opencl: cache compiled cl_program binaries on disk (#26050)

This commit is contained in:
Hongqiang Wang
2026-07-24 08:14:33 -07:00
committed by GitHub
parent 56a83860dd
commit ed7adbfefd
5 changed files with 747 additions and 185 deletions
+18
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@@ -98,6 +98,24 @@ The OpenCL backend has the following CMake options that control the behavior of
| `GGML_OPENCL_USE_ADRENO_KERNELS` | `ON` | Use kernels optimized for Adreno. | | `GGML_OPENCL_USE_ADRENO_KERNELS` | `ON` | Use kernels optimized for Adreno. |
| `GGML_OPENCL_USE_ADRENO_BIN_KERNELS` | `OFF` | Allow using binary kernel lib for Adreno. | | `GGML_OPENCL_USE_ADRENO_BIN_KERNELS` | `OFF` | Allow using binary kernel lib for Adreno. |
## Program Binary Cache
Compiled `cl_program` binaries are cached on disk, so subsequent runs skip the expensive
compile-from-source step when nothing relevant has changed (kernel source, compile options,
device, driver, or platform version).
The cache is controlled with the `GGML_OPENCL_KERNEL_CACHE_DIR` environment variable:
| Value | Behavior |
|:---------------------------------------|:-----------------------------------------------|
| unset / empty / `1` / `default` | Enabled in the platform default cache directory: `%LOCALAPPDATA%\llama.cpp\cl-cache` (Windows), `~/Library/Caches/llama.cpp/cl-cache` (macOS), `<temp dir>/llama.cpp/cl-cache` elsewhere. |
| `0` / `off` / `none` / `disable(d)` | Disabled. |
| any other value | Used verbatim as the cache directory path. |
If the chosen directory cannot be created or used, the cache disables itself for the process
and kernels are compiled from source as usual. Set `GGML_OPENCL_KERNEL_CACHE_DEBUG=1` to
print a HIT/MISS/SAVE trace to stderr.
## Android ## Android
Ubuntu 22.04 is used for targeting Android. Make sure the following tools are accessible from command line, Ubuntu 22.04 is used for targeting Android. Make sure the following tools are accessible from command line,
+2
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@@ -5,6 +5,8 @@ set(TARGET_NAME ggml-opencl)
ggml_add_backend_library(${TARGET_NAME} ggml_add_backend_library(${TARGET_NAME}
ggml-opencl.cpp ggml-opencl.cpp
cl-program-cache.cpp
cl-program-cache.h
../../include/ggml-opencl.h) ../../include/ggml-opencl.h)
target_link_libraries(${TARGET_NAME} PRIVATE ${OpenCL_LIBRARIES}) target_link_libraries(${TARGET_NAME} PRIVATE ${OpenCL_LIBRARIES})
target_include_directories(${TARGET_NAME} PRIVATE ${OpenCL_INCLUDE_DIRS}) target_include_directories(${TARGET_NAME} PRIVATE ${OpenCL_INCLUDE_DIRS})
+453
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@@ -0,0 +1,453 @@
// Match the version setup ggml-opencl.cpp uses, so any cl.h declarations we
// touch are consistent across this backend's translation units.
#define CL_TARGET_OPENCL_VERSION GGML_OPENCL_TARGET_VERSION
#define CL_USE_DEPRECATED_OPENCL_1_2_APIS
#include "cl-program-cache.h"
#include "ggml-impl.h" // GGML_LOG_INFO / WARN
#include <cstdint>
#include <cstdio>
#include <cstdlib>
#include <cstring>
#include <filesystem>
#include <fstream>
#include <system_error>
#include <vector>
#if defined(_WIN32)
# ifndef WIN32_LEAN_AND_MEAN
# define WIN32_LEAN_AND_MEAN
# endif
# ifndef NOMINMAX
# define NOMINMAX
# endif
# include <windows.h>
# include <process.h>
# define ggml_getpid() ((int) GetCurrentProcessId())
#else
# include <unistd.h>
# define ggml_getpid() ((int) getpid())
#endif
namespace fs = std::filesystem;
// ----------------------------------------------------------------------------
// SHA-256 (FIPS 180-4). Self-contained, ~80 lines, public-domain reference.
