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9 Commits

Author SHA1 Message Date
Gabe Goodhart 02e409a5be ggml : Provide macos-specific backtrace printing to avoid terminal death (#17869)
* fix: Provide macos-specific backtrace printing to avoid terminal death

Branch: MacOSSafeBacktrace

Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>

* fix: Add GGML_BACKTRACE_LLDB env var to enable using lldb for backtrace

Branch: MacOSSafeBacktrace

Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>

---------

Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>
2025-12-09 18:29:07 +02:00
Georgi Gerganov 6b82eb7883 metal : print node names for debugging (#17882) 2025-12-09 15:25:49 +02:00
Sigbjørn Skjæret 86a3f0fad8 ggml : allow fill node alloc inplace (#17870) 2025-12-09 12:23:47 +01:00
Rhys-T 63908b631a cmake: fix Mach-O current version number (#17877)
PR #17091 set the VERSION of various libraries to 0.0.abcd, where abcd
is the LLAMA_BUILD_NUMBER. That build number is too large to fit in the
Mach-O 'current version' field's 'micro' part, which only goes up to
255. This just sets the Mach-O current version to 0 to get it building
properly again.

Fixes #17258.
2025-12-09 13:17:41 +02:00
Sigbjørn Skjæret 42b12b5608 model : nit, DeepSeek V1 MoE is 16B and GigaChat is 20B (#12652)
* nit, DeepSeek V1 MoE is 16B

* base type on n_ff_exp instead
2025-12-09 12:15:06 +01:00
Xuan-Son Nguyen 4e842d5120 console: allow using arrow left/right, home/end keys and history mode (#17836)
* console: allow using arrow left/right to edit the line (with UTF-8 support)

* console: fix arrow keys on Windows using private-use Unicode

* console: add Home/End key support for Windows and Linux

* console: add basic Up/Down history navigation

* fix build

* console: allow using arrow left/right to edit the line (with UTF-8 support)

* console: fix arrow keys on Windows using private-use Unicode

* console: add Home/End key support for Windows and Linux

* console: add basic Up/Down history navigation

* console: remove unreachable wc == 0 check after VK switch

* console: add Ctrl+Left/Right word navigation

- Add KEY_CTRL_ARROW_LEFT and KEY_CTRL_ARROW_RIGHT codes
- Windows: detect CTRL modifier via dwControlKeyState
- Linux: parse ANSI sequences with modifier (1;5D/C)
- Implement move_word_left/right with space-skipping logic
- Refactor escape sequence parsing to accumulate params

* console: add Delete key support

- Windows: VK_DELETE detection
- Linux: ESC[3~ sequence parsing
- Forward character deletion with UTF-8 support

* console: implement bash-style history editing

- Edit any history line during UP/DOWN navigation, edits persist
- Pressing Enter appends edited version as new history entry
- Original line stay untouched in their positions

* clean up

* better history impl

* fix decode_utf8

---------

Co-authored-by: Pascal <admin@serveurperso.com>
2025-12-09 11:53:59 +01:00
Chenguang Li ca709e427b CANN: add support for partial RoPE and Vision mode (#17543)
* cann: add support for partial RoPE and Vision mode

Add support for two important RoPE variants: partial rotation (rope_dims < ne0)
and Vision mode rotation.

1. Support for partial RoPE (rope_dims < ne0):
   - Split tensor into head (first rope_dims dimensions) and tail portions
   - Apply rotation only to head portion using RotaryPositionEmbedding operator
   - Copy unrotated tail portion directly from source to destination
   - Handle both contiguous and non-contiguous tensor layouts

2. Support for Vision mode (GGML_ROPE_TYPE_VISION):
   - Set rope_dims = ne0 for Vision mode to rotate entire tensor
   - Vision mode pairs dimension i with dimension i+n_dims (where n_dims = ne0/2)
   - No tail handling needed since entire tensor is rotated

Implementation details:
   - Use has_tail flag to determine execution path: head/tail splitting when
     rope_dims < ne0, or full tensor rotation when rope_dims == ne0
   - Support both F32 and F16 data types with intermediate F32 conversion
   - Copy non-contiguous tensors to contiguous buffers before calling
     RotaryPositionEmbedding operator for compatibility
   - Improve cache invalidation logic to include rope_dims and indep_sects
     parameters

These enhancements enable CANN backend to handle various RoPE configurations
used in modern vision-language models and models with partial rotation.

* cann: fix review comment
2025-12-09 17:53:23 +08:00
Johannes Gäßler 0cdce38a97 CUDA: fix FP16 overflow in tile FA kernel (#17875) 2025-12-09 09:34:02 +01:00
Aldehir Rojas e39502e74b llama : add token matching support to llama-grammar (#17816)
* llama : add token support to llama-grammar

