Commit Graph

237 Commits

Author SHA1 Message Date
Radoslav Gerganov
afd9909a64
rpc : backend refactoring (#9912)
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* rpc : refactor backend

Use structs for RPC request/response messages

* rpc : refactor server
2024-10-18 14:33:58 +03:00
Ouadie EL FAROUKI
87421a23e8
[SYCL] Add SYCL Backend registry, device and Event Interfaces (#9705)
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* implemented missing SYCL event APIs

* sycl : Added device and backend reg interfaces

* Restructured ggml-sycl.cpp
2024-10-18 06:46:16 +01:00
Ma Mingfei
60ce97c9d8
add amx kernel for gemm (#8998)
add intel amx isa detection

add vnni kernel for gemv cases

add vnni and amx kernel support for block_q8_0

code cleanup

fix packing B issue

enable openmp

fine tune amx kernel

switch to aten parallel pattern

add error message for nested parallelism

code cleanup

add f16 support in ggml-amx

add amx kernels for QK_K quant formats: Q4_K, Q5_K, Q6_K and IQ4_XS

update CMakeList

update README

fix some compilation warning

fix compiler warning when amx is not enabled

minor change

ggml-ci

move ggml_amx_init from ggml.c to ggml-amx/mmq.cpp

ggml-ci

update CMakeLists with -mamx-tile, -mamx-int8 and -mamx-bf16

ggml-ci

add amx as an ggml-backend

update header file, the old path for immintrin.h has changed to ggml-cpu-impl.h

minor change

update CMakeLists.txt

minor change

apply weight prepacking in set_tensor method in ggml-backend

fix compile error

ggml-ci

minor change

ggml-ci

update CMakeLists.txt

ggml-ci

add march dependency

minor change

ggml-ci

change ggml_backend_buffer_is_host to return false for amx backend

ggml-ci

fix supports_op

use device reg for AMX backend

ggml-ci

minor change

ggml-ci

minor change

fix rebase

set .buffer_from_host_ptr to be false for AMX backend
2024-10-18 13:34:36 +08:00
Diego Devesa
f010b77a37
vulkan : add backend registry / device interfaces (#9721)
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* vulkan : add backend registry / device interfaces

* llama : print devices used on model load
2024-10-17 02:46:58 +02:00
Gilad S.
2194200278
fix: allocating CPU buffer with size 0 (#9917) 2024-10-17 01:34:22 +02:00
Gilad S.
73afe681aa
fix: use vm_allocate to allocate CPU backend buffer on macOS (#9875)
* fix: use `vm_allocate` to allocate CPU backend buffer on macOS

* fix: switch to `posix_memalign` to keep existing `free()` usages work

* feat: move `GGML_ALIGNED_MALLOC` to `ggml-backend-impl.h`, add support for `vm_allocate` on macOS

* style: formatting

* fix: move const outside of `#ifndef`

* style: formatting

* fix: unused var

* fix: transform `GGML_ALIGNED_MALLOC` and `GGML_ALIGNED_FREE` into functions and add them to `ggml-impl.h`

* fix: unused var

* fix: page align to `GGUF_DEFAULT_ALIGNMENT`

* fix: page align to `TENSOR_ALIGNMENT`

* fix: convert `TENSOR_ALIGNMENT` to a macro

* fix: increase page size to `32` on iOS

* fix: iOS page size

* fix: `hbw_posix_memalign` alignment
2024-10-17 00:36:51 +02:00
Daniel Bevenius
cd60b88bf7
ggml-alloc : remove buffer_id from leaf_alloc (ggml/987)
This commit removes the buffer_id field from the leaf_alloc struct.

