Commit Graph

31 Commits

Author SHA1 Message Date
Georgi Gerganov 05fec5bd29
ggml : add build-time message to remind about ggml_set_rows (#14661)
ggml-ci
2025-07-13 10:36:33 +03:00
Xuan-Son Nguyen 98bab638fb
ggml : add ggml_scale_bias (#14417)
* ggml : add ggml_scale_bias

* ggml_vec_mad1_f32

* add more simd

* add CUDA

* sycl

* vulkan

* cann (placeholder)

* opencl

* will this fix cpu?

* fix cuda

* suggestions from coderabbit

* fix cann compile error

* vDSP_vsmsa

* rm __ARM_FEATURE_SVE

* use memcpy for op params

* make code looks more consistent

* use scalar for __ARM_FEATURE_SVE

* add x param to ggml_vec_mad1_f32
2025-07-09 18:16:12 +02:00
Georgi Gerganov a70c8a0c4b
kv-cache : use ggml_set_rows (#14285)
* kv-cache : use ggml_set_rows

ggml-ci

* graph : separate k and v indices

ggml-ci

* cont : remove redundant ifs

ggml-ci

* kv-cache : improve find_slot impl

* kv-cache : bounds-check when accessing slot_info indices

* kv-cache : add comments

ggml-ci

* ggml : add TODOs for adding GGML_OP_SET_ROWS support in the backends

ggml-ci
2025-07-03 10:53:35 +03:00
Georgi Gerganov ec68e84c32 ggml : support bcast ggml_soft_max_ext, ggml_flash_attn_ext (#14435)
ggml-ci
2025-07-02 15:48:33 +03:00
Xinpeng Dou e21d2d4ae2
CANN: Simplify the environment variable setting(#13104)
* Simplify the environment variable setting to specify the memory pool type.

* Adjust the GGML_CANN_ASYNC_MODE setting to accept yes, enable, 1, or on (case-insensitive) as valid options.

* update

* fix CI

* update

* delete whitespace

* fix according to review

* update CANN.md

* update CANN.md
2025-06-09 19:47:39 +08:00
Bizhao Shi 2d38b6e400
CANN: Add the basic supports of Flash Attention kernel (#13627)
* cann: add the basic FA support

* cann: update the readme

* cann: update the FlashAttention with PSEShift

* cann: update the input parameters in FA

* cann: update the alibi with max_bias

* cann: add the constrints of softcap

* cann: update the docs CANN.md

* cann: update the docs CANN.md

* cann: fix typo of CANN.md

* cann: add some comments and update the CANN.md

* cann: update the CANN.md

* cann: update the inner precise for fusedInferAttention

* cann: update the constraints of flash_attn_ext on ggml-cann.cpp

* cann: clean the whitespace

* cann: clean the whitespace

* cann: add a new endline
2025-05-26 10:20:18 +08:00
Chenguang Li faaaff5f94
CANN: Support MUL_MAT_ID for q8_0 and q4_0 (#13705)
* [CANN]Support MUL_MAT_ID Q8 && Q4

Signed-off-by: noemotiovon <757486878@qq.com>

* codestyle adjustment

Signed-off-by: noemotiovon <757486878@qq.com>

---------

Signed-off-by: noemotiovon <757486878@qq.com>
2025-05-23 16:47:53 +08:00
Chenguang Li 33d7aed4a8
CANN: Support MOE Model MUL_MAT_ID (#13042)
Signed-off-by: noemotiovon <757486878@qq.com>
2025-05-19 14:21:17 +08:00
hipudding 7a395f67a7
CANN: Add support for async operator submission (#12864)
Submit operators using asynchronous threads to improve performance.

Use the environment variable GGML_CANN_ASYNC_MODE to control whether
asynchronous submission is enabled. It is disabled by default.

Testing shows a 10%–20% performance improvement in scenarios with
small parameter sizes, especially in quantized models.
2025-04-17 20:34:16 +08:00
Chenguang Li b43d89e311
CANN: Add 310P operator support check (#12962) 2025-04-16 16:21:05 +08:00
hipudding 54a7272043
CANN: Add x86 build ci (#12950)
* CANN: Add x86 build ci

* CANN: fix code format
2025-04-15 12:08:55 +01:00
Chenguang Li 0019279bb5
CANN: Opt ROPE optimization (#12865)
* [CANN]Opt ROPE optimization

* [CANN]Codestyle adjustment

* [CANN]Fix the ROPE precision issue

* [CANN]codestyle fix

* [CANN]add rope unsupport case

Signed-off-by: noemotiovon <noemotiovon@gmail.com>
2025-04-15 10:09:35 +08:00
Xinpeng Dou b0c75ac9f9
CANN: Optimize CANN buffer pool memory management (#12875)
Multiple optional memory pools are provided for CANN, including VMM, 
priority queue-based, and traditional memory pools.
1.When the memory pool is available and GGML_CANN_DISABLE_VMM_POOL 
   is not defined, the VMM pool is selected by default.
2.Otherwise, if GGML_CANN_ENABLE_BUF_PRIO_POOL is defined, 
   the priority queue-based memory pool is used.
3.If neither condition is met, the default memory pool is used.
2025-04-15 10:04:24 +08:00
Diego Devesa fe92821ea9 ggml : add bilinear upscale support (ggml/1185) 2025-04-11 00:17:47 +03:00
Chenguang Li fe5b78c896
CANN: Support more ops (#12841)
* [CANN]Support Opt LOG && MEAN && PAD_REFLECT_1D