* fix inverse token comment

* refactor trigger_patterns to replay tokens instead of the entire string

* add token documentation

* fix test-llama-grammar

* improve test cases for tokens
2025-12-09 00:32:57 -06:00
18 changed files with 1185 additions and 144 deletions
+583 -30
View File
@@ -1,6 +1,11 @@
#include "console.h"
#include <vector>
#include <iostream>
#include <cassert>
#include <cstddef>
#include <cctype>
#include <cwctype>
#include <cstdint>
#if defined(_WIN32)
#define WIN32_LEAN_AND_MEAN
@@ -35,9 +40,26 @@
namespace console {
#if defined (_WIN32)
namespace {
// Use private-use unicode values to represent special keys that are not reported
// as characters (e.g. arrows on Windows). These values should never clash with
// real input and let the rest of the code handle navigation uniformly.
static constexpr char32_t KEY_ARROW_LEFT = 0xE000;
static constexpr char32_t KEY_ARROW_RIGHT = 0xE001;
static constexpr char32_t KEY_ARROW_UP = 0xE002;
static constexpr char32_t KEY_ARROW_DOWN = 0xE003;
static constexpr char32_t KEY_HOME = 0xE004;
static constexpr char32_t KEY_END = 0xE005;
static constexpr char32_t KEY_CTRL_ARROW_LEFT = 0xE006;
static constexpr char32_t KEY_CTRL_ARROW_RIGHT = 0xE007;
static constexpr char32_t KEY_DELETE = 0xE008;
}
//
// Console state
//
#endif
static bool advanced_display = false;
static bool simple_io = true;
@@ -176,7 +198,18 @@ namespace console {
if (record.EventType == KEY_EVENT && record.Event.KeyEvent.bKeyDown) {
wchar_t wc = record.Event.KeyEvent.uChar.UnicodeChar;
if (wc == 0) {
continue;
const DWORD ctrl_mask = LEFT_CTRL_PRESSED | RIGHT_CTRL_PRESSED;
const bool ctrl_pressed = (record.Event.KeyEvent.dwControlKeyState & ctrl_mask) != 0;
switch (record.Event.KeyEvent.wVirtualKeyCode) {
case VK_LEFT: return ctrl_pressed ? KEY_CTRL_ARROW_LEFT : KEY_ARROW_LEFT;
case VK_RIGHT: return ctrl_pressed ? KEY_CTRL_ARROW_RIGHT : KEY_ARROW_RIGHT;
case VK_UP: return KEY_ARROW_UP;
case VK_DOWN: return KEY_ARROW_DOWN;
case VK_HOME: return KEY_HOME;
case VK_END: return KEY_END;
case VK_DELETE: return KEY_DELETE;
default: continue;
}
}
if ((wc >= 0xD800) && (wc <= 0xDBFF)) { // Check if wc is a high surrogate
@@ -315,6 +348,52 @@ namespace console {
#endif
}
static char32_t decode_utf8(const std::string & input, size_t pos, size_t & advance) {
unsigned char c = static_cast<unsigned char>(input[pos]);
if ((c & 0x80u) == 0u) {
advance = 1;
return c;
}
if ((c & 0xE0u) == 0xC0u && pos + 1 < input.size()) {
unsigned char c1 = static_cast<unsigned char>(input[pos + 1]);
if ((c1 & 0xC0u) != 0x80u) {
advance = 1;
return 0xFFFD;
}
advance = 2;
return ((c & 0x1Fu) << 6) | (static_cast<unsigned char>(input[pos + 1]) & 0x3Fu);
}
if ((c & 0xF0u) == 0xE0u && pos + 2 < input.size()) {
unsigned char c1 = static_cast<unsigned char>(input[pos + 1]);
unsigned char c2 = static_cast<unsigned char>(input[pos + 2]);
if ((c1 & 0xC0u) != 0x80u || (c2 & 0xC0u) != 0x80u) {
advance = 1;
return 0xFFFD;
}
advance = 3;
return ((c & 0x0Fu) << 12) |
((static_cast<unsigned char>(input[pos + 1]) & 0x3Fu) << 6) |
(static_cast<unsigned char>(input[pos + 2]) & 0x3Fu);
}
if ((c & 0xF8u) == 0xF0u && pos + 3 < input.size()) {
unsigned char c1 = static_cast<unsigned char>(input[pos + 1]);
unsigned char c2 = static_cast<unsigned char>(input[pos + 2]);
unsigned char c3 = static_cast<unsigned char>(input[pos + 3]);
if ((c1 & 0xC0u) != 0x80u || (c2 & 0xC0u) != 0x80u || (c3 & 0xC0u) != 0x80u) {
advance = 1;
return 0xFFFD;
}
advance = 4;
return ((c & 0x07u) << 18) |
((static_cast<unsigned char>(input[pos + 1]) & 0x3Fu) << 12) |
((static_cast<unsigned char>(input[pos + 2]) & 0x3Fu) << 6) |
(static_cast<unsigned char>(input[pos + 3]) & 0x3Fu);
}
advance = 1;
return 0xFFFD; // replacement character for invalid input
}
static void append_utf8(char32_t ch, std::string & out) {
if (ch <= 0x7F) {
out.push_back(static_cast<unsigned char>(ch));
@@ -336,22 +415,319 @@ namespace console {
}
// Helper function to remove the last UTF-8 character from a string
static void pop_back_utf8_char(std::string & line) {
if (line.empty()) {
static size_t prev_utf8_char_pos(const std::string & line, size_t pos) {
if (pos == 0) return 0;
pos--;
while (pos > 0 && (line[pos] & 0xC0) == 0x80) {
pos--;
}
return pos;
}
static size_t next_utf8_char_pos(const std::string & line, size_t pos) {
if (pos >= line.length()) return line.length();
pos++;
while (pos < line.length() && (line[pos] & 0xC0) == 0x80) {
pos++;
}
return pos;
}
static void move_cursor(int delta);
static void move_word_left(size_t & char_pos, size_t & byte_pos, const std::vector<int> & widths, const std::string & line);
static void move_word_right(size_t & char_pos, size_t & byte_pos, const std::vector<int> & widths, const std::string & line);
static void move_to_line_start(size_t & char_pos, size_t & byte_pos, const std::vector<int> & widths);
static void move_to_line_end(size_t & char_pos, size_t & byte_pos, const std::vector<int> & widths, const std::string & line);
static void delete_at_cursor(std::string & line, std::vector<int> & widths, size_t & char_pos, size_t & byte_pos) {
if (char_pos >= widths.size()) {
return;
}
size_t pos = line.length() - 1;
size_t next_pos = next_utf8_char_pos(line, byte_pos);
int w = widths[char_pos];
size_t char_len = next_pos - byte_pos;
// Find the start of the last UTF-8 character (checking up to 4 bytes back)
for (size_t i = 0; i < 3 && pos > 0; ++i, --pos) {
if ((line[pos] & 0xC0) != 0x80) {
break; // Found the start of the character
}
line.erase(byte_pos, char_len);
widths.erase(widths.begin() + char_pos);
size_t p = byte_pos;
int tail_width = 0;
for (size_t i = char_pos; i < widths.size(); ++i) {
size_t following = next_utf8_char_pos(line, p);
put_codepoint(line.c_str() + p, following - p, widths[i]);
tail_width += widths[i];
p = following;
}
line.erase(pos);
for (int i = 0; i < w; ++i) {
fputc(' ', out);
}
move_cursor(-(tail_width + w));
}
static void clear_current_line(const std::vector<int> & widths) {
int total_width = 0;
for (int w : widths) {
total_width += (w > 0 ? w : 1);
}
if (total_width > 0) {
std::string spaces(total_width, ' ');
fwrite(spaces.c_str(), 1, total_width, out);
move_cursor(-total_width);
}
}
static void set_line_contents(std::string new_line, std::string & line, std::vector<int> & widths, size_t & char_pos,
size_t & byte_pos) {
move_to_line_start(char_pos, byte_pos, widths);
clear_current_line(widths);
line = std::move(new_line);
widths.clear();
byte_pos = 0;
char_pos = 0;
size_t idx = 0;
while (idx < line.size()) {
size_t advance = 0;
char32_t cp = decode_utf8(line, idx, advance);
int expected_width = estimateWidth(cp);
int real_width = put_codepoint(line.c_str() + idx, advance, expected_width);
if (real_width < 0) real_width = 0;
widths.push_back(real_width);
idx += advance;
++char_pos;
byte_pos = idx;
}
}
static void move_to_line_start(size_t & char_pos, size_t & byte_pos, const std::vector<int> & widths) {
int back_width = 0;
for (size_t i = 0; i < char_pos; ++i) {
back_width += widths[i];
}
move_cursor(-back_width);
char_pos = 0;
byte_pos = 0;
}
static void move_to_line_end(size_t & char_pos, size_t & byte_pos, const std::vector<int> & widths, const std::string & line) {
int forward_width = 0;
for (size_t i = char_pos; i < widths.size(); ++i) {
forward_width += widths[i];
}
move_cursor(forward_width);
char_pos = widths.size();
byte_pos = line.length();
}
static bool has_ctrl_modifier(const std::string & params) {
size_t start = 0;
while (start < params.size()) {
size_t end = params.find(';', start);
size_t len = (end == std::string::npos) ? params.size() - start : end - start;
if (len > 0) {
int value = 0;
for (size_t i = 0; i < len; ++i) {
char ch = params[start + i];
if (!std::isdigit(static_cast<unsigned char>(ch))) {
value = -1;
break;
}
value = value * 10 + (ch - '0');
}
if (value == 5) {
return true;
}
}
if (end == std::string::npos) {
break;
}
start = end + 1;
}
return false;
}
static bool is_space_codepoint(char32_t cp) {
return std::iswspace(static_cast<wint_t>(cp)) != 0;
}
static void move_word_left(size_t & char_pos, size_t & byte_pos, const std::vector<int> & widths, const std::string & line) {
if (char_pos == 0) {
return;
}
size_t new_char_pos = char_pos;
size_t new_byte_pos = byte_pos;
int move_width = 0;
while (new_char_pos > 0) {
size_t prev_byte = prev_utf8_char_pos(line, new_byte_pos);
size_t advance = 0;
char32_t cp = decode_utf8(line, prev_byte, advance);
if (!is_space_codepoint(cp)) {
break;
}
move_width += widths[new_char_pos - 1];
new_char_pos--;
new_byte_pos = prev_byte;
}
while (new_char_pos > 0) {
size_t prev_byte = prev_utf8_char_pos(line, new_byte_pos);
size_t advance = 0;
