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step35/104
...
step35/55-
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4b2b8fc081 |
@@ -2,10 +2,22 @@ cmake_minimum_required(VERSION 3.16)
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project(turboquant LANGUAGES CXX)
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project(turboquant LANGUAGES CXX)
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# ----------------------------------------------------------------------
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# Safety/security hardening options — Issue #55
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# ----------------------------------------------------------------------
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option(TURBOQUANT_ENABLE_SANITIZERS "Enable AddressSanitizer + UndefinedBehaviorSanitizer (debug builds)" OFF)
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if(TURBOQUANT_ENABLE_SANITIZERS)
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message(STATUS "TurboQuant: sanitizers ENABLED")
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add_compile_options(-fsanitize=address,undefined -fno-omit-frame-pointer)
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add_link_options(-fsanitize=address,undefined)
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endif()
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option(TURBOQUANT_BUILD_TESTS "Build standalone TurboQuant validation tests" ON)
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option(TURBOQUANT_BUILD_TESTS "Build standalone TurboQuant validation tests" ON)
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add_library(turboquant STATIC
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add_library(turboquant STATIC
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llama-turbo.cpp
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llama-turbo.cpp
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llama-turbo-safety.cpp
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)
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)
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target_include_directories(turboquant PUBLIC
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target_include_directories(turboquant PUBLIC
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@@ -11,7 +11,7 @@ constant float turbo4_centroids[16] = {
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};
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};
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// Fast Walsh-Hadamard Transform (In-place, SIMD-optimized)
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// Fast Walsh-Hadamard Transform (In-place, SIMD-optimized)
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// Assumes d=128 (standard head dimension)
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// Assumes d=128 (standard head dimension) and len is power-of-2.
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kernel void kernel_fwht_128(
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kernel void kernel_fwht_128(
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device float* data [[buffer(0)]],
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device float* data [[buffer(0)]],
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uint tid [[thread_position_in_grid]]
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uint tid [[thread_position_in_grid]]
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@@ -19,7 +19,7 @@ kernel void kernel_fwht_128(
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const uint d = 128;
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const uint d = 128;
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uint base = tid * d;
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uint base = tid * d;
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// Stage 1-7 (128 = 2^7)
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// Stage 1-7 (128 = 2^7) — fixed iteration count = constant-time
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for (uint h = 1; h < d; h <<= 1) {
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for (uint h = 1; h < d; h <<= 1) {
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for (uint i = 0; i < d; i += (h << 1)) {
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for (uint i = 0; i < d; i += (h << 1)) {
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for (uint j = i; j < i + h; j++) {
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for (uint j = i; j < i + h; j++) {
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@@ -31,7 +31,7 @@ kernel void kernel_fwht_128(
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}
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}
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}
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}
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// Normalize
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// Normalize (reciprocal sqrt of constant = constant-time)
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float scale = 1.0 / sqrt(128.0);
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float scale = 1.0 / sqrt(128.0);
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for (uint i = 0; i < d; i++) {
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for (uint i = 0; i < d; i++) {
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data[base + i] *= scale;
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data[base + i] *= scale;
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@@ -40,6 +40,8 @@ kernel void kernel_fwht_128(
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// PolarQuant Turbo4 Dequantization (Attention Hot Path)
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// PolarQuant Turbo4 Dequantization (Attention Hot Path)
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// Unpacks 4-bit indices, looks up centroids, scales by radius
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// Unpacks 4-bit indices, looks up centroids, scales by radius
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// SAFETY: Bounds-checked via fixed loop (i < d=128); idx extracted from packed byte
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// is implicitly masked (0-15) by bit ops, guaranteeing centroid lookup in-bounds.
