303 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
Xuan Son Nguyen	d9feae1c06	llama-chat : add phi 4 template (#11148)	2025-01-09 10:07:33 +01:00
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	47182dd03f	llama : update llama_model API names (#11063) ... * llama : deprecate llama_free_model, add llama_model_free ggml-ci * llama : change `llama_load_model_from_file` -> `llama_model_load_from_file` ggml-ci	2025-01-06 10:55:18 +02:00
Jeff Bolz	716bd6dec3	vulkan: optimize mul_mat for small values of N (#10991) ... Make the mul_mat_vec shaders support N>1 (as a spec constant, NUM_COLS) where the batch_strides are overloaded to hold the row strides. Put the loads from the B matrix in the innermost loop because it should cache better. Share some code for reducing the result values to memory in mul_mat_vec_base.	2024-12-30 18:27:11 +01:00
Jeff Bolz	a813badbbd	vulkan: im2col and matmul optimizations for stable diffusion (#10942) ... * tests: Add im2col perf tests * vulkan: optimize im2col, more elements per thread * vulkan: increase small tile size for NV_coopmat2 * vulkan: change im2col to 512 elements per workgroup	2024-12-29 10:16:34 +01:00
Yun Dou	b92a14a841	llama : support InfiniAI Megrez 3b (#10893) ... * Support InfiniAI Megrez 3b * Fix tokenizer_clean_spaces for megrez	2024-12-23 01:35:44 +01:00
Georgi Gerganov	5cab3e4aaa	llama : minor grammar refactor (#10897) ... ggml-ci	2024-12-19 17:42:13 +02:00
Johannes Gäßler	cd920d0ac3	tests: disable GGUF test for bad value size (#10886)	2024-12-19 08:53:58 +01:00
Johannes Gäßler	081b29bd2a	tests: add tests for GGUF (#10830)	2024-12-17 19:09:35 +01:00
Georgi Gerganov	0006f5a74a	ggml : update ggml_backend_cpu_device_supports_op (#10867) ... * ggml : fix cpy op for IQ-quants to use reference impl ggml-ci * ggml : disable tests involving i-matrix quantization * ggml : update ggml_backend_cpu_device_supports_op ggml-ci	2024-12-17 18:35:42 +02:00
Georgi Gerganov	644fd71b44	sampling : refactor + optimize penalties sampler (#10803) ... * sampling : refactor + optimize penalties sampler ggml-ci * common : apply ignore_eos as logit bias ggml-ci * batched : remove penalties sampler * params : allow penalty_last_n == -1 to be equal to context size ggml-ci * common : by default, move the penalties at the end of the sampling chain ggml-ci * common : ignore all EOG tokens Co-authored-by: Diego Devesa <slarengh@gmail.com> * common : move back the penalties at the front of the sampling chain ggml-ci * readme : restore hint about --ignore-eos flag [no ci] * llama : minor ggml-ci * webui : update --------- Co-authored-by: Diego Devesa <slarengh@gmail.com>	2024-12-16 12:31:14 +02:00
Valentin Mamedov	a0974156f3	llama : add Deepseek MoE v1 & GigaChat models (#10827) ... * Add deepseek v1 arch & gigachat template * improve template code * add readme * delete comments * remove comment * fix format * lint llama.cpp * fix order of deepseek and deepseek2, move gigachat temlate to the end of func * fix order of deepseek and deepseek2 in constants; mark shared exp as deepseek arch need * remove comments * move deepseek above deepseek2 * change placement of gigachat chat template	2024-12-15 19:02:46 +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
Diego Devesa	cb13ef85a4	remove CMAKE_WINDOWS_EXPORT_ALL_SYMBOLS (#10797) ... other windows build fixes	2024-12-12 19:02:49 +01:00
PAB	a8cbab201d	ggml: add GGML_SET Metal kernel + i32 CPU kernel (ggml/1037) ... * implemented cpu kernel * add i32 test cases in test-backend-ops * typedef `ggml_metal_kargs_set` * implemented `kernel_set` * memcpy	2024-12-05 13:27:33 +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
ltoniazzi	253b7fde91	Fix HF repo commit to clone lora test models (#10649)	2024-12-04 10:45:48 +01:00
Jeff Bolz	2759916d86	vulkan: Implement "fast divide" (mul+shift) for unary ops like copy (#10642)	2024-12-04 08:28:59 +01:00