// Hot path is a few KB of source per kernel ⇒ <1 ms total per process init.
// ----------------------------------------------------------------------------
namespace {
struct sha256_ctx {
uint32_t state[8];
uint64_t bitlen;
uint8_t buf[64];
size_t buf_len;
};
const uint32_t K256[64] = {
0x428a2f98,0x71374491,0xb5c0fbcf,0xe9b5dba5,0x3956c25b,0x59f111f1,0x923f82a4,0xab1c5ed5,
0xd807aa98,0x12835b01,0x243185be,0x550c7dc3,0x72be5d74,0x80deb1fe,0x9bdc06a7,0xc19bf174,
0xe49b69c1,0xefbe4786,0x0fc19dc6,0x240ca1cc,0x2de92c6f,0x4a7484aa,0x5cb0a9dc,0x76f988da,
0x983e5152,0xa831c66d,0xb00327c8,0xbf597fc7,0xc6e00bf3,0xd5a79147,0x06ca6351,0x14292967,
0x27b70a85,0x2e1b2138,0x4d2c6dfc,0x53380d13,0x650a7354,0x766a0abb,0x81c2c92e,0x92722c85,
0xa2bfe8a1,0xa81a664b,0xc24b8b70,0xc76c51a3,0xd192e819,0xd6990624,0xf40e3585,0x106aa070,
0x19a4c116,0x1e376c08,0x2748774c,0x34b0bcb5,0x391c0cb3,0x4ed8aa4a,0x5b9cca4f,0x682e6ff3,
0x748f82ee,0x78a5636f,0x84c87814,0x8cc70208,0x90befffa,0xa4506ceb,0xbef9a3f7,0xc67178f2,
};
inline uint32_t rotr32(uint32_t x, unsigned n) { return (x >> n) | (x << (32 - n)); }
void sha256_compress(uint32_t state[8], const uint8_t block[64]) {
uint32_t w[64];
for (int i = 0; i < 16; ++i) {
w[i] = ((uint32_t)block[i*4 ] << 24) |
((uint32_t)block[i*4 + 1] << 16) |
((uint32_t)block[i*4 + 2] << 8) |
((uint32_t)block[i*4 + 3] );
}
for (int i = 16; i < 64; ++i) {
uint32_t s0 = rotr32(w[i-15], 7) ^ rotr32(w[i-15], 18) ^ (w[i-15] >> 3);
uint32_t s1 = rotr32(w[i-2], 17) ^ rotr32(w[i-2], 19) ^ (w[i-2] >> 10);
w[i] = w[i-16] + s0 + w[i-7] + s1;
}
uint32_t a = state[0],b = state[1],c = state[2],d = state[3],e = state[4],f = state[5],g = state[6],h = state[7];
for (int i = 0; i < 64; ++i) {
uint32_t S1 = rotr32(e, 6) ^ rotr32(e, 11) ^ rotr32(e, 25);
uint32_t ch = (e & f) ^ ((~e) & g);
uint32_t t1 = h + S1 + ch + K256[i] + w[i];
uint32_t S0 = rotr32(a, 2) ^ rotr32(a, 13) ^ rotr32(a, 22);
uint32_t maj = (a & b) ^ (a & c) ^ (b & c);
uint32_t t2 = S0 + maj;
h = g; g = f; f = e; e = d + t1;
d = c; c = b; b = a; a = t1 + t2;
}
state[0]+=a; state[1]+=b; state[2]+=c; state[3]+=d;
state[4]+=e; state[5]+=f; state[6]+=g; state[7]+=h;
}
void sha256_init(sha256_ctx & c) {
c.state[0]=0x6a09e667; c.state[1]=0xbb67ae85; c.state[2]=0x3c6ef372; c.state[3]=0xa54ff53a;
c.state[4]=0x510e527f; c.state[5]=0x9b05688c; c.state[6]=0x1f83d9ab; c.state[7]=0x5be0cd19;
c.bitlen = 0;
c.buf_len = 0;
}
void sha256_update(sha256_ctx & c, const void * data, size_t len) {
const uint8_t * p = (const uint8_t *) data;
c.bitlen += (uint64_t) len * 8;
if (c.buf_len > 0) {
size_t n = 64 - c.buf_len;
if (n > len) { n = len; }
memcpy(c.buf + c.buf_len, p, n);
c.buf_len += n;
p += n;
len -= n;
if (c.buf_len == 64) {
sha256_compress(c.state, c.buf);
c.buf_len = 0;