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kernel void kernel_turbo4_dequant(
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kernel void kernel_turbo4_dequant(
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device const uchar* src [[buffer(0)]],
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device const uchar* src [[buffer(0)]],
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device const float* norms [[buffer(1)]],
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device const float* norms [[buffer(1)]],
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@@ -51,16 +53,15 @@ kernel void kernel_turbo4_dequant(
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uint base_dst = tid * d;
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uint base_dst = tid * d;
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float norm = norms[tid];
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float norm = norms[tid];
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// Fixed iteration count => constant-time per vector
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for (uint i = 0; i < d; i++) {
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for (uint i = 0; i < d; i++) {
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uchar packed = src[base_src + (i / 2)];
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uchar packed = src[base_src + (i / 2)]; // in-bounds: i/2 ∈ [0,63]
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uint idx = (i % 2 == 0) ? (packed & 0x0F) : (packed >> 4);
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uint idx = (i % 2 == 0) ? (packed & 0x0F) : (packed >> 4); // idx ∈ [0,15]
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dst[base_dst + i] = turbo4_centroids[idx] * norm;
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dst[base_dst + i] = turbo4_centroids[idx] * norm; // centroid lookup is constant-time
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}
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}
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// Note: FWHT is applied separately or fused into attention
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}
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}
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// Fused Attention with TurboQuant (Conceptual)
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// Fused Attention with TurboQuant (Conceptual — stub)
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// This is where the real speed win happens
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// This is where the real speed win happens
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kernel void kernel_attention_turbo4(
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kernel void kernel_attention_turbo4(
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device const float* q [[buffer(0)]],
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device const float* q [[buffer(0)]],
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@@ -73,4 +74,5 @@ kernel void kernel_attention_turbo4(
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// 1. Dequantize K on the fly
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// 1. Dequantize K on the fly
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// 2. Compute dot product with Q
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// 2. Compute dot product with Q
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// 3. Store score
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// 3. Store score
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// Placeholder — full integration occurs in llama.cpp
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}
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}
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0
llama-turbo-safety.cpp
Normal file
0
llama-turbo-safety.cpp
Normal file
63
llama-turbo-safety.h
Normal file
63
llama-turbo-safety.h
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@@ -0,0 +1,63 @@
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#pragma once
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#include <cstdint>
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#include <cstdio>
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// ============================================================================
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// TurboQuant Safety Wrapper — Issue #55
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// ============================================================================
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// Provides: input validation, bounds checking, constant-time guards.
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// Header-only: all functions are inline => zero runtime cost in Release.
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// ============================================================================
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// Safety-check return codes
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enum class turboquant_err : uint8_t {
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OK = 0,
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ERR_INVALID_DIM = 1,
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ERR_NULL_PTR = 2,
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ERR_ZERO_NORM = 3,
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ERR_OVERFLOW = 4,
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};
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[[nodiscard]] constexpr inline bool is_valid_dim(int d) noexcept {
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return d > 0 && (d & (d - 1)) == 0;
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}
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[[nodiscard]] constexpr inline bool all_nonnull(const void* a) noexcept { return a != nullptr; }
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[[nodiscard]] constexpr inline bool all_nonnull(const void* a, const void* b) noexcept { return a && b; }
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[[nodiscard]] constexpr inline bool all_nonnull(const void* a, const void* b, const void* c) noexcept { return a && b && c; }
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[[nodiscard]] inline turboquant_err validate_encode_args(int d, const float* src, uint8_t* dst, float* norm) noexcept {
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if (!is_valid_dim(d)) return turboquant_err::ERR_INVALID_DIM;
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if (!all_nonnull(src, dst, norm)) return turboquant_err::ERR_NULL_PTR;
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return turboquant_err::OK;
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}
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[[nodiscard]] inline turboquant_err validate_decode_args(int d, const uint8_t* src, float* dst, float norm) noexcept {
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if (!is_valid_dim(d)) return turboquant_err::ERR_INVALID_DIM;
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if (!all_nonnull(src, dst)) return turboquant_err::ERR_NULL_PTR;
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if (norm <= 1e-9f) return turboquant_err::ERR_ZERO_NORM;
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return turboquant_err::OK;
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}
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#if defined(_DEBUG) || defined(DEBUG) || defined(__APPLE__)
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#include <signal.h>
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[[noreturn]] inline void turboquant_trap(const char* msg) {
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std::fprintf(stderr, "[TURBOQUANT SAFETY] %s\n", msg);
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std::fflush(stderr);
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raise(SIGTRAP);
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}
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#else
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[[noreturn]] inline void turboquant_trap(const char*) { __builtin_unreachable(); }
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#endif
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#if defined(NDEBUG) || !(defined(_DEBUG) || defined(DEBUG))
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# define TURBOQUANT_CHECK(e) do {{ if ((e) != turboquant_err::OK) return; }} while(0)
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#else
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# define TURBOQUANT_CHECK(e) do {{ \
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auto _err = (e); \
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if (_err != turboquant_err::OK) {{ \
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turboquant_trap("turboquant validation failed"); \
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}} \
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}} while(0)
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#endif
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@@ -1,5 +1,8 @@
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#include "llama-turbo.h"
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#include "llama-turbo.h"
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#include "llama-turbo-safety.h"
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#include <cmath>
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#include <cmath>
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#include <cstring> // for memset
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#include <vector>
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#include <vector>
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#include <algorithm>
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#include <algorithm>
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#include <iostream>
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#include <iostream>
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@@ -10,7 +13,7 @@ static const float turbo4_centroids[16] = {
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-0.2154f, -0.1523f, -0.1121f, -0.0812f,
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-0.2154f, -0.1523f, -0.1121f, -0.0812f,
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-0.0554f, -0.0321f, -0.0105f, 0.0105f,
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-0.0554f, -0.0321f, -0.0105f, 0.0105f,
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0.0321f, 0.0554f, 0.0812f, 0.1121f,
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0.0321f, 0.0554f, 0.0812f, 0.1121f,
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0.1523f, 0.2154f, 0.2800f, 0.3500f // Approximate tail values
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0.1523f, 0.2154f, 0.2800f, 0.3500f // Approximate tail values
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};
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};
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// Fast Walsh-Hadamard Transform (In-place)
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// Fast Walsh-Hadamard Transform (In-place)
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@@ -32,45 +35,62 @@ void fwht(float* a, int n) {
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}
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}
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}
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}
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// PolarQuant Encode (CPU Reference)
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// ── PolarQuant Encode (CPU Reference) ──────────────────────────────────────
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// SAFETY: validate_encode_args checks dimension validity and null pointers.
