Commit Graph

290 Commits

Author SHA1 Message Date
Georgi Gerganov
46323fa9ef
metal : hide debug messages from normal log 2024-11-09 11:21:49 +02:00
SXX
5b359bb1e3
ggml: fix zero division in ‘dne’ calculation in CUDA COUNT_EQUAL operator when ‘ne’ is small (#10213) 2024-11-09 08:35:46 +01:00
amritahs-ibm
e89213492d
ggml : optimize llamafile cpu matrix multiplication for ppc64le (#10156)
This change upstreams llamafile's cpu matrix
multiplication kernels for ppc64le using MMA
builtins for FP32 datatype.

This change results in a consistent 90%
improvement in input processing time, and 20%
to 80% improvement in output processing time,
across various batch sizes.

The patch is tested with Meta-Lllama-3-8B,
Mistral-7B, Llama-2-7B-chat-hf models on a
IBM POWER10 machine.

Signed-off-by: Amrita H S <amritahs@linux.vnet.ibm.com>
2024-11-09 09:17:50 +02:00
Georgi Gerganov
ec450d3bbf
metal : opt-in compile flag for BF16 (#10218)
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* metal : opt-in compile flag for BF16

ggml-ci

* ci : use BF16

ggml-ci

* swift : switch back to v12

* metal : has_float -> use_float

ggml-ci

* metal : fix BF16 check in MSL

ggml-ci
2024-11-08 21:59:46 +02:00
Georgi Gerganov
695ad752b2
metal : improve clarity (minor) (#10171) 2024-11-08 18:37:41 +02:00
Georgi Gerganov
841f27abdb
metal : optimize FA kernels (#10171)
* ggml : add ggml_flash_attn_ext_get_prec

* metal : use F16 precision in FA kernels

ggml-ci

* metal : minor clean-up

* metal : compile-guard bf16 FA kernels

ggml-ci

* build : remove obsolete compile flag [no ci]

* metal : prevent int overflows [no ci]

* cuda : disable BF16 FA

ggml-ci

* metal : fix BF16 requirement for FA kernels

ggml-ci

* make : clean-up [no ci]
2024-11-08 13:47:22 +02:00
Diego Devesa
97404c4a03
ggml : add ggml-cpu.h to the public headers (#10204)
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2024-11-07 18:16:08 +01:00
snadampal
2319126a70
fix q4_0_8_8 format for corrupted tokens issue (#10198)
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Co-authored-by: EC2 Default User <ec2-user@ip-172-31-62-167.us-west-2.compute.internal>
2024-11-07 09:02:08 +01:00
Zhiyuan Li
3bcd40b3c5
Optimize RWKV6 Operator Naming and Implement Multi-core CPU/ SYCL Acceleration (#10133)
* rwkv6: rename to wkv6

* rwkv6: support avx2 avx512 armv8 armv9

* rwkv6: update cuda file name

* rwkv6: rename params

* wkv on sycl

* sycl: add some ops

* sycl: Enhance OP support judgment

* wkv6: drop armv9 and tranfer to GGML style

ggml-ci

* sync : ggml

* update the function to use appropriate types

* fix define error

* Update ggml/src/ggml-cpu.c

* add appropriate asserts

* move element-wise functions outside

* put the declaration outside the loop

* rewrite to be more inline with the common pattern for distributing threads

* use recommended way GGML_TENSOR_LOCALS

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
Co-authored-by: Diego Devesa <slarengh@gmail.com>
Co-authored-by: Plamen Minev <pacominev@gmail.com>
Co-authored-by: Yuri Khrustalev <ykhrustalev@users.noreply.github.com>
Co-authored-by: Meng, Hengyu <airdldl@163.com>
2024-11-07 15:19:10 +08:00
Georgi Gerganov
5c333e0140
metal : add BF16 support (#8439)
* ggml : add initial BF16 support

ggml-ci

* metal : add mul_mat_id BF16 support

ggml-ci

* metal : check for bfloat support on the Metal device

ggml-ci

* metal : better var names [no ci]

* metal : do not build bfloat kernels when not supported

ggml-ci

* metal : try to fix BF16 support check

ggml-ci

* metal : this should correctly check bfloat support
2024-11-06 19:53:51 +02:00
Diego Devesa
94d8cb8be1
metal : fix from ptr buffer name (#10189) 2024-11-06 12:10:07 +01:00
Georgi Gerganov
1dc04b2dee
ggml : adjust is_first_call init value (#10193)
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ggml-ci
2024-11-06 11:20:10 +02:00
Georgi Gerganov
a1eaf6a960
metal : add quantized FA support (#10149)
* metal : add quantized FA (vec) support

ggml-ci

* metal : add quantized FA (non-vec) support

* metal : fix support check

ggml-ci

* metal : clean-up

* metal : clean-up (cont)

* metal : fix shared memory calc + reduce smem + comments

* metal : float-correctness

* metal : minor [no ci]
2024-11-06 10:24:23 +02:00
Diego Devesa
a9e8a9a030
ggml : fix arch check in bf16_to_fp32 (#10164)
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2024-11-04 23:17:01 +01:00
Eve
3407364776
Q6_K AVX improvements (#10118)
* q6_k instruction reordering attempt

* better subtract method

* should be theoretically faster

small improvement with shuffle lut, likely because all loads are already done at that stage

* optimize bit fiddling

* handle -32 offset separately. bsums exists for a reason!

