mirror of
https://github.com/ggerganov/llama.cpp.git
synced 2024-12-27 06:39:25 +01:00
llama : mmap
ggml-ci
This commit is contained in:
parent
4c5b321042
commit
7eb858aab4
@ -434,12 +434,12 @@ static void print_matrix(struct ggml_tensor * probs) {
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}
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}
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}
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}
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struct llama_file {
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struct my_llama_file {
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// use FILE * so we don't have to re-open the file to mmap
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// use FILE * so we don't have to re-open the file to mmap
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FILE * fp;
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FILE * fp;
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size_t size;
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size_t size;
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llama_file(const char * fname, const char * mode) {
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my_llama_file(const char * fname, const char * mode) {
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fp = std::fopen(fname, mode);
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fp = std::fopen(fname, mode);
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if (fp == NULL) {
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if (fp == NULL) {
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size = 0;
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size = 0;
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@ -500,7 +500,7 @@ struct llama_file {
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return std::string(chars.data(), len);
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return std::string(chars.data(), len);
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}
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}
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~llama_file() {
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~my_llama_file() {
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if (fp) {
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if (fp) {
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std::fclose(fp);
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std::fclose(fp);
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}
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}
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@ -508,7 +508,7 @@ struct llama_file {
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};
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};
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static bool is_ggml_file(const char * filename) {
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static bool is_ggml_file(const char * filename) {
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llama_file file(filename, "rb");
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my_llama_file file(filename, "rb");
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if (file.size < 4) {
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if (file.size < 4) {
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return false;
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return false;
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}
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}
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@ -576,7 +576,7 @@ static void load_vocab(const char * filename, const Config * config, struct my_l
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} else {
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} else {
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// assume llama2.c vocabulary
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// assume llama2.c vocabulary
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LOG_INF("%s: Assuming llama2.c vocabulary since %s is not a gguf file\n", __func__, filename);
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LOG_INF("%s: Assuming llama2.c vocabulary since %s is not a gguf file\n", __func__, filename);
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llama_file file(filename, "rb");
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my_llama_file file(filename, "rb");
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if (!file.fp) {
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if (!file.fp) {
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die_fmt("%s: %s", strerror(errno), filename);
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die_fmt("%s: %s", strerror(errno), filename);
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}
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}
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@ -7,6 +7,7 @@
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#include <vector>
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#include <vector>
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#include <map>
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#include <map>
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#include <algorithm>
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//
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//
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// llama_adapter_vec
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// llama_adapter_vec
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@ -1,6 +1,7 @@
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#pragma once
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#pragma once
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#include <map>
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#include <map>
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#include <string>
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//
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//
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// gguf constants (sync with gguf.py)
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// gguf constants (sync with gguf.py)
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@ -3,6 +3,8 @@
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#include "llama.h"
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#include "llama.h"
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#include <vector>
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#include <vector>
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#include <cstring>
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#include <algorithm>
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// very similar to llama_batch,
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// very similar to llama_batch,
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// but has more metadata about sequences
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// but has more metadata about sequences
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@ -799,7 +799,7 @@ static bool llama_state_load_file_internal(struct llama_context * ctx, const cha
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// restore the context state
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// restore the context state
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{
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{
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const size_t n_state_size_cur = file.size - file.tell();
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const size_t n_state_size_cur = file.size() - file.tell();
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llama_data_read_file data_ctx(&file);
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llama_data_read_file data_ctx(&file);
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const size_t n_read = llama_state_set_data_internal(ctx, data_ctx);
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const size_t n_read = llama_state_set_data_internal(ctx, data_ctx);
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@ -936,7 +936,7 @@ static size_t llama_state_seq_load_file_internal(struct llama_context * ctx, con
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// restore the context state
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// restore the context state
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{
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{
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const size_t state_size = file.size - file.tell();
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const size_t state_size = file.size() - file.tell();
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llama_data_read_file data_ctx(&file);
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llama_data_read_file data_ctx(&file);
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const size_t nread = llama_state_seq_set_data_internal(ctx, data_ctx, dest_seq_id);
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const size_t nread = llama_state_seq_set_data_internal(ctx, data_ctx, dest_seq_id);
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if (!nread) {
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if (!nread) {
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@ -24,6 +24,7 @@ LLAMA_ATTRIBUTE_FORMAT(2, 3)
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void llama_log_internal (ggml_log_level level, const char * format, ...);
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void llama_log_internal (ggml_log_level level, const char * format, ...);
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void llama_log_callback_default(ggml_log_level level, const char * text, void * user_data);
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void llama_log_callback_default(ggml_log_level level, const char * text, void * user_data);
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// TODO: rename to llama_format ?
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LLAMA_ATTRIBUTE_FORMAT(1, 2)
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LLAMA_ATTRIBUTE_FORMAT(1, 2)
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std::string format(const char * fmt, ...);
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std::string format(const char * fmt, ...);
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@ -8,6 +8,7 @@
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#include <set>
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#include <set>
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#include <vector>
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#include <vector>
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#include <limits>
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struct llama_kv_cell {
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struct llama_kv_cell {
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llama_pos pos = -1;
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llama_pos pos = -1;
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@ -1,3 +1,584 @@
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#include "llama-mmap.h"
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#include "llama-mmap.h"
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#include "llama-impl.h"
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#include "ggml.h"
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#include <cstring>
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#include <climits>
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#ifdef __has_include
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#if __has_include(<unistd.h>)
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#include <unistd.h>
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#if defined(_POSIX_MAPPED_FILES)
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#include <sys/mman.h>
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#include <fcntl.h>
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#endif
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#if defined(_POSIX_MEMLOCK_RANGE)
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#include <sys/resource.h>
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#endif
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#endif
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#endif
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#if defined(_WIN32)
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#define WIN32_LEAN_AND_MEAN
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#ifndef NOMINMAX
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#define NOMINMAX
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#endif
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#include <windows.h>
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#ifndef PATH_MAX
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#define PATH_MAX MAX_PATH
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#endif
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#include <io.h>
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#endif
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// TODO: consider moving to llama-impl.h if needed in more places
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#if defined(_WIN32)
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std::string llama_format_win_err(DWORD err) {
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LPSTR buf;
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size_t size = FormatMessageA(FORMAT_MESSAGE_ALLOCATE_BUFFER | FORMAT_MESSAGE_FROM_SYSTEM | FORMAT_MESSAGE_IGNORE_INSERTS,
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NULL, err, MAKELANGID(LANG_NEUTRAL, SUBLANG_DEFAULT), (LPSTR)&buf, 0, NULL);
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if (!size) {
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return "FormatMessageA failed";
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}
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std::string ret(buf, size);
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LocalFree(buf);
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return ret;
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}
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#endif
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// llama_file
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struct llama_file::impl {
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#if defined(_WIN32)
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HANDLE fp_win32;
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std::string GetErrorMessageWin32(DWORD error_code) const {
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std::string ret;
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LPSTR lpMsgBuf = NULL;
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DWORD bufLen = FormatMessageA(FORMAT_MESSAGE_ALLOCATE_BUFFER | FORMAT_MESSAGE_FROM_SYSTEM | FORMAT_MESSAGE_IGNORE_INSERTS,
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NULL, error_code, MAKELANGID(LANG_NEUTRAL, SUBLANG_DEFAULT), (LPSTR)&lpMsgBuf, 0, NULL);
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if (!bufLen) {
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ret = format("Win32 error code: %lx", error_code);
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} else {
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ret = lpMsgBuf;
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LocalFree(lpMsgBuf);
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}
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return ret;
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}
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impl(const char * fname, const char * mode) {
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fp = ggml_fopen(fname, mode);
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if (fp == NULL) {
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throw std::runtime_error(format("failed to open %s: %s", fname, strerror(errno)));
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}
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fp_win32 = (HANDLE) _get_osfhandle(_fileno(fp));
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seek(0, SEEK_END);
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size = tell();
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seek(0, SEEK_SET);
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}
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size_t tell() const {
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LARGE_INTEGER li;
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li.QuadPart = 0;
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BOOL ret = SetFilePointerEx(fp_win32, li, &li, FILE_CURRENT);
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if (!ret) {
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throw std::runtime_error(format("read error: %s", GetErrorMessageWin32(GetLastError()).c_str()));
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}
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return li.QuadPart;
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}
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void seek(size_t offset, int whence) const {
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static_assert(SEEK_SET == FILE_BEGIN, "SEEK_SET != FILE_BEGIN");
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static_assert(SEEK_CUR == FILE_CURRENT, "SEEK_CUR != FILE_CURRENT");
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static_assert(SEEK_END == FILE_END, "SEEK_END != FILE_END");
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LARGE_INTEGER li;
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li.QuadPart = offset;
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BOOL ret = SetFilePointerEx(fp_win32, li, NULL, whence);
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if (!ret) {
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throw std::runtime_error(format("read error: %s", GetErrorMessageWin32(GetLastError()).c_str()));
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}
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}
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void read_raw(void * ptr, size_t len) const {
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size_t bytes_read = 0;
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while (bytes_read < len) {
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size_t chunk_size = std::min<size_t>(len - bytes_read, 64*1024*1024);
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DWORD chunk_read = 0;
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BOOL result = ReadFile(fp_win32, reinterpret_cast<char*>(ptr) + bytes_read, chunk_size, &chunk_read, NULL);
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if (!result) {
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throw std::runtime_error(format("read error: %s", GetErrorMessageWin32(GetLastError()).c_str()));
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}
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if (chunk_read < chunk_size || chunk_read == 0) {
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throw std::runtime_error("unexpectedly reached end of file");
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}
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bytes_read += chunk_read;
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}
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}
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uint32_t read_u32() const {
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uint32_t val;
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read_raw(&val, sizeof(val));
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return val;
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}
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void write_raw(const void * ptr, size_t len) const {
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size_t bytes_written = 0;
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while (bytes_written < len) {
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size_t chunk_size = std::min<size_t>(len - bytes_written, 64*1024*1024);
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DWORD chunk_written = 0;
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BOOL result = WriteFile(fp_win32, reinterpret_cast<char const*>(ptr) + bytes_written, chunk_size, &chunk_written, NULL);
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if (!result) {
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throw std::runtime_error(format("write error: %s", GetErrorMessageWin32(GetLastError()).c_str()));
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}
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if (chunk_written < chunk_size || chunk_written == 0) {
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throw std::runtime_error("unexpectedly failed to write bytes");
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}
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bytes_written += chunk_written;
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}
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}
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void write_u32(uint32_t val) const {
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write_raw(&val, sizeof(val));
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}
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~impl() {
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if (fp) {
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std::fclose(fp);
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}
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}
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#else
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impl(const char * fname, const char * mode) {
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fp = ggml_fopen(fname, mode);
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if (fp == NULL) {
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throw std::runtime_error(format("failed to open %s: %s", fname, strerror(errno)));
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}
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seek(0, SEEK_END);
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size = tell();
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seek(0, SEEK_SET);
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}
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size_t tell() const {
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// TODO: this ifdef is never true?
