[core][model] yet another cpu offload implementation (#6496)

Co-authored-by: Michael Goin <michael@neuralmagic.com>
This commit is contained in:
youkaichao
2024-07-17 20:54:35 -07:00
committed by GitHub
parent 18fecc3559
commit 1c27d25fb5
7 changed files with 128 additions and 4 deletions

22
examples/cpu_offload.py Normal file
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from vllm import LLM, SamplingParams
# Sample prompts.
prompts = [
"Hello, my name is",
"The president of the United States is",
"The capital of France is",
"The future of AI is",
]
# Create a sampling params object.
sampling_params = SamplingParams(temperature=0.8, top_p=0.95)
# Create an LLM.
llm = LLM(model="meta-llama/Llama-2-13b-chat-hf", cpu_offload_gb=10)
# Generate texts from the prompts. The output is a list of RequestOutput objects
# that contain the prompt, generated text, and other information.
outputs = llm.generate(prompts, sampling_params)
# Print the outputs.
for output in outputs:
prompt = output.prompt
generated_text = output.outputs[0].text
print(f"Prompt: {prompt!r}, Generated text: {generated_text!r}")