From 32f7665330c01ced1fb928fbd4c7a2febd1d4fe9 Mon Sep 17 00:00:00 2001 From: Tamim Ehsan Date: Sat, 31 Oct 2026 20:19:40 +0800 Subject: [PATCH 1/6] fix(rotator): seed FHT/Kac signs portably and pass the seed to MatrixRotator --- docs/docs/rabitq/rotator.md | 7 ++- include/rabitqlib/core/rotator.hpp | 21 ++++--- tests/unit/rabitqlib/utils/rotator_test.cpp | 67 +++++++++++++++++++++ 3 files changed, 86 insertions(+), 9 deletions(-) diff --git a/docs/docs/rabitq/rotator.md b/docs/docs/rabitq/rotator.md index 83efdb97..ec684581 100644 --- a/docs/docs/rabitq/rotator.md +++ b/docs/docs/rabitq/rotator.md @@ -56,8 +56,11 @@ padded dimension explicitly if subsequent packed-code operations require a multi of 32. Stored space and per-vector work are proportional to `dim * padded_dim` (quadratic when both dimensions are equal). Constructing the random matrix also performs QR factorization. The `seed` argument -of `choose_rotator` controls FHT/Kac signs only; MatrixRotator samples its own matrix. -Save and restore the actual rotator state rather than relying on that seed to +of `choose_rotator` seeds both rotators. FHT/Kac signs come from a fixed mapping of +`std::mt19937` output, so a seed gives the same rotation on every platform and +standard library. A seeded MatrixRotator is reproducible only with the same standard +library and build, because `std::normal_distribution` and QR rounding differ between +them. Save and restore the actual rotator state rather than relying on a seed to recreate a matrix rotation. ## FFHT + Kac’s walk diff --git a/include/rabitqlib/core/rotator.hpp b/include/rabitqlib/core/rotator.hpp index 9fe2adb3..03f322f5 100644 --- a/include/rabitqlib/core/rotator.hpp +++ b/include/rabitqlib/core/rotator.hpp @@ -89,9 +89,13 @@ class MatrixRotator : public Rotator { RowMajorMatrix rand_mat_; public: - explicit MatrixRotator(size_t dim, size_t padded_dim) + // The seed makes the matrix reproducible only with the same standard library + // (std::normal_distribution) and build (QR rounding); persist it with save(). + explicit MatrixRotator( + size_t dim, size_t padded_dim, uint32_t seed = std::random_device{}() + ) : MatrixRotator(dim, padded_dim, AllocateOnly{}) { - RowMajorMatrix rand = random_gaussian_matrix(padded_dim, padded_dim); + RowMajorMatrix rand = random_gaussian_matrix(padded_dim, padded_dim, seed); Eigen::HouseholderQR> qr(rand); RowMajorMatrix q_inv = qr.householderQ() @@ -173,10 +177,12 @@ class FhtKacRotator : public Rotator { size_t dim, size_t padded_dim, uint32_t seed = std::random_device{}() ) : FhtKacRotator(dim, padded_dim, AllocateOnly{}) { + // Frozen, portable mapping: the top byte of each mt19937 output. Its output + // sequence is fixed by the standard, unlike std::uniform_int_distribution; + // libstdc++'s uniform_int_distribution(0, 255) yields these same bytes. std::mt19937 gen(seed); - std::uniform_int_distribution dist(0, 255); for (auto& i : flip_) { - i = static_cast(dist(gen)); + i = static_cast(gen() >> 24); } } @@ -251,8 +257,9 @@ inline std::unique_ptr> make_rotator_for_loading( } // namespace rotator_impl // Return an owning pointer; wrap it in RAII and use size() for the output dimension. -// FHT/Kac supports float and uses seed. Matrix rotation supports float/double; -// it samples its own matrix and does not use this factory's seed argument. +// FHT/Kac supports float; its seed gives the same rotation on every platform. +// Matrix rotation supports float/double; its seed reproduces the matrix only with +// the same standard library and build, so persist matrix rotators with save(). template Rotator* choose_rotator( size_t dim, @@ -271,7 +278,7 @@ Rotator* choose_rotator( } if (type == RotatorType::MatrixRotator) { - return ::new rotator_impl::MatrixRotator(dim, padded_dim); + return ::new rotator_impl::MatrixRotator(dim, padded_dim, seed); } throw std::invalid_argument("Invalid rotator type in choose_rotator()"); diff --git a/tests/unit/rabitqlib/utils/rotator_test.cpp b/tests/unit/rabitqlib/utils/rotator_test.cpp index 663e210a..ae34b178 100644 --- a/tests/unit/rabitqlib/utils/rotator_test.cpp +++ b/tests/unit/rabitqlib/utils/rotator_test.cpp @@ -645,6 +645,73 @@ TEST(FhtDispatchTest, AvxBackendsMatchBitwiseForCompactTails) { } #endif +namespace { +std::vector rotator_state(const Rotator& rotator) { + std::vector state(rotator.dump_bytes()); + rotator.save(state.data()); + return state; +} +} // namespace + +// Frozen sign flips: the top byte of each mt19937 output. These values were captured +// from the libstdc++ std::uniform_int_distribution path this mapping replaced, so +// existing Linux rotations are unchanged and every standard library now agrees. +TEST(FhtRotatorTest, SeededSignFlipsAreFrozen) { + struct Golden { + size_t dim; + size_t padded_dim; + uint32_t seed; + size_t bytes; + uint64_t fnv1a; + std::array prefix; + }; + const std::array goldens{{ + {64, 64, 0U, 32, 0x23ac77c7fcd78e18ULL, {140, 151, 183, 216, 154, 219, 139, 216}}, + {65, 96, 42U, 48, 0xa8609a52aeb403fbULL, {95, 203, 243, 46, 187, 199, 153, 152}}, + {768, 768, 7U, 384, 0x7d509e6cda1a50efULL, {19, 58, 199, 81, 112, 250, 185, 116}}, + {100, + 128, + 123456789U, + 64, + 0x0f87eeb109e9f55eULL, + {136, 253, 136, 3, 130, 185, 182, 34}}, + }}; + for (const Golden& golden : goldens) { + SCOPED_TRACE(golden.dim); + std::unique_ptr> rotator( + choose_rotator( + golden.dim, RotatorType::FhtKacRotator, golden.padded_dim, golden.seed + ) + ); + const std::vector state = rotator_state(*rotator); + ASSERT_EQ(state.size(), golden.bytes); + uint64_t hash = 1469598103934665603ULL; + for (char byte : state) { + hash ^= static_cast(byte); + hash *= 1099511628211ULL; + } + EXPECT_EQ(hash, golden.fnv1a); + for (size_t i = 0; i < golden.prefix.size(); ++i) { + EXPECT_EQ(static_cast(state[i]), golden.prefix[i]) << "byte " << i; + } + } +} + +TEST(MatrixRotatorFactoryTest, SeedReproducesTheMatrix) { + const size_t dim = 48; + auto make = [&](uint32_t seed) { + return std::unique_ptr>( + choose_rotator(dim, RotatorType::MatrixRotator, 0, seed) + ); + }; + const std::vector first = rotator_state(*make(42)); + EXPECT_EQ(rotator_state(*make(42)), first); + EXPECT_NE(rotator_state(*make(43)), first); + + rotator_impl::MatrixRotator direct(dim, dim, 42); + EXPECT_EQ(rotator_state(direct), first); +} + TEST(MatrixRotatorFactoryTest, DoublePreservesNormAndRejectsFloatOnlyRotation) { const size_t dim = 64; std::unique_ptr> rotator( From d296f695893253936021d1a8e0edbea08d76826d Mon Sep 17 00:00:00 2001 From: Tamim Ehsan Date: Sat, 31 Oct 2026 20:42:04 +0800 Subject: [PATCH 2/6] feat(quant): freeze the fast-mode scale table read by faster_config --- CMakeLists.txt | 1 + docs/docs/rabitq/quantizer.md | 12 +- .../core/detail/fast_scale_table.hpp | 23 + include/rabitqlib/core/detail/rabitq_impl.hpp | 4 +- include/rabitqlib/core/encoder.hpp | 13 +- scripts/generate_fast_scale_table.cpp | 113 + src/core/fast_scale_table.cpp | 5498 +++++++++++++++++ .../rabitqlib/quantization/rabitq_test.cpp | 52 + 8 files changed, 5711 insertions(+), 5 deletions(-) create mode 100644 include/rabitqlib/core/detail/fast_scale_table.hpp create mode 100644 scripts/generate_fast_scale_table.cpp create mode 100644 src/core/fast_scale_table.cpp diff --git a/CMakeLists.txt b/CMakeLists.txt index 579dd400..ed68dfcb 100644 --- a/CMakeLists.txt +++ b/CMakeLists.txt @@ -84,6 +84,7 @@ endfunction() set(RABITQ_CORE_SOURCES src/core/api.cpp + src/core/fast_scale_table.cpp src/utils/cpu_features.cpp src/utils/thread_count.cpp src/simd/dispatch.cpp diff --git a/docs/docs/rabitq/quantizer.md b/docs/docs/rabitq/quantizer.md index 03e7fe9f..efe74f8b 100644 --- a/docs/docs/rabitq/quantizer.md +++ b/docs/docs/rabitq/quantizer.md @@ -45,9 +45,15 @@ intervals; a scalar event sweep remains the reference and fallback when the SIMD search cannot certify a winner. This path preserves the reference tie and rounding rules. The fast path reuses a calibrated scaling factor instead of searching per vector. -`faster_config` samples uniformly distributed unit vectors, finds their scaling -factors with the default path, and averages them. Calibrate once during setup -and reuse the result for the same padded dimension and total bit width. This +The factor is the average of the default path's scaling factors over sampled +uniformly distributed unit vectors. `faster_config` reads it from a frozen, +precomputed table for padded dimensions that are multiples of 32 up to 65536 and +total bit widths 2 through 9, so the same arguments give the same factor on every +platform, standard library and CPU, at no setup cost. Other dimensions compute the +factor when called from `std::normal_distribution` samples, which differ between +standard libraries (MSVC and libc++ results differ from libstdc++ by several percent) +and, in the last bits, between FMA and non-FMA builds; calibrate once and reuse the +result for the same padded dimension and total bit width. This reduces encoding work at a possible accuracy cost; evaluate it on your data. ## Data format diff --git a/include/rabitqlib/core/detail/fast_scale_table.hpp b/include/rabitqlib/core/detail/fast_scale_table.hpp new file mode 100644 index 00000000..05487cb7 --- /dev/null +++ b/include/rabitqlib/core/detail/fast_scale_table.hpp @@ -0,0 +1,23 @@ +#pragma once + +#include +#include + +namespace rabitqlib::quant::rabitq_impl::ex_bits { + +// Frozen fast-mode scales, so faster_config gives the same t_const on every platform, +// standard library, compiler and CPU. The table covers padded_dim in multiples of +// kFastScaleDimStep up to kFastScaleMaxDim and ex_bits in [1, kFastScaleMaxExBits]. +// Values are const_scaling_factor(padded_dim, ex_bits) as computed once by +// scripts/generate_fast_scale_table.cpp; see src/core/fast_scale_table.cpp. The +// table is frozen data: never regenerate or edit it. +inline constexpr size_t kFastScaleDimStep = 32; +inline constexpr size_t kFastScaleMaxDim = 65536; +inline constexpr size_t kFastScaleMaxExBits = 8; + +// Returns the frozen scale, or no value when (padded_dim, ex_bits) is outside the table. +std::optional frozen_const_scaling_factor( + size_t padded_dim, size_t ex_bits +) noexcept; + +} // namespace rabitqlib::quant::rabitq_impl::ex_bits diff --git a/include/rabitqlib/core/detail/rabitq_impl.hpp b/include/rabitqlib/core/detail/rabitq_impl.hpp index cae633be..efc0374b 100644 --- a/include/rabitqlib/core/detail/rabitq_impl.hpp +++ b/include/rabitqlib/core/detail/rabitq_impl.hpp @@ -547,7 +547,9 @@ inline T quantize_ex(const T* o_abs, TP* code, size_t dim, size_t ex_bits) { ); } -// For given dim and ex_bits, use random vectors to get the const rescale factor +// For given dim and ex_bits, use random vectors to get the const rescale factor. +// faster_config reads these values from the frozen table (fast_scale_table.hpp); +// this computation generates that table