char32_t cp = decode_utf8(line, prev_byte, advance);
if (is_space_codepoint(cp)) {
break;
}
move_width += widths[new_char_pos - 1];
new_char_pos--;
new_byte_pos = prev_byte;
}
move_cursor(-move_width);
char_pos = new_char_pos;
byte_pos = new_byte_pos;
}
static void move_word_right(size_t & char_pos, size_t & byte_pos, const std::vector<int> & widths, const std::string & line) {
if (char_pos >= widths.size()) {
return;
}
size_t new_char_pos = char_pos;
size_t new_byte_pos = byte_pos;
int move_width = 0;
while (new_char_pos < widths.size()) {
size_t advance = 0;
char32_t cp = decode_utf8(line, new_byte_pos, advance);
if (!is_space_codepoint(cp)) {
break;
}
move_width += widths[new_char_pos];
new_char_pos++;
new_byte_pos += advance;
}
while (new_char_pos < widths.size()) {
size_t advance = 0;
char32_t cp = decode_utf8(line, new_byte_pos, advance);
if (is_space_codepoint(cp)) {
break;
}
move_width += widths[new_char_pos];
new_char_pos++;
new_byte_pos += advance;
}
while (new_char_pos < widths.size()) {
size_t advance = 0;
char32_t cp = decode_utf8(line, new_byte_pos, advance);
if (!is_space_codepoint(cp)) {
break;
}
move_width += widths[new_char_pos];
new_char_pos++;
new_byte_pos += advance;
}
move_cursor(move_width);
char_pos = new_char_pos;
byte_pos = new_byte_pos;
}
static void move_cursor(int delta) {
if (delta == 0) return;
#if defined(_WIN32)
if (hConsole != NULL) {
CONSOLE_SCREEN_BUFFER_INFO bufferInfo;
GetConsoleScreenBufferInfo(hConsole, &bufferInfo);
COORD newCursorPosition = bufferInfo.dwCursorPosition;
int width = bufferInfo.dwSize.X;
int newX = newCursorPosition.X + delta;
int newY = newCursorPosition.Y;
while (newX >= width) {
newX -= width;
newY++;
}
while (newX < 0) {
newX += width;
newY--;
}
newCursorPosition.X = newX;
newCursorPosition.Y = newY;
SetConsoleCursorPosition(hConsole, newCursorPosition);
}
#else
if (delta < 0) {
for (int i = 0; i < -delta; i++) fprintf(out, "\b");
} else {
for (int i = 0; i < delta; i++) fprintf(out, "\033[C");
}
#endif
}
struct history_t {
std::vector<std::string> entries;
size_t viewing_idx = SIZE_MAX;
std::string backup_line; // current line before viewing history
void add(const std::string & line) {
if (line.empty()) {
return;
}
// avoid duplicates with the last entry
if (entries.empty() || entries.back() != line) {
entries.push_back(line);
}
// also clear viewing state
end_viewing();
}
bool prev(std::string & cur_line) {
if (entries.empty()) {
return false;
}
if (viewing_idx == SIZE_MAX) {
return false;
}
if (viewing_idx > 0) {
viewing_idx--;
}
cur_line = entries[viewing_idx];
return true;
}
bool next(std::string & cur_line) {
if (entries.empty() || viewing_idx == SIZE_MAX) {
return false;
}
viewing_idx++;
if (viewing_idx >= entries.size()) {
cur_line = backup_line;
end_viewing();
} else {
cur_line = entries[viewing_idx];
}
return true;
}
void begin_viewing(const std::string & line) {
backup_line = line;
viewing_idx = entries.size();
}
void end_viewing() {
viewing_idx = SIZE_MAX;
backup_line.clear();
}
bool is_viewing() const {
return viewing_idx != SIZE_MAX;
}
} history;
static bool readline_advanced(std::string & line, bool multiline_input) {
if (out != stdout) {
fflush(stdout);
@@ -362,8 +738,33 @@ namespace console {
bool is_special_char = false;
bool end_of_stream = false;
size_t byte_pos = 0; // current byte index
size_t char_pos = 0; // current character index (one char can be multiple bytes)
char32_t input_char;
while (true) {
assert(char_pos <= byte_pos);
assert(char_pos <= widths.size());
auto history_prev = [&]() {
if (!history.is_viewing()) {
history.begin_viewing(line);
}
std::string new_line;
if (!history.prev(new_line)) {
return;
}
set_line_contents(new_line, line, widths, char_pos, byte_pos);
};
auto history_next = [&]() {
if (history.is_viewing()) {
std::string new_line;
if (!history.next(new_line)) {
return;
}
set_line_contents(new_line, line, widths, char_pos, byte_pos);
}
};
fflush(out); // Ensure all output is displayed before waiting for input
input_char = getchar32();
@@ -371,7 +772,7 @@ namespace console {
break;
}
if (input_char == (char32_t) WEOF || input_char == 0x04 /* Ctrl+D*/) {
if (input_char == (char32_t) WEOF || input_char == 0x04 /* Ctrl+D */) {
end_of_stream = true;
break;
}
@@ -384,7 +785,71 @@ namespace console {
if (input_char == '\033') { // Escape sequence
char32_t code = getchar32();
if (code == '[' || code == 0x1B) {
if (code == '[') {
std::string params;
while (true) {
code = getchar32();
if ((code >= 'A' && code <= 'Z') || (code >= 'a' && code <= 'z') || code == '~' || code == (char32_t) WEOF) {
break;
}
params.push_back(static_cast<char>(code));
}
const bool ctrl_modifier = has_ctrl_modifier(params);
if (code == 'D') { // left
if (ctrl_modifier) {
move_word_left(char_pos, byte_pos, widths, line);
} else if (char_pos > 0) {
int w = widths[char_pos - 1];
move_cursor(-w);
char_pos--;
byte_pos = prev_utf8_char_pos(line, byte_pos);
}
} else if (code == 'C') { // right
if (ctrl_modifier) {
move_word_right(char_pos, byte_pos, widths, line);
} else if (char_pos < widths.size()) {
int w = widths[char_pos];
move_cursor(w);
char_pos++;
byte_pos = next_utf8_char_pos(line, byte_pos);
}
} else if (code == 'H') { // home
move_to_line_start(char_pos, byte_pos, widths);
} else if (code == 'F') { // end
move_to_line_end(char_pos, byte_pos, widths, line);
} else if (code == 'A' || code == 'B') {
// up/down
if (code == 'A') {
history_prev();
is_special_char = false;
} else if (code == 'B') {
history_next();
is_special_char = false;
}
} else if ((code == '~' || (code >= 'A' && code <= 'Z') || (code >= 'a' && code <= 'z')) && !params.empty()) {
std::string digits;
for (char ch : params) {
if (ch == ';') {
break;
}
if (std::isdigit(static_cast<unsigned char>(ch))) {
digits.push_back(ch);
}
}
if (code == '~') {
if (digits == "1" || digits == "7") { // home
move_to_line_start(char_pos, byte_pos, widths);
} else if (digits == "4" || digits == "8") { // end
move_to_line_end(char_pos, byte_pos, widths, line);
} else if (digits == "3") { // delete
delete_at_cursor(line, widths, char_pos, byte_pos);
}
}
}
} else if (code == 0x1B) {
// Discard the rest of the escape sequence
while ((code = getchar32()) != (char32_t) WEOF) {
if ((code >= 'A' && code <= 'Z') || (code >= 'a' && code <= 'z') || code == '~') {
@@ -392,28 +857,107 @@ namespace console {
}
}
}
#if defined(_WIN32)
} else if (input_char == KEY_ARROW_LEFT) {
if (char_pos > 0) {
int w = widths[char_pos - 1];
move_cursor(-w);
char_pos--;
byte_pos = prev_utf8_char_pos(line, byte_pos);
}
} else if (input_char == KEY_ARROW_RIGHT) {
if (char_pos < widths.size()) {
int w = widths[char_pos];
move_cursor(w);
char_pos++;
byte_pos = next_utf8_char_pos(line, byte_pos);
}
} else if (input_char == KEY_CTRL_ARROW_LEFT) {
move_word_left(char_pos, byte_pos, widths, line);
} else if (input_char == KEY_CTRL_ARROW_RIGHT) {
move_word_right(char_pos, byte_pos, widths, line);
} else if (input_char == KEY_HOME) {
move_to_line_start(char_pos, byte_pos, widths);
} else if (input_char == KEY_END) {
move_to_line_end(char_pos, byte_pos, widths, line);
} else if (input_char == KEY_DELETE) {
delete_at_cursor(line, widths, char_pos, byte_pos);
} else if (input_char == KEY_ARROW_UP || input_char == KEY_ARROW_DOWN) {
if (input_char == KEY_ARROW_UP) {
history_prev();
is_special_char = false;
} else if (input_char == KEY_ARROW_DOWN) {
history_next();
is_special_char = false;
}
#endif
} else if (input_char == 0x08 || input_char == 0x7F) { // Backspace
if (!widths.empty()) {
int count;
do {
count = widths.back();
widths.pop_back();
// Move cursor back, print space, and move cursor back again
for (int i = 0; i < count; i++) {
replace_last(' ');
pop_cursor();
}
pop_back_utf8_char(line);
} while (count == 0 && !widths.empty());
if (char_pos > 0) {
int w = widths[char_pos - 1];
move_cursor(-w);
char_pos--;
size_t prev_pos = prev_utf8_char_pos(line, byte_pos);
size_t char_len = byte_pos - prev_pos;
byte_pos = prev_pos;
// remove the character
line.erase(byte_pos, char_len);
widths.erase(widths.begin() + char_pos);
// redraw tail
size_t p = byte_pos;
int tail_width = 0;
for (size_t i = char_pos; i < widths.size(); ++i) {
size_t next_p = next_utf8_char_pos(line, p);
put_codepoint(line.c_str() + p, next_p - p, widths[i]);
tail_width += widths[i];
p = next_p;
}
// clear display
for (int i = 0; i < w; ++i) {
fputc(' ', out);
}
move_cursor(-(tail_width + w));
}
} else {
int offset = line.length();
append_utf8(input_char, line);
int width = put_codepoint(line.c_str() + offset, line.length() - offset, estimateWidth(input_char));
if (width < 0) {
width = 0;
// insert character
std::string new_char_str;
append_utf8(input_char, new_char_str);
