gemma.cpp/util/allocator.cc

360 lines
13 KiB
C++

// Copyright 2024 Google LLC
// SPDX-License-Identifier: Apache-2.0
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// https://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
#include "util/allocator.h"
#include <stdint.h>
#include <stdio.h>
#include "util/basics.h" // MaybeCheckInitialized
#include "hwy/aligned_allocator.h"
#include "hwy/base.h"
#include "hwy/contrib/thread_pool/topology.h"
#include "hwy/per_target.h" // VectorBytes
// To avoid a dependency on libnuma, use syscalls directly. We require six
// arguments, which has been supported by glibc since around 2010.
#if defined(__GLIBC__) && defined(__GLIBC_PREREQ)
#if HWY_OS_LINUX && __GLIBC_PREREQ(2, 11)
#define GEMMA_LINUX_SYSCALL6
#endif
#endif
#ifndef GEMMA_BIND // allow override
// OSes will generally do the right thing when threads allocate their own
// working memory. However, matmul's B and C matrices are preferably sharded
// across NUMA nodes. To simplify the matrix representation, we prefer a
// single allocation. This requires page-level control over the memory layout,
// which Linux provides via `move_pages`, but Windows does not.
#if defined(GEMMA_LINUX_SYSCALL6) && !defined(__ANDROID_API__)
#define GEMMA_BIND 1
#else
#define GEMMA_BIND 0
#endif
#endif // GEMMA_BIND
#if GEMMA_BIND && HWY_OS_LINUX
#include <atomic>
#include "hwy/contrib/thread_pool/futex.h"
#endif
#if HWY_OS_LINUX
#include <unistd.h> // sysconf
#if GEMMA_BIND
// `move_pages` requires anonymous/private mappings, hence mmap.
#include <sys/mman.h>
#include <sys/syscall.h>
#include <cerrno>
#include <vector>
#endif // GEMMA_BIND
#elif HWY_OS_WIN
#ifndef WIN32_LEAN_AND_MEAN
#define WIN32_LEAN_AND_MEAN
#endif
#ifndef VC_EXTRALEAN
#define VC_EXTRALEAN
#endif
#include <Windows.h>
#elif HWY_OS_APPLE
#include <sys/sysctl.h>
#endif // HWY_OS_LINUX
namespace gcpp {
namespace {
size_t DetectLineBytes() {
if (const hwy::Cache* caches = hwy::DataCaches()) {
// Might not have an L3.
return HWY_MAX(caches[2].bytes_per_line, caches[3].bytes_per_line);
} else {
return HWY_ALIGNMENT;
}
}
size_t DetectPageSize() {
#if HWY_OS_LINUX
const long ret = sysconf(_SC_PAGESIZE); // NOLINT(runtime/int)
HWY_ASSERT(ret != -1);
const size_t page_bytes = static_cast<size_t>(ret);
HWY_ASSERT(page_bytes <= (4 << 20));
return page_bytes;
#elif HWY_OS_WIN
SYSTEM_INFO info;
GetSystemInfo(&info);
return info.dwPageSize;
#elif HWY_OS_APPLE
uint64_t data = 0;
size_t len = sizeof(data);
HWY_ASSERT(sysctlbyname("vm.pagesize", &data, &len, nullptr, 0) == 0);
return data;
#else
return 0;
#endif
}
size_t DetectTotalMiB(size_t page_bytes) {
(void)page_bytes;
#if HWY_OS_LINUX
const long ret = sysconf(_SC_PHYS_PAGES); // NOLINT(runtime/int)
HWY_ASSERT(ret != -1);
return static_cast<size_t>(ret) * page_bytes >> 20;
#elif HWY_OS_WIN
MEMORYSTATUSEX ms = {sizeof(MEMORYSTATUSEX)};
HWY_ASSERT(GlobalMemoryStatusEx(&ms) != 0);
return ms.ullTotalPhys >> 20;
#elif HWY_OS_APPLE
int mib[2] = {CTL_HW, HW_MEMSIZE};
uint64_t data = 0;
size_t len = sizeof(data);
HWY_ASSERT(sysctl(mib, sizeof(mib) / sizeof(*mib), &data, &len, nullptr, 0) ==
0);
return data >> 20;
#else
#error "Port"
#endif
}
} // namespace
Allocator2::Allocator2(const BoundedTopology& topology, bool enable_bind) {
line_bytes_ = DetectLineBytes();
vector_bytes_ = hwy::VectorBytes();
step_bytes_ = HWY_MAX(line_bytes_, vector_bytes_);
base_page_bytes_ = DetectPageSize();
quantum_bytes_ = step_bytes_; // may overwrite below
const BoundedTopology::Cluster& cluster = topology.GetCluster(0, 0);
if (const hwy::Cache* caches = hwy::DataCaches()) {
l1_bytes_ = caches[1].size_kib << 10;
l2_bytes_ = caches[2].size_kib << 10;
l3_bytes_ = (caches[3].size_kib << 10) * caches[3].cores_sharing;
} else { // Unknown, make reasonable assumptions.
l1_bytes_ = 32 << 10;
l2_bytes_ = (cluster.PrivateKiB() ? cluster.PrivateKiB() : 256) << 10;
}
if (l3_bytes_ == 0) {
l3_bytes_ = (cluster.SharedKiB() ? cluster.SharedKiB() : 1024) << 10;
}
total_mib_ = DetectTotalMiB(base_page_bytes_);
// Prerequisites for binding:
// - supported by the OS (currently Linux only),
// - the page size is known and 'reasonably small', preferably less than
// a fraction of MatMul row/col sizes, which for 27B are up to 144 KiB.
