Commit Graph

38 Commits

Author SHA1 Message Date
Georgi Gerganov
39a334a9aa
metal : fix build and some more comments (#10229) 2024-11-09 11:53:02 +02:00
Georgi Gerganov
46323fa9ef
metal : hide debug messages from normal log 2024-11-09 11:21:49 +02:00
Georgi Gerganov
ec450d3bbf
metal : opt-in compile flag for BF16 (#10218)
* 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
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
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
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
Plamen Minev
e2292aaa17
metal : fix minor string leaks (ggml/1004) 2024-11-04 10:33:10 +02:00
Diego Devesa
c5b0f4b5d9
llama : refactor model loader with backend registry (#10026) 2024-10-30 02:01:23 +01:00
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
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
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
Georgi Gerganov
905f5485b2
metal : zero-init buffer contexts (whisper/0) 2024-10-05 15:53:00 +03:00
Georgi Gerganov
d5ed2b929d
metal : remove abort (skip) (ggml/0) 2024-10-03 21:18:19 +03:00
Jack Mousseau
5d5ab1e5cc
metal : fix compute pass descriptor autorelease crash (#9718) 2024-10-03 21:01:46 +03:00
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
Diego Devesa
c83ad6d01e
ggml-backend : add device and backend reg interfaces (#9707)
Co-authored-by: Johannes Gäßler <johannesg@5d6.de>
2024-10-03 01:49:47 +02:00
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
Johannes Gäßler
424c5d00a9 ggml/examples: add backend support for numerical optimization (ggml/949)
* 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
c4965a64f7
metal : handle zero-sized allocs (#9466) 2024-09-16 09:05:56 +03:00
Georgi Gerganov
6262d13e0b
common : reimplement logging (#9418)
https://github.com/ggerganov/llama.cpp/pull/9418
2024-09-15 20:46:12 +03:00
Georgi Gerganov
d6a04f872d
ggml : hide ggml_object, ggml_cgraph, ggml_hash_set (#9408)
* 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
Georgi Gerganov
00ba2ff781
metal : fix compile warning with GGML_METAL_NDEBUG (#0) 2024-09-10 10:17:43 +03:00
Georgi Gerganov
a876861455 metal : update support condition for im2col + fix warning (#0) 2024-09-08 11:05:55 +03:00
Georgi Gerganov
231cff5f6f sync : ggml 2024-08-27 22:41:27 +03:00
Georgi Gerganov
fc18425b6a
ggml : add SSM Metal kernels (#8546)
* ggml : add ggml_ssm_conv metal impl

* ggml : add ssm_scan metal impl

ggml-ci
2024-08-26 17:55:36 +03:00
slaren
0c41e03ceb
metal : gemma2 flash attention support (#9159) 2024-08-26 11:08:59 +02:00
Johannes Gäßler
e11bd856d5
CPU/CUDA: Gemma 2 FlashAttention support (#8542)
* CPU/CUDA: Gemma 2 FlashAttention support

* apply logit_softcap to scale in kernel

* disable logit softcapping tests on Metal

* remove metal check
2024-08-24 21:34:59 +02:00
Daniel Bevenius
06943a69f6
ggml : move rope type enum to ggml.h (#8949)
* ggml : move rope type enum to ggml.h

This commit moves the `llama_rope_type` enum from `llama.h` to
`ggml.h` and changes its name to `ggml_rope_type`.

The motivation for this change is to address the TODO in `llama.h` and
use the enum in ggml.

Note: This commit does not change the `mode` parameter to be of type
`enum ggml_rope_type`. The name `mode` and its usage suggest that it
might be more generic and possibly used as a bit field for multiple
flags. Further investigation/discussion may be needed to determine
if `mode` should be restricted to RoPE types.

* squash! ggml : move rope type enum to ggml.h

This commit removes GGML_ROPE_TYPE_NONE and GGML_ROPE_TYPE_GLM from
ggml.h, and back the llama_rope_type enum.