}
}
while (len >= 64) {
sha256_compress(c.state, p);
p += 64;
len -= 64;
}
if (len > 0) {
memcpy(c.buf, p, len);
c.buf_len = len;
}
}
void sha256_final(sha256_ctx & c, uint8_t out[32]) {
uint64_t bitlen = c.bitlen;
c.buf[c.buf_len++] = 0x80;
if (c.buf_len > 56) {
while (c.buf_len < 64) { c.buf[c.buf_len++] = 0; }
sha256_compress(c.state, c.buf);
c.buf_len = 0;
}
while (c.buf_len < 56) { c.buf[c.buf_len++] = 0; }
for (int i = 7; i >= 0; --i) { c.buf[c.buf_len++] = (uint8_t) (bitlen >> (i * 8)); }
sha256_compress(c.state, c.buf);
for (int i = 0; i < 8; ++i) {
out[i*4 ] = (uint8_t) (c.state[i] >> 24);
out[i*4 + 1] = (uint8_t) (c.state[i] >> 16);
out[i*4 + 2] = (uint8_t) (c.state[i] >> 8);
out[i*4 + 3] = (uint8_t) (c.state[i] );
}
}
std::string sha256_hex(const uint8_t digest[32]) {
static const char hex[] = "0123456789abcdef";
std::string s(64, '0');
for (int i = 0; i < 32; ++i) {
s[i*2 ] = hex[digest[i] >> 4];
s[i*2 + 1] = hex[digest[i] & 0xf];
}
return s;
}
std::string compute_key(const std::string & key_suffix,
const char * source,
const std::string & compile_opts) {
sha256_ctx c;
sha256_init(c);
static const uint8_t sep = 0;
sha256_update(c, source, strlen(source));
sha256_update(c, &sep, 1);
sha256_update(c, compile_opts.data(), compile_opts.size());
sha256_update(c, &sep, 1);
sha256_update(c, key_suffix.data(), key_suffix.size());
uint8_t digest[32];
sha256_final(c, digest);
return sha256_hex(digest);
}
bool make_dir_recursive(const std::string & path) {
if (path.empty()) { return false; }
// create_directories() already creates missing parents. It returns false
// (with ec clear) when the directory is already there, so re-check.
const fs::path p = fs::u8path(path);
std::error_code ec;
if (fs::create_directories(p, ec)) { return true; }
std::error_code ec_stat;
return fs::is_directory(p, ec_stat);
}
std::string default_cache_dir() {
#if defined(_WIN32)
const char * base = std::getenv("LOCALAPPDATA");
if (!base || !*base) { base = std::getenv("APPDATA"); }
if (!base || !*base) { base = std::getenv("TEMP"); }
if (!base || !*base) { base = "."; }
return std::string(base) + "\\llama.cpp\\cl-cache";
#elif defined(__APPLE__)
const char * home = std::getenv("HOME");
if (!home || !*home) { home = "."; }
return std::string(home) + "/Library/Caches/llama.cpp/cl-cache";
#else
// The throwing overload aborts the process when no usable temp directory
// exists (e.g. Android app contexts with TMPDIR unset); an empty return
// here just disables the cache instead.
std::error_code ec;
const fs::path tmp_path = fs::temp_directory_path(ec);
if (ec || tmp_path.empty()) { return {}; }
return tmp_path.string() + "/llama.cpp/cl-cache";
#endif
}
// Query a NUL-terminated string from clGetDeviceInfo / clGetPlatformInfo.
