Commit Graph
14 Commits
Author SHA1 Message Date
Neo Zhang 44e211cecf sycl : Optimize Q3_K mul_mat by reorder (#23725) 2026-06-01 09:50:55 +03:00
60489932ec sycl: Q5_K reorder MMVQ/dequant + Q8_0 reorder MMVQ path (#22152)
* sycl: Q5_K reorder MMVQ/dequant + Q8_0 reorder MMVQ path

Signed-off-by: Chun Tao <chun.tao@intel.com>

* Remove duplicate definitions

---------

Signed-off-by: Chun Tao <chun.tao@intel.com>
Co-authored-by: Chun Tao <chun.tao@intel.com>
Co-authored-by: Todd Malsbary <todd.malsbary@intel.com>
2026-05-09 08:48:07 +03:00
KatostrofikandClaude Opus 4.6 b1be68e8ca [SYCL] Fix Q8_0 reorder: garbage on 2nd prompt + crash on full VRAM (#21638)
* [SYCL] Fix Q8_0 reorder: add missing dequantize path for GEMM

The Q8_0 reorder optimization (#21527) was missing a reorder-aware
dequantizer for the GEMM code path used during prompt processing.
After token generation reordered Q8_0 weights (via DMMV/MMVQ), the
next prompt processing pass would read them with the standard
dequantizer, producing garbage output.

Add dequantize_block_q8_0_reorder() and wire it into both
ggml_get_to_fp16_sycl() and ggml_get_to_fp32_sycl(), matching the
pattern already used by Q4_0, Q4_K, and Q6_K.

Fixes #21589

AI (Claude) was used to assist with root cause investigation and
writing the kernel code. All code was human-reviewed and tested
on real hardware.

* SYCL: fix reorder crash when device memory is full

The reorder optimization allocates a temporary buffer the full size of
the weight tensor on the device. When VRAM is nearly full (large models
on a single GPU), this allocation fails and the subsequent memcpy crashes
on a NULL pointer.

Fix: try device allocation first, fall back to host memory if device
memory is full. The reorder kernel still works correctly reading from
host memory over PCIe. This is slower for the one-time reorder (~21 t/s
vs ~38 t/s on Intel Arc Pro B70), but the optimization is preserved for
all subsequent inference. If both device and host allocation fail, skip
the reorder and fall back to the unoptimized kernel path.

Also fixes a bug where opt_for_reorder() marked tensors as reordered
even when the reorder was skipped due to allocation failure. This caused
DMMV/MMVQ kernels to read the original AoS data as if it were SoA,
producing garbage output or NaN results.

Tested on Intel Arc Pro B70 (32GB) with Q8_0, Q4_K_M models. Coding was
AI-assisted (Claude), reviewed and tested on hardware by a human.

Fixes #20478

* SYCL: add RAII temp buffer class + macro guard for host fallback

Replace sycl_ext_malloc_with_fallback/sycl_ext_free_fallback free
functions with sycl_reorder_temp_buffer RAII class. The host_fallback
bool is now a private member, and cleanup happens automatically at
scope exit.

Add GGML_SYCL_HOST_MEM_FALLBACK cmake option (default ON) to guard
the host memory fallback code path. Device access to host memory
requires Linux kernel 6.8+ (Ubuntu 26.04+); users on older kernels
can set -DGGML_SYCL_HOST_MEM_FALLBACK=OFF to disable it.

Addresses arthw's review on PR #21638.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* SYCL: document GGML_SYCL_HOST_MEM_FALLBACK build option in SYCL.md

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* SYCL: add reorder-aware DMMV dequantizers for Q4_K and Q6_K

Q4_K and Q6_K had reorder support for MMVQ and GEMM paths but not
DMMV. When the DMMV path encountered reordered data it would abort.

Add DMMV kernels that read from the SOA reorder layout for both
types. Same math as the non-reorder versions, different memory
access pattern.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

---------

Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
2026-04-16 08:34:05 +03:00
Akarshan Biswas 873c825611 sycl: disable Q1_0 in backend and cleanup unused variables (#21807) 2026-04-13 09:44:58 +08:00
PMZFX 0988accf82 [SYCL] Add Q8_0 reorder optimization (~3x tg speedup on Intel Arc) (#21527)
Extend the existing reorder optimization to Q8_0. The reorder
separates scale factors from weight data for coalesced memory
access -- was implemented for Q4_0/Q4_K/Q6_K but Q8_0 was missing.

