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Author SHA1 Message Date
Concedo
a244b1ffd2 Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	.github/workflows/build.yml
#	Makefile
#	Package.swift
#	ci/run.sh
#	docs/backend/SYCL.md
#	examples/llama-bench/llama-bench.cpp
#	examples/server/CMakeLists.txt
#	examples/server/README.md
#	ggml/CMakeLists.txt
#	ggml/src/CMakeLists.txt
#	grammars/README.md
#	scripts/sync-ggml-am.sh
#	scripts/sync-ggml.last
#	scripts/sync-ggml.sh
#	tests/run-json-schema-to-grammar.mjs
#	tests/test-backend-ops.cpp
 2024-11-09 13:36:47 +08:00
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
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
Concedo
bb13925f39 Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	CMakePresets.json
#	Makefile
#	Package.swift
#	ci/run.sh
#	common/CMakeLists.txt
#	examples/CMakeLists.txt
#	flake.lock
#	ggml/src/CMakeLists.txt
#	ggml/src/ggml-backend.cpp
#	ggml/src/ggml.c
#	pocs/vdot/q8dot.cpp
#	pocs/vdot/vdot.cpp
#	tests/test-backend-ops.cpp
#	tests/test-grad0.cpp
#	tests/test-quantize-fns.cpp
#	tests/test-quantize-perf.cpp
#	tests/test-rope.cpp
 2024-11-04 16:54:53 +08:00
Diego Devesa
9f40989351
ggml : move CPU backend to a separate file (#10144) 2024-11-03 19:34:08 +01:00
Concedo
bc30ebd044 Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	Makefile
#	README.md
#	examples/CMakeLists.txt
#	examples/main/README.md
#	ggml/src/CMakeLists.txt
#	ggml/src/kompute-shaders/common.comp
#	scripts/sync-ggml.last
#	src/llama.cpp
 2024-11-02 21:57:29 +08:00
Concedo
223c5f0844 clblast survived 2024-11-02 21:51:38 +08:00
Diego Devesa
a6744e43e8
llama : add simple-chat example (#10124) 
* 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
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
Sergio López
61408e7fad
kompute: add backend registry / device interfaces (#10045) 
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
c5b0f4b5d9
llama : refactor model loader with backend registry (#10026) 2024-10-30 02:01:23 +01:00
Concedo
94a5a27b85 Alone in the darkness 
They're coming for you
I know they will try to catch me too
Alone in the darkness
They're calling for you
There's nowhere to run for cover
 2024-10-24 22:29:20 +08:00
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
Ouadie EL FAROUKI
87421a23e8
[SYCL] Add SYCL Backend registry, device and Event Interfaces (#9705) 
* 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
Concedo
a9dbcdd3ec Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	README.md
#	docs/build.md
#	examples/infill/infill.cpp
#	examples/main/README.md
#	examples/server/README.md
#	flake.lock
#	scripts/sync-ggml.last
#	src/llama.cpp
#	tests/test-json-schema-to-grammar.cpp
#	tests/test-sampling.cpp
 2024-10-17 16:36:02 +08:00
Diego Devesa
f010b77a37
vulkan : add backend registry / device interfaces (#9721) 
* vulkan : add backend registry / device interfaces

* llama : print devices used on model load
 2024-10-17 02:46:58 +02:00
Concedo
e692a79aab Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	.github/workflows/docker.yml
#	CMakeLists.txt
#	CONTRIBUTING.md
#	docs/android.md
#	docs/docker.md
#	examples/embedding/embedding.cpp
#	examples/imatrix/imatrix.cpp
#	examples/infill/infill.cpp
#	examples/llama-bench/llama-bench.cpp
#	examples/main/README.md
#	examples/parallel/parallel.cpp
#	examples/perplexity/perplexity.cpp
#	examples/quantize-stats/quantize-stats.cpp
#	examples/save-load-state/save-load-state.cpp
#	examples/server/README.md
#	examples/simple/CMakeLists.txt
#	examples/speculative/speculative.cpp
#	flake.lock
#	ggml/src/CMakeLists.txt
#	ggml/src/ggml-blas.cpp
#	pocs/vdot/q8dot.cpp
#	pocs/vdot/vdot.cpp
#	scripts/debug-test.sh
#	scripts/sync-ggml.last
#	src/llama.cpp
#	tests/test-backend-ops.cpp
#	tests/test-chat-template.cpp
#	tests/test-quantize-fns.cpp
#	tests/test-quantize-perf.cpp
#	tests/test-tokenizer-0.cpp
#	tests/test-tokenizer-1-bpe.cpp
#	tests/test-tokenizer-1-spm.cpp
 2024-10-11 11:59:59 +08:00
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
Diego Devesa
dca1d4b58a
ggml : fix BLAS with unsupported types (#9775) 
* 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) 
* ggml : add backend registry / device interfaces to BLAS backend

* fix mmap usage when using host buffers
 2024-10-07 21:55:08 +02:00
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
Concedo
3a9d498334 try fix cuda compile 2024-10-06 16:26:43 +08:00
Concedo
