Replace slope with cross product
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@ -1230,22 +1230,27 @@ static std::unordered_map<std::string, ggml_type> target_bpw_type(
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if (candidates.size() < 3) { return; } // need at least 3 points to do convex hull
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// Convex hull (lower envelope)
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auto slope = [](const candidate_types & a, const candidate_types & b) {
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const double dx = b.bytes - a.bytes;
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return dx <= 0.0 ? infinity : (b.error - a.error) / dx;
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std::vector<candidate_types> hull; hull.reserve(candidates.size());
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for (const auto & c : candidates) {
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auto cross_product = [](const candidate_types & h0, const candidate_types & h1, const candidate_types & p) -> double {
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const double dx1 = (double)h1.bytes - (double)h0.bytes;
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const double dy1 = h1.error - h0.error;
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const double dx2 = (double)p.bytes - (double)h0.bytes;
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const double dy2 = p.error - h0.error;
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return dx1 * dy2 - dx2 * dy1;
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};
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std::vector<candidate_types> hull; hull.reserve(candidates.size());
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for (const auto & p : candidates) {
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while (hull.size() >= 2) {
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const double s1 = slope(hull[hull.size() - 2], hull[hull.size() - 1]);
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const double s2 = slope(hull[hull.size() - 1], p);
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if (s2 + epsilon < s1) hull.pop_back();
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else { break; }
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if (cross_product(hull[hull.size() - 2], hull[hull.size() - 1], c) <= epsilon) {
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hull.pop_back();
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} else {
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break;
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}
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}
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hull.push_back(p);
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hull.push_back(c);
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}
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candidates.swap(hull);
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};
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