and serves dimensions outside it. inline double const_scaling_factor(size_t dim, size_t ex_bits) { constexpr Eigen::Index kConstNum = 100; diff --git a/include/rabitqlib/core/encoder.hpp b/include/rabitqlib/core/encoder.hpp index 32d8bdaf..f4b73579 100644 --- a/include/rabitqlib/core/encoder.hpp +++ b/include/rabitqlib/core/encoder.hpp @@ -2,10 +2,12 @@ #include #include +#include #include #include "rabitqlib/core/data_layout.hpp" #include "rabitqlib/core/detail/eigen.hpp" +#include "rabitqlib/core/detail/fast_scale_table.hpp" #include "rabitqlib/core/detail/rabitq_impl.hpp" #include "rabitqlib/core/metric.hpp" #include "rabitqlib/core/types.hpp" // IWYU pragma: export @@ -14,10 +16,19 @@ namespace rabitqlib::quant { // Prepare a constant rescaling factor for total_bits > 1. The one-bit path // needs no extra-code scaling and leaves the default configuration unchanged. +// Padded dimensions in the frozen table give the same factor on every platform. +// Others fall back to computing it from std::normal_distribution samples, which differ +// between standard libraries (by several percent) and between FMA and non-FMA builds +// (in the last bits). inline RabitqConfig faster_config(size_t dim, size_t total_bits) { RabitqConfig config; if (total_bits > 1) { - config.t_const = rabitq_impl::ex_bits::const_scaling_factor(dim, total_bits - 1); + const size_t ex_bits = total_bits - 1; + const std::optional frozen = + rabitq_impl::ex_bits::frozen_const_scaling_factor(dim, ex_bits); + config.t_const = frozen.has_value() + ? *frozen + : rabitq_impl::ex_bits::const_scaling_factor(dim, ex_bits); } return config; } diff --git a/scripts/generate_fast_scale_table.cpp b/scripts/generate_fast_scale_table.cpp new file mode 100644 index 00000000..410623b0 --- /dev/null +++ b/scripts/generate_fast_scale_table.cpp @@ -0,0 +1,113 @@ +// Historical record of how src/core/fast_scale_table.cpp, the frozen fast-mode +// scales read by quant::faster_config, was generated. The table is frozen data and +// is never regenerated: rerunning this after a change to the computation would +// silently change every fast-mode code. A different table would be a new, separately +// named table. The original run, from the repository root: +// +// g++ -std=c++17 -O3 -ffp-contract=off -pthread -DEIGEN_MAX_ALIGN_BYTES=64 \ +// -DEIGEN_MAX_STATIC_ALIGN_BYTES=64 -Iinclude \ +// scripts/generate_fast_scale_table.cpp -o /tmp/generate_fast_scale_table +// /tmp/generate_fast_scale_table > src/core/fast_scale_table.cpp +// clang-format-23 -i src/core/fast_scale_table.cpp +// +// The frozen values are the ones portable x86-64 Linux builds computed before the +// table existed: libstdc++'s std::normal_distribution, the scalar event sweep (the +// double-precision search never uses the SIMD kernel) and no fused multiply-add. +// Other standard libraries draw different samples and change the values by several +// percent; FMA contraction or AVX vectorization (a different Eigen reduction order) +// changes the last bits. The guards below refuse to build in those configurations. + +#include +#include +#include +#include +#include +#include + +#include "rabitqlib/core/detail/fast_scale_table.hpp" +#include "rabitqlib/core/detail/rabitq_impl.hpp" + +#if !defined(__GLIBCXX__) +#error "Generate the table with libstdc++; its std::normal_distribution defines the values" +#endif +#if !defined(__x86_64__) || defined(__AVX__) || defined(__FMA__) +#error "Generate the table on baseline x86-64 (SSE2, no -m/-march flags), -ffp-contract=off" +#endif + +namespace ex_bits = rabitqlib::quant::rabitq_impl::ex_bits; + +int main() { + constexpr size_t kRows = ex_bits::kFastScaleMaxDim / ex_bits::kFastScaleDimStep; + constexpr size_t kCols = ex_bits::kFastScaleMaxExBits; + std::vector table(kRows * kCols); + + // Largest dimensions first, so the slowest jobs do not finish last. + std::atomic next{0}; + auto worker = [&] { + for (size_t job = next++; job < table.size(); job = next++) { + const size_t index = table.size() - 1 - job; + const size_t padded_dim = (index / kCols + 1) * ex_bits::kFastScaleDimStep; + const size_t bits = index % kCols + 1; + table[index] = ex_bits::const_scaling_factor(padded_dim, bits); + } + }; + std::vector threads(std::max(1U, std::thread::hardware_concurrency())); + for (auto& thread : threads) { + thread = std::thread(worker); + } + for (auto& thread : threads) { + thread.join(); + } + + std::printf( + "// Generated once by scripts/generate_fast_scale_table.cpp. Frozen data: never\n" + "// regenerate or edit it; a different table would be a new, separately named " + "table.\n" + "// Each value is const_scaling_factor(padded_dim, ex_bits) from libstdc++ on\n" + "// baseline x86-64 (SSE2, no FMA), written as an exact hexadecimal " + "floating-point\n" + "// literal.\n" + "\n" + "#include \"rabitqlib/core/detail/fast_scale_table.hpp\"\n" + "\n" + "#include \n" + "#include \n" + "#include \n" + "\n" + "namespace rabitqlib::quant::rabitq_impl::ex_bits {\n" + "namespace {\n" + "\n" + "constexpr size_t kFastScaleRows = kFastScaleMaxDim / kFastScaleDimStep;\n" + "\n" + "// Entry (row, col) holds padded_dim = (row + 1) * kFastScaleDimStep and\n" + "// ex_bits = col + 1, at index row * kFastScaleMaxExBits + col.