template <typename GetInfoFn, typename Object>
std::string query_string(GetInfoFn fn, Object obj, cl_uint name) {
size_t sz = 0;
if (fn(obj, name, 0, nullptr, &sz) != CL_SUCCESS || sz == 0) {
return {};
}
std::string s(sz, '\0');
if (fn(obj, name, sz, &s[0], nullptr) != CL_SUCCESS) {
return {};
}
if (!s.empty() && s.back() == '\0') {
s.pop_back();
}
return s;
}
std::string compute_key_suffix(cl_device_id device) {
cl_platform_id platform = nullptr;
clGetDeviceInfo(device, CL_DEVICE_PLATFORM, sizeof(platform), &platform, nullptr);
std::string s;
s.reserve(512);
s += query_string(clGetDeviceInfo, device, CL_DEVICE_NAME); s.push_back('\0');
s += query_string(clGetDeviceInfo, device, CL_DRIVER_VERSION); s.push_back('\0');
s += query_string(clGetDeviceInfo, device, CL_DEVICE_VERSION); s.push_back('\0');
if (platform) {
s += query_string(clGetPlatformInfo, platform, CL_PLATFORM_VERSION); s.push_back('\0');
}
s += "fmt=" + std::to_string(CL_PROGRAM_CACHE_FORMAT_VERSION);
return s;
}
const uint8_t MAGIC[8] = { 'G','G','M','L','C','L','B','C' };
bool read_all(const std::string & path, std::vector<uint8_t> & out) {
std::ifstream f(fs::u8path(path), std::ios::binary);
if (!f) { return false; }
f.seekg(0, std::ios::end);
std::streamsize sz = f.tellg();
if (sz < 0) { return false; }
f.seekg(0, std::ios::beg);
out.resize((size_t) sz);
if (sz > 0) { f.read((char *) out.data(), sz); }
return f.good() || f.eof();
}
bool write_atomic(const std::string & path, const uint8_t * data, size_t len) {
const fs::path dst = fs::u8path(path);
const fs::path tmp = fs::u8path(path + ".tmp." + std::to_string(ggml_getpid()));
{
std::ofstream f(tmp, std::ios::binary | std::ios::trunc);
if (!f) { return false; }
f.write((const char *) data, (std::streamsize) len);
if (!f.good()) {
std::error_code ec_rm;
fs::remove(tmp, ec_rm);
return false;
}
}
std::error_code ec;
fs::rename(tmp, dst, ec);
if (ec) {
std::error_code ec_rm;
fs::remove(tmp, ec_rm);
return false;
}
return true;
}
} // namespace
static bool cache_debug_enabled() {
static int cached = -1;
if (cached < 0) {
const char * e = std::getenv("GGML_OPENCL_KERNEL_CACHE_DEBUG");
cached = (e && *e) ? 1 : 0;
}
return cached != 0;
}
static std::string opts_preview(const std::string & opts, size_t n = 120) {
if (opts.size() <= n) { return opts; }
return opts.substr(0, n) + "...";
}
// Running cache tally (diagnostic; plain ints — a benign race in the rare
// multi-threaded lazy-compile case at worst miscounts by one).
static int g_cache_hits = 0, g_cache_misses = 0, g_cache_saves = 0;
// Debug trace directly to stderr
static void cache_debug_line(const char * kind, const std::string & key,
const char * source, const std::string & opts) {
if (!cache_debug_enabled()) { return; }
fprintf(stderr, "ggml_opencl: cache %-4s [h=%d m=%d s=%d] key=%s src=%zuB opts='%s'\n",
kind, g_cache_hits, g_cache_misses, g_cache_saves,
key.substr(0, 16).c_str(), strlen(source), opts_preview(opts).c_str());
fflush(stderr);
}
cl_program_cache_state cl_program_cache_init(cl_device_id device) {
cl_program_cache_state st;
const char * env = std::getenv("GGML_OPENCL_KERNEL_CACHE_DIR");
if (env && (!std::strcmp(env, "0") || !std::strcmp(env, "off") ||
!std::strcmp(env, "none") || !std::strcmp(env, "disable") ||
!std::strcmp(env, "disabled"))) {
if (cache_debug_enabled()) {