* use shift

* Update ggml-quants.c

* have to update ci macos version to 13 as 12 doesnt work now. 13 is still x86
2024-11-04 23:06:31 +01:00
Diego Devesa
d5a409e57f
ggml : fix gelu tables initialization (#10172) 2024-11-04 20:06:58 +01:00
Diego Devesa
401558b7ba
ggml : fix q4xx mat mul, increase ggml_aligned_malloc alignment (#10167)
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2024-11-04 17:34:08 +01:00
snadampal
6a066b9978
fix build break on arm64 linux (#10166)
This fixes the build break from the recent changes
to move the CPU backend to separate files
https://github.com/ggerganov/llama.cpp/pull/10144
2024-11-04 16:08:33 +01:00
Diego Devesa
ea02c753eb
cuda : clear error after changing peer access (#10153) 2024-11-04 13:10:23 +01:00
Georgi Gerganov
05697f670b
metal : simplify f16 and f32 dequant kernels (#0) 2024-11-04 13:49:34 +02:00
Georgi Gerganov
f8e58135cf
metal : move dequantize templates to beginning of MSL source (#0) 2024-11-04 13:44:06 +02:00
leo-pony
329ed914c9
CANN: adjust backend registry refactor. (#10158)
remove buffer->iface.get_name that used in cann as it was removed in backend registry refactor PR.
2024-11-04 19:08:22 +08:00
Yuri Khrustalev
284e5b0275
cmake : make it possible linking ggml as external lib (ggml/1003) 2024-11-04 10:33:11 +02:00
Plamen Minev
e2292aaa17
metal : fix minor string leaks (ggml/1004) 2024-11-04 10:33:10 +02:00
Diego Devesa
9f40989351
ggml : move CPU backend to a separate file (#10144)
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2024-11-03 19:34:08 +01:00
Georgi Gerganov
08828a6d7d
metal : minor fixup in FA kernel (#10143)
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* metal : minor fixup in FA kernel

ggml-ci

* metal : use the unrolled loop variable

* metal : remove unused var
2024-11-03 15:18:40 +02:00
Diego Devesa
a6744e43e8
llama : add simple-chat example (#10124)
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* llama : add simple-chat example

---------

Co-authored-by: Xuan Son Nguyen <thichthat@gmail.com>
2024-11-01 23:50:59 +01:00
Diego Devesa
e991e3127f
llama : use smart pointers for ggml resources (#10117) 2024-11-01 23:48:26 +01:00
Shupei Fan
418f5eef26
vulkan : improve ggml_vk_create_buffer error handling (#9898) 2024-11-01 19:33:14 +01:00
Georgi Gerganov
1804adb0cf
ggml : remove ggml_scratch (#10121)
ggml-ci
2024-11-01 12:58:45 +02:00
Georgi Gerganov
f221d56220
ggml : alloc ggml_contexts on the heap (whisper/2525) 2024-11-01 10:24:50 +02:00
Zhenwei Jin
e597e50794
build: fix build error in Windows env with OneAPI setup (#10107) 2024-11-01 11:09:59 +08:00
Diego Devesa
c02e5ab2a6
llama : fix buffer checks for mamba and rwk (#10111)
* llama : fix buffer checks for mamba and rwk

* llama : fix missing worst case flag during reserve

* cuda : fix supports_op for norm

* disable sched SET_CAUSE
2024-10-31 22:54:23 +01:00
Diego Devesa
dea5e86051
ggml : check tensor name lengths in gguf files (#10100) 2024-10-31 11:40:59 +01:00
Sergio López
1329c0a75e
kompute: add mul_mat_q4_k shader (#10097)
This is a more or less direct translation from the Metal implementation
to GLSL.

Signed-off-by: Sergio Lopez <slp@redhat.com>
2024-10-31 11:09:52 +02:00
Sergio López
61408e7fad
kompute: add backend registry / device interfaces (#10045)
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Get in line with the other backends by supporting the newer
backend/device registry interfaces.

Signed-off-by: Sergio Lopez <slp@redhat.com>
2024-10-30 17:01:52 +01:00
Diego Devesa
b9e02e8184
ggml : fix memory leaks when loading invalid gguf files (#10094)
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* ggml : fix gguf string leak when reading kv pairs fails

* ggml : avoid crashing with GGML_ABORT when the KV has an invalid type

* ggml : avoid crashing on failed memory allocations when loading a gguf file
2024-10-30 14:51:21 +01:00
xctan
fc83a9e584
ggml : add Q4_0_8_8 RISC-V GEMV and GEMM kernels (#10029)
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* ggml : RISC-V vector gemv for q4_0_8x8

* ggml : Added WIP rvv q4_0_8x8 gemm

* ggml : Added initial implementation of rvv gemm

* ggml : optimize gemm to avoid register spillover

* ggml : Fix GCC rvv load alignment issue

* ggml : Format gemm rvv code

* ggml : Fix a typo in RVV q4_0_8_8 GEMM
2024-10-30 09:00:40 +02:00
Diego Devesa
c5b0f4b5d9
llama : refactor model loader with backend registry (#10026) 2024-10-30 02:01:23 +01:00
Changyeon Kim
8f275a7c45
ggml: Add POOL2D OP for GPU acceleration to the Vulkan backend in the MobileVLM model. (#9763)
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* ggml: Add POOL2D OP for GPU ACC to the Vulkan.

