32 Commits

Author SHA1 Message Date
Romain Biessy
ddf7e6a15d SYCL: Rename oneMKL to oneMath (llama/12192)
* Rename oneMKL Interface to oneMath

* Use oneMath for Intel vendor

* Rename occurences to mkl

* clang-format

* Silence verbose warnings

* Set oneMath HIP_TARGETS

* Fix silence warnings

* Remove step to build oneMath from build instructions

* Use fixed oneMath version

* Remove INTEL_CPU

* Fold CMake oneDNN conditions

* Use Intel oneMKL for Intel devices

* Improve CMake message

* Link against MKL::MKL_SYCL::BLAS only

* Move oneMath documentation to Nvidia and AMD sections
2025-04-02 15:51:57 +03:00
Akarshan Biswas
2e2f0f954b SYCL: Remove misleading ggml_sycl_op_flatten function (llama/12387)
* SYCL: Remove misleading ggml_sycl_op_flatten function

* remove trailing whitespace

* Fix L2 norm from rebase

* remove try catch block from element_wise.cpp

* remove comment from common.hp

* ggml-sycl.cpp: Add try catch sycl::exception block in compute_forward

* norm.cpp: remove try catch exception block
2025-03-31 14:56:53 +03:00
Akarshan Biswas
3199356d3a SYCL: implement memset ggml backend buffer interface (llama/12580)
* SYCL: implement memset ggml backend buffer interface

* use GGML_ABORT macro

* Do not wait for all queues to finish for memset operation
2025-03-27 11:06:03 +02:00
Akarshan Biswas
c53d5c9e85 SYCL: disable Q4_0 reorder optimization (llama/12560)
ggml-ci
2025-03-27 11:06:03 +02:00
Svetlozar Georgiev
5b854ebba5 sycl: cleanup oneDNN related code (llama/12097) 2025-03-27 11:06:03 +02:00
Łukasz Ślusarczyk
97b5a3055d SYCL: using graphs is configurable by environment variable and compile option (llama/12371)
* alberto changes

* enable sycl graphs by env variable

* fixed compilation warnings in ggml-sycl.cpp

* renamed graph variables

* fix markdown in docs/backend/SYCL.md

Co-authored-by: Romain Biessy <romain.biessy@codeplay.com>

* fix markdown in docs/backend/SYCL.md again

* compiling graphs by default, renamed graph_enable to graph_disable

---------

Co-authored-by: Romain Biessy <romain.biessy@codeplay.com>
2025-03-27 11:06:03 +02:00
Łukasz Ślusarczyk
6c15539c54 fixed compilation warnings in ggml-sycl (llama/12424) 2025-03-27 11:06:03 +02:00
Molly Sophia
52c4c03b0a llama: Add support for RWKV v7 architecture (llama/12412)
* ggml: Add op l2_norm

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>

* ggml: Add op rwkv_wkv7

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>

* llama: Add support for RWKV7 and ARWKV7 models

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>

* llama: fix inference with RWKV6Qwen2

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>

* llama: add more (a)rwkv7 variants in size

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>

* Apply code-format changes

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>

* fix MUSA build

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>

* llama: fix shape error with rwkv using llama-parallel

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>

---------

Signed-off-by: Molly Sophia <mollysophia379@gmail.com>
2025-03-27 11:06:03 +02:00
Akarshan Biswas
16a1b77249 SYCL: set extras only on GGML_TYPE_Q4_0 (llama/12366)
* SYCL: set extras only on GGML_TYPE_Q4_0

* release tensor_extras in reset buffer interface
2025-03-27 11:06:03 +02:00
aubreyli
51d1398a0a SYCL: Delete redundant plus sign and space (llama/12391) 2025-03-27 11:06:03 +02:00
Akarshan Biswas
93986b61e0 SYCL: Disable f16 Unary OPs as not supported by the kernels (llama/12201) 2025-03-08 15:13:01 +02:00
Akarshan Biswas
74c85d154e SYCL: Move CPY kernels to a separate file and add few missing kernels (llama/12133)
* SYCL: refactor and move cpy kernels to a separate file

* Add few missing cpy kernels

* refactor and add debug logs
2025-03-08 15:13:01 +02:00
William Tambellini
c98681e6d5 ggml : upgrade init_tensor API to return a ggml_status (llama/11854)
* Upgrade init_tensor API to return a ggml_status

To prepare for an 'abort-free' ggml
(ggml not to abort on OOMs but return a OOM status),
as agreeed with Diego in the ggml repo,
upgrade the init_tensor() and view_init() APIs
to return a ggml_status.

