llama: model_loader: add TENSOR_READ_LAZY (#27794)
* llama: model_loader: add TENSOR_GET_ROW_LAZY * add --tensor-read-lazy * rename to TENSOR_READ_LAZY * gen docs * address comments
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+59
-13
@@ -438,11 +438,34 @@ void llama_file::write_u32(uint32_t val) const { pimpl->write_u32(val); }
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// llama_mmap
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#if defined(_POSIX_MAPPED_FILES) || defined(_WIN32)
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// merge `ranges` and return their complement within [0, limit)
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static llama_mmap::ranges ranges_complement(llama_mmap::ranges ranges, size_t limit) {
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llama_mmap::ranges res;
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std::sort(ranges.begin(), ranges.end());
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size_t pos = 0;
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for (const auto & range : ranges) {
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const size_t beg = std::min(range.first, limit);
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const size_t end = std::min(range.second, limit);
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if (beg > pos) {
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res.emplace_back(pos, beg);
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}
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pos = std::max(pos, end);
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}
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if (pos < limit) {
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res.emplace_back(pos, limit);
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}
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return res;
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}
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#endif
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struct llama_mmap::impl {
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#ifdef _POSIX_MAPPED_FILES
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std::vector<std::pair<size_t, size_t>> mapped_fragments;
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impl(struct llama_file * file, size_t prefetch, bool numa) {
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impl(struct llama_file * file, size_t prefetch, bool numa, const llama_mmap::ranges & lazy_ranges) {
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size = file->size();
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int fd = file->file_id();
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int flags = MAP_SHARED;
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@@ -452,18 +475,34 @@ struct llama_mmap::impl {
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LLAMA_LOG_WARN("warning: posix_fadvise(.., POSIX_FADV_SEQUENTIAL) failed: %s\n",
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strerror(errno));
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}
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if (prefetch) { flags |= MAP_POPULATE; }
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// MAP_POPULATE would fault in the lazy ranges too
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if (prefetch && lazy_ranges.empty()) { flags |= MAP_POPULATE; }
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#endif
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addr = mmap(NULL, file->size(), PROT_READ, flags, fd, 0);
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if (addr == MAP_FAILED) {
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throw std::runtime_error(format("mmap failed: %s", strerror(errno)));
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}
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if (prefetch > 0) {
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if (posix_madvise(addr, std::min(file->size(), prefetch), POSIX_MADV_WILLNEED)) {
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LLAMA_LOG_WARN("warning: posix_madvise(.., POSIX_MADV_WILLNEED) failed: %s\n",
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strerror(errno));
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// page-aligned madvise over [beg, end), clamped to the file
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auto advise = [&](size_t beg, size_t end, int advice, const char * name) {
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const size_t page_size = sysconf(_SC_PAGESIZE);
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beg = beg & ~(page_size - 1);
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end = std::min((end + page_size - 1) & ~(page_size - 1), file->size());
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if (beg >= end) {
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return;
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}
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if (posix_madvise((char *) addr + beg, end - beg, advice)) {
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LLAMA_LOG_WARN("warning: posix_madvise(.., %s) failed: %s\n", name, strerror(errno));
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}
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};
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if (prefetch > 0) {
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for (const auto & range : ranges_complement(lazy_ranges, std::min(file->size(), prefetch))) {
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advise(range.first, range.second, POSIX_MADV_WILLNEED, "POSIX_MADV_WILLNEED");
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}
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}
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for (const auto & range : lazy_ranges) {
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advise(range.first, range.second, POSIX_MADV_RANDOM, "POSIX_MADV_RANDOM");
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}
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if (numa) {
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if (posix_madvise(addr, file->size(), POSIX_MADV_RANDOM)) {
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@@ -533,7 +572,7 @@ struct llama_mmap::impl {
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#elif defined(_WIN32)
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HANDLE hMapping = nullptr;
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impl(struct llama_file * file, size_t prefetch, bool numa) {
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impl(struct llama_file * file, size_t prefetch, bool numa, const llama_mmap::ranges & lazy_ranges) {
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GGML_UNUSED(numa);
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size = file->size();
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@@ -563,10 +602,15 @@ struct llama_mmap::impl {
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pPrefetchVirtualMemory = (decltype(pPrefetchVirtualMemory))(void *) GetProcAddress(hKernel32, "PrefetchVirtualMemory");
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if (pPrefetchVirtualMemory) {
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WIN32_MEMORY_RANGE_ENTRY range;
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range.VirtualAddress = addr;
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range.NumberOfBytes = (SIZE_T) std::min(size, prefetch);
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if (!pPrefetchVirtualMemory(GetCurrentProcess(), 1, &range, 0)) {
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std::vector<WIN32_MEMORY_RANGE_ENTRY> entries;
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for (const auto & range : ranges_complement(lazy_ranges, std::min(size, prefetch))) {
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WIN32_MEMORY_RANGE_ENTRY entry;
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entry.VirtualAddress = (char *) addr + range.first;
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entry.NumberOfBytes = (SIZE_T) (range.second - range.first);
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entries.push_back(entry);
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}
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if (!entries.empty() &&
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!pPrefetchVirtualMemory(GetCurrentProcess(), (ULONG_PTR) entries.size(), entries.data(), 0)) {
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LLAMA_LOG_WARN("warning: PrefetchVirtualMemory failed: %s\n",
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llama_format_win_err(GetLastError()).c_str());
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}
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@@ -597,10 +641,11 @@ struct llama_mmap::impl {
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}
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}
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#else
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impl(struct llama_file * file, size_t prefetch, bool numa) {
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impl(struct llama_file * file, size_t prefetch, bool numa, const llama_mmap::ranges & lazy_ranges) {
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GGML_UNUSED(file);
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GGML_UNUSED(prefetch);
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GGML_UNUSED(numa);
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GGML_UNUSED(lazy_ranges);
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throw std::runtime_error("mmap not supported");
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}
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@@ -617,7 +662,8 @@ struct llama_mmap::impl {
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size_t size;
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};
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llama_mmap::llama_mmap(struct llama_file * file, size_t prefetch, bool numa) : pimpl(std::make_unique<impl>(file, prefetch, numa)) {}
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llama_mmap::llama_mmap(struct llama_file * file, size_t prefetch, bool numa,
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const ranges & lazy_ranges) : pimpl(std::make_unique<impl>(file, prefetch, numa, lazy_ranges)) {}
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llama_mmap::~llama_mmap() = default;
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size_t llama_mmap::size() const { return pimpl->size; }
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