Srihari-mcw
1e7b9299c6
ggml : AVX512 gemm for Q4_0_8_8 ( #9532 )
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* AVX512 version of ggml_gemm_q4_0_8x8_q8_0
* Remove zero vector parameter passing
* Rename functions and rearrange order of macros
* Edit commments
* style : minor adjustments
* Update x to start from 0
---------
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2024-09-23 17:06:38 +03:00
Georgi Gerganov
bf9c1013ac
metal : use F32 prec for K*Q in vec FA ( #9595 )
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ggml-ci
2024-09-23 11:27:47 +03:00
Akarshan Biswas
e62e9789cd
Revert "[SYCL] fallback mmvq ( #9088 )" ( #9579 )
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This reverts commit 50addec9a5
.
2024-09-23 11:28:06 +08:00
R0CKSTAR
c35e586ea5
musa: enable building fat binaries, enable unified memory, and disable Flash Attention on QY1 (MTT S80) ( #9526 )
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* mtgpu: add mp_21 support
Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>
* mtgpu: disable flash attention on qy1 (MTT S80); disable q3_k and mul_mat_batched_cublas
Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>
* mtgpu: enable unified memory
Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>
* mtgpu: map cublasOperation_t to mublasOperation_t (sync code to latest)
Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>
---------
Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>
2024-09-22 16:55:49 +02:00
Molly Sophia
912c331d3d
Fix merge error in #9454 ( #9589 )
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Signed-off-by: Molly Sophia <mollysophia379@gmail.com>
2024-09-22 15:26:50 +02:00
Johannes Gäßler
a5b57b08ce
CUDA: enable Gemma FA for HIP/Pascal ( #9581 )
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2024-09-22 09:34:52 +02:00
Molly Sophia
2a63caaa69
RWKV v6: RWKV_WKV op CUDA implementation ( #9454 )
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* ggml: CUDA unary op EXP
Signed-off-by: Molly Sophia <mollysophia379@gmail.com>
* ggml: rwkv_wkv op CUDA impl
Signed-off-by: Molly Sophia <mollysophia379@gmail.com>
---------
Signed-off-by: Molly Sophia <mollysophia379@gmail.com>
2024-09-22 04:29:12 +02:00
slaren
d09770cae7
ggml-alloc : fix list of allocated tensors with GGML_ALLOCATOR_DEBUG ( #9573 )
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2024-09-21 14:24:23 +02:00
agray3
41f477879f
Update CUDA graph on scale change plus clear nodes/params ( #9550 )
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* Avoid using saved CUDA graph if scale changes and reset nodes/params on update
Fixes https://github.com/ggerganov/llama.cpp/issues/9451
* clear before resize
2024-09-21 02:41:07 +02:00
Georgi Gerganov
d13edb17ed
ggml : fix builds ( #0 )
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ggml-ci
2024-09-20 21:15:05 +03:00
Georgi Gerganov
27609c49b9
ggml : fix trailing whitespace ( #0 )
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ggml-ci
2024-09-20 21:15:05 +03:00
Johannes Gäßler
424c5d00a9
ggml/examples: add backend support for numerical optimization (ggml/949)
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* CUDA eval works
* stochastic gradient descent op
* Adam except decay
* CUDA CROSS_ENTROPY_LOSS_BACK
* CUDA mnist-fc training works
* backend CLI arg
* refactor gguf load
* remove sched from opt_step_adam
* implement l1 regularization (weight decay)
* extra call to add optimizer
* initialize gradients with ggml_graph_reset
* gradient accumulation
* increment iter per eval instead of epoch
* adjust backend interfaces
* fix ggml_graph_reset without backend
* fix ggml graph export/import
* fixup
* rename
* revert ggml_opt changes
* more general CUDA repeat_back
* update documentation, fix CNN
* validation split
* add clarifying comment
* optimize PyTorch training
* adjust buffer size, thread count
* fix 0.0f validation split
* Update examples/mnist/mnist-common.cpp
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
* fix gradient accumulation
* tensor flag for accumulators -> tensor hash set
* Update include/ggml.h
Co-authored-by: slaren <slarengh@gmail.com>
* Update tests/test-backend-ops.cpp
Co-authored-by: slaren <slarengh@gmail.com>
* Update tests/test-backend-ops.cpp
Co-authored-by: slaren <slarengh@gmail.com>
* fix test prints
* Update src/ggml-backend.c
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
* better CUDA support for noncontiguous out_prod
* add comment
---------
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
Co-authored-by: slaren <slarengh@gmail.com>
2024-09-20 21:15:05 +03:00
Georgi Gerganov
a6809c6a2e
examples : add null threadpool args where needed (ggml/0)
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ggml-ci
2024-09-20 21:15:05 +03:00
Johannes Gäßler
5cb12f6839
CUDA: fix sum.cu compilation for CUDA < 11.7 ( #9562 )
2024-09-20 18:35:35 +02:00
slaren
64c6af3195
ggml : fix n_threads_cur initialization with one thread ( #9538 )
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* ggml : fix n_threads_cur initialization with one thread
* Update ggml/src/ggml.c
---------
Co-authored-by: Max Krasnyansky <quic_maxk@quicinc.com>
2024-09-18 10:13:08 -07:00
Max Krasnyansky
0226613853
threadpool : skip polling for unused threads ( #9461 )
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* threadpool: skip polling for unused threads
Currently all threads do N polling rounds even if only 1 thread is active (n_threads_cur == 1).