// - we successfully detected topology and there are multiple nodes;
// - there are multiple packages, because we shard by package_idx.
if constexpr (GEMMA_BIND) {
if ((base_page_bytes_ != 0 && base_page_bytes_ <= 16 * 1024) &&
topology.NumNodes() > 1 && topology.NumPackages() > 1) {
if (enable_bind) {
// Ensure pages meet the alignment requirements of `AllocBytes`.
HWY_ASSERT(base_page_bytes_ >= quantum_bytes_);
quantum_bytes_ = base_page_bytes_;
// Ensure MaxQuantum() is an upper bound.
HWY_ASSERT(MaxQuantum<uint8_t>() >= Quantum<uint8_t>());
should_bind_ = true;
} else {
HWY_WARN(
"Multiple sockets but binding disabled. This reduces speed; "
"set --bind 1 to avoid this warning.");
}
}
}
HWY_DASSERT(quantum_bytes_ % step_bytes_ == 0);
quantum_step_mask_ = quantum_bytes_ / step_bytes_ - 1;
}
size_t Allocator2::FreeMiB() const {
#if HWY_OS_LINUX
const long ret = sysconf(_SC_AVPHYS_PAGES); // NOLINT(runtime/int)
HWY_ASSERT(ret != -1);
return static_cast<size_t>(ret) * base_page_bytes_ >> 20;
#elif HWY_OS_WIN
MEMORYSTATUSEX ms = {sizeof(MEMORYSTATUSEX)};
HWY_ASSERT(GlobalMemoryStatusEx(&ms) != 0);
return ms.ullAvailVirtual >> 20;
#elif HWY_OS_APPLE
uint64_t free = 0, inactive = 0, speculative = 0;
size_t len = sizeof(free);
sysctlbyname("vm.page_free_count", &free, &len, nullptr, 0);
sysctlbyname("vm.page_inactive_count", &inactive, &len, nullptr, 0);
sysctlbyname("vm.page_speculative_count", &speculative, &len, nullptr, 0);
return (free + inactive + speculative) * base_page_bytes_ >> 20;
#else
#error "Port"
#endif
}
AlignedPtr2<uint8_t[]> Allocator2::AllocBytes(size_t bytes) const {
// If we are not binding, the Highway allocator is cheaper than `mmap`, and
// defends against 2K aliasing.
if (!should_bind_) {
// Perf warning if Highway's alignment is less than we want.
if (HWY_ALIGNMENT < QuantumBytes()) {
HWY_WARN(
"HWY_ALIGNMENT %d < QuantumBytes %zu: either vector or cache lines "
"are huge, enable GEMMA_BIND and set --bind 1 to avoid this warning.",
HWY_ALIGNMENT, QuantumBytes());
}
auto p = hwy::AllocateAligned<uint8_t>(bytes);
// The `hwy::AlignedFreeUniquePtr` deleter is unfortunately specific to the
// alignment scheme in aligned_allocator.cc and does not work for
// already-aligned pointers as returned by `mmap`, hence we wrap the Highway
// pointer in our own deleter.
return AlignedPtr2<uint8_t[]>(p.release(), DeleterFunc2([](void* ptr) {
hwy::FreeAlignedBytes(ptr, nullptr,
nullptr);
}));
}
// Binding, or large vector/cache line size: use platform-specific allocator.
#if HWY_OS_LINUX && !defined(__ANDROID_API__)
// `move_pages` is documented to require an anonymous/private mapping or
// `MAP_SHARED`. A normal allocation might not suffice, so we use `mmap`.
// `Init` verified that the page size is a multiple of `QuantumBytes()`.
const int prot = PROT_READ | PROT_WRITE;
const int flags = MAP_ANONYMOUS | MAP_PRIVATE;
const int fd = -1;
void* p = mmap(0, bytes, prot, flags, fd, off_t{0});
if (p == MAP_FAILED) p = nullptr;
return AlignedPtr2<uint8_t[]>(static_cast<uint8_t*>(p),
DeleterFunc2([bytes](void* ptr) {
HWY_ASSERT(munmap(ptr, bytes) == 0);
}));
#elif HWY_OS_WIN
const size_t alignment = HWY_MAX(vector_bytes_, line_bytes_);
return AlignedPtr2<uint8_t[]>(
static_cast<uint8_t*>(_aligned_malloc(bytes, alignment)),
DeleterFunc2([](void* ptr) { _aligned_free(ptr); }));
#else
return AlignedPtr2<uint8_t[]>(nullptr, DeleterFunc2());
#endif
}
#if GEMMA_BIND && HWY_OS_LINUX
using Ret = long; // NOLINT(runtime/int)
using UL = unsigned long; // NOLINT(runtime/int)
static constexpr size_t ULBits = sizeof(UL) * 8;
// Calling via syscall avoids a dependency on libnuma.