\n" + "constexpr std::array kFastScales = " + "{\n" + ); + for (size_t row = 0; row < kRows; ++row) { + std::printf(" "); + for (size_t col = 0; col < kCols; ++col) { + std::printf("%a,%s", table[row * kCols + col], col + 1 < kCols ? " " : "\n"); + } + } + std::printf( + "};\n" + "\n" + "} // namespace\n" + "\n" + "std::optional frozen_const_scaling_factor(\n" + " size_t padded_dim, size_t ex_bits\n" + ") noexcept {\n" + " if (padded_dim == 0 || padded_dim %% kFastScaleDimStep != 0 ||\n" + " padded_dim > kFastScaleMaxDim || ex_bits == 0 ||\n" + " ex_bits > kFastScaleMaxExBits) {\n" + " return std::nullopt;\n" + " }\n" + " const size_t row = padded_dim / kFastScaleDimStep - 1;\n" + " return kFastScales[(row * kFastScaleMaxExBits) + ex_bits - 1];\n" + "}\n" + "\n" + "} // namespace rabitqlib::quant::rabitq_impl::ex_bits\n" + ); + return 0; +} diff --git a/src/core/fast_scale_table.cpp b/src/core/fast_scale_table.cpp new file mode 100644 index 00000000..2a9fbc2b --- /dev/null +++ b/src/core/fast_scale_table.cpp @@ -0,0 +1,5498 @@ +// Generated once by scripts/generate_fast_scale_table.cpp. Frozen data: never +// regenerate or edit it; a different table would be a new, separately named table. +// Each value is const_scaling_factor(padded_dim, ex_bits) from libstdc++ on +// baseline x86-64 (SSE2, no FMA), written as an exact hexadecimal floating-point +// literal. + +#include "rabitqlib/core/detail/fast_scale_table.hpp" + +#include +#include +#include + +namespace rabitqlib::quant::rabitq_impl::ex_bits { +namespace { + +constexpr size_t kFastScaleRows = kFastScaleMaxDim / kFastScaleDimStep; + +// Entry (row, col) holds padded_dim = (row + 1) * kFastScaleDimStep and +// ex_bits = col + 1, at index row * kFastScaleMaxExBits + col. +constexpr std::array kFastScales = { + 0x1.563f3f05a41eep+2, 0x1.36796bca5dc3cp+3, 0x1.5a769b6cc149cp+4, + 0x1.2f1ec0a566563p+5, 0x1.2da5ffa7b83dcp+6, 0x1.2b77b0d612a92p+7, + 0x1.2b77157119856p+8, 0x1.2f346cfbb2d61p+9, 0x1.ef2c1aed4872dp+2, + 0x1.b130c8b11cb38p+3, 0x1.c08b2f9630f93p+4, 0x1.8d26c52d0312cp+5, + 0x1.875f9b243bd6dp+6, 0x1.87cbbb0ff322cp+7, 0x1.873ce4bf70feap+8, + 0x1.8a0b920d378c3p+9, 0x1.32eb3bea5d038p+3, 0x1.06e16559171fbp+4, + 0x1.00da929edee71p+5, 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+ 0x1.fd9f58c0b818p+7, 0x1.b0db0defd0848p+8, 0x1.7ac10348fb8eep+9, + 0x1.4e65a70274d21p+10, 0x1.221719866a3f8p+11, 0x1.037ca5a29ebb5p+12, + 0x1.e70c27160211cp+12, 0x1.d66306edf61dbp+13, 0x1.fdc2e206e3a28p+7, + 0x1.b0f07fcd70341p+8, 0x1.7ae368f7eae2cp+9, 0x1.4e5e9330f81ddp+10, + 0x1.2254e66b565bp+11, 0x1.03b26d6bfa768p+12, 0x1.e7623a5f063dcp+12, + 0x1.d689385a283b7p+13, 0x1.fddfaa2774689p+7, 0x1.b10aff8388568p+8, + 0x1.7b0037bd7f65fp+9, 0x1.4e811b64c207dp+10, 0x1.220505c3cf06ep+11, + 0x1.03a111a91373p+12, 0x1.e73a6238e66fdp+12, 0x1.d65b8f06c5c92p+13, + 0x1.fdff94da6dd72p+7, 0x1.b123239ec2dbdp+8, 0x1.7af66f105b323p+9, + 0x1.4e99b733a4dffp+10, 0x1.2213484a75953p+11, 0x1.0390f687258cbp+12, + 0x1.e72011018c146p+12, 0x1.d67a6db58a9dcp+13, 0x1.fe1daf87a48cdp+7, + 0x1.b139bc6cafe8ep+8, 0x1.7b095d9ed29p+9, 0x1.4ea771c0de7fap+10, + 0x1.226b2ab27c445p+11, 0x1.040a3ed7a2cbap+12, 0x1.e7e883d2d8918p+12, + 0x1.d73bc6640a9p+13, 0x1.fe3d02c2660c5p+7, 0x1.b157a9f6c5f3dp+8, + 0x1.7b2b0b8828806p+9, 0x1.4eb5f396e00bbp+10, 0x1.22ab705d4ade5p+11, + 0x1.043c7d05114e1p+12, 0x1.e852b3ddcf6e6p+12, 0x1.d7a5a274bdae3p+13, + 0x1.fe5d77d799b4ep+7, 0x1.b17adcb591601p+8, 0x1.7b39c4701d185p+9, + 0x1.4ec7efe753706p+10, 0x1.22d2626af122ap+11, 0x1.045339ab9dfb8p+12, + 0x1.e87b9c7742badp+12, 0x1.d7f34b6e35fd8p+13, 0x1.fe7b0441252bfp+7, + 0x1.b1a146ff366fdp+8, 0x1.7b562088e79fbp+9, 0x1.4ec4f75324791p+10, + 0x1.22d1ef8f978dcp+11, 0x1.04637287518a3p+12, 0x1.e8bc2b8e0d7c9p+12, + 0x1.d81ba4470716cp+13, 0x1.fe9a651fd572p+7, 0x1.b1c2ab57b3c2cp+8, + 0x1.7b6f49f83546cp+9, 0x1.4ed8de0cba19bp+10, 0x1.22a3808370c81p+11, + 0x1.043e66bd7d183p+12, 0x1.e8631d3cf9e88p+12, 0x1.d7aef56afbafdp+13, + 0x1.febd4ecf40cd8p+7, 0x1.b1daa8b5c9e64p+8, 0x1.7b72c11172351p+9, + 0x1.4ef6bfd7c7024p+10, 0x1.22d5ab80647cdp+11, 0x1.04721e1f3a10ap+12, + 0x1.e8a3fa2947e6ep+12, 0x1.d7dc354ea7134p+13, 0x1.feddabb987d66p+7, + 0x1.b1f174ed23b71p+8, 0x1.7b8c4ecbb4d7ap+9, 0x1.4f20ab112b563p+10, + 0x1.22ec3eb1aa90fp+11, 0x1.046bc13de4588p+12, 0x1.e895437558ad4p+12, + 0x1.d80a32921e75ap+13, 0x1.feff216066aaep+7, 0x1.b21290abea826p+8, + 0x1.7bad16a7ca50ep+9, 0x1.4f38d149b4a66p+10, 0x1.22fd5553a1244p+11, + 0x1.045974882c47ap+12, 0x1.e8880a35b7b32p+12, 0x1.d805c98c46986p+13, + 0x1.ff1e9304beda4p+7, 0x1.b22eceeee52e5p+8, 0x1.7bcad1a7b338dp+9, + 0x1.4f2a50ca8e4acp+10, 0x1.22c1445b118a3p+11, 0x1.04422dc1698c2p+12, + 0x1.e89496dce97d1p+12, 0x1.d7eb5552861a1p+13, 0x1.ff3be9114cdb6p+7, + 0x1.b24cabae61e66p+8, 0x1.7bdff813ffe38p+9, 0x1.4f323df41e131p+10, + 0x1.22e4f6ecac66fp+11, 0x1.0455783ff38c6p+12, 0x1.e8acecb1717f1p+12, + 0x1.d80db3abe0afcp+13, 0x1.ff6002e4a3e9fp+7, 0x1.b2648b833def1p+8, + 0x1.7bfd4c261f61fp+9, 0x1.4f65fb870e7p+10, 0x1.22f7aab02f3afp+11, + 0x1.0458af50827a1p+12, 0x1.e8a666435983dp+12, 0x1.d7e58a5115b4ap+13, + 0x1.ff7f7918a7dc3p+7, 0x1.b290309f58eaep+8, 0x1.7c08cef42f2b6p+9, + 0x1.4f88ed6ba8648p+10, 0x1.2303bdbcb505dp+11, 0x1.047b13f21b3b6p+12, + 0x1.e8f39481fd109p+12, 0x1.d82f92b828ea6p+13, 0x1.ff9ba60c1c638p+7, + 0x1.b2a4b74d9a5a8p+8, 0x1.7c251aea34f56p+9, 0x1.4fb54430dcd1cp+10, + 0x1.232c7aa9b7eb6p+11, 0x1.047f3eb558ba6p+12, 0x1.e92608d60ee77p+12, + 0x1.d85e3c1418a51p+13, 0x1.ffbfbc23baa74p+7, 0x1.b2bb87931341fp+8, + 0x1.7c3a5750da1fdp+9, 0x1.4fe63f1b49108p+10, 0x1.23336dee65448p+11, + 0x1.04adac9566adfp+12, 0x1.e963b01a0d8aep+12, 0x1.d8a14c7e02672p+13, + 0x1.ffe11825ba33bp+7, 