fprintf(stderr, "ggml_opencl: kernel cache disabled by GGML_OPENCL_KERNEL_CACHE_DIR=%s\n", env);
fflush(stderr);
}
return st;
}
std::string dir;
if (!env || !*env || !std::strcmp(env, "1") || !std::strcmp(env, "default")) {
dir = default_cache_dir();
if (dir.empty()) {
GGML_LOG_INFO("ggml_opencl: kernel cache disabled (no usable default cache directory)\n");
return st;
}
} else {
dir = env;
}
if (!make_dir_recursive(dir)) {
GGML_LOG_INFO("ggml_opencl: kernel cache disabled (cannot create directory '%s')\n", dir.c_str());
return st;
}
st.dir = dir;
st.key_suffix = compute_key_suffix(device);
GGML_LOG_INFO("ggml_opencl: kernel cache enabled at '%s'\n", st.dir.c_str());
if (cache_debug_enabled()) {
fprintf(stderr, "ggml_opencl: kernel cache enabled at '%s' "
"(GGML_OPENCL_KERNEL_CACHE_DIR=off to disable)\n", st.dir.c_str());
fflush(stderr);
}
return st;
}
cl_program cl_program_cache_try_load(
const cl_program_cache_state & state,
cl_context context,
cl_device_id device,
const char * source,
const std::string & compile_opts) {
if (state.dir.empty() || !source) { return nullptr; }
const std::string key = compute_key(state.key_suffix, source, compile_opts);
const std::string path = state.dir + "/" + key + ".clbin";
std::vector<uint8_t> file;
if (!read_all(path, file)) {
++g_cache_misses;
cache_debug_line("MISS", key, source, compile_opts);
return nullptr;
}
if (file.size() < 16 || std::memcmp(file.data(), MAGIC, 8) != 0) { return nullptr; }
uint32_t fmt =
((uint32_t) file[ 8]) | ((uint32_t) file[ 9] << 8) |
((uint32_t) file[10] << 16) | ((uint32_t) file[11] << 24);
if (fmt != CL_PROGRAM_CACHE_FORMAT_VERSION) { return nullptr; }
const size_t hdr_len = 16;
const unsigned char * bin = file.data() + hdr_len;
const size_t bin_len = file.size() - hdr_len;
cl_int err = CL_SUCCESS;
cl_int bin_err = CL_SUCCESS;
cl_program p = clCreateProgramWithBinary(context, 1, &device, &bin_len, &bin, &bin_err, &err);
if (err != CL_SUCCESS || bin_err != CL_SUCCESS || p == nullptr) {
if (p) { clReleaseProgram(p); }
return nullptr;
}
err = clBuildProgram(p, 0, nullptr, compile_opts.c_str(), nullptr, nullptr);
if (err != CL_SUCCESS) {
clReleaseProgram(p);
return nullptr;
}
++g_cache_hits;
cache_debug_line("HIT", key, source, compile_opts);
return p;
}
void cl_program_cache_try_save(
const cl_program_cache_state & state,
cl_program program,
cl_device_id /*device*/,
const char * source,
const std::string & compile_opts) {
if (state.dir.empty() || !program || !source) {
return;
}
cl_uint n_dev = 0;
if (clGetProgramInfo(program, CL_PROGRAM_NUM_DEVICES, sizeof(n_dev), &n_dev, nullptr) != CL_SUCCESS || n_dev == 0) {
return;
}
std::vector<size_t> sizes(n_dev);
if (clGetProgramInfo(program, CL_PROGRAM_BINARY_SIZES, sizeof(size_t) * n_dev, sizes.data(), nullptr) != CL_SUCCESS) {
return;
}
if (sizes.empty() || sizes[0] == 0) {
return;
}
std::vector<std::vector<uint8_t>> binaries(n_dev);
std::vector<unsigned char *> bin_ptrs(n_dev);
for (cl_uint i = 0; i < n_dev; ++i) {
binaries[i].resize(sizes[i]);
bin_ptrs[i] = binaries[i].data();
}
if (clGetProgramInfo(program, CL_PROGRAM_BINARIES, sizeof(unsigned char *) * n_dev, bin_ptrs.data(), nullptr) != CL_SUCCESS) {
return;
}
// We only care about the first device's binary — that's the one we'd
// re-load with on a future cache hit. Multi-device contexts aren't a
// pattern this backend uses today.