da6cf261a8 Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	.github/workflows/build.yml
#	.github/workflows/close-issue.yml
#	.github/workflows/nix-ci-aarch64.yml
#	.github/workflows/nix-ci.yml
#	README.md
#	ci/run.sh
#	examples/server/README.md
#	ggml/src/ggml-cuda.cu
#	ggml/src/ggml-metal.m
#	scripts/sync-ggml.last
#	tests/test-backend-ops.cpp
 2024-10-05 22:24:08 +08:00
Concedo
3e1cbedbae Merge commit 'c83ad6d01e' into concedo_experimental 
# Conflicts:
#	.github/workflows/bench.yml.disabled
#	Makefile
#	Package.swift
#	README.md
#	docs/backend/SYCL.md
#	examples/CMakeLists.txt
#	examples/benchmark/benchmark-matmult.cpp
#	ggml/src/CMakeLists.txt
#	scripts/sync-ggml-am.sh
#	scripts/sync-ggml.sh
#	src/llama.cpp
#	tests/test-backend-ops.cpp
 2024-10-05 22:17:33 +08:00
Daniel Bevenius
55951c018d
ggml : fix typo in example usage ggml_gallocr_new (ggml/984) 2024-10-04 18:50:05 +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
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
Concedo
ce7f9c9a2c Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	.devops/full-rocm.Dockerfile
#	.devops/llama-cli-rocm.Dockerfile
#	.devops/llama-server-rocm.Dockerfile
#	.github/workflows/build.yml
#	.github/workflows/python-type-check.yml
#	CMakeLists.txt
#	CONTRIBUTING.md
#	README.md
#	ci/run.sh
#	examples/embedding/embedding.cpp
#	examples/server/README.md
#	flake.lock
#	ggml/include/ggml.h
#	ggml/src/ggml.c
#	requirements/requirements-convert_legacy_llama.txt
#	scripts/sync-ggml.last
#	src/llama-vocab.cpp
#	src/llama.cpp
#	tests/test-backend-ops.cpp
#	tests/test-grad0.cpp
#	tests/test-tokenizer-0.cpp
 2024-10-02 01:00:57 +08:00
Johannes Gäßler
e98c1c188e
test: fix OPT_STEP_ADAMW for test-backend-ops (ggml/974) 2024-10-01 16:07:40 +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
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
Concedo
ea55f69dc1 Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	.dockerignore
#	.github/workflows/build.yml
#	.github/workflows/docker.yml
#	Makefile
#	README.md
#	examples/infill/infill.cpp
#	examples/perplexity/perplexity.cpp
#	examples/server/README.md
#	examples/speculative/speculative.cpp
#	flake.lock
#	ggml/src/CMakeLists.txt
#	scripts/sync-ggml.last
#	tests/test-backend-ops.cpp
#	tests/test-sampling.cpp
 2024-09-27 11:21:28 +08:00
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
Concedo
cd1a52a29e Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	.github/workflows/build.yml
#	scripts/sync-ggml.last
#	tests/test-backend-ops.cpp
#	tests/test-grad0.cpp
 2024-09-21 11:23:54 +08:00
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
Concedo
29625c3d2e Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	.github/workflows/build.yml
#	.github/workflows/server.yml
#	CMakeLists.txt
#	Makefile
#	README.md
#	ci/run.sh
#	common/CMakeLists.txt
#	common/common.cpp
#	docs/backend/SYCL.md
#	examples/embedding/embedding.cpp
#	examples/imatrix/imatrix.cpp
#	examples/infill/infill.cpp
#	examples/llama-bench/llama-bench.cpp
#	examples/main/README.md
#	examples/parallel/parallel.cpp
#	examples/perplexity/perplexity.cpp
#	examples/server/CMakeLists.txt
#	examples/server/README.md
#	examples/server/bench/README.md
#	examples/server/tests/README.md
#	examples/speculative/speculative.cpp
#	flake.lock
#	ggml/CMakeLists.txt
#	ggml/src/CMakeLists.txt
#	grammars/README.md
#	scripts/compare-commits.sh
#	scripts/compare-llama-bench.py
#	tests/CMakeLists.txt
 2024-09-19 14:53:57 +08:00
Georgi Gerganov
6262d13e0b
common : reimplement logging (#9418) 
https://github.com/ggerganov/llama.cpp/pull/9418
 2024-09-15 20:46:12 +03:00
Concedo
e44ddf26ef Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	.github/workflows/build.yml
#	.github/workflows/server.yml
#	CMakeLists.txt
#	Makefile
#	examples/embedding/embedding.cpp
#	examples/imatrix/imatrix.cpp
#	examples/llama-bench/llama-bench.cpp
#	examples/llava/MobileVLM-README.md
#	examples/parallel/parallel.cpp
#	examples/perplexity/perplexity.cpp
#	examples/quantize/CMakeLists.txt
#	examples/server/README.md
#	examples/speculative/speculative.cpp
#	tests/test-backend-ops.cpp
 2024-09-13 16:17:24 +08:00
Dou Xinpeng
e6b7801bd1
cann: Add host buffer type for Ascend NPU (#9406) 
* 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) 
- 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) 
* 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
Concedo
b63158005f All samplers moved to kcpp side 2024-09-09 18:14:11 +08:00