PAB	efb6ae9630	feat: add GGML_UNARY_OP_ARGMAX Metal kernel (ggml/1019) ... * implemented argmax kernel * tpig -> tgpig * change to strides * contiguous assertions * kernel working and tested * argmax simd parallel implementation * added 2 new tests for argmax in test-backend-ops * cosmit * added 3 tests cases for perf eval * add test_argmax in make_test_cases_perf * Update test-backend-ops.cpp Co-authored-by: Diego Devesa <slarengh@gmail.com> --------- Co-authored-by: Diego Devesa <slarengh@gmail.com>	2024-12-03 20:04:49 +02:00
Georgi Gerganov	0115df2f65	metal : small-batch mat-mul kernels (#10581) ... * metal : small-batch mat-mul kernels ggml-ci * metal : add rest of types ggml-ci * metal : final adjustments ggml-ci * metal : add comments ggml-ci	2024-12-03 11:52:33 +02:00
Xuan Son Nguyen	642330ac7c	llama : add enum for built-in chat templates (#10623) ... * llama : add enum for supported chat templates * use "built-in" instead of "supported" * arg: print list of built-in templates * fix test * update server README	2024-12-02 22:10:19 +01:00
Juk Armstrong	917786f43d	Add mistral-v1, mistral-v3, mistral-v3-tekken and mistral-v7 chat template types (#10572) ... * Templates: `mistral-v1`, `mistral-v2`, `mistral-v3`, `mistral-v3-tekken` * Changed system message logic and added tests for all 4 * Invalid `system_message` instead of `content` fixed * Removed tab-indented lines * Added template code and test for `mistral-v7` * Added all tests. Fixed bug with `tmpl == "llama2"` test. * Replaced tabs with spaces. * Removed `'mistral-v2'` option as no (open) models ever used it * Removed all references to 'v2' template from comments * Update llama.cpp Fixed `trim_assistant_message` bug	2024-12-01 23:09:49 +01:00
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
Georgi Gerganov	f0678c5ff4	ggml : fix I8MM Q4_1 scaling factor conversion (#10562) ... ggml-ci	2024-11-29 16:25:39 +02:00
Jeff Bolz	904109ed0d	vulkan: fix group_norm (#10496) ... Fix bad calculation of the end of the range. Add a backend test that covers the bad case (taken from stable diffusion). Fixes https://github.com/leejet/stable-diffusion.cpp/issues/439.	2024-11-26 16:45:05 +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
Georgi Gerganov	f6d12e7df8	tests : fix compile warning	2024-11-25 15:17:32 +02:00
Georgi Gerganov	d9d54e498d	speculative : refactor and add a simpler example (#10362) ... * speculative : refactor and add a simpler example ggml-ci * speculative : clean-up and add comments and TODOs [no ci] * speculative : manage context in common_speculative ggml-ci * speculative : simplify ggml-ci * speculative : simplify (cont) ggml-ci * speculative : add --draft-min CLI arg * speculative : minor fixup * make : build fixes * speculative : do not redraft previous drafts ggml-ci * speculative : fix the draft sampling ggml-ci * speculative : fix compile warning * common : refactor args ggml-ci * common : change defaults [no ci] * common : final touches ggml-ci	2024-11-25 09:58:41 +02:00
Diego Devesa	a5e47592b6	cuda : optimize argmax (#10441) ... * cuda : optimize argmax * remove unused parameter ggml-ci * fixup : use full warps ggml-ci * Apply suggestions from code review Co-authored-by: Johannes Gäßler <johannesg@5d6.de> * fix ub * ggml : check ne00 <= INT32_MAX in argmax and argsort --------- Co-authored-by: Johannes Gäßler <johannesg@5d6.de>	2024-11-21 18:18:50 +01:00
Johannes Gäßler	02e4eaf22f	ggml-opt: fix data corruption (ggml/1022)	2024-11-21 09:22:02 +02:00
Jeff Bolz	b3e585988f	vulkan: Optimize soft_max (#10301) ... * vulkan: Optimize soft_max Large soft_max could already saturate memory, but small/medium sizes were pretty slow. The bulk of the gains for them comes from using a smaller workgroup size, and making the workgroup size match the subgroup size also makes the barriers much cheaper. Cache some values in locals to avoid refetching/recomputing. And stamp out a few "template instantiations" so smaller cases will fully unroll. Add a missing early return for OOB rows. This happens when there are more than 512 rows and the dispatch is 512 x H. * vulkan: Further soft_max optimizations Restore the workgroup size of 512 case, use it for >1024. Use unrollable loops for more iteration counts.	2024-11-19 08:25:17 +01:00
Georgi Gerganov	24203e9dd7	ggml : inttypes.h -> cinttypes (#0) ... ggml-ci	2024-11-17 08:30:29 +02:00