The motivation for is that this field is only written to and never
read/used as far as I can tell. Each tensor_alloc has a buffer_id field
and this is what caused me to look into this more closely, to
understand what the buffer_id in leaf_alloc was used for.
2024-10-16 11:28:01 +03:00
leo-pony
becfd387f6
[CANN] Fix cann compilation error (#9891)
Fix cann compilation error after merging llama.cpp supports dynamically loadable backends.
2024-10-16 08:51:46 +08:00
agray3
13dca2a54a
Vectorize load instructions in dmmv f16 CUDA kernel (#9816)
* Vectorize load instructions in dmmv f16 CUDA kernel

Replaces scalar with vector load instructions, which substantially
improves performance on NVIDIA HBM GPUs, e.g. gives a 1.27X overall
speedup for Meta-Llama-3-8B-Instruct-F16 BS1 inference evaluation on
H100 SXM 80GB HBM3. On GDDR GPUs, there is a slight (1.01X) speedup.

* addressed comment

* Update ggml/src/ggml-cuda/dmmv.cu

Co-authored-by: Johannes Gäßler <johannesg@5d6.de>

---------

Co-authored-by: Johannes Gäßler <johannesg@5d6.de>
2024-10-14 02:49:08 +02:00
Diego Devesa
96776405a1
ggml : move more prints to the ggml log system (#9839)
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* ggml : move more prints to the ggml log system

* show BLAS OpenMP warnings in all builds using debug print
2024-10-11 15:34:45 +02:00
Diego Devesa
0e9f760eb1
rpc : add backend registry / device interfaces (#9812)
* rpc : add backend registry / device interfaces

* llama : add llama_supports_rpc API

* ggml_backend_rpc_start_rpc_server -> ggml_backend_rpc_start_server
2024-10-10 20:14:55 +02:00
R0CKSTAR
cf8e0a3bb9
musa: add docker image support (#9685)
* mtgpu: add docker image support

Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>

* mtgpu: enable docker workflow

Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>

---------

Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>
2024-10-10 20:10:37 +02:00
Diego Devesa
dca1d4b58a
ggml : fix BLAS with unsupported types (#9775)
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* ggml : do not use BLAS with types without to_float

* ggml : return pointer from ggml_internal_get_type_traits to avoid unnecessary copies

* ggml : rename ggml_internal_get_type_traits -> ggml_get_type_traits

it's not really internal if everybody uses it
2024-10-08 14:21:43 +02:00
Diego Devesa
6374743747
ggml : add backend registry / device interfaces to BLAS backend (#9752)
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* ggml : add backend registry / device interfaces to BLAS backend

* fix mmap usage when using host buffers
2024-10-07 21:55:08 +02:00
Andrew Minh Nguyen
f1af42fa8c
Update building for Android (#9672)
* docs : clarify building Android on Termux

* docs : update building Android on Termux

* docs : add cross-compiling for Android

* cmake : link dl explicitly for Android
2024-10-07 09:37:31 -07:00
Georgi Gerganov
d5ac8cf2f2
ggml : add metal backend registry / device (#9713)
* ggml : add metal backend registry / device

ggml-ci

* metal : fix names [no ci]

* metal : global registry and device instances

ggml-ci

* cont : alternative initialization of global objects

ggml-ci

* llama : adapt to backend changes

ggml-ci

* fixes

* metal : fix indent

* metal : fix build when MTLGPUFamilyApple3 is not available

ggml-ci

* fix merge

* metal : avoid unnecessary singleton accesses

ggml-ci

* metal : minor fix [no ci]

* metal : g_state -> g_ggml_ctx_dev_main [no ci]

* metal : avoid reference of device context in the backend context

ggml-ci

* metal : minor [no ci]

* metal : fix maxTransferRate check

* metal : remove transfer rate stuff

---------

Co-authored-by: slaren <slarengh@gmail.com>
2024-10-07 18:27:51 +03:00
Paul Tsochantaris
96b6912103
metal : single allocation of encode_async block (#9747)
* Single allocation of encode_async block with non-ARC capture in ggml-metal.m