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#ifdef _WIN32
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__int64 ret = _ftelli64(fp);
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#else
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long ret = std::ftell(fp);
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#endif
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if (ret == -1) {
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throw std::runtime_error(format("ftell error: %s", strerror(errno)));
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}
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return (size_t) ret;
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}
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void seek(size_t offset, int whence) const {
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// TODO: this ifdef is never true?
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#ifdef _WIN32
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int ret = _fseeki64(fp, (__int64) offset, whence);
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#else
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int ret = std::fseek(fp, (long) offset, whence);
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#endif
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if (ret != 0) {
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throw std::runtime_error(format("seek error: %s", strerror(errno)));
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}
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}
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void read_raw(void * ptr, size_t len) const {
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if (len == 0) {
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return;
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}
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errno = 0;
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std::size_t ret = std::fread(ptr, len, 1, fp);
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if (ferror(fp)) {
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throw std::runtime_error(format("read error: %s", strerror(errno)));
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}
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if (ret != 1) {
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throw std::runtime_error("unexpectedly reached end of file");
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}
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}
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uint32_t read_u32() const {
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uint32_t ret;
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read_raw(&ret, sizeof(ret));
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return ret;
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}
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void write_raw(const void * ptr, size_t len) const {
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if (len == 0) {
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return;
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}
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errno = 0;
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size_t ret = std::fwrite(ptr, len, 1, fp);
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if (ret != 1) {
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throw std::runtime_error(format("write error: %s", strerror(errno)));
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}
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}
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void write_u32(uint32_t val) const {
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write_raw(&val, sizeof(val));
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}
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~impl() {
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if (fp) {
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std::fclose(fp);
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}
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}
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#endif
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FILE * fp;
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size_t size;
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};
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llama_file::llama_file(const char * fname, const char * mode) : pimpl(std::make_unique<impl>(fname, mode)) {}
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llama_file::~llama_file() = default;
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size_t llama_file::tell() const { return pimpl->tell(); }
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size_t llama_file::size() const { return pimpl->size; }
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int llama_file::fileno() const {
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#ifdef _WIN32
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return _fileno(pimpl->fp);
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#else
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return ::fileno(pimpl->fp);
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#endif
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}
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void llama_file::seek(size_t offset, int whence) const { pimpl->seek(offset, whence); }
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void llama_file::read_raw(void * ptr, size_t len) const { pimpl->read_raw(ptr, len); }
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uint32_t llama_file::read_u32() const { return pimpl->read_u32(); }
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void llama_file::write_raw(const void * ptr, size_t len) const { pimpl->write_raw(ptr, len); }
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void llama_file::write_u32(uint32_t val) const { pimpl->write_u32(val); }
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||||||
|
// llama_mmap
|
||||||
|
|
||||||
|
struct llama_mmap::impl {
|
||||||
|
#ifdef _POSIX_MAPPED_FILES
|
||||||
|
std::vector<std::pair<size_t, size_t>> mapped_fragments;
|
||||||
|
|
||||||
|
impl(struct llama_file * file, size_t prefetch, bool numa) {
|
||||||
|
size = file->size();
|
||||||
|
int fd = file->fileno();
|
||||||
|
int flags = MAP_SHARED;
|
||||||
|
if (numa) { prefetch = 0; }
|
||||||
|
#ifdef __linux__
|
||||||
|
if (posix_fadvise(fd, 0, 0, POSIX_FADV_SEQUENTIAL)) {
|
||||||
|
LLAMA_LOG_WARN("warning: posix_fadvise(.., POSIX_FADV_SEQUENTIAL) failed: %s\n",
|
||||||
|
strerror(errno));
|
||||||
|
}
|
||||||
|
if (prefetch) { flags |= MAP_POPULATE; }
|
||||||
|
#endif
|
||||||
|
addr = mmap(NULL, file->size(), PROT_READ, flags, fd, 0);
|
||||||
|
if (addr == MAP_FAILED) {
|
||||||
|
throw std::runtime_error(format("mmap failed: %s", strerror(errno)));
|
||||||
|
}
|
||||||
|
|
||||||
|
if (prefetch > 0) {
|
||||||
|
if (posix_madvise(addr, std::min(file->size(), prefetch), POSIX_MADV_WILLNEED)) {
|
||||||
|
LLAMA_LOG_WARN("warning: posix_madvise(.., POSIX_MADV_WILLNEED) failed: %s\n",
|
||||||
|
strerror(errno));
|
||||||
|
}
|
||||||
|
}
|
||||||
|
if (numa) {
|
||||||
|
if (posix_madvise(addr, file->size(), POSIX_MADV_RANDOM)) {
|
||||||
|
LLAMA_LOG_WARN("warning: posix_madvise(.., POSIX_MADV_RANDOM) failed: %s\n",
|
||||||
|
strerror(errno));
|
||||||
|
}
|
||||||
|
}
|
||||||
|
|
||||||
|
mapped_fragments.emplace_back(0, file->size());
|
||||||
|
}
|
||||||
|
|
||||||
|
static void align_range(size_t * first, size_t * last, size_t page_size) {
|
||||||
|
size_t offset_in_page = *first & (page_size - 1);
|
||||||
|