int w = estimateWidth(input_char);
if (char_pos == widths.size()) {
// insert at the end
line += new_char_str;
int real_w = put_codepoint(new_char_str.c_str(), new_char_str.length(), w);
if (real_w < 0) real_w = 0;
widths.push_back(real_w);
byte_pos += new_char_str.length();
char_pos++;
} else {
// insert in middle
line.insert(byte_pos, new_char_str);
int real_w = put_codepoint(new_char_str.c_str(), new_char_str.length(), w);
if (real_w < 0) real_w = 0;
widths.insert(widths.begin() + char_pos, real_w);
// print the tail
size_t p = byte_pos + new_char_str.length();
int tail_width = 0;
for (size_t i = char_pos + 1; i < widths.size(); ++i) {
size_t next_p = next_utf8_char_pos(line, p);
put_codepoint(line.c_str() + p, next_p - p, widths[i]);
tail_width += widths[i];
p = next_p;
}
move_cursor(-tail_width);
byte_pos += new_char_str.length();
char_pos++;
}
widths.push_back(width);
}
if (!line.empty() && (line.back() == '\\' || line.back() == '/')) {
@@ -451,6 +995,15 @@ namespace console {
}
}
if (!end_of_stream && !line.empty()) {
// remove the trailing newline for history storage
if (!line.empty() && line.back() == '\n') {
line.pop_back();
}
// TODO: maybe support multiline history entries?
history.add(line);
}
fflush(out);
return has_more;
}
+1
View File
@@ -25,6 +25,7 @@ static bool ggml_is_view(const struct ggml_tensor * t) {
// ops that return true for this function must not use restrict pointers for their backend implementations
bool ggml_op_can_inplace(enum ggml_op op) {
switch (op) {
case GGML_OP_FILL:
case GGML_OP_SCALE:
case GGML_OP_DIAG_MASK_ZERO:
case GGML_OP_DIAG_MASK_INF:
+154 -62
View File
@@ -2251,12 +2251,12 @@ static void aclnn_rope_cache_init(ggml_backend_cann_context & ctx,
int sections[4],
bool mrope_used,
bool is_imrope,
bool indep_sects) {
ggml_tensor * src0 = dst->src[0]; // input
bool indep_sects,
int64_t rope_dims) {
ggml_tensor * src1 = dst->src[1]; // position
ggml_tensor * src2 = dst->src[2]; // freq_factors
int64_t theta_scale_length = src0->ne[0] / 2;
int64_t theta_scale_length = rope_dims / 2;
int64_t position_length = dst->ne[2];
// TODO: check theta_scale_length and position_length.
@@ -2331,18 +2331,17 @@ static void aclnn_rope_cache_init(ggml_backend_cann_context & ctx,
ACL_CHECK(aclrtMemcpyAsync(ctx.rope_cache.theta_scale_cache, theta_scale_length * sizeof(float),
ctx.rope_cache.theta_scale_exp_host, theta_scale_length * sizeof(float),
ACL_MEMCPY_HOST_TO_DEVICE, ctx.stream()));
acl_theta_scale_tensor = ggml_cann_create_tensor(ctx.rope_cache.theta_scale_cache, ACL_FLOAT, sizeof(float),
theta_scale_ne, theta_scale_nb, 1);
}
acl_theta_scale_tensor = ggml_cann_create_tensor(ctx.rope_cache.theta_scale_cache, ACL_FLOAT, sizeof(float),
theta_scale_ne, theta_scale_nb, 1);
// Step1.2: prepare rope_yarn_ramp, if this part updated, should update theta_scale_tensor.
// TODO: acl_yarn_ramp_tensor use rope cache.
bool yarn_ramp_tensor_updated = false;
ggml_cann_pool_alloc yarn_ramp_allocator(ctx.pool());
acl_tensor_ptr acl_yarn_ramp_tensor;
if (ext_factor != 0 &&
// TODO: check more parameter.
(ctx.rope_cache.theta_scale_length != theta_scale_length || ctx.rope_cache.freq_scale != freq_scale)) {
if (ext_factor != 0 && (theta_scale_updated || ctx.rope_cache.theta_scale_length != theta_scale_length ||
ctx.rope_cache.freq_scale != freq_scale)) {
yarn_ramp_tensor_updated = true;
// -rope_yarn_ramp
@@ -2590,7 +2589,7 @@ static void aclnn_rope_cache_init(ggml_backend_cann_context & ctx,
aclnn_muls(ctx, acl_cos_tensor.get(), attn_factor, nullptr, true);
}
int64_t sin_reshape_ne[4] = { src0->ne[0], 1, dst->ne[2], 1 };
int64_t sin_reshape_ne[4] = { rope_dims, 1, dst->ne[2], 1 };
size_t sin_reshape_nb[GGML_MAX_DIMS];
sin_reshape_nb[0] = sizeof(float);
for (int i = 1; i < GGML_MAX_DIMS; i++) {
@@ -2645,7 +2644,7 @@ void ggml_cann_rope(ggml_backend_cann_context & ctx, ggml_tensor * dst) {
// param
float freq_base, freq_scale, ext_factor, attn_factor, beta_fast, beta_slow;
int sections[4];
int sections[4];
// const int n_past = ((int32_t *) dst->op_params)[0];
const int n_dims = ((int32_t *) dst->op_params)[1];
const int mode = ((int32_t *) dst->op_params)[2];
@@ -2654,44 +2653,60 @@ void ggml_cann_rope(ggml_backend_cann_context & ctx, ggml_tensor * dst) {
GGML_TENSOR_UNARY_OP_LOCALS
memcpy(&freq_base, (int32_t *) dst->op_params + 5, sizeof(float));
memcpy(&freq_scale, (int32_t *) dst->op_params + 6, sizeof(float));
memcpy(&ext_factor, (int32_t *) dst->op_params + 7, sizeof(float));
memcpy(&attn_factor, (int32_t *) dst->op_params + 8, sizeof(float));
memcpy(&beta_fast, (int32_t *) dst->op_params + 9, sizeof(float));
memcpy(&beta_slow, (int32_t *) dst->op_params + 10, sizeof(float));
memcpy(&sections, (int32_t *) dst->op_params + 11, sizeof(int)*4);
memcpy(&freq_base, (int32_t *) dst->op_params + 5, sizeof(float));
memcpy(&freq_scale, (int32_t *) dst->op_params + 6, sizeof(float));
memcpy(&ext_factor, (int32_t *) dst->op_params + 7, sizeof(float));
memcpy(&attn_factor, (int32_t *) dst->op_params + 8, sizeof(float));
memcpy(&beta_fast, (int32_t *) dst->op_params + 9, sizeof(float));
memcpy(&beta_slow, (int32_t *) dst->op_params + 10, sizeof(float));
memcpy(&sections, (int32_t *) dst->op_params + 11, sizeof(int) * 4);
// TODO: n_dims <= ne0
GGML_ASSERT(n_dims == ne0);
GGML_ASSERT(n_dims % 2 == 0);
GGML_ASSERT(n_dims <= ne00);
const float theta_scale = powf(freq_base, -2.0f / n_dims);
float corr_dims[2];
ggml_rope_yarn_corr_dims(n_dims, n_ctx_orig, freq_base, beta_fast, beta_slow, corr_dims);
bool is_neox = mode & GGML_ROPE_TYPE_NEOX;
const bool is_imrope = mode == GGML_ROPE_TYPE_IMROPE; // qwen3vl apply interleaved mrope
const bool mrope_used = mode & GGML_ROPE_TYPE_MROPE; // ggml_rope_multi, note: also true for vision (24 & 8 == true) and for imrope
const bool is_vision = mode == GGML_ROPE_TYPE_VISION;
bool is_neox = mode & GGML_ROPE_TYPE_NEOX;
const bool is_imrope = mode == GGML_ROPE_TYPE_IMROPE; // qwen3vl apply interleaved mrope
// mrope_used means the GGML_ROPE_TYPE_MROPE bit is set.
// Note: this bit is also set for imrope and some vision modes,
// so mrope_used does NOT exclusively indicate pure mrope.
const bool mrope_used = mode & GGML_ROPE_TYPE_MROPE;
const bool is_vision = mode == GGML_ROPE_TYPE_VISION;
if (mrope_used) {
GGML_ASSERT(sections[0] > 0 || sections[1] > 0 || sections[2] > 0);
}
if (is_vision) {
GGML_ASSERT(n_dims == ne0/2);
GGML_ASSERT(n_dims == ne0 / 2);
}
if (is_imrope || mrope_used) {
is_neox = true;
}
// init ctx.rope_cos/rope_sin cache
aclnn_rope_cache_init(ctx, dst, corr_dims, ext_factor, theta_scale, freq_scale, attn_factor, is_neox, sections, mrope_used, is_imrope, is_vision);
int64_t rope_dims = n_dims;
int64_t sin_reshape_ne[4] = { ne00, 1, ne02, 1 };
//Our current RotaryPositionEmbedding does not support the VISION mode,
//but essentially it only modifies theta_base in mrope,
//then repeats it at the end in the same way as is_neox.
//In fact, RoPE is still applied across all dimensions.
if (is_vision) {
rope_dims = src0->ne[0];
}
int64_t tail_dims = ne00 - rope_dims;
bool has_tail = tail_dims > 0;
// init ctx.rope_cos/rope_sin cache
aclnn_rope_cache_init(ctx, dst, corr_dims, ext_factor, theta_scale, freq_scale, attn_factor, is_neox, sections,
mrope_used, is_imrope, is_vision, rope_dims);
// Cache is generated with ne00 dimensions, so we use ne00 for reshape
int64_t sin_reshape_ne[4] = { rope_dims, 1, ne02, 1 };
size_t sin_reshape_nb[GGML_MAX_DIMS];
sin_reshape_nb[0] = sizeof(float);
for (int i = 1; i < GGML_MAX_DIMS; i++) {
@@ -2704,7 +2719,6 @@ void ggml_cann_rope(ggml_backend_cann_context & ctx, ggml_tensor * dst) {
acl_tensor_ptr acl_src = ggml_cann_create_tensor(src0);
acl_tensor_ptr acl_dst = ggml_cann_create_tensor(dst);
#ifdef ASCEND_310P
// Special ROPE operation for 310P
@@ -2844,46 +2858,124 @@ void ggml_cann_rope(ggml_backend_cann_context & ctx, ggml_tensor * dst) {
}
return;
#endif
int64_t acl_mode = is_neox ? 0 : 1;
switch (src0->type) {
case GGML_TYPE_F32:
{
GGML_CANN_CALL_ACLNN_OP(ctx, RotaryPositionEmbedding, acl_src.get(), acl_cos_reshape_tensor.get(),
acl_sin_reshape_tensor.get(), acl_mode, acl_dst.get());
break;
}
case GGML_TYPE_F16:
{
ggml_cann_pool_alloc src_trans_allocator(ctx.pool(), ggml_nelements(src0) * sizeof(float));
void * src_trans_buffer = src_trans_allocator.get();
ggml_cann_pool_alloc dst_trans_allocator(ctx.pool(), ggml_nelements(dst) * sizeof(float));
void * dst_trans_buffer = dst_trans_allocator.get();
// Pre-define head and tail dimensions for reuse
int64_t head_ne[GGML_MAX_DIMS] = { rope_dims, ne01, ne02, ne03 };
int64_t tail_ne[GGML_MAX_DIMS] = { tail_dims, ne01, ne02, ne03 };
size_t src_trans_nb[GGML_MAX_DIMS];
