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[SYCL] Fix SYCL im2col and convert Overflow with Large Dims (#9052)

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* sycl: fix im2col overflow and sync with cuda

Signed-off-by: zhentaoyu <zhentao.yu@intel.com>

* sycl: fix convert overflow

Signed-off-by: zhentaoyu <zhentao.yu@intel.com>

* sycl: fix convert and dequantize

Signed-off-by: zhentaoyu <zhentao.yu@intel.com>

* sycl: fix ib in dmmv

Signed-off-by: zhentaoyu <zhentao.yu@intel.com>

* sycl:refine convert

Signed-off-by: zhentaoyu <zhentao.yu@intel.com>

* sycl: move downsample global_range into common

Signed-off-by: zhentaoyu <zhentao.yu@intel.com>

* test: add im2col and convert test cases

Signed-off-by: zhentaoyu <zhentao.yu@intel.com>

* test: make new cases only in sycl

Signed-off-by: zhentaoyu <zhentao.yu@intel.com>

* test: comment new test_cases for only local testing

Signed-off-by: zhentaoyu <zhentao.yu@intel.com>

---------

Signed-off-by: zhentaoyu <zhentao.yu@intel.com>
This commit is contained in:
zhentaoyu
2024-08-20 23:06:51 +08:00
committed by GitHub
parent 90db8146d5
commit 4f8d19ff17
11 changed files with 333 additions and 262 deletions
Download Patch File Download Diff File Expand all files Collapse all files

