llama: store mrope data in KV cell (#16825)

* llama: store mrope data in KV cell

* correct x,y ordering

* address review comments

* add consistency checks

* Update src/llama-kv-cache.cpp

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>

* add TODO

* fix asan error

* kv-cells : improve ext handling

* cont : fix headers

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
This commit is contained in:
Xuan-Son Nguyen
2025-10-29 18:09:18 +01:00
committed by GitHub
parent 10fcc41290
commit e3af5563bd
6 changed files with 144 additions and 33 deletions

View File

@@ -5,9 +5,27 @@
#include <bitset>
#include <cassert>
#include <vector>
#include <set>
#include <cstring>
#include <map>
#include <set>
#include <vector>
struct llama_kv_cell_ext {
// 2D spatial positions, typically used for M-RoPE
llama_pos x = 0;
llama_pos y = 0;
// return true if the current 2D spatial position is greater than other
bool is_2d_gt(llama_pos ox, llama_pos oy) const {
return (y > oy) || (y == oy && x > ox);
}
void reset() {
static_assert(std::is_trivially_copyable_v<llama_kv_cell_ext>);
memset(this, 0, sizeof(*this));
}
};
// meta information about KV cells that can be part of multiple sequences at the same time
// TODO: add unit tests
@@ -16,6 +34,7 @@ public:
void reset() {
for (uint32_t i = 0; i < pos.size(); ++i) {
pos[i] = -1;
ext[i].reset();
shift[i] = 0;
seq[i].reset();
}
@@ -43,6 +62,7 @@ public:
void resize(uint32_t n) {
pos.resize(n);
ext.resize(n);
shift.resize(n);
seq.resize(n);
@@ -108,6 +128,7 @@ public:
const auto idx = i + j;
res.pos[j] = pos[idx];
res.ext[j] = ext[idx];
res.seq[j] = seq[idx];
assert(shift[idx] == 0);
@@ -126,6 +147,7 @@ public:
const auto idx = idxs[j];
res.pos[j] = pos[idx];
res.ext[j] = ext[idx];
res.seq[j] = seq[idx];
assert(shift[idx] == 0);
@@ -154,6 +176,7 @@ public:
}
pos[idx] = other.pos[j];
ext[idx] = other.ext[j];
seq[idx] = other.seq[j];
if (pos[idx] != -1) {
@@ -184,6 +207,7 @@ public:
}
pos[idx] = other.pos[j];
ext[idx] = other.ext[j];
seq[idx] = other.seq[j];
if (pos[idx] != -1) {
@@ -203,6 +227,7 @@ public:
seq[i].reset();
pos[i] = -1;
ext[i].reset();
shift[i] = 0;
used.erase(i);
@@ -221,6 +246,7 @@ public:
if (seq[i].none()) {
pos[i] = -1;
ext[i].reset();
shift[i] = 0;
used.erase(i);
@@ -250,6 +276,7 @@ public:
seq[i].reset();
pos[i] = -1;
ext[i].reset();
shift[i] = 0;
used.erase(i);
@@ -340,6 +367,13 @@ public:
return pos[i];
}
const llama_kv_cell_ext & ext_get(uint32_t i) const {
assert(i < pos.size());
assert(pos[i] != -1);
return ext[i];
}
// note: call only if the cell is not empty
llama_pos get_shift(uint32_t i) const {
assert(i < pos.size());
@@ -368,6 +402,11 @@ public:
used.insert(i);
}
void ext_set(uint32_t i, llama_kv_cell_ext p) {
assert(i < ext.size());
ext[i] = p;
}
// pos[i] = pos[i] + d
// sets "has_shift" to true
// note: call only if the cell is not empty
@@ -424,6 +463,9 @@ private:
std::vector<llama_pos> pos;
// stores extra info per cell
std::vector<llama_kv_cell_ext> ext;
// this array accumulates any applied shifts to the pos array since the last reset_shift() call
// this is used to queue multiple updates to the pos array, which in the end can be applied in one go:
//