src_trans_nb[0] = sizeof(float);
for (int i = 1; i < GGML_MAX_DIMS; i++) {
src_trans_nb[i] = src_trans_nb[i - 1] * src0->ne[i - 1];
}
// Step 1: Prepare trans tensors for F16 type conversion to F32 if needed
bool src_dst_need_trans = false;
ggml_cann_pool_alloc src_trans_allocator(ctx.pool());
ggml_cann_pool_alloc dst_trans_allocator(ctx.pool());
acl_tensor_ptr acl_src_trans_tensor;
acl_tensor_ptr acl_dst_trans_tensor;
void * src_trans_buffer = nullptr;
void * dst_trans_buffer = nullptr;
size_t src_dst_trans_nb[GGML_MAX_DIMS];
if (src0->type == GGML_TYPE_F16) {
src_dst_need_trans = true;
src_trans_buffer = src_trans_allocator.alloc(ggml_nelements(src0) * sizeof(float));
dst_trans_buffer = dst_trans_allocator.alloc(ggml_nelements(dst) * sizeof(float));
acl_tensor_ptr acl_src_trans_tensor = ggml_cann_create_tensor(
src_trans_buffer, ACL_FLOAT, sizeof(float), src0->ne, src_trans_nb, GGML_MAX_DIMS);
acl_tensor_ptr acl_dst_trans_tensor = ggml_cann_create_tensor(
dst_trans_buffer, ACL_FLOAT, sizeof(float), dst->ne, src_trans_nb, GGML_MAX_DIMS);
src_dst_trans_nb[0] = sizeof(float);
for (int i = 1; i < GGML_MAX_DIMS; i++) {
src_dst_trans_nb[i] = src_dst_trans_nb[i - 1] * src0->ne[i - 1];
}
acl_src_trans_tensor = ggml_cann_create_tensor(src_trans_buffer, ACL_FLOAT, sizeof(float), src0->ne,
src_dst_trans_nb, GGML_MAX_DIMS);
acl_dst_trans_tensor = ggml_cann_create_tensor(dst_trans_buffer, ACL_FLOAT, sizeof(float), dst->ne,
src_dst_trans_nb, GGML_MAX_DIMS);
aclnn_cast(ctx, acl_src.get(), acl_src_trans_tensor.get(), ACL_FLOAT);
}
aclnn_cast(ctx, acl_src.get(), acl_src_trans_tensor.get(), ACL_FLOAT);
// Step 2: Prepare head tensors for tail splitting if needed
acl_tensor_ptr acl_src_head;
acl_tensor_ptr acl_dst_head;
if (has_tail) {
// Create head views for RotaryPositionEmbedding (only first rope_dims dimensions)
// RotaryPositionEmbedding requires contiguous dst tensor, so we use a temporary buffer
if (src_dst_need_trans) {
// Use F32 trans tensor strides
acl_src_head = ggml_cann_create_tensor((char *) src_trans_buffer, ACL_FLOAT, sizeof(float), head_ne,
src_dst_trans_nb, GGML_MAX_DIMS);
} else {
// Use original F32 tensor strides
acl_src_head = ggml_cann_create_tensor((char *) src0->data, ACL_FLOAT, sizeof(float), head_ne, src0->nb,
GGML_MAX_DIMS);
}
GGML_CANN_CALL_ACLNN_OP(ctx, RotaryPositionEmbedding, acl_src_trans_tensor.get(),
acl_cos_reshape_tensor.get(), acl_sin_reshape_tensor.get(), acl_mode,
acl_dst_trans_tensor.get());
int64_t head_elements = rope_dims * ne01 * ne02 * ne03;
ggml_cann_pool_alloc dst_head_contiguous_allocator(ctx.pool(), head_elements * sizeof(float));
void * dst_head_contiguous_buffer = dst_head_contiguous_allocator.get();
aclnn_cast(ctx, acl_dst_trans_tensor.get(), acl_dst.get(), ACL_FLOAT16);
break;
}
default:
GGML_ABORT("Unsupported tensor type for GGML_OP_ROPE");
break;
size_t head_contiguous_nb[GGML_MAX_DIMS];
head_contiguous_nb[0] = sizeof(float);
for (int i = 1; i < GGML_MAX_DIMS; i++) {
head_contiguous_nb[i] = head_contiguous_nb[i - 1] * head_ne[i - 1];
}
acl_dst_head = ggml_cann_create_tensor(dst_head_contiguous_buffer, ACL_FLOAT, sizeof(float), head_ne,
head_contiguous_nb, GGML_MAX_DIMS);
}
// Step 3: Execute RotaryPositionEmbedding
if (has_tail) {
// Rotate only the head portion (first rope_dims dimensions)
GGML_CANN_CALL_ACLNN_OP(ctx, RotaryPositionEmbedding, acl_src_head.get(), acl_cos_reshape_tensor.get(),
acl_sin_reshape_tensor.get(), acl_mode, acl_dst_head.get());
// Copy head result from contiguous buffer back to destination tensor
if (src_dst_need_trans) {
acl_tensor_ptr acl_dst_head_target = ggml_cann_create_tensor(
(char *) dst_trans_buffer, ACL_FLOAT, sizeof(float), head_ne, src_dst_trans_nb, GGML_MAX_DIMS);
cann_copy(ctx, acl_dst_head.get(), acl_dst_head_target.get());
} else {
acl_tensor_ptr acl_dst_head_target =
ggml_cann_create_tensor((char *) dst->data, ACL_FLOAT, sizeof(float), head_ne, dst->nb, GGML_MAX_DIMS);
cann_copy(ctx, acl_dst_head.get(), acl_dst_head_target.get());
}
} else if (src_dst_need_trans) {
// Rotate full tensor (no tail), using trans tensors
GGML_CANN_CALL_ACLNN_OP(ctx, RotaryPositionEmbedding, acl_src_trans_tensor.get(), acl_cos_reshape_tensor.get(),
acl_sin_reshape_tensor.get(), acl_mode, acl_dst_trans_tensor.get());
} else {
// Rotate full tensor (no tail), using original tensors
GGML_CANN_CALL_ACLNN_OP(ctx, RotaryPositionEmbedding, acl_src.get(), acl_cos_reshape_tensor.get(),
acl_sin_reshape_tensor.get(), acl_mode, acl_dst.get());
}
// Step 4: Copy unrotated tail portion from source to destination
if (has_tail) {
size_t src_tail_offset;
size_t dst_tail_offset;
auto copy_tail_device = [&](void * src_ptr, void * dst_ptr, aclDataType dtype, size_t elem_size,
size_t * nb_src_arr, size_t * nb_dst_arr) {
acl_tensor_ptr acl_src_tail =
ggml_cann_create_tensor(src_ptr, dtype, elem_size, tail_ne, nb_src_arr, GGML_MAX_DIMS);
acl_tensor_ptr acl_dst_tail =
ggml_cann_create_tensor(dst_ptr, dtype, elem_size, tail_ne, nb_dst_arr, GGML_MAX_DIMS);
cann_copy(ctx, acl_src_tail.get(), acl_dst_tail.get());
};
if (src_dst_need_trans) {
// Use F32 trans tensor strides and offsets
src_tail_offset = rope_dims * src_dst_trans_nb[0];
dst_tail_offset = rope_dims * src_dst_trans_nb[0];
copy_tail_device((char *) src_trans_buffer + src_tail_offset, (char *) dst_trans_buffer + dst_tail_offset,
ACL_FLOAT, sizeof(float), src_dst_trans_nb, src_dst_trans_nb);
} else {
// Use original tensor strides and offsets
src_tail_offset = rope_dims * nb00;
dst_tail_offset = rope_dims * nb0;
copy_tail_device((char *) src0->data + src_tail_offset, (char *) dst->data + dst_tail_offset,
ggml_cann_type_mapping(dst->type), ggml_element_size(dst), src0->nb, dst->nb);
}
}
// Step 5: Cast back to F16 if needed
if (src_dst_need_trans) {
aclnn_cast(ctx, acl_dst_trans_tensor.get(), acl_dst.get(), ACL_FLOAT16);
}
}
+2 -2
View File
@@ -315,7 +315,7 @@ struct ggml_cann_rope_cache {
if (theta_scale_exp_host) {
free(theta_scale_exp_host);
}
if(position_select_index_host) {
if (position_select_index_host) {
free(position_select_index_host);
}
}
@@ -340,7 +340,7 @@ struct ggml_cann_rope_cache {
void set(int64_t theta_scale_length,
int64_t position_length,
float ext_factor,
float ext_factor,
float theta_scale,
float freq_scale,
float attn_factor,
+6 -8
View File
@@ -2308,7 +2308,7 @@ static enum ggml_status ggml_backend_cann_graph_compute(ggml_backend_t backend,
bool cann_graph_update_required = false;
#ifdef USE_ACL_GRAPH
bool use_cann_graph = true;
bool use_cann_graph = true;
static bool prefill_use_graph = parse_bool(get_env("GGML_CANN_PREFILL_USE_GRAPH").value_or(""));
if (!prefill_use_graph) {
@@ -2338,7 +2338,7 @@ static enum ggml_status ggml_backend_cann_graph_compute(ggml_backend_t backend,
}
}
#else
bool use_cann_graph = false;
bool use_cann_graph = false;
#endif // USE_ACL_GRAPH
evaluate_and_capture_cann_graph(cann_ctx, cgraph, use_cann_graph, cann_graph_update_required);
@@ -2474,16 +2474,14 @@ static bool ggml_backend_cann_supports_op(ggml_backend_dev_t dev, const ggml_ten
}
case GGML_OP_ROPE:
{
// TODO: with ops-test v == 1
// TODO: n_dims <= ne0
if (op->src[0]->ne[0] != op->op_params[1]) {
return false;
}
if (op->src[0]->ne[0] > 896) {
return false;
}
#ifdef ASCEND_310P
// TODO: Support rope_dim < ne00(dim)
if (op->src[0]->ne[0] != op->op_params[1]) {
return false;
}
if (!ggml_is_contiguous(op->src[0])) {
return false;
}
+11
View File
@@ -564,6 +564,12 @@ static __device__ __forceinline__ void flash_attn_tile_iter(
for (int i_KQ_0 = 0; i_KQ_0 < nbatch_fa; i_KQ_0 += np*warp_size) {
const int i_KQ = i_KQ_0 + (threadIdx.y % np)*warp_size + threadIdx.x;
#if defined(FAST_FP16_AVAILABLE) && !defined(V_DOT2_F32_F16_AVAILABLE)
// Without the v_dot2_f32_f16 instruction there is a higher risk of numerical overflow in the KQ calculation.
// Therefore, scale down Q values and apply the inverse scale the FP32 KQ values afterwards again.
KQ_acc[i_KQ_0/(np*warp_size)*cpw + jc0] *= 4.0f;
#endif // defined(FAST_FP16_AVAILABLE) && !defined(V_DOT2_F32_F16_AVAILABLE)
if (use_logit_softcap) {
KQ_acc[(i_KQ_0/(np*warp_size))*cpw + jc0] = logit_softcap * tanhf(KQ_acc[(i_KQ_0/(np*warp_size))*cpw + jc0]);
}
@@ -858,6 +864,11 @@ static __global__ void flash_attn_tile(
#pragma unroll
for (int i1 = 0; i1 < cpy_ne_D; i1 += 2) {
tmp_h2[i1/2] = make_half2(tmp_f[i1 + 0], tmp_f[i1 + 1]);
#if defined(FAST_FP16_AVAILABLE) && !defined(V_DOT2_F32_F16_AVAILABLE)
// Without the v_dot2_f32_f16 instruction there is a higher risk of numerical overflow in the KQ calculation.
// Therefore, scale down Q values and apply the inverse scale the FP32 KQ values afterwards again.
tmp_h2[i1/2] *= make_half2(0.25f, 0.25f);
