File size: 10,379 Bytes
bbb6388 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 | // src/kernels/cpu/expert_layout.cpp - plan v0.3 P6: the per-layer expert table. See the header.
#include "strata/kernels/cpu/expert_layout.hpp"
#include <cstdio>
#include <cstdlib>
#include <cstring>
#include <string>
#if defined(_MSC_VER)
#include <intrin.h>
#include <immintrin.h>
#else
#include <cpuid.h>
#endif
#include <fstream>
#include <sstream>
namespace strata::kernels::cpu {
namespace {
ExpertLayout g_layout;
}
const ExpertLayout& expert_layout() { return g_layout; }
bool cpu_avx512_ok() {
static const bool ok = [] {
if (const char* f = std::getenv("STRATA_FORCE_AVX2"); f != nullptr && f[0] == '1') return false;
unsigned r[4] = {0, 0, 0, 0};
auto cpuid = [&](unsigned leaf, unsigned sub) {
#if defined(_MSC_VER)
int x[4];
__cpuidex(x, (int) leaf, (int) sub);
for (int i = 0; i < 4; ++i) r[i] = (unsigned) x[i];
#else
__cpuid_count(leaf, sub, r[0], r[1], r[2], r[3]);
#endif
};
cpuid(0, 0);
if (r[0] < 7) return false;
cpuid(1, 0);
if (!((r[2] >> 27) & 1u)) return false; // OSXSAVE
#if defined(_MSC_VER)
const unsigned long long xcr0 = _xgetbv(0);
#else
unsigned lo = 0, hi = 0;
__asm__ volatile("xgetbv" : "=a"(lo), "=d"(hi) : "c"(0));
const unsigned long long xcr0 = ((unsigned long long) hi << 32) | lo;
#endif
if ((xcr0 & 0xE6) != 0xE6) return false; // the OS saves the AVX-512 state
cpuid(7, 0);
const unsigned ebx = r[1], ecx = r[2];
return ((ebx >> 16) & 1u) && ((ebx >> 30) & 1u) && ((ebx >> 31) & 1u) && ((ecx >> 11) & 1u) && ((ecx >> 1) & 1u);
}();
return ok;
}
bool cpu_avx2_ok() {
static const bool ok = [] {
unsigned r[4] = {0, 0, 0, 0};
auto cpuid = [&](unsigned leaf, unsigned sub) {
#if defined(_MSC_VER)
int x[4];
__cpuidex(x, (int) leaf, (int) sub);
for (int i = 0; i < 4; ++i) r[i] = (unsigned) x[i];
#else
__cpuid_count(leaf, sub, r[0], r[1], r[2], r[3]);
#endif
};
cpuid(0, 0);
if (r[0] < 7) return false;
cpuid(1, 0);
const unsigned ecx1 = r[2];
// FMA (12), OSXSAVE (27), AVX (28), F16C (29)
if (!((ecx1 >> 12) & 1u) || !((ecx1 >> 27) & 1u) || !((ecx1 >> 28) & 1u) || !((ecx1 >> 29) & 1u)) return false;
#if defined(_MSC_VER)
const unsigned long long xcr0 = _xgetbv(0);
#else
unsigned lo = 0, hi = 0;
__asm__ volatile("xgetbv" : "=a"(lo), "=d"(hi) : "c"(0));
const unsigned long long xcr0 = ((unsigned long long) hi << 32) | lo;
#endif
if ((xcr0 & 0x6) != 0x6) return false; // the OS saves the SSE and AVX state
cpuid(7, 0);
return ((r[1] >> 5) & 1u) != 0; // AVX2
}();
return ok;
}
std::string cpu_name() {
unsigned r[12] = {};
#if defined(_MSC_VER)
int x[4];
__cpuid(x, (int) 0x80000000u);
if ((unsigned) x[0] < 0x80000004u) return "unknown";
for (unsigned i = 0; i < 3; ++i) {
__cpuid(x, (int) (0x80000002u + i));
for (int j = 0; j < 4; ++j) r[i * 4 + j] = (unsigned) x[j];
}
#else
unsigned a = 0, b = 0, c = 0, d = 0;
__cpuid(0x80000000u, a, b, c, d);
if (a < 0x80000004u) return "unknown";
for (unsigned i = 0; i < 3; ++i) __cpuid(0x80000002u + i, r[i * 4], r[i * 4 + 1], r[i * 4 + 2], r[i * 4 + 3]);
#endif
char s[49] = {};
std::memcpy(s, r, 48);
std::string name(s);
const size_t b0 = name.find_first_not_of(' '), b1 = name.find_last_not_of(' ');
return b0 == std::string::npos ? std::string("unknown") : name.substr(b0, b1 - b0 + 1);
}
void q2_rows_any(const uint8_t* w, size_t row_bytes, int nblocks, const ActQ* const* a, int nt, float* const* out,
int r0, int r1) {
if (cpu_avx512_ok()) q2_0_gguf_rows_multi(w, row_bytes, nblocks, a, nt, out, r0, r1);
else q2_0_gguf_rows_multi_avx2(w, row_bytes, nblocks, a, nt, out, r0, r1);
}
void act_quant_any(const float* x, int n, ActQ& a) {
if (cpu_avx512_ok()) act_quant_q8_1(x, n, a);
else act_quant_q8_1_avx2(x, n, a);
}
#if !defined(STRATA_NATIVE_EXPERTS)
// Without ggml-cpu no native pack loads (expert_layout_load refuses), so these are never reached.