On Arc Pro B70 (Xe2), Q8_0 tg goes from 4.88 to 15.24 t/s (3.1x)
on Qwen3.5-27B. BW utilization: 21% -> 66%.

The key fix beyond the kernels: Q8_0 was missing from the type
check in ggml_backend_sycl_buffer_init_tensor() that allocates
the extra struct carrying the reorder flag -- so the optimization
was silently skipped.

AI (Claude) was used to assist with root cause investigation and
writing the kernel code. All code was human-reviewed and tested
on real hardware.

Fixes: #21517
2026-04-07 16:12:49 +08:00
Neo Zhang 6b949d1078 sycl : support nvfp4 type in mul_mat (#21227) 2026-04-01 13:54:15 +03:00
Neo Zhang Jianyu 4aced7a631 [SYCL] Support gpt-oss by OPs add-id, mul_mat for mxfp4, swiglu_oai (#17826)
* support gpt-oss GPU by OP add-id, mul_mat for mxfp4, swiglu_oai, fix warning

* fix fault ut case, update ops.md

* rebase, fix format issue
2025-12-15 10:35:15 +08:00
Nicolò Scipione b460d16ae8 sycl: Add reorder to Q6_K mmvq implementation (#13885)
* Add Reorder to Q6_K mmvq implementation

* Address PR comments: clean up comments

* Remove unused parameter after refactoring q4_k

* Adding inline to function and removing unnecessary reference to int

---------

Signed-off-by: nscipione <nicolo.scipione@codeplay.com>
2025-06-09 11:47:07 +02:00
Svetlozar Georgiev 64bb51cf90 sycl: reordered Q4_K MMVQ (#13109) 2025-05-15 17:35:44 +02:00
Neo Zhang Jianyuandarthw 08d5986290 [SYCL] Optimize mul_mat for Q4_0 on Intel GPU (#12035)
* opt performance by reorder for Intel GPU

* detect hw type and save opt feature, and print opt feature

* correct name

* support optimize graph once when compute graph, record the opt status in tensor->extra, make CI passed

* add env variable GGML_SYCL_DISABLE_OPT for debug

* use syclex::architecture replace the custom hw define, update the guide for GGML_SYCL_DISABLE_OPT

* add performance data

* mv getrows functions to separeted files

* fix global variables

---------

Co-authored-by: arthw <14088817+arthw@users.noreply.github.com>
2025-02-24 22:33:23 +08:00
Ouadie EL FAROUKI 5639971466 Fixed dequant precision issues in Q4_1 and Q5_1 (#9711) 2024-10-03 07:50:44 +01:00
zhentaoyu 4f8d19ff17 [SYCL] Fix SYCL im2col and convert Overflow with Large Dims (#9052)
* 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>
2024-08-20 23:06:51 +08:00
AidanBeltonS fadde67135 Dequant improvements rebase (#8255)
* Single load for half2

* Store scales in local mem

* Vec load quantized values
2024-07-03 09:55:34 +08:00
Georgi Gerganovandslaren f3f65429c4 llama : reorganize source code + improve CMake (#8006)
* scripts : update sync [no ci]

* files : relocate [no ci]

* ci : disable kompute build [no ci]

* cmake : fixes [no ci]

* server : fix mingw build

ggml-ci

* cmake : minor [no ci]

* cmake : link math library [no ci]

* cmake : build normal ggml library (not object library) [no ci]

* cmake : fix kompute build

ggml-ci

* make,cmake : fix LLAMA_CUDA + replace GGML_CDEF_PRIVATE

ggml-ci

* move public backend headers to the public include directory (#8122)

* move public backend headers to the public include directory

* nix test

* spm : fix metal header

---------

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

* scripts : fix sync paths [no ci]

* scripts : sync ggml-blas.h [no ci]

---------

Co-authored-by: slaren <slarengh@gmail.com>
2024-06-26 18:33:02 +03:00