#endif // defined(FAST_FP16_AVAILABLE) && !defined(V_DOT2_F32_F16_AVAILABLE)
}
ggml_cuda_memcpy_1<sizeof(tmp_h2)>(
&Q_tmp[jc*(DKQ/2) + i0/2 + (threadIdx.y % np)*(warp_size*cpy_ne_D/2) + threadIdx.x*(cpy_ne_D/2)],
+1 -1
View File
@@ -4,7 +4,7 @@
#define CUDA_FILL_BLOCK_SIZE 256
template <typename T>
static __global__ void fill_kernel(T * __restrict__ dst, const int64_t k, const T value) {
static __global__ void fill_kernel(T * dst, const int64_t k, const T value) {
const int64_t i = (int64_t)blockDim.x * blockIdx.x + threadIdx.x;
if (i >= k) {
return;
+1 -1
View File
@@ -221,7 +221,7 @@ static int ggml_metal_op_encode_impl(ggml_metal_op_t ctx, int idx) {
}
if (ctx->debug_graph > 0) {
GGML_LOG_DEBUG("%s: node[%5d] - %-12s %s\n", __func__, idx, ggml_op_name(node->op), is_concurrent ? "(concurrent)" : "");
GGML_LOG_DEBUG("%s: node[%5d] - %-12s %-12s %s\n", __func__, idx, ggml_op_name(node->op), ggml_get_name(node), is_concurrent ? "(concurrent)" : "");
}
if (ctx->debug_graph > 1) {
GGML_TENSOR_LOCALS( int64_t, ne0, node->src[0], ne);
+21
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@@ -124,6 +124,13 @@ static void ggml_print_backtrace_symbols(void) {
int nptrs = backtrace(trace, sizeof(trace)/sizeof(trace[0]));
backtrace_symbols_fd(trace, nptrs, STDERR_FILENO);
}
#elif defined(__APPLE__)
#include <execinfo.h>
static void ggml_print_backtrace_symbols(void) {
void * trace[100];
int nptrs = backtrace(trace, sizeof(trace)/sizeof(trace[0]));
backtrace_symbols_fd(trace, nptrs, STDERR_FILENO);
}
#else
static void ggml_print_backtrace_symbols(void) {
// platform not supported
@@ -135,6 +142,20 @@ void ggml_print_backtrace(void) {
if (GGML_NO_BACKTRACE) {
return;
}
#if defined(__APPLE__)
// On macOS, fork+debugger attachment is problematic due to:
// 1. libdispatch "poisons" forked child processes
// 2. lldb has issues attaching to parent from forked child
// Use simple backtrace() instead to avoid Terminal.app crashes
const char * GGML_BACKTRACE_LLDB = getenv("GGML_BACKTRACE_LLDB");
if (!GGML_BACKTRACE_LLDB) {
fprintf(stderr, "WARNING: Using native backtrace. Set GGML_BACKTRACE_LLDB for more info.\n");
fprintf(stderr, "WARNING: GGML_BACKTRACE_LLDB may cause native MacOS Terminal.app to crash.\n");
fprintf(stderr, "See: https://github.com/ggml-org/llama.cpp/pull/17869\n");
ggml_print_backtrace_symbols();
return;
}
#endif
#if defined(__linux__)
FILE * f = fopen("/proc/self/status", "r");
size_t size = 0;
+24
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@@ -67,6 +67,30 @@ Parentheses `()` can be used to group sequences, which allows for embedding alte
- `{m,n}` repeats the precedent symbol or sequence at between `m` and `n` times (included)
- `{0,n}` repeats the precedent symbol or sequence at most `n` times (included)
## Tokens
Tokens allow grammars to match specific tokenizer tokens rather than character sequences. This is useful for constraining outputs based on special tokens (like `<think>` or `</think>`).
Tokens can be specified in two ways:
1. **Token ID**: Use angle brackets with the token ID in square brackets: `<[token-id]>`. For example, `<[1000]>` matches the token with ID 1000.
2. **Token string**: Use angle brackets with the token text directly: `<token>`. For example, `<think>` will match the token whose text is exactly `<think>`. This only works if the string tokenizes to exactly one token in the vocabulary, otherwise the grammar will fail to parse.
You can negate token matches using the `!` prefix: `!<[1000]>` or `!<think>` matches any token *except* the specified one.
```
# Match a thinking block: <think>...</think>
# Using token strings (requires these to be single tokens in the vocab)
root ::= <think> thinking </think> .*
thinking ::= !</think>*
# Equivalent grammar using explicit token IDs
# Assumes token 1000 = <think>, token 1001 = </think>
root ::= <[1000]> thinking <[1001]> .*
thinking ::= !<[1001]>*
```
## Comments and newlines
Comments can be specified with `#`:
+1
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@@ -139,6 +139,7 @@ add_library(llama
set_target_properties(llama PROPERTIES
VERSION ${LLAMA_INSTALL_VERSION}
SOVERSION 0
MACHO_CURRENT_VERSION 0 # keep macOS linker from seeing oversized version number
)
target_include_directories(llama PRIVATE .)
+233 -33
View File
@@ -181,6 +181,52 @@ static std::pair<uint32_t, const char *> parse_char(const char * src) {
throw std::runtime_error("unexpected end of input");
}
static std::pair<uint32_t, const char *> parse_token(const llama_vocab * vocab, const char * src) {
const char * pos = src;
if (*pos != '<') {
throw std::runtime_error(std::string("expecting '<' at ") + pos);
}
pos++;
// Parse <[id]>
if (*pos == '[') {
pos++;
const char * int_end = parse_int(pos);
uint32_t token_id = std::stoul(std::string(pos, int_end - pos));
pos = int_end;
if (*pos != ']') {
throw std::runtime_error(std::string("expecting ']' at ") + pos);
}
pos++;
if (*pos != '>') {
throw std::runtime_error(std::string("expecting '>' at ") + pos);
}
pos++;
return std::make_pair(token_id, pos);
}
if (vocab == nullptr) {
throw std::runtime_error(std::string("no vocab to parse token at ") + src);
}
// Parse <token> and tokenize to obtain the token id
while (*pos != 0 && *pos != '>') {
pos++;
}
if (*pos != '>') {
throw std::runtime_error(std::string("expecting '>' at ") + pos);
}
pos++;
llama_token tokens[2];
int32_t n_tokens = vocab->tokenize(src, static_cast<int32_t>(pos - src), tokens, 2, false, true);
if (n_tokens != 1) {
// must tokenize to exactly 1 token
throw std::runtime_error("invalid token '" + std::string(src, pos - src) + "'");
}
return std::make_pair(tokens[0], pos);
}
static void print_grammar_char(FILE * file, uint32_t c) {
if (0x20 <= c && c <= 0x7f) {
fprintf(file, "%c", static_cast<char>(c));
@@ -212,6 +258,8 @@ static void print_rule_binary(FILE * file, const llama_grammar_rule & rule) {
case LLAMA_GRETYPE_CHAR_RNG_UPPER: fprintf(file, "CHAR_RNG_UPPER"); break;
case LLAMA_GRETYPE_CHAR_ALT: fprintf(file, "CHAR_ALT"); break;
case LLAMA_GRETYPE_CHAR_ANY: fprintf(file, "CHAR_ANY"); break;
case LLAMA_GRETYPE_TOKEN: fprintf(file, "TOKEN"); break;
case LLAMA_GRETYPE_TOKEN_NOT: fprintf(file, "TOKEN_NOT"); break;
}
switch (elem.type) {
case LLAMA_GRETYPE_END:
@@ -228,6 +276,17 @@ static void print_rule_binary(FILE * file, const llama_grammar_rule & rule) {
print_grammar_char(file, elem.value);
fprintf(file, "\") ");
break;
case LLAMA_GRETYPE_TOKEN:
fprintf(file, "<[");
fprintf(file, "%u", elem.value);
fprintf(file, "]> ");
break;
case LLAMA_GRETYPE_TOKEN_NOT:
fprintf(file, "!");
fprintf(file, "<[");
fprintf(file, "%u", elem.value);
fprintf(file, "]> ");
break;
}
}
fprintf(file, "\n");
@@ -284,6 +343,17 @@ static void print_rule(
case LLAMA_GRETYPE_CHAR_ANY:
fprintf(file, ".");
break;
case LLAMA_GRETYPE_TOKEN:
fprintf(file, "<[");
fprintf(file, "%u", elem.value);
fprintf(file, "]> ");
break;
case LLAMA_GRETYPE_TOKEN_NOT:
fprintf(file, "!");
fprintf(file, "<[");
fprintf(file, "%u", elem.value);
fprintf(file, "]> ");
break;
}
if (is_char_element(elem)) {
switch (rule[i + 1].type) {
@@ -444,6 +514,17 @@ const char * llama_grammar_parser::parse_sequence(
}
}
pos = parse_space(pos + 1, is_nested);
} else if (*pos == '<' || *pos == '!') { // token
auto type = LLAMA_GRETYPE_TOKEN;
if (*pos == '!') { // token inverse
type = LLAMA_GRETYPE_TOKEN_NOT;
pos++;
}
auto token_pair = parse_token(vocab, pos);
const char * token_end = token_pair.second;
last_sym_start = rule.size();
rule.push_back({type, token_pair.first});
pos = parse_space(token_end, is_nested);
} else if (is_word_char(*pos)) { // rule reference
const char * name_end = parse_name(pos);
uint32_t ref_rule_id = get_symbol_id(pos, name_end - pos);
@@ -691,6 +772,21 @@ static bool llama_grammar_match_partial_char(
return !is_positive_char;
}
// returns true iff token matches the rule at pos (regular or inverse)
// asserts that pos is pointing to a token element
static bool llama_grammar_match_token(
const llama_grammar_element * pos,
const llama_token token) {
GGML_ASSERT(pos->type == LLAMA_GRETYPE_TOKEN || pos->type == LLAMA_GRETYPE_TOKEN_NOT);
if (pos->type == LLAMA_GRETYPE_TOKEN) {
return pos->value == static_cast<uint32_t>(token);
}
if (pos->type == LLAMA_GRETYPE_TOKEN_NOT) {
return pos->value != static_cast<uint32_t>(token);
}
return false;
}
// transforms a grammar pushdown stack into N possible stacks, all ending
// at a character range (terminal element)
static void llama_grammar_advance_stack(
@@ -738,6 +834,8 @@ static void llama_grammar_advance_stack(
case LLAMA_GRETYPE_CHAR:
case LLAMA_GRETYPE_CHAR_NOT:
case LLAMA_GRETYPE_CHAR_ANY:
case LLAMA_GRETYPE_TOKEN:
case LLAMA_GRETYPE_TOKEN_NOT:
if (std::find(new_stacks.begin(), new_stacks.end(), stack) == new_stacks.end()) {
// only add the stack if it's not a duplicate of one we already have
new_stacks.emplace_back(stack);
@@ -831,26 +929,38 @@ llama_grammar_stacks & llama_grammar_get_stacks(struct llama_grammar * grammar)
return grammar->stacks;
}
static void llama_grammar_accept_chr(
struct llama_grammar & grammar,
const llama_grammar_stack & stack,
uint32_t chr,
llama_grammar_stacks & new_stacks) {
if (stack.empty()) {
return;
}
const llama_grammar_element * pos = stack.back();
// ignore if this turns into a token
if (pos->type == LLAMA_GRETYPE_TOKEN || pos->type == LLAMA_GRETYPE_TOKEN_NOT) {
return;
}
auto match = llama_grammar_match_char(pos, chr);
if (match.first) {
llama_grammar_stack new_stack(stack.begin(), stack.end() - 1);
if (!llama_grammar_is_end_of_sequence(match.second)) {
new_stack.push_back(match.second);
}
llama_grammar_advance_stack(grammar.rules, new_stack, new_stacks);
}
}
void llama_grammar_accept(struct llama_grammar * grammar, uint32_t chr) {
llama_grammar_stacks stacks_new;
stacks_new.reserve(grammar->stacks.size());
for (const auto & stack : grammar->stacks) {
if (stack.empty()) {
continue;
}
auto match = llama_grammar_match_char(stack.back(), chr);
if (match.first) {
const llama_grammar_element * pos = match.second;
// update top of stack to next element, if any
llama_grammar_stack new_stack(stack.begin(), stack.end() - 1);
if (!llama_grammar_is_end_of_sequence(pos)) {
new_stack.push_back(pos);
}
llama_grammar_advance_stack(grammar->rules, new_stack, stacks_new);
}
llama_grammar_accept_chr(*grammar, stack, chr, stacks_new);
}
grammar->stacks = std::move(stacks_new);
@@ -875,6 +985,22 @@ llama_grammar_candidates llama_grammar_reject_candidates_for_stack(
const llama_grammar_element * stack_pos = stack.back();
// if the top of the stack is a token rule, then we only need to check the token id
if (stack_pos->type == LLAMA_GRETYPE_TOKEN || stack_pos->type == LLAMA_GRETYPE_TOKEN_NOT) {
for (const auto & tok : candidates) {
if (*tok.code_points == 0) {
// reached the end of a token consumed by char rules, reject iff it ended
// in a partial response
if (tok.partial_utf8.n_remain != 0) {
rejects.push_back(tok);
}
} else if (!llama_grammar_match_token(stack_pos, tok.id)) {
rejects.push_back(tok);
}
}
return rejects;
}
llama_grammar_candidates next_candidates;
next_candidates.reserve(candidates.size());
@@ -887,7 +1013,7 @@ llama_grammar_candidates llama_grammar_reject_candidates_for_stack(
rejects.push_back(tok);
}
} else if (llama_grammar_match_char(stack_pos, *tok.code_points).first) {
next_candidates.push_back({ tok.index, tok.code_points + 1, tok.partial_utf8 });
next_candidates.push_back({ tok.index, tok.code_points + 1, tok.partial_utf8, tok.id });
} else {
rejects.push_back(tok);
}
@@ -905,7 +1031,7 @@ llama_grammar_candidates llama_grammar_reject_candidates_for_stack(
auto next_rejects = llama_grammar_reject_candidates(rules, next_stacks, next_candidates);
for (const auto & tok : next_rejects) {
rejects.push_back({ tok.index, tok.code_points - 1, tok.partial_utf8 });
rejects.push_back({ tok.index, tok.code_points - 1, tok.partial_utf8, tok.id });
}
return rejects;
@@ -972,12 +1098,13 @@ struct llama_grammar * llama_grammar_init_impl(
vocab,
std::move(vec_rules),
std::move(stacks),
/* .partial_utf8 = */ {},
/* .lazy =*/ false,
/* .awaiting_trigger = */ false,
/* .trigger_buffer = */ "",
/* .trigger_tokens = */ {},
/* .trigger_patterns = */ {},
/* .partial_utf8 = */ {},
/* .lazy = */ false,
/* .awaiting_trigger = */ false,
/* .trigger_buffer = */ "",
/* .trigger_buffer_positions = */ {},
/* .trigger_tokens = */ {},
/* .trigger_patterns = */ {},
};
}
@@ -990,7 +1117,7 @@ struct llama_grammar * llama_grammar_init_impl(
size_t num_trigger_patterns,
const llama_token * trigger_tokens,
size_t num_trigger_tokens) {
llama_grammar_parser parser;
llama_grammar_parser parser(vocab);
// if there is a grammar, parse it
// rules will be empty (default) if there are parse errors
@@ -1077,10 +1204,11 @@ struct llama_grammar * llama_grammar_init_impl(
vocab,
std::move(vec_rules),
std::move(stacks),
/* .partial_utf8 = */ {},
/* .lazy = */ lazy,
/* .awaiting_trigger = */ lazy,
/* .trigger_buffer = */ "",
/* .partial_utf8 = */ {},
/* .lazy = */ lazy,
/* .awaiting_trigger = */ lazy,
/* .trigger_buffer = */ "",
/* .trigger_buffer_positions = */ {},
std::move(vec_trigger_tokens),
std::move(vec_trigger_patterns),
};
@@ -1103,6 +1231,7 @@ struct llama_grammar * llama_grammar_clone_impl(const struct llama_grammar & gra
grammar.lazy,
grammar.awaiting_trigger,
grammar.trigger_buffer,
grammar.trigger_buffer_positions,
grammar.trigger_tokens,
grammar.trigger_patterns,
};
@@ -1156,7 +1285,7 @@ void llama_grammar_apply_impl(const struct llama_grammar & grammar, llama_token_
cur_p->data[i].logit = -INFINITY;
} else {
candidates_decoded.push_back(decode_utf8(piece, grammar.partial_utf8));
candidates_grammar.push_back({ i, candidates_decoded.back().first.data(), candidates_decoded.back().second });
candidates_grammar.push_back({ i, candidates_decoded.back().first.data(), candidates_decoded.back().second, id });
}
}
@@ -1175,10 +1304,12 @@ void llama_grammar_accept_impl(struct llama_grammar & grammar, llama_token token
if (std::find(grammar.trigger_tokens.begin(), grammar.trigger_tokens.end(), token) != grammar.trigger_tokens.end()) {
grammar.awaiting_trigger = false;
grammar.trigger_buffer.clear();
llama_grammar_accept_str(grammar, piece);
llama_grammar_accept_token(grammar, token, piece);
LLAMA_LOG_DEBUG("Grammar triggered on token %u (`%s`)", token, piece.c_str());
return;
} else {
auto position = std::make_pair(grammar.trigger_buffer.size(), grammar.trigger_buffer.size() + piece.size());
grammar.trigger_buffer_positions.push_back(std::make_pair(token, position));
grammar.trigger_buffer += piece;
std::smatch match;
@@ -1196,10 +1327,23 @@ void llama_grammar_accept_impl(struct llama_grammar & grammar, llama_token token
if (start == std::string::npos) {
start = match.position(0);
}
// replay tokens that overlap with [start, end)
for (const auto & [tok, tok_pos] : grammar.trigger_buffer_positions) {
auto [tok_start, tok_end] = tok_pos;
if (tok_end <= start) {
continue;
}
size_t piece_start = (tok_start < start) ? start : tok_start; // allow for partial token pieces
size_t piece_len = tok_end - piece_start;
auto tok_piece = grammar.trigger_buffer.substr(piece_start, piece_len);
llama_grammar_accept_token(grammar, tok, tok_piece);
}
auto constrained_str = grammar.trigger_buffer.substr(start);
// std::string constrained_str(match[1].first, grammar.trigger_buffer.end());
grammar.trigger_buffer.clear();
llama_grammar_accept_str(grammar, constrained_str);
grammar.trigger_buffer_positions.clear();
LLAMA_LOG_DEBUG("Grammar triggered on regex: '%s'\n", constrained_str.c_str());
return;
}
@@ -1218,7 +1362,7 @@ void llama_grammar_accept_impl(struct llama_grammar & grammar, llama_token token
GGML_ABORT("fatal error");
}
llama_grammar_accept_str(grammar, piece);
llama_grammar_accept_token(grammar, token, piece);
}
void llama_grammar_accept_str(struct llama_grammar & grammar, const std::string & piece) {
@@ -1235,3 +1379,59 @@ void llama_grammar_accept_str(struct llama_grammar & grammar, const std::string
throw std::runtime_error("Unexpected empty grammar stack after accepting piece: " + piece);
}
}
void llama_grammar_accept_token(struct llama_grammar & grammar, llama_token token, const std::string & piece) {
// Note terminating 0 in decoded string
const auto decoded = decode_utf8(piece, grammar.partial_utf8);
const auto & code_points = decoded.first;
llama_grammar_stacks stacks_new;
stacks_new.reserve(grammar.stacks.size());
for (const auto & stack : grammar.stacks) {
if (stack.empty()) {
continue;
}
const llama_grammar_element * pos = stack.back();
if (pos->type == LLAMA_GRETYPE_TOKEN || pos->type == LLAMA_GRETYPE_TOKEN_NOT) {
if (llama_grammar_match_token(pos, token)) {
llama_grammar_stack new_stack(stack.begin(), stack.end() - 1);
if (!llama_grammar_is_end_of_sequence(pos + 1)) {
new_stack.push_back(pos + 1);
}
llama_grammar_advance_stack(grammar.rules, new_stack, stacks_new);
}
} else {
llama_grammar_stacks current_stacks = {stack};
for (auto it = code_points.begin(), end = code_points.end() - 1; it != end; ++it) {
llama_grammar_stacks next_stacks;
for (const auto & cur_stack : current_stacks) {
llama_grammar_accept_chr(grammar, cur_stack, *it, next_stacks);
}
current_stacks = std::move(next_stacks);
if (current_stacks.empty()) {
break;
}
}
for (auto & surviving_stack : current_stacks) {
if (std::find(stacks_new.begin(), stacks_new.end(), surviving_stack) == stacks_new.end()) {