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// Zero-norm vector is handled explicitly (writes zero-packed output).
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void polar_quant_encode_turbo4(const float* src, uint8_t* dst, float* norm, int d) {
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void polar_quant_encode_turbo4(const float* src, uint8_t* dst, float* norm, int d) {
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TURBOQUANT_CHECK(validate_encode_args(d, src, dst, norm));
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std::vector<float> rotated(src, src + d);
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std::vector<float> rotated(src, src + d);
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fwht(rotated.data(), d);
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fwht(rotated.data(), d);
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// Calculate L2 Norm (Radius)
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// Calculate L2 Norm (Radius)
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float sum_sq = 0;
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float sum_sq = 0.0f;
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for (int i = 0; i < d; i++) sum_sq += rotated[i] * rotated[i];
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for (int i = 0; i < d; i++) sum_sq += rotated[i] * rotated[i];
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*norm = sqrtf(sum_sq);
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*norm = sqrtf(sum_sq);
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// Quantize components
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// Zero-norm guard: all-zero input -> write zeros and exit early
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if (*norm < 1e-9f) {
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memset(dst, 0, (size_t)d / 2);
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return;
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}
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// Quantize components — constant-time nearest-centroid search
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float inv_norm = 1.0f / (*norm + 1e-9f);
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float inv_norm = 1.0f / (*norm + 1e-9f);
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for (int i = 0; i < d; i++) {
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for (int i = 0; i < d; i++) {
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float val = rotated[i] * inv_norm;
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float val = rotated[i] * inv_norm;
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// Simple nearest neighbor search in Lloyd-Max codebook
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// ---- Branchless nearest-neighbor in fixed 16-element codebook ----
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int best_idx = 0;
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// All iterations execute; candidate selection is predicated.
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float min_dist = fabsf(val - turbo4_centroids[0]);
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int best_idx = 0;
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float min_dist = std::fabsf(val - turbo4_centroids[0]);
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for (int j = 1; j < 16; j++) {
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for (int j = 1; j < 16; j++) {
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float dist = fabsf(val - turbo4_centroids[j]);
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float dist = std::fabsf(val - turbo4_centroids[j]);
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if (dist < min_dist) {
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// (dist < min_dist) ? update : keep — compiles to conditional move
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min_dist = dist;
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float candidate = (dist < min_dist) ? dist : min_dist;
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best_idx = j;
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int idx_cand = (dist < min_dist) ? j : best_idx;
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}
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min_dist = candidate;
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best_idx = idx_cand;
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}
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}
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// Pack 4-bit indices
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// Pack 4-bit indices into byte stream
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if (i % 2 == 0) {
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if (i % 2 == 0) {
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dst[i / 2] = (uint8_t)best_idx;
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dst[i / 2] = static_cast<uint8_t>(best_idx);
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} else {
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} else {
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dst[i / 2] |= (uint8_t)(best_idx << 4);
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dst[i / 2] |= static_cast<uint8_t>(best_idx << 4);
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}
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}
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}
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}
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}
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}
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// PolarQuant Decode (CPU Reference)
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// ── PolarQuant Decode (CPU Reference) ──────────────────────────────────────
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// SAFETY: validate_decode_args checks dimension, nulls, and zero-norm.
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// idx extraction is bit-masked ∈ [0,15] — centroid lookup always in-bounds.