bool native_experts_available() noexcept { return false; }
bool native_fmt(int, int, int64_t, int64_t, NativeFmt&, std::string& err) { err = "built without native experts"; return false; }
void native_quant_act(const NativeFmt&, const float*, void*) { std::abort(); }
void native_quant_h(const NativeFmt&, const float*, void*) { std::abort(); }
void native_gu_rows(const NativeFmt&, const uint8_t*, const void* const*, int, float* const*, int, int) { std::abort(); }
void native_down_rows(const NativeFmt&, const uint8_t*, const void* const*, int, float* const*, int, int) { std::abort(); }
#endif
bool expert_layout_load(const std::string& pack_dir, int64_t n_layers, int64_t n_expert, std::string& err) {
ExpertLayout L;
L.n_layers = n_layers;
L.n_expert = n_expert;
std::ifstream in(pack_dir + "/native_experts.txt");
if (!in) {
L.total = (uint64_t) n_layers * (uint64_t) n_expert * (uint64_t) BLOB;
g_layout = L;
return true;
}
#if !defined(STRATA_NATIVE_EXPERTS)
err = "this pack has native (IQ) experts but the engine was built without STRATA_NATIVE_EXPERTS";
return false;
#else
L.native = true;
L.fmt.resize((size_t) n_layers);
L.offset.assign((size_t) n_layers, ~0ull);
L.bytes.assign((size_t) n_layers, 0);
L.max_blob = 0;
std::string line;
while (std::getline(in, line)) {
if (line.empty() || line[0] == '#') {
if (!line.empty() && line[0] == '#') {
// "# strata native experts vN: ...". A version this engine does not know may mean columns it
// would misread, so it is refused rather than parsed as far as the known columns go.
static const char tag[] = "# strata native experts v";
if (line.compare(0, sizeof tag - 1, tag) == 0) {
L.version = std::atoi(line.c_str() + sizeof tag - 1);
if (L.version > kExpertLayoutVersion) {
err = "native_experts.txt is v" + std::to_string(L.version) + "; this engine reads up to v" +
std::to_string(kExpertLayoutVersion) + " (the pack was written by a newer tools/"
"iq_pack.py: update the engine, or repack with this one)";
return false;
}
}
// v3 packs record their expert count in the header; a pruned model (GSQ-RCO Coder) ships
// fewer experts than the canonical geometry the caller passes, which is a compile-time
// default, so the header wins.
const size_t at = line.find("(n_expert ");
if (at != std::string::npos) L.n_expert = std::atoll(line.c_str() + at + 10);
}
continue;
}
std::istringstream ss(line);
long long l = -1, gt = -1, dt = -1;
unsigned long long off = 0, blob = 0, go = 0, uo = 0, dox = 0;
if (!(ss >> l >> gt >> dt >> off >> blob) || l < 0 || l >= n_layers) {
err = "native_experts.txt: a malformed line: " + line;
return false;
}
NativeFmt f;
if (!native_fmt((int) gt, (int) dt, H, FF, f, err)) return false;
if (f.bytes != blob) {
err = "native_experts.txt: layer " + std::to_string(l) + " blob is " + std::to_string(blob) +
" B but its formats make " + std::to_string(f.bytes);
return false;
}
if (ss >> go >> uo >> dox) { // v2 lines: the GGUF offsets
if (L.gguf_off.empty()) L.gguf_off.assign((size_t) (3 * n_layers), 0);
L.gguf_off[(size_t) (3 * l)] = go;
L.gguf_off[(size_t) (3 * l + 1)] = uo;
L.gguf_off[(size_t) (3 * l + 2)] = dox;
std::string file; // v3: the shard that holds this layer (a file name beside --native)
if (ss >> file) {
if (L.gguf_file.empty()) L.gguf_file.assign((size_t) (3 * n_layers), std::string());
// One name covers all three roles. When a shard boundary falls inside a layer the packer writes
// "gate,up,down" instead (v4), an empty field meaning the --native shard. A GGUF file name has no
// comma, so the split is unambiguous; an engine older than v4 fails to open such a "file" loudly.
// The comma form is from #255 (gopinath87607).
std::vector<std::string> parts;
for (size_t from = 0;;) {
const size_t comma = file.find(',', from);
parts.push_back(file.substr(from, comma == std::string::npos ? comma : comma - from));
if (comma == std::string::npos) break;
from = comma + 1;
}
if (parts.size() == 1) {
const std::string one = parts[0]; // not parts.assign(3, parts[0]): that aliases the element
parts.assign(3, one); // the assignment is about to overwrite
}
std::string extra;
if (parts.size() != 3 || (ss >> extra)) {
err = "native_experts.txt: layer " + std::to_string(l) + ": the shard column is one name or "
"gate,up,down, not: " + line;
return false;
}
for (size_t r = 0; r < 3; ++r) L.gguf_file[(size_t) (3 * l) + r] = parts[r];
}
}
L.fmt[(size_t) l] = f;
L.offset[(size_t) l] = off;
L.bytes[(size_t) l] = blob;
if (blob > L.max_blob) L.max_blob = blob;
}
uint64_t at = 0;
for (int64_t l = 0; l < n_layers; ++l) {
if (L.offset[(size_t) l] != at) {
err = "native_experts.txt: layer " + std::to_string(l) + " is missing or not contiguous";
return false;
}
at += L.bytes[(size_t) l] * (uint64_t) L.n_expert;
}
L.total = at;
g_layout = L;
return true;
#endif
}
} // namespace strata::kernels::cpu
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