0x1.b2e2a04bba5c1p+8, 0x1.7c53719bd3306p+9, + 0x1.50015914f1658p+10, 0x1.2352633a2f588p+11, 0x1.04cc34c94c549p+12, + 0x1.e980b3537cf3cp+12, 0x1.d8f2d57cc2794p+13, 0x1.fffd72fdbd3fdp+7, + 0x1.b2f7530e22945p+8, 0x1.7c6c133dae114p+9, 0x1.5027984e102dbp+10, + 0x1.235c48ab2200fp+11, 0x1.04a4bb1f077edp+12, 0x1.e92bec47afdefp+12, + 0x1.d8881961d5109p+13, 0x1.000e985394c5fp+8, 0x1.b3134b1a5b67cp+8, + 0x1.7c8b36a2722a4p+9, 0x1.50297318dea49p+10, 0x1.236905328149dp+11, + 0x1.04b643532c1c4p+12, 0x1.e94bdfdfdb177p+12, 0x1.d8aab18213a17p+13, + 0x1.001eabadb01fap+8, 0x1.b32501498f46dp+8, 0x1.7ca654fecbd09p+9, + 0x1.503fd3e053ec9p+10, 0x1.23a790d7f2c6cp+11, 0x1.04d30c3041e64p+12, + 0x1.e9972bbdc378ep+12, 0x1.d8dc51135cd11p+13, 0x1.002e75efad228p+8, + 0x1.b33f8632d6086p+8, 0x1.7cb8a0325fa09p+9, 0x1.50350fdb902cdp+10, + 0x1.2393a698a0ed4p+11, 0x1.04dd0c0561318p+12, 0x1.e9ae1edd99d1dp+12, + 0x1.d8e372faa80ecp+13, 0x1.003fcb94e9c67p+8, 0x1.b35b4d0e1ebc9p+8, + 0x1.7cd6cea79abd7p+9, 0x1.50499d66a08dap+10, 0x1.23df6b99aef9ap+11, + 0x1.04f4ecce7d674p+12, 0x1.e9d73f9817929p+12, 0x1.d900943e6291fp+13, + 0x1.004e2821d300fp+8, 0x1.b373d177bc628p+8, 0x1.7cefdf2ddf548p+9, + 0x1.506bee31f946ap+10, 0x1.23c682f49c0acp+11, 0x1.04df878240fc6p+12, + 0x1.e9aff3742c37fp+12, 0x1.d8ed13b404765p+13, 0x1.005c95efbf286p+8, + 0x1.b3872784f1024p+8, 0x1.7d1546939a30ap+9, 0x1.507ff98a55a31p+10, + 0x1.23c65806cbb1fp+11, 0x1.04d4c89f23dafp+12, 0x1.e97a69cf1e0f7p+12, + 0x1.d8cd111107324p+13, 0x1.006cb75dbe94dp+8, 0x1.b3a2b8ba41a31p+8, + 0x1.7d24548071f17p+9, 0x1.50c0b7c55a293p+10, 0x1.242ae22cdda33p+11, + 0x1.057e244249503p+12, 0x1.eab74f43382fap+12, 0x1.d9e8bc987dc66p+13, + 0x1.007c19471998ap+8, 0x1.b3c955513e736p+8, 0x1.7d45f8bfe9bcep+9, + 0x1.50cf517427037p+10, 0x1.24124390207bp+11, 0x1.0548a5d04c8d6p+12, + 0x1.ea5fab38be9a8p+12, 0x1.d9b114e74e1eep+13, 0x1.008aab20c060ep+8, + 0x1.b3e42bda963dbp+8, 0x1.7d55e083d142ap+9, 0x1.50df8d5a4de26p+10, + 0x1.23f8ebccda188p+11, 0x1.054a0fffaabf8p+12, 0x1.ea41b439146c6p+12, + 0x1.d99595d39da3bp+13, 0x1.009bc2b23d0d8p+8, 0x1.b3fe5102a3fcep+8, + 0x1.7d6af62a850a9p+9, 0x1.50ed002144757p+10, 0x1.240682961862cp+11, + 0x1.0556e95f3cbp+12, 0x1.ea5e247dec909p+12, 0x1.d9bfb7b40feecp+13, + 0x1.00af23f0ecb66p+8, 0x1.b4123e6539af1p+8, 0x1.7d729b3ff535bp+9, + 0x1.510b08acf5421p+10, 0x1.24240a8f043ddp+11, 0x1.0565c4fd08ed4p+12, + 0x1.ea8729509ac52p+12, 0x1.d9f09e48914cfp+13, 0x1.00bdcbd74772dp+8, + 0x1.b434887f4056ap+8, 0x1.7d903c291de3ap+9, 0x1.510dcc25c5b09p+10, + 0x1.244f3ddceaed9p+11, 0x1.0587b8de66d4cp+12, 0x1.eaceab5dced51p+12, + 0x1.da39acdcc19e6p+13, 0x1.00cf4f262812cp+8, 0x1.b44cd45665705p+8, + 0x1.7da556cccb766p+9, 0x1.5125e8521c813p+10, 0x1.248d8dc284306p+11, + 0x1.05ac820ffc926p+12, 0x1.eae6d082bdf92p+12, 0x1.da507587ae3adp+13, + 0x1.00dfd569f324ap+8, 0x1.b462abbab4004p+8, 0x1.7db29ca3dfd7fp+9, + 0x1.513dd7715e5e4p+10, 0x1.247514e5aa4f8p+11, 0x1.05b3fedab19bfp+12, + 0x1.eadf25af57d8cp+12, 0x1.da45c16afa241p+13, 0x1.00eea502fc483p+8, + 0x1.b4804082f2ceep+8, 0x1.7de395362a903p+9, 0x1.513622c4d3712p+10, + 0x1.24276c4fc5f9fp+11, 0x1.05378a302e2dap+12, 0x1.ea111384205f1p+12, + 0x1.d973cd2f05746p+13, 0x1.00ff614be632dp+8, 0x1.b49f27a2d8f69p+8, + 0x1.7df8b2a8554dfp+9, 0x1.51417afc7f72ap+10, 0x1.2429e9c926d51p+11, + 0x1.056a18e3a660dp+12, 0x1.ea686cba031ddp+12, 0x1.d9def70b4090cp+13, + 0x1.010e66c5317d7p+8, 0x1.b4adc92b7c07cp+8, 0x1.7e10e596f685cp+9, + 0x1.5150e992bc7a4p+10, 0x1.245308af32cb7p+11, 0x1.0588df00d9433p+12, + 0x1.eacbd147abfb3p+12, 0x1.da1f263a7d0a9p+13, 0x1.011d8207b9707p+8, + 0x1.b4d320398e213p+8, 0x1.7e358b99ae164p+9, 0x1.516f947e24b01p+10, + 0x1.248f982846ba5p+11, 0x1.05c353a532db3p+12, 0x1.eb418ece702p+12, + 0x1.da78df4c66b71p+13, +}; + +} // namespace + +std::optional frozen_const_scaling_factor( + size_t padded_dim, size_t ex_bits +) noexcept { + if (padded_dim == 0 || padded_dim % kFastScaleDimStep != 0 || + padded_dim > kFastScaleMaxDim || ex_bits == 0 || ex_bits > kFastScaleMaxExBits) { + return std::nullopt; + } + const size_t row = padded_dim / kFastScaleDimStep - 1; + return kFastScales[(row * kFastScaleMaxExBits) + ex_bits - 1]; +} + +} // namespace rabitqlib::quant::rabitq_impl::ex_bits diff --git a/tests/unit/rabitqlib/quantization/rabitq_test.cpp b/tests/unit/rabitqlib/quantization/rabitq_test.cpp index bb91b69e..1e799c6e 100644 --- a/tests/unit/rabitqlib/quantization/rabitq_test.cpp +++ b/tests/unit/rabitqlib/quantization/rabitq_test.cpp @@ -12,6 +12,7 @@ #include #include "rabitqlib/core/data_layout.hpp" +#include "rabitqlib/core/detail/fast_scale_table.hpp" #include "rabitqlib/core/detail/rabitq_impl.hpp" #include "rabitqlib/core/encoder.hpp" #include "rabitqlib/core/estimator.hpp" @@ -753,6 +754,57 @@ TEST(RabitqPreconditionTest, SplitSingleQueryRequiresPaddedDimensionMultipleOf32 } } +TEST(FastScaleTableTest, FasterConfigReadsTheFrozenTable) { + // Pinned table entries; these hold on every platform because they are data. + EXPECT_EQ(faster_config(768, 4).t_const, 0x1.4c76161b7a4b6p+6); + EXPECT_EQ(faster_config(64, 9).t_const, 0x1.8a0b920d378c3p+9); + EXPECT_EQ( + faster_config(768, 4).t_const, + rabitq_impl::ex_bits::frozen_const_scaling_factor(768, 3).value() + ); + // One bit needs no scale and keeps the default configuration. + EXPECT_EQ(faster_config(768, 1).t_const, RabitqConfig().t_const); +} + +TEST(FastScaleTableTest, FrozenValuesMatchTheComputation) { + for (size_t padded_dim : {32U, 64U, 96U, 800U}) { + for (size_t ex_bits = 1; ex_bits <= rabitq_impl::ex_bits::kFastScaleMaxExBits; + ++ex_bits) { + SCOPED_TRACE(::testing::Message() << padded_dim << ", " << ex_bits); + const double frozen = + rabitq_impl::ex_bits::frozen_const_scaling_factor(padded_dim, ex_bits) + .value(); + const double computed = + rabitq_impl::ex_bits::const_scaling_factor(padded_dim, ex_bits); +#if defined(__GLIBCXX__) && defined(__x86_64__) && !defined(__AVX__) && !defined(__FMA__) + // The configuration the table was generated in reproduces it exactly, which + // shows the table was generated faithfully. If this fails after a deliberate + // change to const_scaling_factor, relax it to the tolerance below; never + // regenerate the table, which is frozen data. + EXPECT_EQ(frozen, computed); +#else + // Other standard libraries draw different samples (several percent apart) + // and FMA or AVX builds differ in the last bits, so this only checks the + // value is plausible. The table removes those differences from faster_config. + EXPECT_NEAR(frozen, computed, 1e-1 * frozen); +#endif + } + } +} + +TEST(FastScaleTableTest, DimensionsOutsideTheTableFallBackToTheComputation) { + using rabitq_impl::ex_bits::frozen_const_scaling_factor; + EXPECT_FALSE(frozen_const_scaling_factor(0, 3).has_value()); + EXPECT_FALSE(frozen_const_scaling_factor(50, 3).has_value()); + EXPECT_FALSE(frozen_const_scaling_factor(65536 + 32, 3).has_value()); + EXPECT_FALSE(frozen_const_scaling_factor(64, 0).has_value()); + EXPECT_FALSE(frozen_const_scaling_factor(64, 9).has_value()); + EXPECT_GT(frozen_const_scaling_factor(65536, 8).value(), 0); + EXPECT_EQ( + faster_config(50, 4).t_const, rabitq_impl::ex_bits::const_scaling_factor(50, 3) + ); +} + } // namespace } // namespace rabitqlib::quant From 843f6faa013d792e95e69d3834216f81dac17b00 Mon Sep 17 00:00:00 2001 From: gouyt13clear Date: Sun, 1 Nov 2026 11:20:24 +0800 Subject: [PATCH 3/6] test(quant): hash the whole frozen fast-mode scale table FrozenValuesMatchTheComputation compares only 32 of the 16384 entries, so an edit elsewhere in the table would pass on every platform. Pin all entries with an FNV-1a hash of their IEEE-754 bits, read through frozen_const_scaling_factor so the index mapping is covered too. Also update the QG seed docs: the graph seed now seeds MatrixRotator. --- docs/docs/index/qg.md | 4 +++- .../rabitqlib/quantization/rabitq_test.cpp | 24 +++++++++++++++++++ 2 files changed, 27 insertions(+), 1 deletion(-) diff --git a/docs/docs/index/qg.md b/docs/docs/index/qg.md index c31ccae6..4a89ab1e 100644 --- a/docs/docs/index/qg.md +++ b/docs/docs/index/qg.md @@ -131,7 +131,9 @@ this for its centroid graph; the cache is not persisted. ### Random seeds -The graph seed controls FHT/Kac rotation; MatrixRotator samples its own matrix. +The graph seed controls the rotation. An FHT/Kac seed gives the same rotation on +every platform; a MatrixRotator seed reproduces the matrix only with the same +standard library and build, so rely on the saved index rather than the seed. The builder seed controls random initialization and fallback edges. PiPNN uses fixed internal seeds. diff --git a/tests/unit/rabitqlib/quantization/rabitq_test.cpp b/tests/unit/rabitqlib/quantization/rabitq_test.cpp index 1e799c6e..caf14072 100644 --- a/tests/unit/rabitqlib/quantization/rabitq_test.cpp +++ b/tests/unit/rabitqlib/quantization/rabitq_test.cpp @@ -5,6 +5,7 @@ #include #include #include +#include #include #include #include @@ -792,6 +793,29 @@ TEST(FastScaleTableTest, FrozenValuesMatchTheComputation) { } } +TEST(FastScaleTableTest, WholeTableIsFrozen) { + // FNV-1a over every entry's IEEE-754 bits, least significant byte first, in + // padded_dim-major order. Any edited, dropped or reordered entry changes it. + using rabitq_impl::ex_bits::frozen_const_scaling_factor; + using rabitq_impl::ex_bits::kFastScaleDimStep; + using rabitq_impl::ex_bits::kFastScaleMaxDim; + using rabitq_impl::ex_bits::kFastScaleMaxExBits; + uint64_t hash = 1469598103934665603ULL; + for (size_t padded_dim = kFastScaleDimStep; padded_dim <= kFastScaleMaxDim; + padded_dim += kFastScaleDimStep) { + for (size_t ex_bits = 1; ex_bits <= kFastScaleMaxExBits; ++ex_bits) { + const double scale = frozen_const_scaling_factor(padded_dim, ex_bits).value(); + uint64_t bits = 0; + std::memcpy(&bits, &scale, sizeof(bits)); + for (size_t byte = 0; byte < sizeof(bits); ++byte) { + hash ^= (bits >> (8 * byte)) & 0xFFU; + hash *= 1099511628211ULL; + } + } + } + EXPECT_EQ(hash, 0x4195f9250a4a3900ULL); +} + TEST(FastScaleTableTest, DimensionsOutsideTheTableFallBackToTheComputation) { using rabitq_impl::ex_bits::frozen_const_scaling_factor; EXPECT_FALSE(frozen_const_scaling_factor(0, 3).has_value()); From 656845d1fbe67ffc8d3d0a83f3497ec3f173c95a Mon Sep 17 00:00:00 2001 From: gouyt13clear Date: Sun, 1 Nov 2026 11:27:22 +0800 Subject: [PATCH 4/6] docs: scope the frozen-table and seeded-rotation claims The libstdc++ uniform_int_distribution bytes match the new FHT/Kac mapping only from GCC 11, which adopted Lemire's algorithm; older libstdc++ occasionally drew different bytes. The frozen scale table forbids changing its values, not editing the lookup code beside them. List the table in the development code map and the quantization audit list. --- docs/development.md | 4 +++- include/rabitqlib/core/detail/fast_scale_table.hpp | 2 +- include/rabitqlib/core/rotator.hpp | 3 ++- scripts/generate_fast_scale_table.cpp | 5 +++-- src/core/fast_scale_table.cpp | 3 ++- tests/unit/rabitqlib/utils/rotator_test.cpp | 4 ++-- 6 files changed, 13 insertions(+), 8 deletions(-) diff --git a/docs/development.md b/docs/development.md index 0da369cc..5f7d14b3 100644 --- a/docs/development.md +++ b/docs/development.md @@ -48,7 +48,7 @@ factors estimate L2 distance or inner product. | `include/rabitqlib/clustering/` | RaBitQKMeans flat assignment, QGKMeans graph assignment, and shared Lloyd training | | `include/rabitqlib/index/{ivf,hnsw,symqg}/` | Index construction, persistence, and search | | `include/rabitqlib/{core,fastscan,index}/detail/` | Module-owned implementation headers; no public stability promise | -| `src/core/` | Compiled stable core v1 API implementation | +| `src/core/` | Compiled stable core v1 API implementation and the frozen `faster_config` scale table | | `src/simd/` | Core kernels, dispatch, and the private shared resolver | | `src/fastscan/` | FastScan kernels, batch estimators, and paired backend selection | | `src/index/` | Compiled IVF/HNSW/SymphonyQG operations and private search kernels | @@ -470,6 +470,8 @@ contract. For a local implementation fix, identify its affected paths from the m below and check those paths; broaden the audit if the shared contract changes. - `core/encoder.hpp` and `core/detail/rabitq_impl.hpp`; +- the frozen `faster_config` scales in `core/detail/fast_scale_table.hpp` and + `src/core/fast_scale_table.cpp`; never regenerate them or change their values; - `core/data_layout.hpp` and `core/pack_excode.hpp`; - SIMD pack, inner-product, and FastScan kernels; - query-side factors in `core/query.hpp` and `fastscan/query.hpp`; diff --git a/include/rabitqlib/core/detail/fast_scale_table.hpp b/include/rabitqlib/core/detail/fast_scale_table.hpp index 05487cb7..a98e5863 100644 --- a/include/rabitqlib/core/detail/fast_scale_table.hpp +++ b/include/rabitqlib/core/detail/fast_scale_table.hpp @@ -10,7 +10,7 @@ namespace rabitqlib::quant::rabitq_impl::ex_bits { // kFastScaleDimStep up to kFastScaleMaxDim and ex_bits in [1, kFastScaleMaxExBits]. // Values are const_scaling_factor(padded_dim, ex_bits) as computed once by // scripts/generate_fast_scale_table.cpp; see src/core/fast_scale_table.cpp. The -// table is frozen data: never regenerate or edit it. +// table is frozen data: never regenerate it or change its values. inline constexpr size_t kFastScaleDimStep = 32; inline constexpr size_t kFastScaleMaxDim = 65536; inline constexpr size_t kFastScaleMaxExBits = 8; diff --git a/include/rabitqlib/core/rotator.hpp b/include/rabitqlib/core/rotator.hpp index 03f322f5..789ba4e0 100644 --- a/include/rabitqlib/core/rotator.hpp +++ b/include/rabitqlib/core/rotator.hpp @@ -179,7 +179,8 @@ class FhtKacRotator : public Rotator { : FhtKacRotator(dim, padded_dim, AllocateOnly{}) { // Frozen, portable mapping: the top byte of each mt19937 output. Its output // sequence is fixed by the standard, unlike std::uniform_int_distribution; - // libstdc++'s uniform_int_distribution(0, 255) yields these same bytes. + // GCC 11+ libstdc++'s uniform_int_distribution(0, 255) yields these same + // bytes; older libstdc++ occasionally drew different ones. std::mt19937 gen(seed); for (auto& i : flip_) { i = static_cast(gen() >> 24); diff --git a/scripts/generate_fast_scale_table.cpp b/scripts/generate_fast_scale_table.cpp index 410623b0..8442d437 100644 --- a/scripts/generate_fast_scale_table.cpp +++ b/scripts/generate_fast_scale_table.cpp @@ -61,8 +61,9 @@ int main() { std::printf( "// Generated once by scripts/generate_fast_scale_table.cpp. Frozen data: never\n" - "// regenerate or edit it; a different table would be a new, separately named " - "table.\n" + "// regenerate it or change its values; a different table would be a new, " + "separately\n" + "// named table.\n" "// Each value is const_scaling_factor(padded_dim, ex_bits) from libstdc++ on\n" "// baseline x86-64 (SSE2, no FMA), written as an exact hexadecimal " "floating-point\n" diff --git a/src/core/fast_scale_table.cpp b/src/core/fast_scale_table.cpp index 2a9fbc2b..745f04f1 100644 --- a/src/core/fast_scale_table.cpp +++ b/src/core/fast_scale_table.cpp @@ -1,5 +1,6 @@ // Generated once by scripts/generate_fast_scale_table.cpp. Frozen data: never -// regenerate or edit it; a different table would be a new, separately named table. +// regenerate it or change its values; a different table would be a new, separately +// named table. // Each value is const_scaling_factor(padded_dim, ex_bits) from libstdc++ on // baseline x86-64 (SSE2, no FMA), written as an exact hexadecimal floating-point // literal. diff --git a/tests/unit/rabitqlib/utils/rotator_test.cpp b/tests/unit/rabitqlib/utils/rotator_test.cpp index ae34b178..a12e3d3e 100644 --- a/tests/unit/rabitqlib/utils/rotator_test.cpp +++ b/tests/unit/rabitqlib/utils/rotator_test.cpp @@ -654,8 +654,8 @@ std::vector rotator_state(const Rotator& rotator) { } // namespace // Frozen sign flips: the top byte of each mt19937 output. These values were captured -// from the libstdc++ std::uniform_int_distribution path this mapping replaced, so -// existing Linux rotations are unchanged and every standard library now agrees. +// from the GCC 11+ libstdc++ std::uniform_int_distribution path this mapping replaced, +// so rotations from those builds are unchanged and every standard library now agrees. TEST(FhtRotatorTest, SeededSignFlipsAreFrozen) { struct Golden { size_t dim; From