* misc fixes

---------

Co-authored-by: slaren <slarengh@gmail.com>
2025-03-08 15:13:01 +02:00
Neo Zhang Jianyu
e3cb412a59 Optimize mul_mat for Q4_0 on Intel GPU (llama/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>
2025-02-27 08:55:36 +02:00
Akarshan Biswas
ac301a7d9b SYCL: Fix GGML_SYCL_DEBUG macro (llama/11995) 2025-02-27 08:55:36 +02:00
Akarshan Biswas
fd369871f7 SYCL: remove XMX info from print devices (llama/11712) 2025-02-27 08:55:36 +02:00
Akarshan Biswas
e4102440ef SYCL: Adjust support condition for norm operators (llama/11674)
SYCL does not support non contiguous tensors for norm operations
2025-02-27 08:55:36 +02:00
Akarshan Biswas
22e3df0afa SYCL : SOFTMAX F16 mask support and other fixes (llama/11261)
Implemented ggml_sycl_op_soft_max() F16 src1(mask) support for which a pragma deprecation warning was added during #5021.
To do this, had to decouple it from ggml_sycl_op_flatten which always considered src1 to be of fp32 type(many OP functions are dependent on it).

* SYCL: SOFTMAX F16 mask support and other fixes

* test-backend-ops: Add F16 mask test cases
2025-02-03 22:00:57 +02:00
Nicolò Scipione
d507b4cebe SYCL: Introducing memory host pool (llama/11251)
* Implement host pool for matrix_info

Creating a new memory pool on the host to store memory location for
matrix_info needed to launch gemm_batch from oneMKL/oneMath.
Removing complex support in gemm_batch since it is not used in llama.cpp

* Remove unnecessary headers and cast

* Reorder member variable to avoid warning on initialization

* Formatting

* Remove unused variable

* Address PR review feedback - remove warning

---------

Signed-off-by: nscipione <nicolo.scipione@codeplay.com>
2025-02-03 22:00:57 +02:00
Akarshan Biswas
9700cfb0a3 SYCL: Add gated linear attention kernel (llama/11175)
* SYCL: Add Gated Linear attention kernel

* glahpp: add a space at the end of file

* gla: Put the barrier inside the main logic loop
2025-02-03 22:00:57 +02:00
Akarshan Biswas
c3235bd81e SYCL: Refactor ggml_sycl_compute_forward (llama/11121)
* SYCL: refactor ggml_sycl_compute_forward

* SYCL: add back GGML_USED(dst) to ggml_sycl_cpy

* SYCL: add function name to noop debug

* SYCL: Some device info print refactoring and add details of XMX availability
2025-01-14 10:38:01 +02:00
Akarshan Biswas
5ea27d089d SYCL: Migrate away from deprecated ggml_tensor->backend (llama/10840)
* Migrate to tensor->buffer for checking backend buffer type: 1

* SYCL: common.cpp try to migrate away from tensor->backend

* SYCL: fix assertions and add proper comments

* SYCL: remove extra space

* SYCL: Add back static to ggml_backend_buffer_is_sycl_split function

* SYCL: Add pragma directive to suppress warning spam

* SYCL: Integrate debug logs with GGML_LOG and other fixes

* Revert "SYCL: Integrate debug logs with GGML_LOG and other fixes"

This reverts commit 2607b7de0f0d2f4f1f690226f86fa861aa39cb97.
Let's keep the current SYCL specific logging mechanism for now

* SYCL: Use GGML_SYCL_DEBUG after reverting

* SYCL: reg_get_proc_address func, update to the current func signature

* SYCL: Refactor SYCL buffer checks in ggml_sycl_cpy_tensor_2d
2025-01-04 10:45:01 +02:00
HimariO
e22d38e4f2 llama : add Qwen2VL support + multimodal RoPE (llama/10361)
* Barebone Qwen2VL LLM convertor

* Add Qwen2VL cli entrypoint

* [WIP] add qwen2vl arch

* Verify m-rope output

* Add vl-rope/2d-rope support for qwen2vl ViT

* update qwen2vl cli tool

* update 5D tensor op workaround

* [WIP] qwen2vl vision model

* make batch and clip utils compatible with qwen2vl

* [WIP] create inference workflow, gguf convert script but fix

* correcting vision-rope behavior, add the missing last layer back to ViT

* add arg parser to qwen2vl_surgery

* replace variable size array with vector

* cuda-gdb cmake preset

* add fp32 mrope, vision rope kernel

* add fp16 support for qwen2vl and m-rope

* add `GGML_ROPE_TYPE_MROPE`, `GGML_ROPE_TYPE_VISION`

* fix rope op mode switching, out dated func args

* update `llama_hparams`

* update to keep up stream changes

* resolve linter, test errors

* add makefile entry, update speical image padding token

* add mrope unit test, fix few compiler warnings

* rename `mrope` related function, params

* minor updates on debug util, bug fixs

* add `m-rope` testcase to `test-backend-ops`

* Apply suggestions from code review

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

* fix traililng whitespce

* store `llama_hparams.rope_sections` with fixed size array

* update position id tensor size check in GGML_OP_ROPE

* minor updates

* update `ggml_backend_*_supports_op` of unsupported backends

* remote old `rope_section` compare operator

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2024-12-18 12:52:16 +02:00
Akarshan Biswas
26c9fd0cdc SYCL: Reduce most of the compiler warnings (llama/10748)
* Try to reduce some unused and typecast warnings