114
ggml/src/ggml-sycl/convert.cpp
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@@ -3,19 +3,19 @@
#include "presets.hpp"
template <int qk, int qr, dequantize_kernel_t dequantize_kernel, typename dst_t>
static void dequantize_block(const void * __restrict__ vx, dst_t * __restrict__ y, const int k,
static void dequantize_block(const void * __restrict__ vx, dst_t * __restrict__ y, const int64_t k,
const sycl::nd_item<3> &item_ct1) {
const int i = 2 * (item_ct1.get_local_range(2) * item_ct1.get_group(2) +
const int64_t i = 2 * (item_ct1.get_local_range(2) * item_ct1.get_group(2) +
item_ct1.get_local_id(2));
if (i >= k) {
return;
}
const int ib = i/qk; // block index
const int iqs = (i%qk)/qr; // quant index
const int iybs = i - i%qk; // y block start index
const int y_offset = qr == 1 ? 1 : qk/2;
const int64_t ib = i/qk; // block index
const int64_t iqs = (i%qk)/qr; // quant index
const int64_t iybs = i - i%qk; // y block start index
const int64_t y_offset = qr == 1 ? 1 : qk/2;
// dequantize
dfloat2 v;
@@ -27,9 +27,9 @@ static void dequantize_block(const void * __restrict__ vx, dst_t * __restrict__
template <int qk, int qr, dequantize_kernel_t dequantize_kernel, typename dst_t>
static void dequantize_block_sycl(const void *__restrict__ vx,
dst_t *__restrict__ y, const int k,
dst_t *__restrict__ y, const int64_t k,
dpct::queue_ptr stream) {
const int num_blocks = (k + 2*SYCL_DEQUANTIZE_BLOCK_SIZE - 1) / (2*SYCL_DEQUANTIZE_BLOCK_SIZE);
const int64_t num_blocks = (k + 2*SYCL_DEQUANTIZE_BLOCK_SIZE - 1) / (2*SYCL_DEQUANTIZE_BLOCK_SIZE);
{
dpct::has_capability_or_fail(stream->get_device(),
{sycl::aspect::fp16});
@@ -45,9 +45,9 @@ static void dequantize_block_sycl(const void *__restrict__ vx,
}
template <typename dst_t>
static void dequantize_row_q2_K_sycl(const void *vx, dst_t *y, const int k,
static void dequantize_row_q2_K_sycl(const void *vx, dst_t *y, const int64_t k,
dpct::queue_ptr stream) {
const int nb = k / QK_K;
const int64_t nb = k / QK_K;
#if QK_K == 256
{
dpct::has_capability_or_fail(stream->get_device(),
@@ -77,9 +77,9 @@ static void dequantize_row_q2_K_sycl(const void *vx, dst_t *y, const int k,
}
template <typename dst_t>
static void dequantize_row_q3_K_sycl(const void *vx, dst_t *y, const int k,
static void dequantize_row_q3_K_sycl(const void *vx, dst_t *y, const int64_t k,
dpct::queue_ptr stream) {
const int nb = k / QK_K;
const int64_t nb = k / QK_K;
#if QK_K == 256
{
dpct::has_capability_or_fail(stream->get_device(),
@@ -108,10 +108,10 @@ static void dequantize_row_q3_K_sycl(const void *vx, dst_t *y, const int k,
}
template <typename dst_t>
static void dequantize_row_q4_0_sycl(const void *vx, dst_t *y, const int k,
static void dequantize_row_q4_0_sycl(const void *vx, dst_t *y, const int64_t k,
dpct::queue_ptr stream) {
const int nb32 = k / 32;
const int nb = (k + 255) / 256;
const int64_t nb32 = k / 32;
const int64_t nb = (k + 255) / 256;
{
dpct::has_capability_or_fail(stream->get_device(),
{sycl::aspect::fp16});
@@ -126,10 +126,10 @@ static void dequantize_row_q4_0_sycl(const void *vx, dst_t *y, const int k,
}
template <typename dst_t>
static void dequantize_row_q4_1_sycl(const void *vx, dst_t *y, const int k,
static void dequantize_row_q4_1_sycl(const void *vx, dst_t *y, const int64_t k,
dpct::queue_ptr stream) {
const int nb32 = k / 32;
const int nb = (k + 255) / 256;
const int64_t nb32 = k / 32;
const int64_t nb = (k + 255) / 256;
{
dpct::has_capability_or_fail(stream->get_device(),
{sycl::aspect::fp16});
@@ -145,9 +145,9 @@ static void dequantize_row_q4_1_sycl(const void *vx, dst_t *y, const int k,
template <typename dst_t>
static void dequantize_row_q4_K_sycl(const void *vx, dst_t *y, const int k,
static void dequantize_row_q4_K_sycl(const void *vx, dst_t *y, const int64_t k,
dpct::queue_ptr stream) {
const int nb = k / QK_K;
const int64_t nb = k / QK_K;
{
dpct::has_capability_or_fail(stream->get_device(),
{sycl::aspect::fp16});
@@ -165,9 +165,9 @@ static void dequantize_row_q4_K_sycl(const void *vx, dst_t *y, const int k,
}
template <typename dst_t>
static void dequantize_row_q5_K_sycl(const void *vx, dst_t *y, const int k,
static void dequantize_row_q5_K_sycl(const void *vx, dst_t *y, const int64_t k,
dpct::queue_ptr stream) {
const int nb = k / QK_K;
const int64_t nb = k / QK_K;
#if QK_K == 256
{
dpct::has_capability_or_fail(stream->get_device(),
@@ -197,9 +197,9 @@ static void dequantize_row_q5_K_sycl(const void *vx, dst_t *y, const int k,
}
template <typename dst_t>
static void dequantize_row_q6_K_sycl(const void *vx, dst_t *y, const int k,
static void dequantize_row_q6_K_sycl(const void *vx, dst_t *y, const int64_t k,
dpct::queue_ptr stream) {
const int nb = k / QK_K;
const int64_t nb = k / QK_K;
#if QK_K == 256
{
dpct::has_capability_or_fail(stream->get_device(),
@@ -229,9 +229,9 @@ static void dequantize_row_q6_K_sycl(const void *vx, dst_t *y, const int k,
}
template <typename dst_t>
static void dequantize_row_iq1_s_sycl(const void *vx, dst_t *y, const int k,
static void dequantize_row_iq1_s_sycl(const void *vx, dst_t *y, const int64_t k,
dpct::queue_ptr stream) {
const int nb = k / QK_K;
const int64_t nb = k / QK_K;
{
dpct::has_capability_or_fail(stream->get_device(),
{sycl::aspect::fp16});
@@ -250,9 +250,9 @@ static void dequantize_row_iq1_s_sycl(const void *vx, dst_t *y, const int k,
}
template <typename dst_t>