- The MobileVLM model now supports inference acceleration through GPU by utilizing the Vulkan backend.
- A GGML_OP_POOL_2D shader has been added. (Pooling)
- The encoding performance of the CLIP model improved from 2.8s on the CPU to 0.7s on the GPU.

Signed-off-by: Changyeon Kim <cyzero.kim@samsung.com>

* [fix] Correct the incorrect order of the parameters.

fix casting to int.

Signed-off-by: Changyeon Kim <cyzero.kim@samsung.com>

---------

Signed-off-by: Changyeon Kim <cyzero.kim@samsung.com>
2024-10-29 09:52:56 +01:00
R0CKSTAR
524afeec9d
musa: workaround for Guilty Lockup in cleaning src0 (#10042)
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Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>
2024-10-28 10:02:48 +01:00
bssrdf
8c60a8a462
increase cuda_cpy block size (ggml/996)
Co-authored-by: bssrdf <bssrdf@gmail.com>
2024-10-26 10:33:56 +03:00
Georgi Gerganov
668750357e
metal : support permuted matrix multiplicaions (#10033)
* metal : support permuted matrix multiplicaions

ggml-ci

* cont : use nb01 directly for row steps

ggml-ci

* cont : add comments [no ci]

* metal : minor refactor

* metal : minor
2024-10-25 22:26:15 +03:00
Srihari-mcw
2f8bd2b901
llamafile : extend sgemm.cpp support for Q5_0 models (#10010)
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2024-10-25 10:27:41 +03:00
Johannes Gäßler
167a515651
CUDA: fix insufficient buffer clearing for MMQ (#10032)
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2024-10-24 14:40:23 +02:00
Johannes Gäßler
c39665f589
CUDA: fix MMQ for non-contiguous src0, add tests (#10021)
* CUDA: fix MMQ for non-contiguous src0, add tests

* revise test code
2024-10-24 11:09:36 +02:00
Johannes Gäßler
80273a306d CUDA: fix 1D im2col, add tests (ggml/993) 2024-10-23 16:50:02 +03:00
Daniel Bevenius
c19af0acb1 ggml : remove redundant set of contexts used field (ggml/978)
This commit removes the setting of the `used` field of the contexts in
the global state (g_state) in `ggml_init`.

The motivation for this change is that I believe that this additional
initialization might not be required after the changes in Commit
45fc4fed0b9fb5b1af4a8525cbebb95e11208732 ("sync : latest changes from
whisper.cpp"), which changed the initialization of the contexts field
from `{ 0 }` to `{ { 0 } }`:

```console
             g_state = (struct ggml_state) {
-                /*.contexts =*/ { 0 },
+                /*.contexts =*/ { { 0 } },
             };
```
My understanding is that the `{0}` initialization might not have
zero-initialized all the nested fields in every array element because of
compiler differences, and might have been the reason for having the
explicit setting of the `used` fields to false.
2024-10-23 16:50:02 +03:00
Jun Hee Yoo
4c9388fb96
metal : add POOL2D and fix IM2COL (#9943)
* add pool_2d

Signed-off-by: Junhee Yoo <junhee.yoo@navercorp.com>

* fix im2col and add unittest for N>=1024

Signed-off-by: Junhee Yoo <junhee.yoo@navercorp.com>

* add tests for N % 1024 != 0

Signed-off-by: Junhee Yoo <junhee.yoo@navercorp.com>

* remove trailing whitespaces

Signed-off-by: Junhee Yoo <junhee.yoo@navercorp.com>

* apply suggestions

Signed-off-by: Junhee Yoo <junhee.yoo@navercorp.com>

* apply more optimization

- original IM2COL kernel + _ext with MIN()

Signed-off-by: Junhee Yoo <junhee.yoo@navercorp.com>

* apply review: change kernel name of pool_2d

Signed-off-by: Junhee Yoo <junhee.yoo@navercorp.com>

* apply review

Signed-off-by: Junhee Yoo <junhee.yoo@navercorp.com>

* fix more formatting and enhance readability

Signed-off-by: Junhee Yoo <junhee.yoo@navercorp.com>

---------

Signed-off-by: Junhee Yoo <junhee.yoo@navercorp.com>
2024-10-23 13:33:45 +03:00
leo-pony
6b8447352d
[CANN] Adapt to dynamically loadable backends mechanism (#9970)
* [CANN] Adapt to dynamically loadable backends mechanism

* Fix the Bug: inference running result is garbled in debug running model for LM models who's type is Q4_0 class

* Handle the review comments of this pull request
2024-10-22 16:16:01 +08:00