70 Commits

Author	SHA1	Message	Date
Molly Sophia	ee7136c6d1	llama: add support for QRWKV6 model architecture (#11001) ... llama: add support for QRWKV6 model architecture (#11001) * WIP: Add support for RWKV6Qwen2 Signed-off-by: Molly Sophia <mollysophia379@gmail.com> * RWKV: Some graph simplification Signed-off-by: Molly Sophia <mollysophia379@gmail.com> * Add support for RWKV6Qwen2 with cpu and cuda GLA Signed-off-by: Molly Sophia <mollysophia379@gmail.com> * RWKV6[QWEN2]: Concat lerp weights together to reduce cpu overhead Signed-off-by: Molly Sophia <mollysophia379@gmail.com> * Fix some typos Signed-off-by: Molly Sophia <mollysophia379@gmail.com> * code format changes Signed-off-by: Molly Sophia <mollysophia379@gmail.com> * Fix wkv test & add gla test Signed-off-by: Molly Sophia <mollysophia379@gmail.com> * Fix cuda warning Signed-off-by: Molly Sophia <mollysophia379@gmail.com> * Update README.md Signed-off-by: Molly Sophia <mollysophia379@gmail.com> * Update ggml/src/ggml-cuda/gla.cu Co-authored-by: Georgi Gerganov <ggerganov@gmail.com> * Fix fused lerp weights loading with RWKV6 Signed-off-by: Molly Sophia <mollysophia379@gmail.com> * better sanity check skipping for QRWKV6 in llama-quant thanks @compilade Signed-off-by: Molly Sophia <mollysophia379@gmail.com> Co-authored-by: compilade <git@compilade.net> --------- Signed-off-by: Molly Sophia <mollysophia379@gmail.com> Co-authored-by: Georgi Gerganov <ggerganov@gmail.com> Co-authored-by: compilade <git@compilade.net>	2025-01-10 09:58:08 +08:00
Johannes Gäßler	53ff6b9b9f	GGUF: C++ refactor, backend support, misc fixes (#11030) ... * GGUF: C++ refactor, backend support, misc fixes remove ggml_tensor.backend update CODEOWNERS [no ci] remove gguf_get_data from API revise GGUF API data types	2025-01-07 18:01:58 +01:00
Georgi Gerganov	0bf2d10c55	tts : add OuteTTS support (#10784) ... * server : add "tokens" output ggml-ci * server : output embeddings for all tokens when pooling = none ggml-ci * server : be explicit about the pooling type in the tests ggml-ci * server : do not normalize embeddings when there is no pooling ggml-ci * llama : add OuteTTS support (wip) * wip * extract features * first conv * group norm * resnet conv * resnet * attn * pos net * layer norm * convnext * head * hann window * fix n_embd + remove llama.cpp hacks * compute hann window * fft * spectrum processing * clean-up * tts : receive input text and generate codes * clip : fix new conv name * tts : minor fix * tts : add header + minor fixes ggml-ci * tts : add matchematical constant ggml-ci * tts : fix sampling + cut initial noise * tts : fixes * tts : update default samplers ggml-ci * tts : text pre-processing * tts : outetts-voc -> wavtokenizer-dec * tts : remove hardcoded constants ggml-ci * tts : fix tensor shapes * llama : refactor wavtokenizer tensors ggml-ci * cont ggml-ci * cont [no ci] * llama : update WavTokenizer to non-causal attn * llama : handle no-vocab detokenization * tts : add Python example for OuteTTS (wip) * tts : extend python example to generate spectrogram ggml-ci * server : fix rebase artifacts * tts : enable "return_tokens" in Python example ggml-ci * tts : minor fixes * common : support HF download for vocoder	2024-12-18 19:27:21 +02:00