Georgi Gerganov	84274a10c3	tests : remove test-grad0	2024-11-17 08:30:29 +02:00
Johannes Gäßler	8a43e940ab	ggml: new optimization interface (ggml/988)	2024-11-17 08:30:29 +02:00
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
Jeff Bolz	80dd7ff22f	vulkan: Optimize contiguous copies (#10254) ... * tests: Fix memory bandwidth calculation for perf tests Add a flops calculation for flash attention. Add one GGML_OP_CPY perf test. * vulkan: Optimize contiguous copies Add a variant of the copy shader for when the tensors are contiguous. Avoid the complex addressing calculations, and do four elements per invocation to hide some other overhead. Apply similar changes to the scale shader, since scale is always contiguous. Add a "progress bar" for shader compiles.	2024-11-13 07:58:57 +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
Xuan Son Nguyen	a71d81cf8c	server : revamp chat UI with vuejs and daisyui (#10175) ... * server : simple chat UI with vuejs and daisyui * move old files to legacy folder * embed deps into binary * basic markdown support * add conversation history, save to localStorage * fix bg-base classes * save theme preferences * fix tests * regenerate, edit, copy buttons * small fixes * docs: how to use legacy ui * better error handling * make CORS preflight more explicit * add GET method for CORS * fix tests * clean up a bit * better auto scroll * small fixes * use collapse-arrow * fix closeAndSaveConfigDialog * small fix * remove console.log * fix style for <pre> element * lighter bubble color (less distract when reading)	2024-11-07 17:31:10 -04:00
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	9f40989351	ggml : move CPU backend to a separate file (#10144)	2024-11-03 19:34:08 +01:00
Georgi Gerganov	8d8ff71536	llama : remove Tail-Free sampling (#10071) ... ggml-ci	2024-10-29 10:42:05 +02:00
arch-btw	61715d5cc8	llama : Add IBM granite template (#10013) ... * Add granite template to llama.cpp * Add granite template to test-chat-template.cpp * Update src/llama.cpp Co-authored-by: Xuan Son Nguyen <thichthat@gmail.com> * Update tests/test-chat-template.cpp Co-authored-by: Xuan Son Nguyen <thichthat@gmail.com> * Added proper template and expected output * Small change to \n Small change to \n * Add code space & Co-authored-by: Xuan Son Nguyen <thichthat@gmail.com> * Fix spacing * Apply suggestions from code review * Update src/llama.cpp --------- Co-authored-by: Xuan Son Nguyen <thichthat@gmail.com>	2024-10-28 18:45:33 +01:00
wwoodsTM	ff252ea48e	llama : add DRY sampler (#9702) ... * sampling : add DRY sampler (post-refactor) * DRY: Trying to fix coauthors, removed unneeded line * DRY: Fixed redundant code * DRY: Fixed crash issue due to DRY being in chain but uninitialized --------- Co-authored-by: l3utterfly <gc.pthzfoldr@gmail.com> Co-authored-by: pi6am <34464159+pi6am@users.noreply.github.com>	2024-10-25 19:07:34 +03:00
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
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
Molly Sophia	11d47057a5	Rwkv chat template fix (#10001) ... * llama: remove useless template matching for rwkv-world Signed-off-by: Molly Sophia <mollysophia379@gmail.com> * converter: Add comment about the hack for rwkv models Signed-off-by: Molly Sophia <mollysophia379@gmail.com> * Update src/llama.cpp Co-authored-by: Xuan Son Nguyen <thichthat@gmail.com> --------- Signed-off-by: Molly Sophia <mollysophia379@gmail.com> Co-authored-by: Xuan Son Nguyen <thichthat@gmail.com>	2024-10-22 15:22:26 +02:00
Molly Sophia	4ff7fe1fb3	llama : add chat template for RWKV-World + fix EOT (#9968) ... * Add chat template for RWKV-World Signed-off-by: Molly Sophia <mollysophia379@gmail.com> * RWKV: Fix the chat template not being used Signed-off-by: Molly Sophia <mollysophia379@gmail.com> * RWKV v6: Set EOT token to ``\n\n`` Signed-off-by: Molly Sophia <mollysophia379@gmail.com> * readme: add rwkv into supported model list Signed-off-by: Molly Sophia <mollysophia379@gmail.com> --------- Signed-off-by: Molly Sophia <mollysophia379@gmail.com>	2024-10-22 13:33:37 +03:00