struct SyscallWrappers {
static Ret mbind(void* ptr, UL bytes, int mode, const UL* nodes, UL max_nodes,
unsigned flags) {
MaybeCheckInitialized(nodes, hwy::DivCeil(max_nodes, ULBits) * sizeof(UL));
return syscall(__NR_mbind, ptr, bytes, mode, max_nodes, max_nodes, flags);
};
static Ret move_pages(int pid, UL count, void** pages, const int* nodes,
int* status, int flags) {
MaybeCheckInitialized(pages, count * sizeof(void*));
MaybeCheckInitialized(nodes, count * sizeof(int));
MaybeCheckInitialized(status, count * sizeof(int));
return syscall(__NR_move_pages, pid, count, pages, nodes, status, flags);
}
static Ret get_mempolicy(int* mode, UL* nodes, UL max_node, void* addr,
unsigned flags) {
return syscall(__NR_get_mempolicy, mode, nodes, max_node, addr, flags);
}
};
// Returns the number of pages that are currently busy (hence not yet moved),
// and warns if there are any other reasons for not moving a page. Note that
// `move_pages` can return 0 regardless of whether all pages were moved.
size_t CountBusyPages(size_t num_pages, size_t node, void** pages,
const int* status) {
size_t num_busy = 0;
for (size_t i = 0; i < num_pages; ++i) {
if (status[i] == -EBUSY) {
++num_busy;
} else if (status[i] != static_cast<int>(node)) {
static std::atomic_flag first = ATOMIC_FLAG_INIT;
if (!first.test_and_set()) {
HWY_WARN("Error %d moving pages[%zu]=%p to node %zu (errno %d).",
status[i], i, pages[i], node, errno);
}
}
}
return num_busy;
}
bool Allocator2::BindMemory(void* ptr, size_t bytes, size_t node) const {
HWY_DASSERT(should_bind_);
constexpr size_t kMaxNodes = 1024; // valid for x86/x64, and "enough"
if constexpr (HWY_IS_DEBUG_BUILD) {
// Ensure the requested `node` is allowed.
UL nodes[kMaxNodes / 64] = {0};
const unsigned flags = 4; // MPOL_F_MEMS_ALLOWED
HWY_ASSERT(SyscallWrappers::get_mempolicy(nullptr, nodes, kMaxNodes,
nullptr, flags) == 0);
HWY_ASSERT(nodes[node / 64] & (1ull << (node % 64)));
}
// Avoid mbind because it does not report why it failed, which is most likely
// because pages are busy, in which case we want to know which.
// `MPOL_MF_MOVE_ALL` requires cap sys_nice, which is not easy to set.
const unsigned flags = 2; // MPOL_MF_MOVE
HWY_ASSERT(bytes % quantum_bytes_ == 0);
const size_t num_pages = bytes / quantum_bytes_;
std::vector<void*> pages;
pages.reserve(num_pages);
for (size_t i = 0; i < num_pages; ++i) {
pages.push_back(static_cast<uint8_t*>(ptr) + i * quantum_bytes_);
// Ensure the page is faulted in to prevent `move_pages` from failing,
// because freshly allocated pages may be mapped to a shared 'zero page'.
hwy::ZeroBytes(pages.back(), 8);
}
std::vector<int> nodes(num_pages, node);
std::vector<int> status(num_pages, static_cast<int>(kMaxNodes));
Ret ret = SyscallWrappers::move_pages(
/*pid=*/0, num_pages, pages.data(), nodes.data(), status.data(), flags);
if (ret < 0) {
HWY_WARN("Failed to bind %p %zu to node %zu (errno %d) status %d.", ptr,
bytes, node, errno, status[0]);
return false;
}
const size_t num_busy =
CountBusyPages(num_pages, node, pages.data(), status.data());
if (HWY_UNLIKELY(num_busy != 0)) {
// Trying again is usually enough to succeed.
hwy::NanoSleep(5000);
(void)SyscallWrappers::move_pages(
/*pid=*/0, num_pages, pages.data(), nodes.data(), status.data(), flags);
const size_t still_busy =
CountBusyPages(num_pages, node, pages.data(), status.data());
if (HWY_UNLIKELY(still_busy != 0)) {
HWY_WARN("BindMemory: %zu pages still busy after retrying %zu.",
still_busy, num_busy);
}
}
return true;
}
#else
bool Allocator2::BindMemory(void*, size_t, size_t) const { return false; }
#endif // GEMMA_BIND && HWY_OS_LINUX
} // namespace gcpp