This commit adds a check to skip the polling for unused threads (ith >= n_threads_cur).
n_threads_cur is now an atomic_int to explicitly tell thread sanitizer that it is written
from one thread and read from other threads (not a race conditions).
* threadpool: further simplify and improve ggml_barrier
Avoid using strict memory order while polling, yet make sure that all threads go through
full memory barrier (memory fence) on ggml_barrier entrace and exit.
* threads: add simple barrier test
This test does lots of small, parallel matmul ops where the barriers in between dominate the overhead.
* threadpool: improve thread sync for new-graphs
Using the same tricks as ggml_barrier. All the polling is done with relaxed memory order
to keep it efficient, once the new graph is detected we do full fence using read-modify-write
with strict memory order.
* threadpool: improve abort handling
Do not use threadpool->ec (exit code) to decide whether to exit the compute loop.
threadpool->ec is not atomic which makes thread-sanitizer rightfully unhappy about it.
Instead introduce atomic threadpool->abort flag used for this. This is consistent with
how we handle threadpool->stop or pause.
While at it add an explicit atomic_load for n_threads_cur for consistency.
* test-barrier: release threadpool before releasing the context
fixes use-after-free detected by gcc thread-sanitizer on x86-64
for some reason llvm sanitizer is not detecting this issue.
2024-09-17 11:19:46 +03:00
slaren
23e0d70bac
ggml : move common CPU backend impl to new header ( #9509 )
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2024-09-16 16:22:07 +02:00
Michael Podvitskiy
a6a3a5c531
ggml : link MATH_LIBRARY not by its full path ( #9339 )
2024-09-16 14:06:50 +03:00
Georgi Gerganov
19514d632e
cmake : do not hide GGML options + rename option ( #9465 )
...
* cmake : do not hide GGML options
ggml-ci
* build : rename flag GGML_CUDA_USE_GRAPHS -> GGML_CUDA_GRAPHS
for consistency
ggml-ci
2024-09-16 10:27:50 +03:00
Eve
5c3d0f1824
ggml : IQ4_NL sgemm + Q4_0 AVX optimization ( #9422 )
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* squashed
readd my iq4_nl sgemm PR https://github.com/ggerganov/llama.cpp/pull/8049
have ggml_vec_dot_q4_0 do two blocks per loop for avx
try out f16c ggml_vec_dot_iq4_nl, but it's not really faster. as per https://github.com/ggerganov/llama.cpp/pull/8549 we can calculate several blocks at a time with no issue
* shuffle
* remove f16c iq4_nl as i cant make it faster than before
2024-09-16 09:48:24 +03:00
Georgi Gerganov
c4965a64f7
metal : handle zero-sized allocs ( #9466 )
2024-09-16 09:05:56 +03:00
Georgi Gerganov
6262d13e0b
common : reimplement logging ( #9418 )
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https://github.com/ggerganov/llama.cpp/pull/9418
2024-09-15 20:46:12 +03:00
Michael Podvitskiy
6988da94a2
cmake : correct order of sycl flags ( #9497 )
2024-09-15 19:55:52 +03:00
Michael Podvitskiy
7596487beb
cmake : try to fix sycl+intel build ( #9487 )
2024-09-15 10:06:38 +03:00
Yuri Khrustalev
822b6322de
ggml : ggml_type_name return "NONE" for invalid values ( #9458 )
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When running on Windows, the quantization utility attempts to print the types that are not set which leads to a crash.