static void dequantize_row_iq1_m_sycl(const void *vx, dst_t *y, const int k,
static void dequantize_row_iq1_m_sycl(const void *vx, dst_t *y, const int64_t k,
dpct::queue_ptr stream) {
const int nb = k / QK_K;
const int64_t nb = k / QK_K;
{
dpct::has_capability_or_fail(stream->get_device(),
{sycl::aspect::fp16});
@@ -271,9 +271,9 @@ static void dequantize_row_iq1_m_sycl(const void *vx, dst_t *y, const int k,
}
template <typename dst_t>
static void dequantize_row_iq2_xxs_sycl(const void *vx, dst_t *y, const int k,
static void dequantize_row_iq2_xxs_sycl(const void *vx, dst_t *y, const int64_t k,
dpct::queue_ptr stream) {
const int nb = k / QK_K;
const int64_t nb = k / QK_K;
{
dpct::has_capability_or_fail(stream->get_device(),
{sycl::aspect::fp16});
@@ -292,9 +292,9 @@ static void dequantize_row_iq2_xxs_sycl(const void *vx, dst_t *y, const int k,
}
template <typename dst_t>
static void dequantize_row_iq2_xs_sycl(const void *vx, dst_t *y, const int k,
static void dequantize_row_iq2_xs_sycl(const void *vx, dst_t *y, const int64_t k,
dpct::queue_ptr stream) {
const int nb = k / QK_K;
const int64_t nb = k / QK_K;
{
dpct::has_capability_or_fail(stream->get_device(),
{sycl::aspect::fp16});
@@ -313,9 +313,9 @@ static void dequantize_row_iq2_xs_sycl(const void *vx, dst_t *y, const int k,
}
template <typename dst_t>
static void dequantize_row_iq2_s_sycl(const void *vx, dst_t *y, const int k,
static void dequantize_row_iq2_s_sycl(const void *vx, dst_t *y, const int64_t k,
dpct::queue_ptr stream) {
const int nb = k / QK_K;
const int64_t nb = k / QK_K;
{
dpct::has_capability_or_fail(stream->get_device(),
{sycl::aspect::fp16});
@@ -333,9 +333,9 @@ static void dequantize_row_iq2_s_sycl(const void *vx, dst_t *y, const int k,
template <typename dst_t>
static void dequantize_row_iq3_xxs_sycl(const void *vx, dst_t *y, const int k,
static void dequantize_row_iq3_xxs_sycl(const void *vx, dst_t *y, const int64_t k,
dpct::queue_ptr stream) {
const int nb = k / QK_K;
const int64_t nb = k / QK_K;
{
dpct::has_capability_or_fail(stream->get_device(),
{sycl::aspect::fp16});
@@ -354,9 +354,9 @@ static void dequantize_row_iq3_xxs_sycl(const void *vx, dst_t *y, const int k,
}
template <typename dst_t>
static void dequantize_row_iq3_s_sycl(const void *vx, dst_t *y, const int k,
static void dequantize_row_iq3_s_sycl(const void *vx, dst_t *y, const int64_t k,
dpct::queue_ptr stream) {
const int nb = k / QK_K;
const int64_t nb = k / QK_K;
{
dpct::has_capability_or_fail(stream->get_device(),
{sycl::aspect::fp16});
@@ -374,9 +374,9 @@ static void dequantize_row_iq3_s_sycl(const void *vx, dst_t *y, const int k,
}
template <typename dst_t>
static void dequantize_row_iq4_xs_sycl(const void *vx, dst_t *y, const int k,
static void dequantize_row_iq4_xs_sycl(const void *vx, dst_t *y, const int64_t k,
dpct::queue_ptr stream) {
const int nb = (k + QK_K - 1) / QK_K;
const int64_t nb = (k + QK_K - 1) / QK_K;
#if QK_K == 64
dequantize_row_iq4_nl_sycl(vx, y, k, stream);
#else
@@ -398,9 +398,9 @@ static void dequantize_row_iq4_xs_sycl(const void *vx, dst_t *y, const int k,
}
template <typename dst_t>
static void dequantize_row_iq4_nl_sycl(const void *vx, dst_t *y, const int k,
static void dequantize_row_iq4_nl_sycl(const void *vx, dst_t *y, const int64_t k,
dpct::queue_ptr stream) {
const int nb = (k + QK_K - 1) / QK_K;
const int64_t nb = (k + QK_K - 1) / QK_K;
{
dpct::has_capability_or_fail(stream->get_device(),
{sycl::aspect::fp16});
@@ -418,34 +418,34 @@ static void dequantize_row_iq4_nl_sycl(const void *vx, dst_t *y, const int k,
}
template <typename src_t, typename dst_t>
static void convert_unary(const void * __restrict__ vx, dst_t * __restrict__ y, const int k,
static void convert_unary(const void * __restrict__ vx, dst_t * __restrict__ y, const int64_t k,
const sycl::nd_item<3> &item_ct1) {
const int i = item_ct1.get_local_range(2) * item_ct1.get_group(2) +
item_ct1.get_local_id(2);
if (i >= k) {
return;
}
const int64_t work_group_size = item_ct1.get_local_range(2);
const int64_t global_id = item_ct1.get_local_id(2) + work_group_size * item_ct1.get_group(2);
// make each work-item deal with more elements since sycl global range can not exceed max int
const src_t * x = (src_t *) vx;
y[i] = x[i];
for (int64_t i = global_id; i < k; i += work_group_size * item_ct1.get_group_range(2)) {
y[i] = x[i];
}
}
template <typename src_t, typename dst_t>
static void convert_unary_sycl(const void *__restrict__ vx,
dst_t *__restrict__ y, const int k,
dst_t *__restrict__ y, const int64_t k,
dpct::queue_ptr stream) {
const int num_blocks = (k + SYCL_DEQUANTIZE_BLOCK_SIZE - 1) / SYCL_DEQUANTIZE_BLOCK_SIZE;
const int64_t num_blocks = (k + SYCL_DEQUANTIZE_BLOCK_SIZE - 1) / SYCL_DEQUANTIZE_BLOCK_SIZE;
// decrease global range when it exceeds the max int
int64_t local_size = downsample_sycl_global_range(num_blocks, SYCL_DEQUANTIZE_BLOCK_SIZE);
sycl::range<3> block_nums(1, 1, num_blocks);
sycl::range<3> local_range(1, 1, local_size);
{
dpct::has_capability_or_fail(stream->get_device(),
{sycl::aspect::fp16});
stream->parallel_for(
sycl::nd_range<3>(
sycl::range<3>(1, 1, num_blocks) *
sycl::range<3>(1, 1, SYCL_DEQUANTIZE_BLOCK_SIZE),
sycl::range<3>(1, 1, SYCL_DEQUANTIZE_BLOCK_SIZE)),
sycl::nd_range<3>(block_nums * local_range, local_range),
[=](sycl::nd_item<3> item_ct1) {
convert_unary<src_t>(vx, y, k, item_ct1);
});