bf72bc502fa73cb33956ee58fc28b3b40145fa76 Mon Sep 17 00:00:00 2001 From: gouyt13clear Date: Sun, 1 Nov 2026 11:40:49 +0800 Subject: [PATCH 5/6] test: use the standard FNV-1a offset basis The rotator and scale-table goldens hashed from 1469598103934665603, which drops the last digit of the FNV-1a 64-bit offset basis 14695981039346656037, so standard FNV-1a tools could not reproduce them. Recompute the goldens; the hashed bytes are unchanged. --- tests/unit/rabitqlib/quantization/rabitq_test.cpp | 4 ++-- tests/unit/rabitqlib/utils/rotator_test.cpp | 10 +++++----- 2 files changed, 7 insertions(+), 7 deletions(-) diff --git a/tests/unit/rabitqlib/quantization/rabitq_test.cpp b/tests/unit/rabitqlib/quantization/rabitq_test.cpp index caf14072..8fd9402f 100644 --- a/tests/unit/rabitqlib/quantization/rabitq_test.cpp +++ b/tests/unit/rabitqlib/quantization/rabitq_test.cpp @@ -800,7 +800,7 @@ TEST(FastScaleTableTest, WholeTableIsFrozen) { using rabitq_impl::ex_bits::kFastScaleDimStep; using rabitq_impl::ex_bits::kFastScaleMaxDim; using rabitq_impl::ex_bits::kFastScaleMaxExBits; - uint64_t hash = 1469598103934665603ULL; + uint64_t hash = 14695981039346656037ULL; for (size_t padded_dim = kFastScaleDimStep; padded_dim <= kFastScaleMaxDim; padded_dim += kFastScaleDimStep) { for (size_t ex_bits = 1; ex_bits <= kFastScaleMaxExBits; ++ex_bits) { @@ -813,7 +813,7 @@ TEST(FastScaleTableTest, WholeTableIsFrozen) { } } } - EXPECT_EQ(hash, 0x4195f9250a4a3900ULL); + EXPECT_EQ(hash, 0x0e2905a5a51a323eULL); } TEST(FastScaleTableTest, DimensionsOutsideTheTableFallBackToTheComputation) { diff --git a/tests/unit/rabitqlib/utils/rotator_test.cpp b/tests/unit/rabitqlib/utils/rotator_test.cpp index a12e3d3e..0a773fc7 100644 --- a/tests/unit/rabitqlib/utils/rotator_test.cpp +++ b/tests/unit/rabitqlib/utils/rotator_test.cpp @@ -666,14 +666,14 @@ TEST(FhtRotatorTest, SeededSignFlipsAreFrozen) { std::array prefix; }; const std::array goldens{{ - {64, 64, 0U, 32, 0x23ac77c7fcd78e18ULL, {140, 151, 183, 216, 154, 219, 139, 216}}, - {65, 96, 42U, 48, 0xa8609a52aeb403fbULL, {95, 203, 243, 46, 187, 199, 153, 152}}, - {768, 768, 7U, 384, 0x7d509e6cda1a50efULL, {19, 58, 199, 81, 112, 250, 185, 116}}, + {64, 64, 0U, 32, 0x7fcf0925975a6086ULL, {140, 151, 183, 216, 154, 219, 139, 216}}, + {65, 96, 42U, 48, 0xd9e9cf1fc973e865ULL, {95, 203, 243, 46, 187, 199, 153, 152}}, + {768, 768, 7U, 384, 0xfaa17c43b69f821dULL, {19, 58, 199, 81, 112, 250, 185, 116}}, {100, 128, 123456789U, 64, - 0x0f87eeb109e9f55eULL, + 0xe503af8f3b3cd71cULL, {136, 253, 136, 3, 130, 185, 182, 34}}, }}; for (const Golden& golden : goldens) { @@ -685,7 +685,7 @@ TEST(FhtRotatorTest, SeededSignFlipsAreFrozen) { ); const std::vector state = rotator_state(*rotator); ASSERT_EQ(state.size(), golden.bytes); - uint64_t hash = 1469598103934665603ULL; + uint64_t hash = 14695981039346656037ULL; for (char byte : state) { hash ^= static_cast(byte); hash *= 1099511628211ULL; From 00814ea26659ff19d1bd0ad7025c27cc90d9ac39 Mon Sep 17 00:00:00 2001 From: gouyt13clear Date: Sun, 1 Nov 2026 11:40:49 +0800 Subject: [PATCH 6/6] docs(quant): fix the faster_config fallback wording Say that faster_config computes the factor for dimensions outside the table, and that math libraries also change its last bits. --- docs/docs/rabitq/quantizer.md | 9 +++++---- include/rabitqlib/core/encoder.hpp | 2 +- 2 files changed, 6 insertions(+), 5 deletions(-) diff --git a/docs/docs/rabitq/quantizer.md b/docs/docs/rabitq/quantizer.md index 707e6663..516f1403 100644 --- a/docs/docs/rabitq/quantizer.md +++ b/docs/docs/rabitq/quantizer.md @@ -49,10 +49,11 @@ The factor is the average of the default path's scaling factors over sampled uniformly distributed unit vectors. `faster_config` reads it from a frozen, precomputed table for padded dimensions that are multiples of 32 up to 65536 and total bit widths 2 through 9, so the same arguments give the same factor on every -platform, standard library and CPU, at no setup cost. Other dimensions compute the -factor when called from `std::normal_distribution` samples, which differ between -standard libraries (MSVC and libc++ results differ from libstdc++ by several percent) -and, in the last bits, between FMA and non-FMA builds; calibrate once and reuse the +platform, standard library and CPU, at no setup cost. For other dimensions, +`faster_config` computes the factor from `std::normal_distribution` samples, which +differ between standard libraries (MSVC and libc++ results differ from libstdc++ by +several percent) and, in the last bits, between FMA and non-FMA builds and between +math libraries; calibrate once and reuse the result for the same padded dimension and total bit width. This reduces encoding work at a possible accuracy cost; evaluate it on your data. diff --git a/include/rabitqlib/core/encoder.hpp b/include/rabitqlib/core/encoder.hpp index 0d1613cd..aa042052 100644 --- a/include/rabitqlib/core/encoder.hpp +++ b/include/rabitqlib/core/encoder.hpp @@ -19,7 +19,7 @@ namespace rabitqlib::quant { // Padded dimensions in the frozen table give the same factor on every platform. // Others fall back to computing it from std::normal_distribution samples, which differ // between standard libraries (by several percent) and between FMA and non-FMA builds -// (in the last bits). +// or math libraries (in the last bits). inline RabitqConfig faster_config(size_t dim, size_t total_bits) { RabitqConfig config; if (total_bits > 1) {