* Moving Block_release to the deallocation code

* Release encode block when re-setting encoding buffer count if needed

* Update ggml/src/ggml-metal.m

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2024-10-07 15:26:31 +03:00
SRHMorris
b0915d5b51
vulkan : retry allocation with fallback flags (whisper/2451)
Co-authored-by: Samuel Morris <samuel.morris@artlist.io>
2024-10-06 12:52:11 +03:00
Georgi Gerganov
905f5485b2
metal : zero-init buffer contexts (whisper/0) 2024-10-05 15:53:00 +03:00
Daniel Bevenius
55951c018d
ggml : fix typo in example usage ggml_gallocr_new (ggml/984) 2024-10-04 18:50:05 +03:00
Diego Devesa
ff565769f2
ggml : fixes after sync (ggml/983)
ggml : remove test-backend-buffer

ggml : fix CUDA build warnings
2024-10-04 18:50:04 +03:00
Georgi Gerganov
d5ed2b929d
metal : remove abort (skip) (ggml/0)
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2024-10-03 21:18:19 +03:00
Johannes Gäßler
fabdc3bda3
ggml/ex: calculate accuracy in graph, adapt MNIST (ggml/980) 2024-10-03 21:17:26 +03:00
Johannes Gäßler
eee39bdc96
ggml: refactor cross entropy loss CPU impl. (ggml/976) 2024-10-03 21:17:26 +03:00
Jack Mousseau
5d5ab1e5cc
metal : fix compute pass descriptor autorelease crash (#9718) 2024-10-03 21:01:46 +03:00
Diego Devesa
a7ad553513
ggml-backend : add device description to CPU backend (#9720) 2024-10-03 17:39:18 +02:00
bandoti
d6fe7abf04
ggml: unify backend logging mechanism (#9709)
* Add scaffolding for ggml logging macros

* Metal backend now uses GGML logging

* Cuda backend now uses GGML logging

* Cann backend now uses GGML logging

* Add enum tag to parameters

* Use C memory allocation funcs

* Fix compile error

* Use GGML_LOG instead of GGML_PRINT

* Rename llama_state to llama_logger_state

* Prevent null format string

* Fix whitespace

* Remove log callbacks from ggml backends

* Remove cuda log statement
2024-10-03 17:39:03 +02:00
Ouadie EL FAROUKI
5639971466
Fixed dequant precision issues in Q4_1 and Q5_1 (#9711) 2024-10-03 07:50:44 +01:00
Diego Devesa
c83ad6d01e
ggml-backend : add device and backend reg interfaces (#9707)
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Co-authored-by: Johannes Gäßler <johannesg@5d6.de>
2024-10-03 01:49:47 +02:00
Alberto Cabrera Pérez
f536f4c439
[SYCL] Initial cmake support of SYCL for AMD GPUs (#9658)
sycl: initial cmake support of SYCL for AMD GPUs
2024-10-02 13:57:18 +01:00
Radoslav Gerganov
00b7317e63
vulkan : do not use tensor->extra (#9407)
* vulkan : do not use tensor->extra

This patch allows using the Vulkan backend with the RPC backend as
tensor->extra is no longer used.

Ref: #8536

* Adapt GGML_VULKAN_CHECK_RESULTS to extra removal (#2)

---------

Co-authored-by: 0cc4m <picard12@live.de>
2024-10-02 13:49:16 +03:00
Johannes Gäßler
e98c1c188e
test: fix OPT_STEP_ADAMW for test-backend-ops (ggml/974) 2024-10-01 16:07:40 +03:00
Salvatore Mesoraca
cb00020504
vulkan : mul_mat: fix UB with small warps (ggml/952)
When the device's warp size is less than 16,
it is possible for loadstride_a (mul_mm.comp:114)
and loadstride_b (mul_mm.comp:115) to be set to 0.
Because they are calculated as: the workgroup size,
multiplied by LOAD_VEC_* (which can be 1) and divided by 16.
And the workgroup size is set to be the same as the
warp/subgroup size.

The loadstride_* variables are used as increments in the
loops that populate the buffers used for the multiplication.

When they are 0 they cause an infinite loop.
But infinite loops without side-effects are UB and the
values of loadstride_* are known at compile time.
So, the compiler quietly optimizes all the loops away.
As a consequence, the buffers are not populated and
the multiplication result is just a matrix with all elements
set to 0.

We prevent the UB by making sure that the workgroup size
will never be less than 16, even if our device has a
smaller warp size (e.g. 8).