2024-09-14 12:54:37 +03:00
Georgi Gerganov
1f4111e540
cmake : use list(APPEND ...) instead of set() + dedup linker ( #9463 )
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* cmake : use list(APPEND ...) instead of set() + dedup linker
ggml-ci
* cmake : try fix sycl
* cmake : try to fix sycl 2
* cmake : fix sycl build (#9469 )
* try fix sycl build
* use CMAKE_CXX_FLAGS as a string variable
---------
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
* one more CMAKE_CXX_FLAGS fix (#9471 )
---------
Co-authored-by: Michael Podvitskiy <podvitskiymichael@gmail.com>
2024-09-14 10:55:05 +03:00
Dou Xinpeng
e6b7801bd1
cann: Add host buffer type for Ascend NPU ( #9406 )
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* feat: Add host buffer type for Ascend NPU(CANN backend)
* fix some checking errors
* Add a few comments
2024-09-12 19:46:43 +08:00
Ahmad Tameem
2b00fa7997
riscv : modify Makefile and add a RISCV_VECT to print log info ( #9442 )
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- Added ggml_cpu_has_riscv_v() in GGML to print system info in log
- Modified Makefile to only use flag when cross compiling for RISC-V
2024-09-12 14:24:31 +03:00
Georgi Gerganov
d6a04f872d
ggml : hide ggml_object, ggml_cgraph, ggml_hash_set ( #9408 )
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* ggml : hide ggml_object, ggml_cgraph, ggml_hash_set
ggml-ci
* ggml : add ggml-impl.h to backends
* ggml : fix compiler warnings
ggml-ci
* ggml : add assert upon adding nodes
2024-09-12 14:23:49 +03:00
Xinpeng Dou
df4b7945ae
cann: Fix error when running a non-exist op ( #9424 )
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2024-09-12 09:02:35 +08:00
Johannes Gäßler
5af118efda
CUDA: fix --split-mode row race condition ( #9413 )
2024-09-11 10:22:40 +02:00
R0CKSTAR
b34e023480
musa: remove Clang builtins mapping ( #9421 )
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Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>
2024-09-11 03:46:55 +02:00
Alberto Cabrera Pérez
51b6038636
sycl : update support conditions ( #9394 )
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* sycl : update support condition to im2col
Signed-off-by: Alberto Cabrera <alberto.cabrera@codeplay.com>
* Added TODO to remind supporting FP32 im2col
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Signed-off-by: Alberto Cabrera <alberto.cabrera@codeplay.com>
2024-09-11 08:53:42 +08:00
Georgi Gerganov
00ba2ff781
metal : fix compile warning with GGML_METAL_NDEBUG ( #0 )
2024-09-10 10:17:43 +03:00
Radoslav Gerganov
293bebe077
rpc : fix segfault with nkvo ( #9389 )
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* rpc : fix nkvo
* rpc : buf_size must not be static
ref: #9337
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Co-authored-by: slaren <slarengh@gmail.com>
2024-09-09 18:40:10 +03:00
Prashant Vithule
5fac4d5764
ggml : vector length agnostic SVE support ( #9290 )
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* Implemented vector length agnostic SVE using switch case for 512-bit, 256-bit, 128-bit vector lengths
* Implemented vector length agnostic SVE using switch case for 512-bit, 256-bit, 128-bit vector lengths
* Removed WhiteSpaces
* ggml : style changes + fix 512-bit nb loop check
- fix local scope in switch cases
- consistent predicate names
- empty lines when necessary
- opening braces, spaces
- const-correctness
- add asserts
* Update ggml/src/ggml-quants.c
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
---------
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2024-09-09 18:37:18 +03:00
Johannes Gäßler
8e6e2fbe14
CUDA: fix variable name conflict for Windows build ( #9382 )
2024-09-09 14:22:53 +02:00
Markus Tavenrath
daa9623ab0
Overlap cmdbuffer creation and cmdbuffer execution in Vulkan backend by submitting smaller cmdbuffers early. ( #9118 )
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* Overlap cmdbuffer creation and cmdbuffer execution in Vulkan backend by submitting smaller cmdbuffers early.
