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* Update TensorRT-LLM --------- Co-authored-by: Puneesh Khanna <puneesh.khanna@tii.ae> Co-authored-by: Ethan Zhang <26497102+ethnzhng@users.noreply.github.com>
52 lines
2.0 KiB
Python
52 lines
2.0 KiB
Python
### Generation with Quantization
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import logging
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import torch
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from tensorrt_llm import LLM, SamplingParams
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from tensorrt_llm.llmapi import QuantAlgo, QuantConfig
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major, minor = torch.cuda.get_device_capability()
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post_ada = major > 8 or (major == 8 and minor >= 9)
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quant_configs = [
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QuantConfig(quant_algo=QuantAlgo.W4A16_AWQ),
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]
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if post_ada:
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quant_configs.append(
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QuantConfig(quant_algo=QuantAlgo.FP8,
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kv_cache_quant_algo=QuantAlgo.FP8))
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else:
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logging.error(
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"FP8 quantization only works on post-ada GPUs, skipped in the example.")
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for quant_config in quant_configs:
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llm = LLM(
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model="TinyLlama/TinyLlama-1.1B-Chat-v1.0",
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# define the quantization config to trigger built-in end-to-end quantization.
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quant_config=quant_config)
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# Sample prompts.
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prompts = [
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"Hello, my name is",
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"The president of the United States is",
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"The capital of France is",
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"The future of AI is",
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]
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# Create a sampling params.
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sampling_params = SamplingParams(temperature=0.8, top_p=0.95)
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for output in llm.generate(prompts, sampling_params):
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print(
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f"Prompt: {output.prompt!r}, Generated text: {output.outputs[0].text!r}"
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)
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# Got output like
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# Prompt: 'Hello, my name is', Generated text: 'Jane Smith. I am a resident of the city. Can you tell me more about the public services provided in the area?'
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# Prompt: 'The president of the United States is', Generated text: 'considered the head of state, and the vice president of the United States is considered the head of state. President and Vice President of the United States (US)'
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# Prompt: 'The capital of France is', Generated text: 'located in Paris, France. The population of Paris, France, is estimated to be 2 million. France is home to many famous artists, including Picasso'
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# Prompt: 'The future of AI is', Generated text: 'an open and collaborative project. The project is an ongoing effort, and we invite participation from members of the community.\n\nOur community is'
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