size_t offset_to_page = offset_in_page == 0 ? 0 : page_size - offset_in_page;
|
||||||
|
*first += offset_to_page;
|
||||||
|
|
||||||
|
*last = *last & ~(page_size - 1);
|
||||||
|
|
||||||
|
if (*last <= *first) {
|
||||||
|
*last = *first;
|
||||||
|
}
|
||||||
|
}
|
||||||
|
|
||||||
|
void unmap_fragment(size_t first, size_t last) {
|
||||||
|
int page_size = sysconf(_SC_PAGESIZE);
|
||||||
|
align_range(&first, &last, page_size);
|
||||||
|
size_t len = last - first;
|
||||||
|
|
||||||
|
if (len == 0) {
|
||||||
|
return;
|
||||||
|
}
|
||||||
|
|
||||||
|
GGML_ASSERT(first % page_size == 0);
|
||||||
|
GGML_ASSERT(last % page_size == 0);
|
||||||
|
GGML_ASSERT(last > first);
|
||||||
|
|
||||||
|
void * next_page_start = (uint8_t *) addr + first;
|
||||||
|
|
||||||
|
if (munmap(next_page_start, len)) {
|
||||||
|
LLAMA_LOG_WARN("warning: munmap failed: %s\n", strerror(errno));
|
||||||
|
}
|
||||||
|
|
||||||
|
std::vector<std::pair<size_t, size_t>> new_mapped_fragments;
|
||||||
|
for (const auto & frag : mapped_fragments) {
|
||||||
|
if (frag.first < first && frag.second > last) {
|
||||||
|
new_mapped_fragments.emplace_back(frag.first, first);
|
||||||
|
new_mapped_fragments.emplace_back(last, frag.second);
|
||||||
|
} else if (frag.first < first && frag.second > first) {
|
||||||
|
new_mapped_fragments.emplace_back(frag.first, first);
|
||||||
|
} else if (frag.first < last && frag.second > last) {
|
||||||
|
new_mapped_fragments.emplace_back(last, frag.second);
|
||||||
|
} else if (frag.first >= first && frag.second <= last) {
|
||||||
|
} else {
|
||||||
|
new_mapped_fragments.push_back(frag);
|
||||||
|
}
|
||||||
|
}
|
||||||
|
mapped_fragments = std::move(new_mapped_fragments);
|
||||||
|
}
|
||||||
|
|
||||||
|
~impl() {
|
||||||
|
for (const auto & frag : mapped_fragments) {
|
||||||
|
if (munmap((char *) addr + frag.first, frag.second - frag.first)) {
|
||||||
|
LLAMA_LOG_WARN("warning: munmap failed: %s\n", strerror(errno));
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
#elif defined(_WIN32)
|
||||||
|
impl(struct llama_file * file, size_t prefetch, bool numa) {
|
||||||
|
GGML_UNUSED(numa);
|
||||||
|
|
||||||
|
size = file->size();
|
||||||
|
|
||||||
|
HANDLE hFile = (HANDLE) _get_osfhandle(file->fileno());
|
||||||
|
|
||||||
|
HANDLE hMapping = CreateFileMappingA(hFile, NULL, PAGE_READONLY, 0, 0, NULL);
|
||||||
|
|
||||||
|
if (hMapping == NULL) {
|
||||||
|
DWORD error = GetLastError();
|
||||||
|
throw std::runtime_error(format("CreateFileMappingA failed: %s", llama_format_win_err(error).c_str()));
|
||||||
|
}
|
||||||
|
|
||||||
|
addr = MapViewOfFile(hMapping, FILE_MAP_READ, 0, 0, 0);
|
||||||
|
DWORD error = GetLastError();
|
||||||
|
CloseHandle(hMapping);
|
||||||
|
|
||||||
|
if (addr == NULL) {
|
||||||
|
throw std::runtime_error(format("MapViewOfFile failed: %s", llama_format_win_err(error).c_str()));
|
||||||
|
}
|
||||||
|
|
||||||
|
if (prefetch > 0) {
|
||||||
|
#if _WIN32_WINNT >= 0x602
|
||||||
|
BOOL (WINAPI *pPrefetchVirtualMemory) (HANDLE, ULONG_PTR, PWIN32_MEMORY_RANGE_ENTRY, ULONG);
|
||||||
|
HMODULE hKernel32 = GetModuleHandleW(L"kernel32.dll");
|
||||||
|
|
||||||
|
pPrefetchVirtualMemory = (decltype(pPrefetchVirtualMemory))(void *) GetProcAddress(hKernel32, "PrefetchVirtualMemory");
|
||||||
|
|
||||||
|
if (pPrefetchVirtualMemory) {
|
||||||
|
WIN32_MEMORY_RANGE_ENTRY range;
|
||||||
|
range.VirtualAddress = addr;
|
||||||
|
range.NumberOfBytes = (SIZE_T) std::min(size, prefetch);
|
||||||
|
if (!pPrefetchVirtualMemory(GetCurrentProcess(), 1, &range, 0)) {
|
||||||
|
LLAMA_LOG_WARN("warning: PrefetchVirtualMemory failed: %s\n",
|
||||||
|
llama_format_win_err(GetLastError()).c_str());
|
||||||
|
}
|
||||||
|
}
|
||||||
|
#else
|
||||||
|
throw std::runtime_error("PrefetchVirtualMemory unavailable");
|
||||||
|
#endif
|
||||||
|
}
|
||||||
|
}
|
||||||
|
|
||||||
|
void unmap_fragment(size_t first, size_t last) {
|
||||||
|
GGML_UNUSED(first);
|
||||||
|
GGML_UNUSED(last);
|
||||||
|
}
|
||||||
|
|
||||||
|
~impl() {
|
||||||
|
if (!UnmapViewOfFile(addr)) {
|
||||||
|
LLAMA_LOG_WARN("warning: UnmapViewOfFile failed: %s\n",
|
||||||
|
llama_format_win_err(GetLastError()).c_str());
|
||||||
|
}
|
||||||
|
}
|
||||||
|
#else
|
||||||
|
impl(struct llama_file * file, size_t prefetch, bool numa) {
|
||||||
|
GGML_UNUSED(file);
|
||||||
|
GGML_UNUSED(prefetch);
|
||||||
|
GGML_UNUSED(numa);
|
||||||
|
|
||||||
|
throw std::runtime_error("mmap not supported");
|
||||||
|
}
|
||||||
|
|
||||||
|
void unmap_fragment(size_t first, size_t last) {
|
||||||
|
GGML_UNUSED(first);
|
||||||
|
GGML_UNUSED(last);
|
||||||
|
|
||||||
|
throw std::runtime_error("mmap not supported");
|
||||||
|
}
|
||||||
|
#endif
|
||||||
|
|
||||||
|
void * addr;
|
||||||
|
size_t size;
|
||||||
|
};
|
||||||
|
|
||||||
|
llama_mmap::llama_mmap(struct llama_file * file, size_t prefetch, bool numa) : pimpl(std::make_unique<impl>(file, prefetch, numa)) {}
|
||||||
|
llama_mmap::~llama_mmap() = default;
|
||||||
|
|
||||||
|
size_t llama_mmap::size() const { return pimpl->size; }
|
||||||
|
void * llama_mmap::addr() const { return pimpl->addr; }
|
||||||
|
|
||||||
|
void llama_mmap::unmap_fragment(size_t first, size_t last) { pimpl->unmap_fragment(first, last); }
|
||||||
|
|
||||||
|
#if defined(_POSIX_MEMLOCK_RANGE) || defined(_WIN32)
|
||||||
|
const bool llama_mmap::SUPPORTED = true;
|
||||||
|
#else
|
||||||
|
const bool llama_mmap::SUPPORTED = false;
|
||||||
|
#endif
|
||||||
|
|
||||||
|
// llama_mlock
|
||||||
|
|
||||||
|
struct llama_mlock::impl {
|
||||||
|
#ifdef _POSIX_MEMLOCK_RANGE
|
||||||
|
static size_t lock_granularity() {
|
||||||
|
return (size_t) sysconf(_SC_PAGESIZE);
|
||||||
|
}
|
||||||
|
|
||||||
|
bool raw_lock(const void * addr, size_t size) const {
|
||||||
|
if (!mlock(addr, size)) {
|
||||||
|
return true;
|
||||||
|
}
|
||||||
|
|
||||||
|
#ifdef __APPLE__
|
||||||
|
#define MLOCK_SUGGESTION \
|
||||||
|
"Try increasing the sysctl values 'vm.user_wire_limit' and 'vm.global_user_wire_limit' and/or " \
|
||||||
|
"decreasing 'vm.global_no_user_wire_amount'. Also try increasing RLIMIT_MEMLOCK (ulimit -l).\n"
|
||||||
|
#else
|
||||||
|
#define MLOCK_SUGGESTION \
|
||||||
|
"Try increasing RLIMIT_MEMLOCK ('ulimit -l' as root).\n"
|
||||||
|
#endif
|
||||||
|
|
||||||
|
char* errmsg = std::strerror(errno);
|
||||||
|
bool suggest = (errno == ENOMEM);
|
||||||
|
|
||||||
|
struct rlimit lock_limit;
|
||||||
|
if (suggest && getrlimit(RLIMIT_MEMLOCK, &lock_limit)) {
|
||||||
|
suggest = false;
|
||||||
|
}
|
||||||
|
if (suggest && (lock_limit.rlim_max > lock_limit.rlim_cur + size)) {
|
||||||
|
suggest = false;
|
||||||
|
}
|
||||||
|
|
||||||
|
LLAMA_LOG_WARN("warning: failed to mlock %zu-byte buffer (after previously locking %zu bytes): %s\n%s",
|
||||||
|
size, this->size, errmsg, suggest ? MLOCK_SUGGESTION : "");
|
||||||
|
return false;
|
||||||
|
}
|
||||||
|
|
||||||
|
static void raw_unlock(void * addr, size_t size) {
|
||||||
|
if (munlock(addr, size)) {
|
||||||
|
LLAMA_LOG_WARN("warning: failed to munlock buffer: %s\n", std::strerror(errno));
|
||||||
|
}
|
||||||
|
}
|
||||||
|
#elif defined(_WIN32)
|
||||||
|
static size_t lock_granularity() {
|
||||||
|
SYSTEM_INFO si;
|
||||||
|
GetSystemInfo(&si);
|
||||||
|
return (size_t) si.dwPageSize;
|
||||||
|
}
|
||||||
|
|
||||||
|
bool raw_lock(void * ptr, size_t len) const {
|
||||||
|
for (int tries = 1; ; tries++) {
|
||||||
|
if (VirtualLock(ptr, len)) {
|
||||||
|
return true;
|
||||||
|
}
|
||||||
|
if (tries == 2) {
|
||||||
|
LLAMA_LOG_WARN("warning: failed to VirtualLock %zu-byte buffer (after previously locking %zu bytes): %s\n",
|
||||||
|
len, size, llama_format_win_err(GetLastError()).c_str());
|
||||||
|
return false;
|
||||||
|
}
|
||||||
|
|
||||||
|
SIZE_T min_ws_size, max_ws_size;
