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[Misc] Improved prefix cache example #9077

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Merged
merged 2 commits into from
Oct 4, 2024
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[Misc] Improved prefix cache example #9077

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496b033
Improved prefix cache example
Imss27 Oct 4, 2024
33048ff
Remove timer and add comment for example
Imss27 Oct 4, 2024
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12 changes: 3 additions & 9 deletions examples/offline_inference_with_prefix.py
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Original file line number Diff line number Diff line change
@@ -1,7 +1,8 @@
from time import time

from vllm import LLM, SamplingParams

# NOTE: This is just a running example. For benchmarking purpose,
# please see benchmarks/benchmark_prefix_caching.py

# Common prefix.
prefix = (
"You are an expert school principal, skilled in effectively managing "
Expand Down Expand Up @@ -37,9 +38,7 @@

# Generate texts from the prompts. The output is a list of RequestOutput objects
# that contain the prompt, generated text, and other information.
start_time_regular = time()
outputs = regular_llm.generate(generating_prompts, sampling_params)
duration_regular = time() - start_time_regular

regular_generated_texts = []
# Print the outputs.
Expand All @@ -55,9 +54,7 @@
prefix_cached_llm.generate(generating_prompts[0], sampling_params)

# Generate with prefix caching.
start_time_cached = time()
outputs = prefix_cached_llm.generate(generating_prompts, sampling_params)
duration_cached = time() - start_time_cached

print("Results with `enable_prefix_caching`")

Expand All @@ -77,6 +74,3 @@
for i in range(len(prompts))
])
print(f"Generated answers are the same: {generated_same}")

speedup = round(duration_regular / duration_cached, 2)
print(f"Speed up of cached generation compared to the regular is: {speedup}")
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