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glenn-jocher avatar glenn-jocher commented on July 22, 2024

@alsozatch thank you for your feedback on the TensorRT integration documentation. We appreciate your insights and agree that clarity is essential for users to make informed decisions about the workspace configuration during INT8 quantization.

We'll update the documentation to reflect the trade-offs between calibration time and model performance more clearly. Here's a revised version of the tip:

"Adjust the workspace value according to your calibration needs and resource availability. While a larger workspace may increase calibration time, it allows TensorRT to explore a wider range of optimization tactics, potentially enhancing model performance and accuracy. Conversely, a smaller workspace can reduce calibration time but may limit the optimization strategies, affecting the quality of the quantized model."

Thank you for helping us improve our documentation! 🚀

from ultralytics.

glenn-jocher avatar glenn-jocher commented on July 22, 2024

@alsozatch see #13138.

Please submit a PR directly in the future yourself if you spot room for improvement in the docs, thank you!

from ultralytics.

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