HimariO	ba1cb19cdd	llama : add Qwen2VL support + multimodal RoPE (#10361) ... * Barebone Qwen2VL LLM convertor * Add Qwen2VL cli entrypoint * [WIP] add qwen2vl arch * Verify m-rope output * Add vl-rope/2d-rope support for qwen2vl ViT * update qwen2vl cli tool * update 5D tensor op workaround * [WIP] qwen2vl vision model * make batch and clip utils compatible with qwen2vl * [WIP] create inference workflow, gguf convert script but fix * correcting vision-rope behavior, add the missing last layer back to ViT * add arg parser to qwen2vl_surgery * replace variable size array with vector * cuda-gdb cmake preset * add fp32 mrope, vision rope kernel * add fp16 support for qwen2vl and m-rope * add `GGML_ROPE_TYPE_MROPE`, `GGML_ROPE_TYPE_VISION` * fix rope op mode switching, out dated func args * update `llama_hparams` * update to keep up stream changes * resolve linter, test errors * add makefile entry, update speical image padding token * add mrope unit test, fix few compiler warnings * rename `mrope` related function, params * minor updates on debug util, bug fixs * add `m-rope` testcase to `test-backend-ops` * Apply suggestions from code review Co-authored-by: Georgi Gerganov <ggerganov@gmail.com> * fix traililng whitespce * store `llama_hparams.rope_sections` with fixed size array * update position id tensor size check in GGML_OP_ROPE * minor updates * update `ggml_backend_*_supports_op` of unsupported backends * remote old `rope_section` compare operator --------- Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>	2024-12-14 14:43:46 +02:00
lhez	a76c56fa1a	Introducing experimental OpenCL backend with support for Qualcomm Adreno GPUs (#10693) ... * [cl][adreno] Add Adreno GPU support Add new OpenCL backend to support Adreno GPUs --------- Co-authored-by: Skyler Szot <quic_sszot@quicinc.com> Co-authored-by: Shangqing Gu <quic_shawngu@quicinc.com> Co-authored-by: Alexander Angus <quic_aangus@quicinc.com> Co-authored-by: Hongqiang Wang <quic_wangh@quicinc.com> Co-authored-by: Max Krasnyansky <quic_maxk@quicinc.com> * [cl][ci] Add workflow for CL * [cl][adreno] Fix memory leak for non SMALL_ALLOC path * opencl: integrate backend dyn.load interface and fix compiler and format warnings * opencl: remove small-alloc support and fix build errors for non-opencl platforms * opencl: fixed merge conflict (MUSA added twice in cmake) * opencl-ci: use RUNNER_TEMP instead of github.workspace * opencl: fix embed tool invocation with python3 * opencl: CI workflow fixes * opencl: Clean up small-alloc in CMake files * opencl: cleanup ggml-opencl2 header file * opencl: use ulong for offsets and strides in ADD kernel * opencl: use cl_ulong for all offsets * opencl: use cl_ulong for sizes and strides * opencl: use `GGML_LOG_xxx` instead of `fprintf(stderr, ...)` * opencl: rename backend `opencl2` -> `opencl` * opencl: rename kernel files `ggml-opencl2` -> `ggml-opencl` * opencl: make OpenCL required, remove redundant lib and inc directories * `ggml-base`, `..` and `.` are added by `ggml_add_backend_library` * opencl: rename backend - funcs, structs, etc `opencl2` -> `opencl` * opencl: remove copyright marker since main license already covers * opencl: replace some more OPENCL2 leftovers * opencl: remove limits on `tensor_extra` * opencl: use pools for `tensor_extra` * opencl: fix compiler warnings with GCC and Clang Still getting the warning about clCreateCmdQueue being obsolete. Will fix that separately. * opencl: fail gracefully if opencl devices are not available Also for unsupported GPUs. * opencl: fix MSVC builds (string length error) * opencl: check for various requirements, allow deprecated API * opencl: update log message for unsupported GPUs --------- Co-authored-by: Skyler Szot <quic_sszot@quicinc.com> Co-authored-by: Shangqing Gu <quic_shawngu@quicinc.com> Co-authored-by: Alexander Angus <quic_aangus@quicinc.com> Co-authored-by: Hongqiang Wang <quic_wangh@quicinc.com> Co-authored-by: Max Krasnyansky <quic_maxk@quicinc.com>	2024-12-13 12:23:52 -08:00