Signed-off-by: Salvatore Mesoraca <s.mesoraca16@gmail.com>
2024-10-01 16:07:39 +03:00
Borislav Stanimirov
6c5322481a
ggml : fix ggml_cast (ggml/973) 2024-10-01 16:07:39 +03:00
Johannes Gäßler
7254cdf7e8
ggml: fix gradient allocation logic (ggml/966)
* ggml: fix gradient allocation logic

* gradient allocation in ggml_build_backward_expand

* fixup

* fix test-backend-ops grad

* suggestions by slaren

* fix test1.c

* fix legacy opt API

* fix test-grad0

* remove keep arg
2024-10-01 16:07:38 +03:00
Georgi Gerganov
cad341d889
metal : reduce command encoding overhead (#9698)
* metal : reduce command encoding overhead

ggml-ci

* metal : add comments
2024-10-01 16:00:25 +03:00
Georgi Gerganov
c919d5db39
ggml : define missing HWCAP flags (#9684)
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Co-authored-by: Willy Tarreau <w@1wt.eu>
2024-09-29 21:18:23 +03:00
Johannes Gäßler
aaa4099925
CUDA: remove bad assert (ggml/972) 2024-09-29 21:15:37 +03:00
Jeff Bolz
641002fba8
vulkan : multithread pipeline creation (ggml/963) 2024-09-29 21:15:37 +03:00
Jeff Bolz
0de8b203f1
vulkan : fix build for GGML_VULKAN_RUN_TESTS, add TFLOPS to log (ggml/961) 2024-09-29 21:15:37 +03:00
Salvatore Mesoraca
544f409b4b
vulkan : argsort barriers must be under uniform control flow (ggml/951)
a return before a barrier (that happens only in some threads in
a workgroup) leads to UB.
While the old code actually works on some devices,
it fails on some others (i.e. "smaller" GPUs).

BTW, I think it would be better to set specialization constants
when the graph is built, in that way the local workgroup
could be sized appropriately.
But it would take a lot of work.

Signed-off-by: Salvatore Mesoraca <s.mesoraca16@gmail.com>
2024-09-29 21:15:37 +03:00
Georgi Gerganov
6084bfb261
ggml : fix GGML_MAX_N_THREADS + improve formatting (ggml/969) 2024-09-29 21:15:35 +03:00
Dan Johansson
6a0f779484
ggml : add run-time detection of neon, i8mm and sve (#9331)
* ggml: Added run-time detection of neon, i8mm and sve

Adds run-time detection of the Arm instructions set features
neon, i8mm and sve for Linux and Apple build targets.

* ggml: Extend feature detection to include non aarch64 Arm arch

* ggml: Move definition of ggml_arm_arch_features to the global data section
2024-09-28 15:06:16 +03:00
Markus Tavenrath
89f9944981
Enable use to the rebar feature to upload buffers to the device. (#9251) 2024-09-28 12:05:05 +02:00
R0CKSTAR
7691654c68
mtgpu: enable VMM (#9597)
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Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>
2024-09-26 03:27:40 +02:00
Charles Xu
1e43630218
ggml : remove assert for AArch64 GEMV and GEMM Q4 kernels (#9217)
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* ggml : remove assert for AArch64 GEMV and GEMM Q4 kernels

* added fallback mechanism when the offline re-quantized model is not
optimized for the underlying target.

* fix for build errors

* remove prints from the low-level code

* Rebase to the latest upstream
2024-09-25 16:12:20 +03:00
Dou Xinpeng
904837e0cb
cann: fix crash when llama-bench is running on multiple cann devices (#9627)
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2024-09-25 11:30:38 +08:00
Eric Zhang
70392f1f81
ggml : add AVX512DQ requirement for AVX512 builds (#9622)
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2024-09-24 11:03:21 +03:00
Georgi Gerganov
c038931615
examples : adapt to ggml.h changes (ggml/0)
ggml-ci
2024-09-24 11:00:52 +03:00
Georgi Gerganov
cea1486ecf
log : add CONT level for continuing previous log entry (#9610) 2024-09-24 10:15:35 +03:00