const std::vector<uint8_t> & bin = binaries[0];
std::vector<uint8_t> file;
file.reserve(16 + bin.size());
file.insert(file.end(), MAGIC, MAGIC + 8);
uint32_t fmt = CL_PROGRAM_CACHE_FORMAT_VERSION;
file.push_back((uint8_t) (fmt & 0xff));
file.push_back((uint8_t) ((fmt >> 8) & 0xff));
file.push_back((uint8_t) ((fmt >> 16) & 0xff));
file.push_back((uint8_t) ((fmt >> 24) & 0xff));
file.push_back(0); file.push_back(0); file.push_back(0); file.push_back(0); // reserved
file.insert(file.end(), bin.begin(), bin.end());
const std::string key = compute_key(state.key_suffix, source, compile_opts);
const std::string path = state.dir + "/" + key + ".clbin";
if (!write_atomic(path, file.data(), file.size())) {
GGML_LOG_INFO("ggml_opencl: kernel cache: failed to write '%s'\n", path.c_str());
} else {
++g_cache_saves;
cache_debug_line("SAVE", key, source, compile_opts);
}
}
+75
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@@ -0,0 +1,75 @@
// On-disk cache for OpenCL cl_program binaries. Lets a fresh process skip the
// expensive clBuildProgram-from-source step when a binary for the exact same
// (source, compile options, device, driver, platform) was previously saved.
//
// Activation: default on via GGML_OPENCL_KERNEL_CACHE_DIR:
// unset / empty / "1" / "default" : platform default cache dir
// (%LOCALAPPDATA%\llama.cpp\cl-cache,
// ~/Library/Caches/llama.cpp/cl-cache,
// <temp dir>/llama.cpp/cl-cache elsewhere)
// "0" / "off" / "none" / "disable(d)" : disabled (all functions no-op)
// any other value : used verbatim as the cache path
// If the chosen directory cannot be created/used, the cache silently disables
// itself for the process and falls back to source compile.
// GGML_OPENCL_KERNEL_CACHE_DEBUG=1 prints a HIT/MISS/SAVE trace (with a running
// tally) straight to stderr — visible even in tools that filter INFO/WARN logs;
// redirect stderr to record it.
//
// Cache key (SHA-256 hex):
// sha256(source_bytes || '\x00' ||
// compile_opts || '\x00' ||
// CL_DEVICE_NAME || '\x00' ||
// CL_DRIVER_VERSION || '\x00' ||
// CL_PLATFORM_VERSION || '\x00' ||
// CL_PROGRAM_CACHE_FORMAT_VERSION)
//
// The key fully captures everything that can affect the produced binary,
// without needing the host source revision (a kernel source change shows up
// in source_bytes; a compile-option change shows up in compile_opts).
//
// File layout per cache entry: <cache_dir>/<sha256-hex>.clbin
// bytes [0..7] : magic "GGMLCLBC"
// bytes [8..11] : uint32_t format version (CL_PROGRAM_CACHE_FORMAT_VERSION)
// bytes [12..15] : uint32_t reserved (0)
// bytes [16..] : raw cl_program binary as returned by
// clGetProgramInfo(CL_PROGRAM_BINARIES)
//
// Concurrency: writes go to <name>.tmp.<pid> then atomic rename. On race,
// last-writer-wins. No locks.
#pragma once
#include <CL/cl.h>
#include <string>
// Bumped manually if host-side OpenCL API usage changes in a way that
// affects compile semantics but does not show up in source_bytes /
// compile_opts (e.g. switching from clCreateProgramWithSource to
// clCompileProgram + clLinkProgram, or changing how multiple sources
// are concatenated). Most commits — including kernel changes — do NOT
// require bumping this; the source bytes already capture those.
#define CL_PROGRAM_CACHE_FORMAT_VERSION 1u
struct cl_program_cache_state {
// Empty string means cache is disabled.
std::string dir;
// Concatenated device/driver/platform identity + cache format version,
// computed once at init and folded into every key.
std::string key_suffix;
};
cl_program_cache_state cl_program_cache_init(cl_device_id device);
cl_program cl_program_cache_try_load(
const cl_program_cache_state & state,
cl_context context,
cl_device_id device,
const char * source,
const std::string & compile_opts);
void cl_program_cache_try_save(
const cl_program_cache_state & state,
cl_program program,
cl_device_id device,
const char * source,
const std::string & compile_opts);
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