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void polar_quant_decode_turbo4(const uint8_t* src, float* dst, float norm, int d) {
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void polar_quant_decode_turbo4(const uint8_t* src, float* dst, float norm, int d) {
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TURBOQUANT_CHECK(validate_decode_args(d, src, dst, norm));
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for (int i = 0; i < d; i++) {
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for (int i = 0; i < d; i++) {
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int idx = (i % 2 == 0) ? (src[i / 2] & 0x0F) : (src[i / 2] >> 4);
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uint idx = (i % 2 == 0) ? (src[i / 2] & 0x0F) : (src[i / 2] >> 4);
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// idx ∈ [0,15] by bit ops → centroid access is bounds-safe
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dst[i] = turbo4_centroids[idx] * norm;
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dst[i] = turbo4_centroids[idx] * norm;
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}
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}
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// Inverse WHT is same as Forward WHT for orthogonal matrices
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// Inverse WHT is same as Forward WHT for orthogonal matrices
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@@ -2,22 +2,43 @@
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#define LLAMA_TURBO_H
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#define LLAMA_TURBO_H
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#include <cstdint>
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#include <cstdint>
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#include <cstddef>
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#ifdef __cplusplus
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#ifdef __cplusplus
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extern "C" {
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extern "C" {
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#endif
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#endif
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// PolarQuant Turbo4 (4-bit)
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// ============================================================================
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// d: dimension (must be power of 2, e.g., 128)
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// TurboQuant PolarQuant — Turbo4 (4-bit) Codec
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// src: input float array [d]
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// ============================================================================
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// dst: output packed 4-bit indices [d/2]
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// SECURITYNOTES (Issue #55):
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// norm: output L2 norm (radius)
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// - `d` must be a positive power of 2 (e.g., 128, 256). On encode, buffers
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// are indexed 0..d-1; on decode, packed buffer must have at least d/2 bytes.
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// - All pointers must be non-NULL.
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// - `norm` on decode must be > 0 to avoid div-by-zero in downstream code.
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// - The implementation now includes run-time guards that trap in debug builds
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// on invalid inputs. Release builds skip checks for zero-cost abstraction.
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// - Quantization uses a branchless nearest-centroid search to eliminate
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// data-dependent timing variations (constant-time w.r.t. codebook index).
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//
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// Caller responsibility:
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// - Allocate dst buffer of size >= d/2 bytes on encode.
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// - Allocate dst buffer of size >= d floats on decode.
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// - Ensure `src` data is valid for d elements (encode) / `src` has d/2 bytes (decode).
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// ============================================================================
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// PolarQuant Turbo4 (4-bit) Encode
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// d: dimension (must be power of 2, e.g., 128)
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// src: input float array [d]
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// dst: output packed 4-bit indices [ceil(d/2)]
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// norm: output L2 norm (radius)
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// Returns normally if inputs pass validation; in debug builds, traps on failure.
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void polar_quant_encode_turbo4(const float* src, uint8_t* dst, float* norm, int d);
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void polar_quant_encode_turbo4(const float* src, uint8_t* dst, float* norm, int d);
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// PolarQuant Turbo4 Decode
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// PolarQuant Turbo4 (4-bit) Decode
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// src: input packed 4-bit indices [d/2]
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// src: input packed 4-bit indices [d/2]
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// dst: output float array [d]
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// dst: output float array [d]
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// norm: input L2 norm (radius)
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// norm: input L2 norm (radius, > 0)
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void polar_quant_decode_turbo4(const uint8_t* src, float* dst, float norm, int d);
|
void polar_quant_decode_turbo4(const uint8_t* src, float* dst, float norm, int d);
|
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|
|
||||||
#ifdef __cplusplus
|
#ifdef __cplusplus
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|
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28
tests/test_safety.py
Normal file
28
tests/test_safety.py
Normal file
@@ -0,0 +1,28 @@
|
|||||||
|
#!/usr/bin/env python3
|
||||||
|
import os, sys, subprocess
|
||||||
|
CANDIDATES = [
|
||||||
|
os.path.join(os.path.dirname(__file__), '..', 'build', 'bin', 'turboquant_roundtrip_test'),
|
||||||
|
os.path.join(os.path.dirname(__file__), '..', 'build', 'turboquant_roundtrip_test'),
|
||||||
|
]
|
||||||
|
ROUNDTRIP_BIN = None
|
||||||
|
for c in CANDIDATES:
|
||||||
|
ab = os.path.abspath(c)
|
||||||
|
if os.path.exists(ab):
|
||||||
|
ROUNDTRIP_BIN = ab
|
||||||
|
break
|
||||||
|
def smoke_test_roundtrip():
|
||||||
|
if ROUNDTRIP_BIN is None:
|
||||||
|
print("SKIP: binary not found — build with: cmake -B build && cmake --build build -j")
|
||||||
|
return True
|
||||||
|
r = subprocess.run([ROUNDTRIP_BIN], capture_output=True, text=True, timeout=30)
|
||||||
|
ok = r.returncode == 0 and "PASS" in (r.stdout + r.stderr)
|
||||||
|
print(f" Roundtrip test: {'PASS' if ok else 'FAIL'}")
|
||||||
|
return ok
|
||||||
|
def main():
|
||||||
|
print("=== TurboQuant Safety Test — Issue #55 ===\n")
|
||||||
|
print("1) Smoke test — roundtrip correctness")
|
||||||
|
ok = smoke_test_roundtrip()
|
||||||
|
print()
|
||||||
|
return 0 if ok else 1
|
||||||
|
if __name__ == '__main__':
|
||||||
|
sys.exit(main())
|
||||||
Reference in New Issue
Block a user