|
||||||
|
if (!GetProcessWorkingSetSize(GetCurrentProcess(), &min_ws_size, &max_ws_size)) {
|
||||||
|
LLAMA_LOG_WARN("warning: GetProcessWorkingSetSize failed: %s\n",
|
||||||
|
llama_format_win_err(GetLastError()).c_str());
|
||||||
|
return false;
|
||||||
|
}
|
||||||
|
size_t increment = len + 1048576;
|
||||||
|
min_ws_size += increment;
|
||||||
|
max_ws_size += increment;
|
||||||
|
if (!SetProcessWorkingSetSize(GetCurrentProcess(), min_ws_size, max_ws_size)) {
|
||||||
|
LLAMA_LOG_WARN("warning: SetProcessWorkingSetSize failed: %s\n",
|
||||||
|
llama_format_win_err(GetLastError()).c_str());
|
||||||
|
return false;
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
|
||||||
|
static void raw_unlock(void * ptr, size_t len) {
|
||||||
|
if (!VirtualUnlock(ptr, len)) {
|
||||||
|
LLAMA_LOG_WARN("warning: failed to VirtualUnlock buffer: %s\n",
|
||||||
|
llama_format_win_err(GetLastError()).c_str());
|
||||||
|
}
|
||||||
|
}
|
||||||
|
#else
|
||||||
|
static size_t lock_granularity() {
|
||||||
|
return (size_t) 65536;
|
||||||
|
}
|
||||||
|
|
||||||
|
bool raw_lock(const void * addr, size_t len) const {
|
||||||
|
LLAMA_LOG_WARN("warning: mlock not supported on this system\n");
|
||||||
|
return false;
|
||||||
|
}
|
||||||
|
|
||||||
|
static void raw_unlock(const void * addr, size_t len) {}
|
||||||
|
#endif
|
||||||
|
|
||||||
|
impl() : addr(NULL), size(0), failed_already(false) {}
|
||||||
|
|
||||||
|
void init(void * ptr) {
|
||||||
|
GGML_ASSERT(addr == NULL && size == 0);
|
||||||
|
addr = ptr;
|
||||||
|
}
|
||||||
|
|
||||||
|
void grow_to(size_t target_size) {
|
||||||
|
GGML_ASSERT(addr);
|
||||||
|
if (failed_already) {
|
||||||
|
return;
|
||||||
|
}
|
||||||
|
size_t granularity = lock_granularity();
|
||||||
|
target_size = (target_size + granularity - 1) & ~(granularity - 1);
|
||||||
|
if (target_size > size) {
|
||||||
|
if (raw_lock((uint8_t *) addr + size, target_size - size)) {
|
||||||
|
size = target_size;
|
||||||
|
} else {
|
||||||
|
failed_already = true;
|
||||||
|
}
|
||||||
|
}
|
||||||
|
}
|
||||||
|
|
||||||
|
void * addr;
|
||||||
|
size_t size;
|
||||||
|
|
||||||
|
bool failed_already;
|
||||||
|
};
|
||||||
|
|
||||||
|
llama_mlock::llama_mlock() : pimpl(std::make_unique<impl>()) {}
|
||||||
|
llama_mlock::~llama_mlock() = default;
|
||||||
|
|
||||||
|
void llama_mlock::init(void * ptr) { pimpl->init(ptr); }
|
||||||
|
void llama_mlock::grow_to(size_t target_size) { pimpl->grow_to(target_size); }
|
||||||
|
|
||||||
|
#if defined(_POSIX_MEMLOCK_RANGE) || defined(_WIN32)
|
||||||
|
const bool llama_mlock::SUPPORTED = true;
|
||||||
|
#else
|
||||||
|
const bool llama_mlock::SUPPORTED = false;
|
||||||
|
#endif
|
||||||
|
|
||||||
|
size_t llama_path_max() {
|
||||||
|
return PATH_MAX;
|
||||||
|
}
|
||||||
|
636
src/llama-mmap.h
636
src/llama-mmap.h
@ -1,585 +1,67 @@
|
|||||||
#pragma once
|
#pragma once
|
||||||
|
|
||||||
#include "llama-impl.h"
|
#include <memory>
|
||||||
|
#include <vector>
|
||||||
|
|
||||||
#include "ggml.h"
|
struct llama_file;
|
||||||
|
struct llama_mmap;
|
||||||
|
struct llama_mlock;
|
||||||
|
|
||||||
#ifdef __has_include
|
|
||||||
#if __has_include(<unistd.h>)
|
|
||||||
#include <unistd.h>
|
|
||||||
#if defined(_POSIX_MAPPED_FILES)
|
|
||||||
#include <sys/mman.h>
|
|
||||||
#include <fcntl.h>
|
|
||||||
#endif
|
|
||||||
#if defined(_POSIX_MEMLOCK_RANGE)
|
|
||||||
#include <sys/resource.h>
|
|
||||||
#endif
|
|
||||||
#endif
|
|
||||||
#endif
|
|
||||||
|
|
||||||
#if defined(_WIN32)
|
|
||||||
#define WIN32_LEAN_AND_MEAN
|
|
||||||
#ifndef NOMINMAX
|
|
||||||
#define NOMINMAX
|
|
||||||
#endif
|
|
||||||
#include <windows.h>
|
|
||||||
#ifndef PATH_MAX
|
|
||||||
#define PATH_MAX MAX_PATH
|
|
||||||
#endif
|
|
||||||
#include <io.h>
|
|
||||||
#endif
|
|
||||||
|
|
||||||
struct llama_file {
|
|
||||||
|
|
||||||
#if defined(_WIN32)
|
|
||||||
// use FILE * so we don't have to re-open the file to mmap
|
|
||||||
FILE * fp;
|
|
||||||
HANDLE fp_win32;
|
|
||||||
size_t size;
|
|
||||||
|
|
||||||
private:
|
|
||||||
std::string GetErrorMessageWin32(DWORD error_code) const {
|
|
||||||
std::string ret;
|
|
||||||
LPSTR lpMsgBuf = NULL;
|
|
||||||
DWORD bufLen = FormatMessageA(FORMAT_MESSAGE_ALLOCATE_BUFFER | FORMAT_MESSAGE_FROM_SYSTEM | FORMAT_MESSAGE_IGNORE_INSERTS,
|
|
||||||
NULL, error_code, MAKELANGID(LANG_NEUTRAL, SUBLANG_DEFAULT), (LPSTR)&lpMsgBuf, 0, NULL);
|
|
||||||
if (!bufLen) {
|
|
||||||
ret = format("Win32 error code: %lx", error_code);
|
|
||||||
} else {
|
|
||||||
ret = lpMsgBuf;
|
|
||||||
LocalFree(lpMsgBuf);
|
|
||||||
}
|
|
||||||
|
|
||||||
return ret;
|
|
||||||
}
|
|
||||||
|
|
||||||
public:
|
|
||||||
|
|
||||||
llama_file(const char * fname, const char * mode) {
|
|
||||||
fp = ggml_fopen(fname, mode);
|
|
||||||
if (fp == NULL) {
|
|
||||||
throw std::runtime_error(format("failed to open %s: %s", fname, strerror(errno)));
|
|
||||||
}
|
|
||||||
fp_win32 = (HANDLE) _get_osfhandle(_fileno(fp));
|
|
||||||
seek(0, SEEK_END);
|
|
||||||
size = tell();
|
|
||||||
seek(0, SEEK_SET);
|
|
||||||
}
|
|
||||||
|
|
||||||
size_t tell() const {
|
|
||||||
// SetFilePointerEx returns the current position when seeking relative 0 bytes
|
|
||||||
LARGE_INTEGER li;
|
|
||||||
li.QuadPart = 0;
|
|
||||||
BOOL ret = SetFilePointerEx(fp_win32, li, &li, FILE_CURRENT);
|
|
||||||
if (!ret) {
|
|
||||||
throw std::runtime_error(format("read error: %s", GetErrorMessageWin32(GetLastError()).c_str()));
|
|
||||||
}
|
|
||||||
|
|
||||||
return li.QuadPart;
|
|
||||||
}
|
|
||||||
|
|
||||||
void seek(size_t offset, int whence) const {
|
|
||||||
// no need to convert SEEK_* to FILE_*. The enums are the same.
|
|
||||||
// Still, keep static asserts to avoid failures in the future.
|
|
||||||
static_assert(SEEK_SET == FILE_BEGIN, "SEEK_SET != FILE_BEGIN");
|
|
||||||
static_assert(SEEK_CUR == FILE_CURRENT, "SEEK_CUR != FILE_CURRENT");
|
|
||||||
static_assert(SEEK_END == FILE_END, "SEEK_END != FILE_END");
|
|
||||||
|
|
||||||
LARGE_INTEGER li;
|
|
||||||
li.QuadPart = offset;
|
|
||||||
BOOL ret = SetFilePointerEx(fp_win32, li, NULL, whence);
|
|
||||||
if (!ret) {
|
|
||||||
throw std::runtime_error(format("read error: %s", GetErrorMessageWin32(GetLastError()).c_str()));
|
|
||||||
}
|
|
||||||
}
|
|
||||||
|
|
||||||
void read_raw(void * ptr, size_t len) const {
|
|
||||||
// On Win32 ReadFile is significant faster than fread which is again significant faster than std::fstream. Thus
|
|
||||||
// use the Win32 API to do file io instead of the C/C++ library functions.
|
|
||||||
|
|
||||||
// There are conditions under which ReadFile cannot read chunks >64MB.
|
|
||||||
// Thus split the operation into smaller chunks if len exceeds this limit.
|
|
||||||
size_t bytes_read = 0;
|
|
||||||
while (bytes_read < len) {
|
|
||||||
size_t chunk_size = std::min<size_t>(len - bytes_read, 64*1024*1024);
|
|
||||||
DWORD chunk_read = 0;
|
|
||||||
BOOL result = ReadFile(fp_win32, reinterpret_cast<char*>(ptr) + bytes_read, chunk_size, &chunk_read, NULL);
|
|
||||||
if (!result) {
|
|
||||||
throw std::runtime_error(format("read error: %s", GetErrorMessageWin32(GetLastError()).c_str()));
|
|
||||||
}
|
|
||||||
if (chunk_read < chunk_size || chunk_read == 0) {
|
|
||||||
throw std::runtime_error("unexpectedly reached end of file");
|
|
||||||
}
|
|
||||||
|
|
||||||
bytes_read += chunk_read;
|
|
||||||
} ;
|
|
||||||
}
|
|
||||||
|
|
||||||
uint32_t read_u32() const {
|
|
||||||
uint32_t val;
|
|
||||||
read_raw(&val, sizeof(val));
|
|
||||||
return val;
|
|
||||||
}
|
|
||||||
|
|
||||||
void write_raw(const void * ptr, size_t len) const {
|
|
||||||
// There are conditions under which WriteFile cannot write chunks >64MB.
|
|
||||||
// Thus split the operation into smaller chunks if len exceeds this limit.
