Georgi Gerganov
6423c65aa8
metal : reorder write loop in mul mat kernel + style ( #10231 )
...
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* metal : reorder write loop
* metal : int -> short, style
ggml-ci
2024-11-09 11:53:13 +02:00
Georgi Gerganov
39a334a9aa
metal : fix build and some more comments ( #10229 )
2024-11-09 11:53:02 +02:00
Georgi Gerganov
bb38cdd8ba
metal : fix F32 accumulation in FA vec kernel ( #10232 )
2024-11-09 11:52:45 +02:00
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