Gilad S.	43041d2eb3	ggml: load all backends from a user-provided search path (#10699) ... * feat: load all backends from a user-provided search path * fix: Windows search path * refactor: rename `ggml_backend_load_all_in_search_path` to `ggml_backend_load_all_from_path` * refactor: rename `search_path` to `dir_path` * fix: change `NULL` to `nullptr` Co-authored-by: Diego Devesa <slarengh@gmail.com> * fix: change `NULL` to `nullptr` --------- Co-authored-by: Diego Devesa <slarengh@gmail.com>	2024-12-11 01:47:21 +01:00
Djip007	19d8762ab6	ggml : refactor online repacking (#10446) ... * rename ggml-cpu-aarch64.c to .cpp * reformat extra cpu backend. - clean Q4_0_N_M and IQ4_0_N_M - remove from "file" tensor type - allow only with dynamic repack - extract cpu extra bufts and convert to C++ - hbm - "aarch64" - more generic use of extra buffer - generalise extra_supports_op - new API for "cpu-accel": - amx - aarch64 * clang-format * Clean Q4_0_N_M ref Enable restrict on C++ * add op GGML_OP_MUL_MAT_ID for Q4_0_N_M with runtime repack * added/corrected control on tensor size for Q4 repacking. * Update ggml/src/ggml-cpu/ggml-cpu-aarch64.cpp Co-authored-by: Georgi Gerganov <ggerganov@gmail.com> * Update ggml/src/ggml-cpu/ggml-cpu-aarch64.cpp Co-authored-by: Georgi Gerganov <ggerganov@gmail.com> * add debug logs on repacks. --------- Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>	2024-12-07 14:37:50 +02:00
PAB	c2082d93a8	ggml : add GGML_PAD_REFLECT_1D operation (ggml/1034) ... * ggml_pad_reflect_1d defined in header * implemented on CPU * called the forward pass * impl Metal kernel * added Metal kernel * added OP_PAD_REFLECT_1D in test-backend-ops.cpp * add test-pad-reflect-1d test case * test case support multiple backend	2024-12-05 13:27:31 +02:00
Diego Devesa	7cc2d2c889	ggml : move AMX to the CPU backend (#10570) ... * ggml : move AMX to the CPU backend --------- Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>	2024-11-29 21:54:58 +01:00
Shupei Fan	c202cef168	ggml-cpu: support IQ4_NL_4_4 by runtime repack (#10541) ... * ggml-cpu: support IQ4_NL_4_4 by runtime repack * ggml-cpu: add __ARM_FEATURE_DOTPROD guard	2024-11-28 13:52:03 +01:00
Diego Devesa	5931c1f233	ggml : add support for dynamic loading of backends (#10469) ... * ggml : add support for dynamic loading of backends --------- Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>	2024-11-25 15:13:39 +01:00
Johannes Gäßler	8a43e940ab	ggml: new optimization interface (ggml/988)	2024-11-17 08:30:29 +02:00
Charles Xu	1607a5e5b0	backend cpu: add online flow for aarch64 Q4_0 GEMV/GEMM kernels (#9921) ... * backend-cpu: add online flow for aarch64 Q4_0 GEMV/GEMM kernels --------- Co-authored-by: Diego Devesa <slarengh@gmail.com>	2024-11-15 01:28:50 +01:00
Diego Devesa	ae8de6d50a	ggml : build backends as libraries (#10256) ... * ggml : build backends as libraries --------- Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com> Co-authored-by: Georgi Gerganov <ggerganov@gmail.com> Co-authored-by: R0CKSTAR <xiaodong.ye@mthreads.com>	2024-11-14 18:04:35 +01:00
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
Diego Devesa	9f40989351	ggml : move CPU backend to a separate file (#10144)	2024-11-03 19:34:08 +01:00
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
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
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
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
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
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
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
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	6262d13e0b	common : reimplement logging (#9418) ... https://github.com/ggerganov/llama.cpp/pull/9418	2024-09-15 20:46:12 +03:00
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
Johannes Gäßler	202084d31d	tests: add gradient tests for all backends (ggml/932) ... * 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