* fix compile issues
* Fix issues where the last submit wasn't executed or handled properly.
* remove trailing whitespace
* Repair GGML_VULKAN_CHECK_RESULTS
* Increase submit counter only if actual work has been submitted and increase submit count to 100.
* Fix some nodes are not checked with GGML_VULKAN_CHECK_RESULTS enabled.
2024-09-08 21:43:48 +02:00
Georgi Gerganov
e079bffb66
cuda : fix FA Q src index (1 -> 0) ( #9374 )
2024-09-08 22:01:02 +03:00
Neo Zhang Jianyu
2a358fb0c4
[SYCL] add check malloc result on device ( #9346 )
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* add check malloc result on device
* update for review comments, check all malloc_device() result
---------
Co-authored-by: arthw <14088817+arthw@users.noreply.github.com>
2024-09-08 19:05:29 +08:00
Georgi Gerganov
a876861455
metal : update support condition for im2col + fix warning ( #0 )
2024-09-08 11:05:55 +03:00
Salvatore Mesoraca
406c1a32a1
vulkan: add dryrun support to sin and cos ops (ggml/947)
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sin and cos failed test-backend-ops because they
tried to dereference a context pointer that is null
on dry runs.
This commit prevents that segfault.
Signed-off-by: Salvatore Mesoraca <s.mesoraca16@gmail.com>
2024-09-08 11:05:55 +03:00
Salvatore Mesoraca
9cb9260861
vulkan: correctly report support for OP_CONT (ggml/946)
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test-backend-ops fails because ggml_cont aborts
when invoked passing an unsupported type.
This commit makes ggml_cont tests pass
Signed-off-by: Salvatore Mesoraca <s.mesoraca16@gmail.com>
2024-09-08 11:05:55 +03:00
Johannes Gäßler
202084d31d
tests: add gradient tests for all backends (ggml/932)
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* tests: add gradient checking to test-backend-ops
* remove old comment
* reorder includes
* adjust SIN/COS parameters
* add documentation, use supports_op if possible
2024-09-08 11:05:55 +03:00
Johannes Gäßler
dbbebcab33
ggml: fix ggml_graph_cpy undefined behavior (ggml/943)
2024-09-08 11:05:55 +03:00
Georgi Gerganov
ba1cf846ed
cann : fix doxy (ggml/0)
2024-09-08 11:05:55 +03:00
Mengqing Cao
d2d3200b38
cann : add Ascend NPU support (whisper/2336)
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* enable Ascend NPU in src/whisper.cpp
* sync test-backend-ops with llama.cpp
2024-09-08 11:05:55 +03:00
Georgi Gerganov
51d964a4ef
cuda : mark BF16 CONT as unsupported
2024-09-08 11:05:55 +03:00
Salvatore Mesoraca
efe6a83e30
ggml : fix cont with transposed tensors when one dimension is 1 (ggml/934)
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* ggml_cont: fix issue with transposed tensors when one dimension is 1
when using multiple threads, it is not enough
to check for the tensors to be contiguous for
ggml_compute_forward_dup_same_cont to work correctly.
The tensors strides also need to match.
Signed-off-by: Salvatore Mesoraca <s.mesoraca16@gmail.com>
* Add ggml_cont tests
Signed-off-by: Salvatore Mesoraca <s.mesoraca16@gmail.com>
* Remove dead code
it isn't possible to reach this code because
all these functions are invoked by ggml_compute_forward_dup
if and only if src0->type != dst->type
Signed-off-by: Salvatore Mesoraca <s.mesoraca16@gmail.com>
* Make ggml_compute_forward_dup_same_cont work with contiguous tensors
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
Signed-off-by: Salvatore Mesoraca <s.mesoraca16@gmail.com>
---------
Signed-off-by: Salvatore Mesoraca <s.mesoraca16@gmail.com>
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2024-09-08 11:05:55 +03:00
Eve
e536426ded
llamafile : disable sgemm for batch-size 1 ( #9330 )
2024-09-07 22:02:26 +03:00