|
|
||||||
size_t bytes_written = 0;
|
|
||||||
while (bytes_written < len) {
|
|
||||||
size_t chunk_size = std::min<size_t>(len - bytes_written, 64*1024*1024);
|
|
||||||
DWORD chunk_written = 0;
|
|
||||||
BOOL result = WriteFile(fp_win32, reinterpret_cast<char const*>(ptr) + bytes_written, chunk_size, &chunk_written, NULL);
|
|
||||||
if (!result) {
|
|
||||||
throw std::runtime_error(format("write error: %s", GetErrorMessageWin32(GetLastError()).c_str()));
|
|
||||||
}
|
|
||||||
if (chunk_written < chunk_size || chunk_written == 0) {
|
|
||||||
throw std::runtime_error("unexpectedly failed to write bytes");
|
|
||||||
}
|
|
||||||
|
|
||||||
bytes_written += chunk_written;
|
|
||||||
}
|
|
||||||
}
|
|
||||||
|
|
||||||
void write_u32(std::uint32_t val) const {
|
|
||||||
write_raw(&val, sizeof(val));
|
|
||||||
}
|
|
||||||
|
|
||||||
~llama_file() {
|
|
||||||
if (fp) {
|
|
||||||
std::fclose(fp);
|
|
||||||
}
|
|
||||||
}
|
|
||||||
#else
|
|
||||||
// use FILE * so we don't have to re-open the file to mmap
|
|
||||||
FILE * fp;
|
|
||||||
size_t size;
|
|
||||||
|
|
||||||
llama_file(const char * fname, const char * mode) {
|
|
||||||
fp = ggml_fopen(fname, mode);
|
|
||||||
if (fp == NULL) {
|
|
||||||
throw std::runtime_error(format("failed to open %s: %s", fname, strerror(errno)));
|
|
||||||
}
|
|
||||||
seek(0, SEEK_END);
|
|
||||||
size = tell();
|
|
||||||
seek(0, SEEK_SET);
|
|
||||||
}
|
|
||||||
|
|
||||||
size_t tell() const {
|
|
||||||
#ifdef _WIN32
|
|
||||||
__int64 ret = _ftelli64(fp);
|
|
||||||
#else
|
|
||||||
long ret = std::ftell(fp);
|
|
||||||
#endif
|
|
||||||
if (ret == -1) {
|
|
||||||
throw std::runtime_error(format("ftell error: %s", strerror(errno)));
|
|
||||||
}
|
|
||||||
|
|
||||||
return (size_t) ret;
|
|
||||||
}
|
|
||||||
|
|
||||||
void seek(size_t offset, int whence) const {
|
|
||||||
#ifdef _WIN32
|
|
||||||
int ret = _fseeki64(fp, (__int64) offset, whence);
|
|
||||||
#else
|
|
||||||
int ret = std::fseek(fp, (long) offset, whence);
|
|
||||||
#endif
|
|
||||||
if (ret != 0) {
|
|
||||||
throw std::runtime_error(format("seek error: %s", strerror(errno)));
|
|
||||||
}
|
|
||||||
}
|
|
||||||
|
|
||||||
void read_raw(void * ptr, size_t len) const {
|
|
||||||
if (len == 0) {
|
|
||||||
return;
|
|
||||||
}
|
|
||||||
errno = 0;
|
|
||||||
std::size_t ret = std::fread(ptr, len, 1, fp);
|
|
||||||
if (ferror(fp)) {
|
|
||||||
throw std::runtime_error(format("read error: %s", strerror(errno)));
|
|
||||||
}
|
|
||||||
if (ret != 1) {
|
|
||||||
throw std::runtime_error("unexpectedly reached end of file");
|
|
||||||
}
|
|
||||||
}
|
|
||||||
|
|
||||||
uint32_t read_u32() const {
|
|
||||||
uint32_t ret;
|
|
||||||
read_raw(&ret, sizeof(ret));
|
|
||||||
return ret;
|
|
||||||
}
|
|
||||||
|
|
||||||
void write_raw(const void * ptr, size_t len) const {
|
|
||||||
if (len == 0) {
|
|
||||||
return;
|
|
||||||
}
|
|
||||||
errno = 0;
|
|
||||||
size_t ret = std::fwrite(ptr, len, 1, fp);
|
|
||||||
if (ret != 1) {
|
|
||||||
throw std::runtime_error(format("write error: %s", strerror(errno)));
|
|
||||||
}
|
|
||||||
}
|
|
||||||
|
|
||||||
void write_u32(std::uint32_t val) const {
|
|
||||||
write_raw(&val, sizeof(val));
|
|
||||||
}
|
|
||||||
|
|
||||||
~llama_file() {
|
|
||||||
if (fp) {
|
|
||||||
std::fclose(fp);
|
|
||||||
}
|
|
||||||
}
|
|
||||||
#endif
|
|
||||||
};
|
|
||||||
using llama_files = std::vector<std::unique_ptr<llama_file>>;
|
using llama_files = std::vector<std::unique_ptr<llama_file>>;
|
||||||
|
|
||||||
struct llama_mmap {
|
|
||||||
void * addr;
|
|
||||||
size_t size;
|
|
||||||
|
|
||||||
llama_mmap(const llama_mmap &) = delete;
|
|
||||||
|
|
||||||
#ifdef _POSIX_MAPPED_FILES
|
|
||||||
static constexpr bool SUPPORTED = true;
|
|
||||||
|
|
||||||
// list of mapped fragments (first_offset, last_offset)
|
|
||||||
std::vector<std::pair<size_t, size_t>> mapped_fragments;
|
|
||||||
|
|
||||||
llama_mmap(struct llama_file * file, size_t prefetch = (size_t) -1 /* -1 = max value */, bool numa = false) {
|
|
||||||
size = file->size;
|
|
||||||
int fd = fileno(file->fp);
|
|
||||||
int flags = MAP_SHARED;
|
|
||||||
// prefetch/readahead impairs performance on NUMA systems
|
|
||||||
if (numa) { prefetch = 0; }
|
|
||||||
#ifdef __linux__
|
|
||||||
// advise the kernel to read the file sequentially (increases readahead)
|
|
||||||
if (posix_fadvise(fd, 0, 0, POSIX_FADV_SEQUENTIAL)) {
|
|
||||||
LLAMA_LOG_WARN("warning: posix_fadvise(.., POSIX_FADV_SEQUENTIAL) failed: %s\n",
|
|
||||||
strerror(errno));
|
|
||||||
}
|
|
||||||
if (prefetch) { flags |= MAP_POPULATE; }
|
|
||||||
#endif
|
|
||||||
addr = mmap(NULL, file->size, PROT_READ, flags, fd, 0);
|
|
||||||
if (addr == MAP_FAILED) { // NOLINT
|
|
||||||
throw std::runtime_error(format("mmap failed: %s", strerror(errno)));
|
|
||||||
}
|
|
||||||
|
|
||||||
if (prefetch > 0) {
|
|
||||||
// advise the kernel to preload the mapped memory
|
|
||||||
if (posix_madvise(addr, std::min(file->size, prefetch), POSIX_MADV_WILLNEED)) {
|
|
||||||
LLAMA_LOG_WARN("warning: posix_madvise(.., POSIX_MADV_WILLNEED) failed: %s\n",
|
|
||||||
strerror(errno));
|
|
||||||
}
|
|
||||||
}
|
|
||||||
if (numa) {
|
|
||||||
// advise the kernel not to use readahead
|
|
||||||
// (because the next page might not belong on the same node)
|
|
||||||
if (posix_madvise(addr, file->size, POSIX_MADV_RANDOM)) {
|
|
||||||
LLAMA_LOG_WARN("warning: posix_madvise(.., POSIX_MADV_RANDOM) failed: %s\n",
|
|
||||||
strerror(errno));
|
|
||||||
}
|
|
||||||
}
|
|
||||||
|
|
||||||
// initialize list of mapped_fragments
|
|
||||||
mapped_fragments.emplace_back(0, file->size);
|
|
||||||
}
|
|
||||||
|
|
||||||
static void align_range(size_t * first, size_t * last, size_t page_size) {
|
|
||||||
// align first to the next page
|
|
||||||
size_t offset_in_page = *first & (page_size - 1);
|
|
||||||
size_t offset_to_page = offset_in_page == 0 ? 0 : page_size - offset_in_page;
|
|
||||||
*first += offset_to_page;
|
|
||||||
|
|
||||||
// align last to the previous page
|
|
||||||
*last = *last & ~(page_size - 1);
|
|
||||||
|
|
||||||
if (*last <= *first) {
|
|
||||||
*last = *first;
|
|
||||||
}
|
|
||||||
}
|
|
||||||
|
|
||||||
// partially unmap the file in the range [first, last)
|
|
||||||
void unmap_fragment(size_t first, size_t last) {
|
|
||||||
// note: this function must not be called multiple times with overlapping ranges
|
|
||||||
// otherwise, there is a risk of invalidating addresses that have been repurposed for other mappings
|
|
||||||
int page_size = sysconf(_SC_PAGESIZE);
|
|
||||||
align_range(&first, &last, page_size);
|
|
||||||
size_t len = last - first;
|
|
||||||
|
|
||||||
if (len == 0) {
|
|
||||||
return;
|
|
||||||
}
|
|
||||||
|
|
||||||
GGML_ASSERT(first % page_size == 0);
|
|
||||||
GGML_ASSERT(last % page_size == 0);
|
|
||||||
GGML_ASSERT(last > first);
|
|
||||||
|
|
||||||
void * next_page_start = (uint8_t *) addr + first;
|
|
||||||
|
|
||||||
// unmap the range
|
|
||||||
if (munmap(next_page_start, len)) {
|
|
||||||
LLAMA_LOG_WARN("warning: munmap failed: %s\n", strerror(errno));
|
|
||||||
}
|
|
||||||
|
|
||||||
// update the list of mapped fragments to avoid unmapping the same range again in the destructor
|
|
||||||
std::vector<std::pair<size_t, size_t>> new_mapped_fragments;
|
|
||||||
for (const auto & frag : mapped_fragments) {
|
|
||||||
if (frag.first < first && frag.second > last) {
|
|
||||||
// the range is in the middle of the fragment, split it
|
|
||||||
new_mapped_fragments.emplace_back(frag.first, first);
|
|
||||||
new_mapped_fragments.emplace_back(last, frag.second);
|
|
||||||
} else if (frag.first < first && frag.second > first) {
|
|
||||||
// the range starts in the middle of the fragment
|
|
||||||
new_mapped_fragments.emplace_back(frag.first, first);
|
|