* Reduce compiler warnings step 2

* add a newline at the end of the file

* Initialize nreduce as size_t

* [SYCL] Remove pragma directives from mmq.cpp

* SYCL: mmq add condition to prevent blocks_per_tile_x_row variable from becoming 0

* SYCL softmax: Initialize nreduce as size_t

* ggml-sycl.cpp: fix some trailing whitespaces

* SYCL: remove the unused variables instead of commenting it out

* SYCL poo2d kernel: set NAN for invalid pooling op

* SYCL gemm.hpp: remove pragma directives

* SYCL gemm.hpp: use const cast to properly support dnnl::memory

* SYCL: wkv6 remove a comment

* SYCL: clean comments step 2

* SYCL: clean comments and variables step 3

* SYCL: Use GGML_UNUSED for unused variables

* SYCL: remove extra empty lines and a comment

* Remove TODO

* cleanup spaces

* add a stdout for unsupported op

* use sycl printf over fprintf

* remove prints for CI

* SYCL ggml-sycl: pool2D use sycl::nan and remove if-else block

---------

Co-authored-by: Abhilash Majumder <30946547+abhilash1910@users.noreply.github.com>
2024-12-18 12:52:16 +02:00
Djip007
e990d1b791 ggml : refactor online repacking (llama/10446)
* rename ggml-cpu-aarch64.c to .cpp

* reformat extra cpu backend.

- clean Q4_0_N_M and IQ4_0_N_M
  - remove from "file" tensor type
  - allow only with dynamic repack

- extract cpu extra bufts and convert to C++
  - hbm
  - "aarch64"

- more generic use of extra buffer
  - generalise extra_supports_op
  - new API for "cpu-accel":
     - amx
     - aarch64

* clang-format

* Clean Q4_0_N_M ref

Enable restrict on C++

* add op GGML_OP_MUL_MAT_ID for Q4_0_N_M with runtime repack

* added/corrected control on tensor size for Q4 repacking.

* Update ggml/src/ggml-cpu/ggml-cpu-aarch64.cpp

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

* Update ggml/src/ggml-cpu/ggml-cpu-aarch64.cpp

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

* add debug logs on repacks.

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2024-12-18 12:52:16 +02:00
Nicolò Scipione
966433fdf2 SYCL : Move to compile time oneMKL interface backend selection for NVIDIA backend (llama/10584)
* [SYCL] Move to Compile Time backend selection on oneMKL Interface for NVIDIA backend

Move to compile time selection to backend to avoid latency at run time.
Add it to all mkl gemm calls and only for NVIDIA backend.

Signed-off-by: nscipione <nicolo.scipione@codeplay.com>

* Formatting

* Address PR comments to increase readibility

---------

Signed-off-by: nscipione <nicolo.scipione@codeplay.com>
2024-12-08 20:14:35 +02:00
Akarshan Biswas
068812650e SYCL: Fix and switch to GGML_LOG system instead of fprintf (llama/10579)
* Switched to GGML_LOG

* Fix missing semicolon
2024-12-08 20:14:35 +02:00
Alberto Cabrera Pérez
964b154a2a sycl : offload of get_rows set to 0 (llama/10432) 2024-12-08 20:14:35 +02:00
Alberto Cabrera Pérez
d7c2a04bce sycl : Reroute permuted mul_mats through oneMKL (llama/10408)
This PR fixes the failing MUL_MAT tests for the sycl backend.
2024-12-08 20:14:35 +02:00
Diego Devesa
77e3e4a090 ggml : add support for dynamic loading of backends (llama/10469)
* ggml : add support for dynamic loading of backends

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2024-12-08 20:14:35 +02:00
Alberto Cabrera Pérez
53589c8f12 sycl: Revert MUL_MAT_OP support changes (llama/10385) 2024-11-20 21:00:08 +02:00
Diego Devesa
746bf2596f ggml : build backends as libraries (llama/10256)
* ggml : build backends as libraries

---------

Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
Co-authored-by: R0CKSTAR <xiaodong.ye@mthreads.com>
2024-11-20 21:00:08 +02:00