stacks_new.emplace_back(surviving_stack);
}
}
}
}
grammar.stacks = std::move(stacks_new);
grammar.partial_utf8 = decoded.second;
if (grammar.stacks.empty()) {
throw std::runtime_error("Unexpected empty grammar stack after accepting piece: " + piece + " (" + std::to_string(token) + ")");
}
}
+20 -1
View File
@@ -36,11 +36,17 @@ enum llama_gretype {
// any character (.)
LLAMA_GRETYPE_CHAR_ANY = 7,
// terminal element: token (<[token-id]>)
LLAMA_GRETYPE_TOKEN = 8,
// inverse token (!<[token-id]>)
LLAMA_GRETYPE_TOKEN_NOT = 9,
};
typedef struct llama_grammar_element {
enum llama_gretype type;
uint32_t value; // Unicode code point or rule ID
uint32_t value; // Unicode code point, rule ID, or token ID
} llama_grammar_element;
struct llama_partial_utf8 {
@@ -52,6 +58,7 @@ struct llama_grammar_candidate {
size_t index;
const uint32_t * code_points;
llama_partial_utf8 partial_utf8;
llama_token id;
};
using llama_grammar_rule = std::vector< llama_grammar_element>;
@@ -77,10 +84,13 @@ std::vector<llama_grammar_candidate> llama_grammar_reject_candidates_for_stack(
const llama_grammar_candidates & candidates);
struct llama_grammar_parser {
const llama_vocab * vocab;
std::map<std::string, uint32_t> symbol_ids;
llama_grammar_rules rules;
llama_grammar_parser(const struct llama_vocab * vocab = nullptr) : vocab(vocab) {}
llama_grammar_stack c_rules() const;
uint32_t get_symbol_id(const char * src, size_t len);
@@ -112,6 +122,9 @@ struct llama_grammar_trigger_pattern {
};
struct llama_grammar {
// maintain a list of llama_tokens and their positions in the trigger_buffer
using token_pos = std::pair<llama_token, std::pair<size_t, size_t>>;
// note: allow null vocab for testing (not great)
const llama_vocab * vocab;
@@ -127,6 +140,7 @@ struct llama_grammar {
bool lazy = false;
bool awaiting_trigger = false; // Initialized to true for lazy grammars only
std::string trigger_buffer; // Output buffered by lazy grammar. Will be cleared once trigger is found.
std::vector<token_pos> trigger_buffer_positions; // Tokens buffered by lazy grammar. Used to replay when a trigger is found.
std::vector<llama_token> trigger_tokens; // Tokens that trigger a lazy grammar, or tokens to force printing of (even if special).
std::vector<llama_grammar_trigger_pattern>
trigger_patterns; // Regular expressions that trigger a lazy grammar. Must be a full match of the entire generated
@@ -171,3 +185,8 @@ void llama_grammar_accept_impl(
void llama_grammar_accept_str(
struct llama_grammar & grammar,
const std::string & piece);
void llama_grammar_accept_token(
struct llama_grammar & grammar,
llama_token token,
const std::string & piece);
+3 -2
View File
@@ -1606,8 +1606,9 @@ void llama_model::load_hparams(llama_model_loader & ml) {
ml.get_key(LLM_KV_EXPERT_SHARED_COUNT, hparams.n_expert_shared);
ml.get_key(LLM_KV_EXPERT_WEIGHTS_SCALE, hparams.expert_weights_scale);
switch (hparams.n_layer) {
case 28: type = LLM_TYPE_20B; break;
switch (hparams.n_ff_exp) {
case 1408: type = LLM_TYPE_16B; break;
case 1792: type = LLM_TYPE_20B; break;
default: type = LLM_TYPE_UNKNOWN;
}
} break;
+108 -3
View File
@@ -32,13 +32,66 @@ static bool test_build_grammar_fails(const std::string & grammar_str) {
return grammar_fails;
}
struct token_and_piece {
llama_token token;
std::string piece;
};
// token() encodes a 32-bit ID as 5 bytes: a 0xff marker followed by the ID in big-endian order.
static std::string token(llama_token id) {
return std::string{
static_cast<char>(0xff),
static_cast<char>((id >> 24) & 0xff),
static_cast<char>((id >> 16) & 0xff),
static_cast<char>((id >> 8) & 0xff),
static_cast<char>(id & 0xff)
};
}
// parse_tokens() parses the token encodes above and UTF-8 text.
static std::vector<token_and_piece> parse_tokens(const std::string & input) {
std::vector<token_and_piece> result;
result.reserve(input.size());
size_t offset = 0;
while (offset < input.size()) {
try {
if (static_cast<unsigned char>(input[offset]) == 0xff) {
if (offset + 5 > input.size()) {
throw std::runtime_error("not enough bytes for token id");
}
uint32_t val =
(static_cast<unsigned char>(input[offset + 1]) << 24) |
(static_cast<unsigned char>(input[offset + 2]) << 16) |
(static_cast<unsigned char>(input[offset + 3]) << 8) |
(static_cast<unsigned char>(input[offset + 4]));
auto piece = "<[" + std::to_string(val) + "]>";
result.push_back({static_cast<llama_token>(val), piece});
offset += 5;
} else {
uint32_t cpt = unicode_cpt_from_utf8(input, offset);
result.push_back({0, unicode_cpt_to_utf8(cpt)});
}
} catch (const std::invalid_argument & /*ex*/) {
// Silently ignore invalid UTF-8 input to avoid leaking the exception beyond llama_tokenize
++offset;
result.push_back({0, unicode_cpt_to_utf8(0xFFFD)}); // replacement character
}
}
return result;
}
static bool match_string(const std::string & input, llama_grammar * grammar) {
const auto cpts = unicode_cpts_from_utf8(input);
const auto parsed = parse_tokens(input);
auto & stacks_cur = llama_grammar_get_stacks(grammar);
for (const auto & cpt : cpts) {
llama_grammar_accept(grammar, cpt);
for (const auto & in : parsed) {
try {
llama_grammar_accept_token(*grammar, in.token, in.piece);
} catch (const std::runtime_error & /*e*/) {
// normally this shouldn't get hit because of llama_grammar_apply
return false;
}
if (stacks_cur.empty()) {
// no stacks means that the grammar failed to match at this point
@@ -426,6 +479,30 @@ static void test_simple_grammar() {
"12a45",
}
);
// Test case for a simple grammar with tokens
test_grammar(
"simple grammar with tokens",
R"""(
root ::= <[10]> content <[11]>
content ::= (!<[11]>)*)""",
// Passing strings
{
token(10) + "hello world" + token(11),
token(10) + "text with " + token(12) + " other tokens " + token(13) + " mixed in" + token(11),
token(10) + token(11),
token(10) + token(12) + token(13) + token(14) + token(15) + token(11),
token(10) + "a" + token(11),
},
// Failing strings
{
token(10) + "missing end token",
token(10),
"missing start token" + token(11),
token(10) + token(11) + token(11), // double end token
token(11) + "wrong order" + token(10),
}
);
}
static void test_complex_grammar() {
@@ -487,6 +564,34 @@ static void test_complex_grammar() {
"123+456*789-123/456+789*123-456/789+123*456-789/123+456*789-123/456+789*123-456/",
}
);
// Test case for a more complex grammar with tokens
test_grammar(
"complex grammar with tokens",
R"""(
root ::= reasoning+ content tool-call*
reasoning ::= <[10]> (!<[11]>)* <[11]>
content ::= <[20]> (!<[21]>)* <[21]>
tool-call ::= <[12]> name <[13]> args <[14]>
name ::= (!<[13]>)+
args ::= (!<[14]>)*)""",
// Passing strings
{
token(10) + "I am thinking" + token(11) + token(20) + "hello world!" + token(21) + token(12) + "search" + token(13) + "query=test" + token(14),
token(10) + "reasoning 1" + token(11) + token(10) + "reasoning 2" + token(11) + token(20) + token(21) + token(12) + "tool" + token(13) + token(14),
token(10) + token(11) + token(20) + "content" + token(21),
token(10) + "think" + token(12) + " nested" + token(11) + token(20) + token(10) + "more content" + token(21) + token(12) + "fn" + token(13) + "x=1,y=2" + token(14) + token(12) + "fn2" + token(13) + token(14),
token(10) + "reasoning" + token(11) + token(10) + "more" + token(11) + token(10) + "even more" + token(11) + token(20) + "text" + token(21) + token(12) + "a" + token(13) + "b" + token(14) + token(12) + "c" + token(13) + "d" + token(14),
},
// Failing strings
{
token(20) + "content only" + token(21),
token(10) + "no closing reasoning",
token(10) + token(11) + token(20) + "no closing content",
token(10) + token(11) + token(20) + token(21) + token(12) + "incomplete tool",
token(10) + token(11) + token(11) + token(20) + token(21),
}
);
}
static void test_special_chars() {
+14
View File
@@ -515,5 +515,19 @@ int main()
{LLAMA_GRETYPE_END, 0},
});
// <[1000]> = "<think>"
// <[1001]> = "</think>"
verify_parsing(R"""(
root ::= <[1000]> !<[1001]> <[1001]>
)""", {
{"root", 0}
}, {
// root (index 0)
{LLAMA_GRETYPE_TOKEN, 1000},
{LLAMA_GRETYPE_TOKEN_NOT, 1001},
{LLAMA_GRETYPE_TOKEN, 1001},
{LLAMA_GRETYPE_END, 0},
});
return 0;
}
+1 -1
View File
@@ -202,7 +202,7 @@ int main()
uint32_t *cp = new uint32_t[2]; // dynamically allocate memory for code_point
cp[0] = 37 + i;
cp[1] = 0;
next_candidates[i] = {i, cp, {}};
next_candidates[i] = {i, cp, {}, 0};
}
std::vector<std::vector<std::pair<uint32_t, uint16_t>>> expected_reject = {
+1
View File
@@ -16,6 +16,7 @@ add_library(mtmd
set_target_properties(mtmd PROPERTIES
VERSION ${LLAMA_INSTALL_VERSION}
SOVERSION 0
MACHO_CURRENT_VERSION 0 # keep macOS linker from seeing oversized version number
)
target_link_libraries (mtmd PUBLIC ggml llama)