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Performance exploration with onnx #2

Merged
merged 3 commits into from
Nov 12, 2024
Merged

Performance exploration with onnx #2

merged 3 commits into from
Nov 12, 2024

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sfc-gh-dkajtoch
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  • Performance benchmark of onnx model for different session options
  • Quality benchmark not included
  • quantization to int8 produces errors (won't explore in this PR)

sfc-gh-lduhr
sfc-gh-lduhr reviewed Nov 12, 2024
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profile/paddle_onnx.py
Comment on lines +49 to +50
print(f"Mean time: {np.mean(times[1:])}")
print(f"Std time: {np.std(times[1:])}")
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Why are we skipping the first time? Are we sure that Paddle won't cache some results during the process?

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I noticed that for the first run, the paddle is always much slower due to warm-up. I didn't see any caching mechanism in the paddleocr

sfc-gh-lduhr
sfc-gh-lduhr approved these changes Nov 12, 2024
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lg

@sfc-gh-dkajtoch sfc-gh-dkajtoch merged commit 65d4e39 into main Nov 12, 2024
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@sfc-gh-dkajtoch sfc-gh-dkajtoch deleted the dkajtoch/profile-onnx branch November 12, 2024 13:37
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@sfc-gh-lduhr sfc-gh-lduhr sfc-gh-lduhr approved these changes

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@sfc-gh-dkajtoch @sfc-gh-lduhr