | ||
|
|
||
| async def main(): | ||
| url = 'http://localhost:3000/v1/generate_stream' | ||
| # len=100 | ||
| prompts = [ | ||
| 'What is the meaning of life?', | ||
| 'Explain the concept of quantum entanglement.', | ||
| 'Describe the process of photosynthesis.', | ||
| 'What are the benefits of regular exercise?', | ||
| 'How does the internet work?', | ||
| 'Discuss the impact of climate change on ecosystems.', | ||
| 'Explain the principles of supply and demand in economics.', | ||
| 'What is the history of the Roman Empire?', | ||
| 'Describe the structure of a cell.', | ||
| 'Discuss the pros and cons of renewable energy sources.', | ||
| 'Explain the theory of relativity.', | ||
| 'What is the role of DNA in genetics?', | ||
| 'Describe the art movement of the Renaissance.', | ||
| 'Discuss the causes of World War I.', | ||
| 'What are the major functions of the human brain?', | ||
| 'Explain the process of evolution by natural selection.', | ||
| 'Describe the cultural significance of the Great Wall of China.', | ||
| 'What is the impact of social media on society?', | ||
| 'Discuss the life and works of Shakespeare.', | ||
| 'Explain the concept of artificial intelligence.', | ||
| 'What are the different types of chemical reactions?', | ||
| "Describe the structure of the Earth's atmosphere.", | ||
| 'Discuss the history of the civil rights movement.', | ||
| 'What are the economic implications of globalization?', | ||
| 'Explain the principles of good nutrition.', | ||
| 'Describe the major functions of the immune system.', | ||
| 'Discuss the impact of colonialism on Africa.', | ||
| 'What is the process of cellular respiration?', | ||
| 'Explain the importance of biodiversity.', | ||
| 'Discuss the causes and consequences of the Industrial Revolution.', | ||
| 'What are the fundamental principles of democracy?', | ||
| 'Describe the major components of a computer.', | ||
| 'Explain the concept of human rights.', | ||
| 'What is the role of enzymes in biological reactions?', | ||
| 'Discuss the history of space exploration.', | ||
| 'What are the ethical considerations in medical research?', | ||
| 'Describe the cultural significance of the Pyramids of Egypt.', | ||
| 'Explain the principles of classical physics.', | ||
| 'What is the impact of climate change on weather patterns?', | ||
| 'Discuss the major events of the American Revolution.', | ||
| 'What are the effects of pollution on the environment?', | ||
| 'Describe the process of protein synthesis.', | ||
| 'Explain the concept of sustainable agriculture.', | ||
| 'What is the history of the European Union?', | ||
| 'Discuss the impact of the Renaissance on art and culture.', | ||
| 'What are the key principles of marketing?', | ||
| 'Explain the structure of the periodic table.', | ||
| 'Describe the major types of renewable energy.', | ||
| 'Discuss the causes and consequences of the French Revolution.', | ||
| 'What is the role of the United Nations in international relations?', | ||
| 'Explain the principles of game theory in economics.', | ||
| 'What are the stages of human development?', | ||
| 'Describe the cultural significance of the Taj Mahal.', | ||
| 'Discuss the major themes in the works of Ernest Hemingway.', | ||
| 'What is the impact of automation on the workforce?', | ||
| 'Explain the concept of genetic engineering.', | ||
| 'What are the different types of chemical bonds?', | ||
| "Describe the layers of the Earth's atmosphere.", | ||
| "Discuss the history of the women's suffrage movement.", | ||
| 'What are the economic factors influencing consumer behavior?', | ||
| 'Explain the principles of conflict resolution.', | ||
| 'What is the role of neurotransmitters in the nervous system?', | ||
| 'Discuss the impact of colonialism on India.', | ||
| 'What is the process of mitosis?', | ||
| 'Explain the importance of water conservation.', | ||
| 'Describe the cultural significance of the Acropolis in Athens.', | ||
| 'Discuss the major philosophical ideas of Plato.', | ||
| 'What are the principles of investment in finance?', | ||
| 'Explain the structure of a virus.', | ||
| 'What is the history of the United Nations?', | ||
| 'Discuss the impact of technology on modern art.', | ||
| 'What are the key concepts in cognitive psychology?', | ||
| 'Describe the major types of non-renewable energy sources.', | ||
| 'Explain the causes and consequences of the Russian Revolution.', | ||
| 'What is the role of the World Health Organization in global health?', | ||
| 'Discuss the principles of ethics in business.', | ||
| 'What are the stages of the water cycle?', | ||
| 'Explain the concept of social justice.', | ||
| 'What is the impact of deforestation on climate change?', | ||
| 'Describe the process of meiosis.', | ||
| 'Discuss the cultural significance of the Sistine Chapel ceiling.', | ||
| 'What are the major themes in the novels of Jane Austen?', | ||
| 'Explain the role of branding in marketing.', | ||
| 'What is the history of the Internet?', | ||
| 'Discuss the impact of artificial intelligence on society.', | ||
| 'What are the principles of statistical analysis in research?', | ||
| 'Explain the structure of an atom.', | ||
| 'What is the significance of the Theory of Evolution by Charles Darwin?', | ||
| 'Describe the major types of renewable energy.', | ||
| 'Discuss the causes and consequences of the American Civil War.', | ||
| 'What is the role of the International Monetary Fund in global economics?', | ||
| 'Explain the principles of environmental conservation.', | ||
| 'What are the stages of the rock cycle?', | ||
| 'Describe the concept of cultural relativism.', | ||
| 'Discuss the major contributions of Leonardo da Vinci to art and science.', | ||
| 'What is the impact of globalization on cultural diversity?', | ||
| 'Explain the process of genetic inheritance.', | ||
| 'What are the different forms of government in the world?', | ||
| 'Describe the major types of pollution.', | ||
| 'Discuss the history of the labor movement.', | ||
| 'What are the principles of sustainable urban planning?', | ||
| 'Explain the role of hormones in the endocrine system.', | ||
| 'What is the cultural significance of the Great Barrier Reef?', | ||
| 'Discuss the major ideas of Friedrich Nietzsche.', | ||
| 'What is the impact of social media on political movements?', | ||
| 'Explain the concept of quantum computing.', | ||
| 'What are the principles of international diplomacy?', | ||
| 'Describe the major types of ocean ecosystems.', | ||
| 'Discuss the causes and consequences of the Cold War.', | ||
| 'What is the role of the World Trade Organization in global trade?', | ||
| 'Explain the principles of behavioral psychology.', | ||
| 'What are the stages of the nitrogen cycle?', | ||
| 'Describe the concept of cultural appropriation.', | ||
| 'Discuss the major works of Vincent van Gogh.', | ||
| ] | ||
| async with aiohttp.ClientSession() as session: | ||
| await asyncio.gather(*[send_request(url, prompt, session, 'llama', max_new_tokens=4096, top_p=0.21) for _, prompt in enumerate(prompts)]) | ||
|
|
||
| if __name__ == '__main__': asyncio.run(main()) |
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,3 @@ | ||
| Added support for continuous batching via vLLM | ||
|
|
||
| Currently benchmark shows that 100 concurrent requests shows around 1218 TPS on 1 A100 running meta-llama/Llama-2-13b-chat-hf |
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