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[executorch][native] Suggest rounding to nearest when engines narrow values - #24364
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Stack from ghstack (oldest at bottom):
Rounding toward zero when narrowing f32 to f16, which Vulkan and WebGPU allow, biases every stored value toward zero, and the bias compounds across layers. The README suggests rounding to nearest, ties to even, as eager does.
Authored with Claude Code.
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Differential Revision: D128254885
Differential Revision: D128254885