I've kept the assert for GGML_ROPE_TYPE_GLM as I'm not sure if it is
safe to remove it yet.

* squash! ggml : move rope type enum to ggml.h

This commit removes the enum ggml_rope_type from ggml.h and replaces it
with a define (GGML_ROPE_TYPE_NEOX). This define is used in the code to
check if the mode is set to GPT-NeoX. Also the enum llama_rope_type has
been updated to reflect this change.

* squash! ggml : move rope type enum to ggml.h

This commit contains a suggestion enable the GGML_ROPE_TYPE_NEOX
macro/define to be passed to the shader compiler.

* squash! ggml : move rope type enum to ggml.h

This commit fixes the editorconfig-checker warnings.

* squash! ggml : move rope type enum to ggml.h

Update comment for ggml_rope function.

* Revert "squash! ggml : move rope type enum to ggml.h"

This reverts commit 6261222bd0.

* squash! ggml : move rope type enum to ggml.h

Add GGML_ROPE_TYPE_NEOX to rope_common.comp.

* remove extra line

---------

Co-authored-by: slaren <slarengh@gmail.com>
2024-08-13 21:13:15 +02:00
slaren
6e02327e8b
metal : fix uninitialized abort_callback (#8968) 2024-08-10 15:42:10 +02:00
Georgi Gerganov
5b33ea1ee7
metal : fix struct name (ggml/912)
ggml-ci
2024-08-08 13:19:31 +03:00
Conrad Kramer
85fca8deb6
metal : add abort callback (ggml/905) 2024-08-08 13:19:30 +03:00
Molly Sophia
2d5dd7bb3f
ggml : add epsilon as a parameter for group_norm (#8818)
Signed-off-by: Molly Sophia <mollysophia379@gmail.com>
2024-08-06 10:26:46 +03:00
slaren
2b1f616b20
ggml : reduce hash table reset cost (#8698)
* ggml : reduce hash table reset cost

* fix unreachable code warnings after GGML_ASSERT(false)

* GGML_ASSERT(false) -> GGML_ABORT("fatal error")

* GGML_ABORT use format string
2024-07-27 04:41:55 +02:00
slaren
87e397d00b
ggml : fix quant dot product with odd number of blocks (#8549)
* ggml : fix iq4_nl dot product with odd number of blocks

* ggml : fix odd blocks for ARM_NEON (#8556)

* ggml : fix iq4_nl dot product with odd number of blocks

* ggml : fix q4_1

* ggml : fix q5_0

* ggml : fix q5_1

* ggml : fix iq4_nl metal

ggml-ci

* ggml : fix q4_0

* ggml : fix q8_0

ggml-ci

* ggml : remove special Q4_0 code for first 2 blocks

* ggml : fix sumf redefinition

---------

Co-authored-by: slaren <slarengh@gmail.com>

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2024-07-19 17:17:27 +02:00
Georgi Gerganov
c917b67f06
metal : template-ify some of the kernels (#8447)
ggml-ci
2024-07-13 18:32:33 +03:00
Georgi Gerganov
f3f65429c4
llama : reorganize source code + improve CMake (#8006)
* scripts : update sync [no ci]

* files : relocate [no ci]

* ci : disable kompute build [no ci]

* cmake : fixes [no ci]

* server : fix mingw build

ggml-ci

* cmake : minor [no ci]

* cmake : link math library [no ci]

* cmake : build normal ggml library (not object library) [no ci]

* cmake : fix kompute build

ggml-ci

* make,cmake : fix LLAMA_CUDA + replace GGML_CDEF_PRIVATE

ggml-ci

* move public backend headers to the public include directory (#8122)

* move public backend headers to the public include directory

* nix test

* spm : fix metal header

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>

* scripts : fix sync paths [no ci]

* scripts : sync ggml-blas.h [no ci]

---------

Co-authored-by: slaren <slarengh@gmail.com>
2024-06-26 18:33:02 +03:00