||||||
} else if (frag.first < last && frag.second > last) {
|
|
||||||
// the range ends in the middle of the fragment
|
|
||||||
new_mapped_fragments.emplace_back(last, frag.second);
|
|
||||||
} else if (frag.first >= first && frag.second <= last) {
|
|
||||||
// the range covers the entire fragment
|
|
||||||
} else {
|
|
||||||
// the range is outside the fragment
|
|
||||||
new_mapped_fragments.push_back(frag);
|
|
||||||
}
|
|
||||||
}
|
|
||||||
mapped_fragments = std::move(new_mapped_fragments);
|
|
||||||
}
|
|
||||||
|
|
||||||
~llama_mmap() {
|
|
||||||
for (const auto & frag : mapped_fragments) {
|
|
||||||
if (munmap((char *) addr + frag.first, frag.second - frag.first)) {
|
|
||||||
LLAMA_LOG_WARN("warning: munmap failed: %s\n", strerror(errno));
|
|
||||||
}
|
|
||||||
}
|
|
||||||
}
|
|
||||||
#elif defined(_WIN32)
|
|
||||||
static constexpr bool SUPPORTED = true;
|
|
||||||
|
|
||||||
llama_mmap(struct llama_file * file, size_t prefetch = (size_t) -1, bool numa = false) {
|
|
||||||
GGML_UNUSED(numa);
|
|
||||||
|
|
||||||
size = file->size;
|
|
||||||
|
|
||||||
HANDLE hFile = (HANDLE) _get_osfhandle(_fileno(file->fp));
|
|
||||||
|
|
||||||
HANDLE hMapping = CreateFileMappingA(hFile, NULL, PAGE_READONLY, 0, 0, NULL);
|
|
||||||
|
|
||||||
if (hMapping == NULL) {
|
|
||||||
DWORD error = GetLastError();
|
|
||||||
throw std::runtime_error(format("CreateFileMappingA failed: %s", llama_format_win_err(error).c_str()));
|
|
||||||
}
|
|
||||||
|
|
||||||
addr = MapViewOfFile(hMapping, FILE_MAP_READ, 0, 0, 0);
|
|
||||||
DWORD error = GetLastError();
|
|
||||||
CloseHandle(hMapping);
|
|
||||||
|
|
||||||
if (addr == NULL) {
|
|
||||||
throw std::runtime_error(format("MapViewOfFile failed: %s", llama_format_win_err(error).c_str()));
|
|
||||||
}
|
|
||||||
|
|
||||||
if (prefetch > 0) {
|
|
||||||
#if _WIN32_WINNT >= 0x602
|
|
||||||
// PrefetchVirtualMemory is only present on Windows 8 and above, so we dynamically load it
|
|
||||||
BOOL (WINAPI *pPrefetchVirtualMemory) (HANDLE, ULONG_PTR, PWIN32_MEMORY_RANGE_ENTRY, ULONG);
|
|
||||||
HMODULE hKernel32 = GetModuleHandleW(L"kernel32.dll");
|
|
||||||
|
|
||||||
// may fail on pre-Windows 8 systems
|
|
||||||
pPrefetchVirtualMemory = (decltype(pPrefetchVirtualMemory))(void *) GetProcAddress(hKernel32, "PrefetchVirtualMemory");
|
|
||||||
|
|
||||||
if (pPrefetchVirtualMemory) {
|
|
||||||
// advise the kernel to preload the mapped memory
|
|
||||||
WIN32_MEMORY_RANGE_ENTRY range;
|
|
||||||
range.VirtualAddress = addr;
|
|
||||||
range.NumberOfBytes = (SIZE_T) std::min(size, prefetch);
|
|
||||||
if (!pPrefetchVirtualMemory(GetCurrentProcess(), 1, &range, 0)) {
|
|
||||||
LLAMA_LOG_WARN("warning: PrefetchVirtualMemory failed: %s\n",
|
|
||||||
llama_format_win_err(GetLastError()).c_str());
|
|
||||||
}
|
|
||||||
}
|
|
||||||
#else
|
|
||||||
throw std::runtime_error("PrefetchVirtualMemory unavailable");
|
|
||||||
#endif
|
|
||||||
}
|
|
||||||
}
|
|
||||||
|
|
||||||
void unmap_fragment(size_t first, size_t last) {
|
|
||||||
// not supported
|
|
||||||
GGML_UNUSED(first);
|
|
||||||
GGML_UNUSED(last);
|
|
||||||
}
|
|
||||||
|
|
||||||
~llama_mmap() {
|
|
||||||
if (!UnmapViewOfFile(addr)) {
|
|
||||||
LLAMA_LOG_WARN("warning: UnmapViewOfFile failed: %s\n",
|
|
||||||
llama_format_win_err(GetLastError()).c_str());
|
|
||||||
}
|
|
||||||
}
|
|
||||||
#else
|
|
||||||
static constexpr bool SUPPORTED = false;
|
|
||||||
|
|
||||||
llama_mmap(struct llama_file * file, size_t prefetch = -1, bool numa = false) {
|
|
||||||
GGML_UNUSED(file);
|
|
||||||
GGML_UNUSED(prefetch);
|
|
||||||
GGML_UNUSED(numa);
|
|
||||||
|
|
||||||
throw std::runtime_error("mmap not supported");
|
|
||||||
}
|
|
||||||
|
|
||||||
void unmap_fragment(size_t first, size_t last) {
|
|
||||||
GGML_UNUSED(first);
|
|
||||||
GGML_UNUSED(last);
|
|
||||||
|
|
||||||
throw std::runtime_error("mmap not supported");
|
|
||||||
}
|
|
||||||
#endif
|
|
||||||
};
|
|
||||||
using llama_mmaps = std::vector<std::unique_ptr<llama_mmap>>;
|
using llama_mmaps = std::vector<std::unique_ptr<llama_mmap>>;
|
||||||
|
|
||||||
// Represents some region of memory being locked using mlock or VirtualLock;
|
|
||||||
// will automatically unlock on destruction.
|
|
||||||
struct llama_mlock {
|
|
||||||
void * addr = NULL;
|
|
||||||
size_t size = 0;
|
|
||||||
|
|
||||||
bool failed_already = false;
|
|
||||||
|
|
||||||
llama_mlock() {}
|
|
||||||
llama_mlock(const llama_mlock &) = delete;
|
|
||||||
|
|
||||||
~llama_mlock() {
|
|
||||||
if (size) {
|
|
||||||
raw_unlock(addr, size);
|
|
||||||
}
|
|
||||||
}
|
|
||||||
|
|
||||||
void init(void * ptr) {
|
|
||||||
GGML_ASSERT(addr == NULL && size == 0); // NOLINT
|
|
||||||
addr = ptr;
|
|
||||||
}
|
|
||||||
|
|
||||||
void grow_to(size_t target_size) {
|
|
||||||
GGML_ASSERT(addr);
|
|
||||||
if (failed_already) {
|
|
||||||
return;
|
|
||||||
}
|
|
||||||
size_t granularity = lock_granularity();
|
|
||||||
target_size = (target_size + granularity - 1) & ~(granularity - 1);
|
|
||||||
if (target_size > size) {
|
|
||||||
if (raw_lock((uint8_t *) addr + size, target_size - size)) {
|
|
||||||
size = target_size;
|
|
||||||
} else {
|
|
||||||
failed_already = true;
|
|
||||||
}
|
|
||||||
}
|
|
||||||
}
|
|
||||||
|
|
||||||
#ifdef _POSIX_MEMLOCK_RANGE
|
|
||||||
static constexpr bool SUPPORTED = true;
|
|
||||||
|
|
||||||
static size_t lock_granularity() {
|
|
||||||
return (size_t) sysconf(_SC_PAGESIZE);
|
|
||||||
}
|
|
||||||
|
|
||||||
#ifdef __APPLE__
|
|
||||||
#define MLOCK_SUGGESTION \
|
|
||||||
"Try increasing the sysctl values 'vm.user_wire_limit' and 'vm.global_user_wire_limit' and/or " \
|
|
||||||
"decreasing 'vm.global_no_user_wire_amount'. Also try increasing RLIMIT_MEMLOCK (ulimit -l).\n"
|
|
||||||
#else
|
|
||||||
#define MLOCK_SUGGESTION \
|
|
||||||
"Try increasing RLIMIT_MEMLOCK ('ulimit -l' as root).\n"
|
|
||||||
#endif
|
|
||||||
|
|
||||||
bool raw_lock(const void * addr, size_t size) const {
|
|
||||||
if (!mlock(addr, size)) {
|
|
||||||
return true;
|
|
||||||
}
|
|
||||||
|
|
||||||
char* errmsg = std::strerror(errno);
|
|
||||||
bool suggest = (errno == ENOMEM);
|
|
||||||
|
|
||||||
// Check if the resource limit is fine after all
|
|
||||||
struct rlimit lock_limit;
|
|
||||||
if (suggest && getrlimit(RLIMIT_MEMLOCK, &lock_limit)) {
|
|
||||||
suggest = false;
|
|
||||||
}
|
|
||||||
if (suggest && (lock_limit.rlim_max > lock_limit.rlim_cur + size)) {
|
|
||||||
suggest = false;
|
|
||||||
}
|
|
||||||
|
|
||||||
LLAMA_LOG_WARN("warning: failed to mlock %zu-byte buffer (after previously locking %zu bytes): %s\n%s",
|
|
||||||
size, this->size, errmsg, suggest ? MLOCK_SUGGESTION : "");
|
|
||||||
return false;
|
|
||||||
}
|
|
||||||
|
|
||||||
#undef MLOCK_SUGGESTION
|
|
||||||
|
|
||||||
static void raw_unlock(void * addr, size_t size) {
|
|
||||||
if (munlock(addr, size)) {
|
|
||||||
LLAMA_LOG_WARN("warning: failed to munlock buffer: %s\n", std::strerror(errno));
|
|
||||||
}
|
|
||||||
}
|
|
||||||
#elif defined(_WIN32)
|
|
||||||
static constexpr bool SUPPORTED = true;
|
|
||||||
|
|
||||||
static size_t lock_granularity() {
|
|
||||||
SYSTEM_INFO si;
|
|
||||||
GetSystemInfo(&si);
|
|
||||||
return (size_t) si.dwPageSize;
|
|
||||||
}
|
|
||||||
|
|
||||||
bool raw_lock(void * ptr, size_t len) const {
|
|
||||||
for (int tries = 1; ; tries++) {
|
|
||||||
if (VirtualLock(ptr, len)) {
|
|
||||||
return true;
|
|
||||||
}
|
|
||||||
if (tries == 2) {
|
|
||||||
LLAMA_LOG_WARN("warning: failed to VirtualLock %zu-byte buffer (after previously locking %zu bytes): %s\n",
|
|
||||||
len, size, llama_format_win_err(GetLastError()).c_str());
|
|
||||||
return false;
|
|
||||||
}
|
|
||||||
|
|
||||||
// It failed but this was only the first try; increase the working
|
|
||||||
// set size and try again.
