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metal : fox offset integer overflows in im2col (ggml/1015)
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-- While running StableDiffusion.cpp locally with Metal some offsets overflow and results in incorrect calculations
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pminev authored and ggerganov committed Nov 19, 2024
1 parent 12b0ad9 commit 611fabd
Showing 1 changed file with 33 additions and 19 deletions.
52 changes: 33 additions & 19 deletions ggml/src/ggml-metal/ggml-metal.metal
Original file line number Diff line number Diff line change
Expand Up @@ -2145,20 +2145,34 @@ kernel void kernel_im2col(
uint3 tgpg[[threadgroups_per_grid]],
uint3 tpitg[[thread_position_in_threadgroup]],
uint3 ntg[[threads_per_threadgroup]]) {
const int32_t iiw = tgpig[2] * s0 + tpitg[2] * d0 - p0;
const int32_t iih = tgpig[1] * s1 + tpitg[1] * d1 - p1;
// const int64_t IC = tgpg[0];
const int64_t OH = tgpg[1];
const int64_t OW = tgpg[2];

const int32_t offset_dst =
(tpitg[0] * tgpg[1] * tgpg[2] + tgpig[1] * tgpg[2] + tgpig[2]) * CHW +
(tgpig[0] * (ntg[1] * ntg[2]) + tpitg[1] * ntg[2] + tpitg[2]);
// const int64_t N = ntg[0];
const int64_t KH = ntg[1];
const int64_t KW = ntg[2];

const int64_t in = tpitg[0];
const int64_t ikh = tpitg[1];
const int64_t ikw = tpitg[2];

const int64_t iic = tgpig[0];
const int64_t ioh = tgpig[1];
const int64_t iow = tgpig[2];

const int64_t iiw = iow*s0 + ikw*d0 - p0;
const int64_t iih = ioh*s1 + ikh*d1 - p1;

const int64_t offset_dst = (in*OH*OW + ioh*OW + iow)*CHW + (iic*(KH*KW) + ikh*KW + ikw);

device T * pdst = (device T *) (dst);

if (iih < 0 || iih >= IH || iiw < 0 || iiw >= IW) {
pdst[offset_dst] = 0.0f;
} else {
const int32_t offset_src = tpitg[0] * ofs0 + tgpig[0] * ofs1;
pdst[offset_dst] = x[offset_src + iih * IW + iiw];
const int64_t offset_src = in*ofs0 + iic*ofs1 + iih*IW + iiw;
pdst[offset_dst] = x[offset_src];
}
}

Expand Down Expand Up @@ -2209,25 +2223,25 @@ kernel void kernel_im2col_ext(
uint3 tgpg[[threadgroups_per_grid]], // tgpg[0] = D x IC x KH x KW, CHW = IC x KH x KW
uint3 tpitg[[thread_position_in_threadgroup]],
uint3 ntg[[threads_per_threadgroup]]) { // [M, 1, 1]
const int32_t KHW = KH * KW; // KHW == ntg[1] * ntg[2], KW == ntg[2]
const int64_t KHW = KH * KW; // KHW == ntg[1] * ntg[2], KW == ntg[2]

const int32_t d = tgpig[0] / CHW;
const int32_t chw = tgpig[0] % CHW;
const int32_t tgpig_0 = chw / KHW; // 0 ~ (IC - 1)
const int32_t HW = tgpig[0] % KHW;
const int64_t d = tgpig[0] / CHW;
const int64_t chw = tgpig[0] % CHW;
const int64_t tgpig_0 = chw / KHW; // 0 ~ (IC - 1)
const int64_t HW = tgpig[0] % KHW;

const int32_t tpitg_0 = (d * ntg[0]) + tpitg[0];
const int64_t tpitg_0 = (d * ntg[0]) + tpitg[0];
if (tpitg_0 >= N) {
return;
}

const int32_t tpitg_1 = HW / KW;
const int32_t tpitg_2 = HW % KW;
const int64_t tpitg_1 = HW / KW;
const int64_t tpitg_2 = HW % KW;

const int32_t iiw = tgpig[2] * s0 + tpitg_2 * d0 - p0;
const int32_t iih = tgpig[1] * s1 + tpitg_1 * d1 - p1;
const int64_t iiw = tgpig[2] * s0 + tpitg_2 * d0 - p0;
const int64_t iih = tgpig[1] * s1 + tpitg_1 * d1 - p1;

const int32_t offset_dst =
const int64_t offset_dst =
(tpitg_0 * tgpg[1] * tgpg[2] + tgpig[1] * tgpg[2] + tgpig[2]) * CHW +
(tgpig_0 * KHW + tpitg_1 * KW + tpitg_2);

Expand All @@ -2236,7 +2250,7 @@ kernel void kernel_im2col_ext(
if (iih < 0 || iih >= IH || iiw < 0 || iiw >= IW) {
pdst[offset_dst] = 0.0f;
} else {
const int32_t offset_src = tpitg_0 * ofs0 + tgpig_0 * ofs1;
const int64_t offset_src = tpitg_0 * ofs0 + tgpig_0 * ofs1;
pdst[offset_dst] = x[offset_src + iih * IW + iiw];
}
}
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