ggml : add NUMA support (#1556)
* detect NUMA systems and pin work threads to nodes (linux) * disable mmap prefetch/readahead for NUMA systems * avoid sending finalize op to thread pool if it does nothing * silence robot * fix args * make --numa a param * recommendation that n_nodes evenly divide n_threads did not warrant such aggressive enforcement * lower synchronization overhead * statically allocate * move numa state to g_state * add description for --numa * ggml : minor style changes * ggml : minor style + try fix sanitizer build * llama : allow to initialize backend with NUMA support * llama : avoid ggml include in llama-util.h * ggml : style / formatting * ggml : fix handling of ops with n_threads > n_tasks > 1 * server : utilize numa parameter --------- Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
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14 changed files with 339 additions and 236 deletions
24
llama-util.h
24
llama-util.h
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@ -172,12 +172,14 @@ struct llama_mmap {
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#ifdef _POSIX_MAPPED_FILES
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static constexpr bool SUPPORTED = true;
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llama_mmap(struct llama_file * file, size_t prefetch = (size_t) -1 /* -1 = max value */) {
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llama_mmap(struct llama_file * file, size_t prefetch = (size_t) -1 /* -1 = max value */, bool numa = false) {
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size = file->size;
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int fd = fileno(file->fp);
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int flags = MAP_SHARED;
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// prefetch/readahead impairs performance on NUMA systems
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if (numa) { prefetch = 0; }
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#ifdef __linux__
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flags |= MAP_POPULATE;
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if (prefetch) { 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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@ -191,6 +193,14 @@ struct llama_mmap {
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strerror(errno));
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}
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}
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if (numa) {
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// advise the kernel not to use readahead
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// (because the next page might not belong on the same node)
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if (madvise(addr, file->size, MADV_RANDOM)) {
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fprintf(stderr, "warning: madvise(.., MADV_RANDOM) failed: %s\n",
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strerror(errno));
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}
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}
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}
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~llama_mmap() {
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@ -199,7 +209,9 @@ struct llama_mmap {
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#elif defined(_WIN32)
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static constexpr bool SUPPORTED = true;
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llama_mmap(struct llama_file * file, bool prefetch = true) {
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llama_mmap(struct llama_file * file, bool prefetch = true, bool numa = false) {
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(void) numa;
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size = file->size;
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HANDLE hFile = (HANDLE) _get_osfhandle(_fileno(file->fp));
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@ -244,8 +256,10 @@ struct llama_mmap {
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#else
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static constexpr bool SUPPORTED = false;
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llama_mmap(struct llama_file *, bool prefetch = true) {
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(void)prefetch;
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llama_mmap(struct llama_file *, bool prefetch = true, bool numa = false) {
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(void) prefetch;
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(void) numa;
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throw std::runtime_error(std::string("mmap not supported"));
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}
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#endif
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