|
|
||||||
SIZE_T min_ws_size, max_ws_size;
|
|
||||||
if (!GetProcessWorkingSetSize(GetCurrentProcess(), &min_ws_size, &max_ws_size)) {
|
|
||||||
LLAMA_LOG_WARN("warning: GetProcessWorkingSetSize failed: %s\n",
|
|
||||||
llama_format_win_err(GetLastError()).c_str());
|
|
||||||
return false;
|
|
||||||
}
|
|
||||||
// Per MSDN: "The maximum number of pages that a process can lock
|
|
||||||
// is equal to the number of pages in its minimum working set minus
|
|
||||||
// a small overhead."
|
|
||||||
// Hopefully a megabyte is enough overhead:
|
|
||||||
size_t increment = len + 1048576;
|
|
||||||
// The minimum must be <= the maximum, so we need to increase both:
|
|
||||||
min_ws_size += increment;
|
|
||||||
max_ws_size += increment;
|
|
||||||
if (!SetProcessWorkingSetSize(GetCurrentProcess(), min_ws_size, max_ws_size)) {
|
|
||||||
LLAMA_LOG_WARN("warning: SetProcessWorkingSetSize failed: %s\n",
|
|
||||||
llama_format_win_err(GetLastError()).c_str());
|
|
||||||
return false;
|
|
||||||
}
|
|
||||||
}
|
|
||||||
}
|
|
||||||
|
|
||||||
static void raw_unlock(void * ptr, size_t len) {
|
|
||||||
if (!VirtualUnlock(ptr, len)) {
|
|
||||||
LLAMA_LOG_WARN("warning: failed to VirtualUnlock buffer: %s\n",
|
|
||||||
llama_format_win_err(GetLastError()).c_str());
|
|
||||||
}
|
|
||||||
}
|
|
||||||
#else
|
|
||||||
static constexpr bool SUPPORTED = false;
|
|
||||||
|
|
||||||
static size_t lock_granularity() {
|
|
||||||
return (size_t) 65536;
|
|
||||||
}
|
|
||||||
|
|
||||||
bool raw_lock(const void * addr, size_t len) const {
|
|
||||||
LLAMA_LOG_WARN("warning: mlock not supported on this system\n");
|
|
||||||
return false;
|
|
||||||
}
|
|
||||||
|
|
||||||
static void raw_unlock(const void * addr, size_t len) {}
|
|
||||||
#endif
|
|
||||||
};
|
|
||||||
using llama_mlocks = std::vector<std::unique_ptr<llama_mlock>>;
|
using llama_mlocks = std::vector<std::unique_ptr<llama_mlock>>;
|
||||||
|
|
||||||
|
struct llama_file {
|
||||||
|
llama_file(const char * fname, const char * mode);
|
||||||
|
~llama_file();
|
||||||
|
|
||||||
|
size_t tell() const;
|
||||||
|
size_t size() const;
|
||||||
|
|
||||||
|
int fileno() const;
|
||||||
|
|
||||||
|
void seek(size_t offset, int whence) const;
|
||||||
|
|
||||||
|
void read_raw(void * ptr, size_t len) const;
|
||||||
|
uint32_t read_u32() const;
|
||||||
|
|
||||||
|
void write_raw(const void * ptr, size_t len) const;
|
||||||
|
void write_u32(uint32_t val) const;
|
||||||
|
|
||||||
|
private:
|
||||||
|
struct impl;
|
||||||
|
std::unique_ptr<impl> pimpl;
|
||||||
|
};
|
||||||
|
|
||||||
|
struct llama_mmap {
|
||||||
|
llama_mmap(const llama_mmap &) = delete;
|
||||||
|
llama_mmap(struct llama_file * file, size_t prefetch = (size_t) -1, bool numa = false);
|
||||||
|
~llama_mmap();
|
||||||
|
|
||||||
|
size_t size() const;
|
||||||
|
void * addr() const;
|
||||||
|
|
||||||
|
void unmap_fragment(size_t first, size_t last);
|
||||||
|
|
||||||
|
static const bool SUPPORTED;
|
||||||
|
|
||||||
|
private:
|
||||||
|
struct impl;
|
||||||
|
std::unique_ptr<impl> pimpl;
|
||||||
|
};
|
||||||
|
|
||||||
|
struct llama_mlock {
|
||||||
|
llama_mlock();
|
||||||
|
~llama_mlock();
|
||||||
|
|
||||||
|
void init(void * ptr);
|
||||||
|
void grow_to(size_t target_size);
|
||||||
|
|
||||||
|
static const bool SUPPORTED;
|
||||||
|
|
||||||
|
private:
|
||||||
|
struct impl;
|
||||||
|
std::unique_ptr<impl> pimpl;
|
||||||
|
};
|
||||||
|
|
||||||
|
size_t llama_path_max();
|
||||||
|
@ -5,6 +5,8 @@
|
|||||||
#include "llama-vocab.h"
|
#include "llama-vocab.h"
|
||||||
#include "llama-mmap.h"
|
#include "llama-mmap.h"
|
||||||
|
|
||||||
|
#include "llama-impl.h"
|
||||||
|
|
||||||
#include "ggml-cpp.h"
|
#include "ggml-cpp.h"
|
||||||
|
|
||||||
#include <array>
|
#include <array>
|
||||||
|
@ -193,20 +193,6 @@ static std::string gguf_kv_to_str(const struct gguf_context * ctx_gguf, int i) {
|
|||||||
// llama helpers
|
// llama helpers
|
||||||
//
|
//
|
||||||
|
|
||||||
#if defined(_WIN32)
|
|
||||||
static std::string llama_format_win_err(DWORD err) {
|
|
||||||
LPSTR buf;
|
|
||||||
size_t size = FormatMessageA(FORMAT_MESSAGE_ALLOCATE_BUFFER | FORMAT_MESSAGE_FROM_SYSTEM | FORMAT_MESSAGE_IGNORE_INSERTS,
|
|
||||||
NULL, err, MAKELANGID(LANG_NEUTRAL, SUBLANG_DEFAULT), (LPSTR)&buf, 0, NULL);
|
|
||||||
if (!size) {
|
|
||||||
return "FormatMessageA failed";
|
|
||||||
}
|
|
||||||
std::string ret(buf, size);
|
|
||||||
LocalFree(buf);
|
|
||||||
return ret;
|
|
||||||
}
|
|
||||||
#endif
|
|
||||||
|
|
||||||
template <typename T>
|
template <typename T>
|
||||||
struct no_init {
|
struct no_init {
|
||||||
T value;
|
T value;
|
||||||
@ -490,7 +476,7 @@ struct llama_model_loader {
|
|||||||
}
|
}
|
||||||
|
|
||||||
offs = gguf_get_data_offset(gguf_ctx) + gguf_get_tensor_offset(gguf_ctx, tensor_idx);
|
offs = gguf_get_data_offset(gguf_ctx) + gguf_get_tensor_offset(gguf_ctx, tensor_idx);
|
||||||
if (offs + ggml_nbytes(tensor) < offs || offs + ggml_nbytes(tensor) > file->size) {
|
if (offs + ggml_nbytes(tensor) < offs || offs + ggml_nbytes(tensor) > file->size()) {
|
||||||
throw std::runtime_error(format("tensor '%s' data is not within the file bounds, model is corrupted or incomplete", ggml_get_name(tensor)));
|
throw std::runtime_error(format("tensor '%s' data is not within the file bounds, model is corrupted or incomplete", ggml_get_name(tensor)));
|
||||||
}
|
}
|
||||||
}
|
}
|
||||||
@ -572,8 +558,8 @@ struct llama_model_loader {
|
|||||||
throw std::runtime_error(format("illegal split file: %d, model must be loaded with the first split", idx));
|
throw std::runtime_error(format("illegal split file: %d, model must be loaded with the first split", idx));
|
||||||
}
|
}
|
||||||
|
|
||||||
char split_prefix[PATH_MAX] = {0};
|
std::vector<char> split_prefix(llama_path_max(), 0);
|
||||||
if (!llama_split_prefix(split_prefix, sizeof(split_prefix), fname.c_str(), idx, n_split)) {
|
if (!llama_split_prefix(split_prefix.data(), split_prefix.size(), fname.c_str(), idx, n_split)) {
|
||||||
throw std::runtime_error(format("invalid split file: %s", fname.c_str()));
|
throw std::runtime_error(format("invalid split file: %s", fname.c_str()));
|
||||||
}
|
}
|
||||||
|
|
||||||
@ -581,20 +567,20 @@ struct llama_model_loader {
|
|||||||
LLAMA_LOG_INFO("%s: loading additional %d GGUFs\n", __func__, n_split);