* [CANN]Support COUNT_EQUAL && STEP && SGN

* [CANN]codestyle adjustment

* [CANN]codestyle adjustment

---------

Signed-off-by: noemotiovon <noemotiovon@gmail.com>
2025-04-10 08:51:52 +08:00
Chenguang Li 6e1c4cebdb
CANN: Support Opt CONV_TRANSPOSE_1D and ELU (#12786)
* [CANN] Support ELU and CONV_TRANSPOSE_1D

* [CANN]Modification review comments

* [CANN]Modification review comments

* [CANN]name adjustment

* [CANN]remove lambda used in template

* [CANN]Use std::func instead of template

* [CANN]Modify the code according to the review comments

---------

Signed-off-by: noemotiovon <noemotiovon@gmail.com>
2025-04-09 14:04:14 +08:00
zhouwg 52b3d71f12
CANN: fix typo in ggml-cann (#12733) 2025-04-07 19:34:14 +08:00
hipudding d0d5b2232b
CANN: Refactor to reduce duplicate code (#12731)
* CANN: Refactor to reduce duplicate code

* CANN: fix review comment
2025-04-07 17:10:36 +08:00
Chenguang Li 65cfe136a0
CANN: Support operator SIN COS ARGMAX (#12709)
* [CANN]support sin cos argmax

Signed-off-by: noemotiovon <noemotiovon@gmail.com>

* [CANN]codestyle adjustment

Signed-off-by: noemotiovon <noemotiovon@gmail.com>

* [CANN]Remove redundant code

Signed-off-by: noemotiovon <noemotiovon@gmail.com>

---------

Signed-off-by: noemotiovon <noemotiovon@gmail.com>
Co-authored-by: noemotiovon <noemotiovon@gmail.com>
2025-04-03 15:18:08 +08:00
hipudding 2a0dc97e56
CANN: Fix failed test cases (#12708)
* CANN: Fix memory waste in aclnn_tensor

* CANN: fix backend ops fail

* CANN: fix acl_tensor memory alloc.

* CANN: format

* CANN: remove trailing whitespace
2025-04-03 08:49:51 +08:00
Chenguang Li 9bacd6b374
[CANN] get_rows and dup optimization (#12671)
* [CANN]get_rows and dup optimization.

Co-authored-by: hipudding <huafengchun@gmail.com>
Signed-off-by: noemotiovon <noemotiovon@gmail.com>

* [CANN]GET_ROWS and CPY/DUP optimization

Co-authored-by: hipudding <huafengchun@gmail.com>
Signed-off-by: noemotiovon <noemotiovon@gmail.com>

* [CANN]code style adjustment

Signed-off-by: noemotiovon <noemotiovon@gmail.com>

* [CANN]code style adjustment

Signed-off-by: noemotiovon <noemotiovon@gmail.com>

* [CANN]code style adjustment

Signed-off-by: noemotiovon <noemotiovon@gmail.com>

* [CANN]code style adjustment

Signed-off-by: noemotiovon <noemotiovon@gmail.com>

---------

Signed-off-by: noemotiovon <noemotiovon@gmail.com>
Co-authored-by: noemotiovon <noemotiovon@gmail.com>
Co-authored-by: hipudding <huafengchun@gmail.com>
2025-04-02 15:22:13 +08:00
Chenguang Li 92a391327e
[CANN]MUL_MAT optimization (#12382) 2025-03-15 09:31:08 +08:00
William Tambellini 70680c48e5
ggml : upgrade init_tensor API to return a ggml_status (#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>
2025-02-28 14:41:47 +01:00
HimariO ba1cb19cdd
llama : add Qwen2VL support + multimodal RoPE (#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>
2024-12-14 14:43:46 +02:00
Djip007 19d8762ab6
ggml : refactor online repacking (#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>
2024-12-07 14:37:50 +02:00
Chenguang Li 938f608742
CANN: RoPE operator optimization (#10563)
* [cann] RoPE operator optimization

* [CANN]Code Formatting

---------

Co-authored-by: noemotiovon <noemotiovon@gmail.com>
2024-11-29 14:46:55 +08:00
Chenguang Li b7420131bf
CANN: ROPE operator optimization (#10540)
* [cann] ROPE operator optimization

Co-authored-by: noemotiovon <noemotiovon@gmail.com>
2024-11-28 14:24:46 +08:00
Shanshan Shen 9a4b79bcfa
CANN: Improve the Inferencing Performance for Ascend NPU Device (#10454)
* improve inferencing performance for ascend npu.

Co-authored-by: Frank Mai <thxCode@thxcode0824@gmail.com>

* some modification after review

* some modifications after review

* restore some modifications

* restore some modifications

---------

Co-authored-by: shanshan shen <shanshanshen333@gmail.com>
Co-authored-by: Frank Mai <thxCode@thxcode0824@gmail.com>
2024-11-26 18:08:37 +08:00
Chenguang Li 7066b4cce2
CANN: RoPE and CANCAT operator optimization (#10488)
Co-authored-by: noemotiovon <noemotiovon@gmail.com>
2024-11-26 17:31:05 +08:00
Diego Devesa 5931c1f233
ggml : add support for dynamic loading of backends (#10469)
* ggml : add support for dynamic loading of backends

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2024-11-25 15:13:39 +01:00
Diego Devesa ae8de6d50a
ggml : build backends as libraries (#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>
2024-11-14 18:04:35 +01:00
Renamed from ggml/src/ggml-cann.cpp (Browse further)