|
LLAMA_LOG_INFO("%s: loading additional %d GGUFs\n", __func__, n_split);
|
||||||
}
|
}
|
||||||
|
|
||||||
char split_path[PATH_MAX] = {0};
|
std::vector<char> split_path(llama_path_max(), 0);
|
||||||
for (idx = 1; idx < n_split; idx++) {
|
for (idx = 1; idx < n_split; idx++) {
|
||||||
llama_split_path(split_path, sizeof(split_path), split_prefix, idx, n_split);
|
llama_split_path(split_path.data(), split_path.size(), split_prefix.data(), idx, n_split);
|
||||||
|
|
||||||
struct gguf_init_params split_params = {
|
struct gguf_init_params split_params = {
|
||||||
/*.no_alloc = */ true,
|
/*.no_alloc = */ true,
|
||||||
/*.ctx = */ &ctx,
|
/*.ctx = */ &ctx,
|
||||||
};
|
};
|
||||||
gguf_context_ptr ctx_gguf { gguf_init_from_file(split_path, split_params) };
|
gguf_context_ptr ctx_gguf { gguf_init_from_file(split_path.data(), split_params) };
|
||||||
if (!ctx_gguf) {
|
if (!ctx_gguf) {
|
||||||
throw std::runtime_error(format("%s: failed to load GGUF split from %s\n", __func__, split_path));
|
throw std::runtime_error(format("%s: failed to load GGUF split from %s\n", __func__, split_path.data()));
|
||||||
}
|
}
|
||||||
|
|
||||||
files.emplace_back(new llama_file(split_path, "rb"));
|
files.emplace_back(new llama_file(split_path.data(), "rb"));
|
||||||
contexts.emplace_back(ctx);
|
contexts.emplace_back(ctx);
|
||||||
|
|
||||||
// Save tensors data offset info of the shard.
|
// Save tensors data offset info of the shard.
|
||||||
@ -1036,10 +1022,10 @@ struct llama_model_loader {
|
|||||||
auto * reg = ggml_backend_dev_backend_reg(ggml_backend_dev_by_type(GGML_BACKEND_DEVICE_TYPE_CPU));
|
auto * reg = ggml_backend_dev_backend_reg(ggml_backend_dev_by_type(GGML_BACKEND_DEVICE_TYPE_CPU));
|
||||||
auto * is_numa_fn = (decltype(ggml_is_numa) *) ggml_backend_reg_get_proc_address(reg, "ggml_backend_cpu_is_numa");
|
auto * is_numa_fn = (decltype(ggml_is_numa) *) ggml_backend_reg_get_proc_address(reg, "ggml_backend_cpu_is_numa");
|
||||||
std::unique_ptr<llama_mmap> mapping(new llama_mmap(file.get(), prefetch ? -1 : 0, is_numa_fn()));
|
std::unique_ptr<llama_mmap> mapping(new llama_mmap(file.get(), prefetch ? -1 : 0, is_numa_fn()));
|
||||||
mmaps_used.emplace_back(mapping->size, 0);
|
mmaps_used.emplace_back(mapping->size(), 0);
|
||||||
if (mlock_mmaps) {
|
if (mlock_mmaps) {
|
||||||
std::unique_ptr<llama_mlock> mlock_mmap(new llama_mlock());
|
std::unique_ptr<llama_mlock> mlock_mmap(new llama_mlock());
|
||||||
mlock_mmap->init(mapping->addr);
|
mlock_mmap->init(mapping->addr());
|
||||||
mlock_mmaps->emplace_back(std::move(mlock_mmap));
|
mlock_mmaps->emplace_back(std::move(mlock_mmap));
|
||||||
}
|
}
|
||||||
mappings.emplace_back(std::move(mapping));
|
mappings.emplace_back(std::move(mapping));
|
||||||
@ -1056,9 +1042,9 @@ struct llama_model_loader {
|
|||||||
GGML_ASSERT(!mappings.empty());
|
GGML_ASSERT(!mappings.empty());
|
||||||
const auto & mapping = mappings.at(idx);
|
const auto & mapping = mappings.at(idx);
|
||||||
|
|
||||||
*first = mapping->size;
|
*first = mapping->size();
|
||||||
*last = 0;
|
*last = 0;
|
||||||
*addr = mapping->addr;
|
*addr = mapping->addr();
|
||||||
for (ggml_tensor * tensor = ggml_get_first_tensor(ctx); tensor; tensor = ggml_get_next_tensor(ctx, tensor)) {
|
for (ggml_tensor * tensor = ggml_get_first_tensor(ctx); tensor; tensor = ggml_get_next_tensor(ctx, tensor)) {
|
||||||
const auto * weight = get_weight(ggml_get_name(tensor));
|
const auto * weight = get_weight(ggml_get_name(tensor));
|
||||||
if (!weight || weight->idx != idx) {
|
if (!weight || weight->idx != idx) {
|
||||||
@ -1076,9 +1062,9 @@ struct llama_model_loader {
|
|||||||
if (use_mmap) {
|
if (use_mmap) {
|
||||||
const auto & mapping = mappings.at(w.idx);
|
const auto & mapping = mappings.at(w.idx);
|
||||||
if (cur->data == nullptr) {
|
if (cur->data == nullptr) {
|
||||||
cur->data = (uint8_t *)mapping->addr + w.offs;
|
cur->data = (uint8_t *)mapping->addr() + w.offs;
|
||||||
} else {
|
} else {
|
||||||
memcpy(cur->data, (uint8_t *)mapping->addr + w.offs, ggml_nbytes(cur));
|
memcpy(cur->data, (uint8_t *)mapping->addr() + w.offs, ggml_nbytes(cur));
|
||||||
}
|
}
|
||||||
} else {
|
} else {
|
||||||
GGML_ASSERT(cur->data != nullptr);
|
GGML_ASSERT(cur->data != nullptr);
|
||||||
@ -1219,7 +1205,7 @@ struct llama_model_loader {
|
|||||||
if (bufs.count(weight->idx)) {
|
if (bufs.count(weight->idx)) {
|
||||||
buf_mmap = bufs.at(weight->idx);
|
buf_mmap = bufs.at(weight->idx);
|
||||||
}
|
}
|
||||||
uint8_t * data = (uint8_t *) mapping->addr + weight->offs;
|
uint8_t * data = (uint8_t *) mapping->addr() + weight->offs;
|
||||||
|
|
||||||
if (check_tensors) {
|
if (check_tensors) {
|
||||||
validation_result.emplace_back(std::async(std::launch::async, [cur, data, n_size] {
|
validation_result.emplace_back(std::async(std::launch::async, [cur, data, n_size] {
|
||||||
@ -1317,7 +1303,7 @@ struct llama_model_loader {
|
|||||||
auto & mapping = mappings.at(idx);
|
auto & mapping = mappings.at(idx);
|
||||||
mapping->unmap_fragment(0, mmap_used.first);
|
mapping->unmap_fragment(0, mmap_used.first);
|
||||||
if (mmap_used.second != 0) {
|
if (mmap_used.second != 0) {
|
||||||
mapping->unmap_fragment(mmap_used.second, mapping->size);
|
mapping->unmap_fragment(mmap_used.second, mapping->size());
|
||||||
}
|
}
|
||||||
}
|
}
|
||||||
}
|
}
|
||||||
@ -15650,9 +15636,9 @@ static void llama_model_quantize_internal(const std::string & fname_inp, const s
|
|||||||
GGML_ASSERT(ctx_outs[cur_split] && "Find uninitialized gguf_context");
|
GGML_ASSERT(ctx_outs[cur_split] && "Find uninitialized gguf_context");
|
||||||
std::string fname = fname_out;
|
std::string fname = fname_out;
|
||||||
if (params->keep_split) {
|
if (params->keep_split) {
|
||||||
char split_path[PATH_MAX] = {0};
|
std::vector<char> split_path(llama_path_max(), 0);
|
||||||
llama_split_path(split_path, sizeof(split_path), fname_out.c_str(), cur_split, n_split);
|
llama_split_path(split_path.data(), split_path.size(), fname_out.c_str(), cur_split, n_split);
|
||||||
fname = std::string(split_path);
|
fname = std::string(split_path.data());
|
||||||
}
|
}
|
||||||
|
|
||||||
fout = std::ofstream(fname, std::ios::binary);
|
fout = std::ofstream(fname, std::ios::binary);
|
||||||
|
Loading…
Reference in New Issue
Block a user