290 Commits

Author	SHA1	Message	Date
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
Georgi Gerganov	55e47786e3	llama : default sampling changes + greedy update (#9897) ... * llama : deprecate softmax sampler + fix dist sampler ggml-ci * tests : replace macros with functions ggml-ci * sampling : change temperature sampler logic For t <= 0.0f, keep the max logit intact and set the rest to -inf * cont : no need for special "greedy" logic top-k == 1 is the same * tests : init prob correctly * llama : handle temp <= 0.0 in the temp_ext sampler too ggml-ci * cont : avoid extra loop in temperature sampler for sub-zero temp ggml-ci	2024-10-21 09:46:40 +03:00
Joe Eli McIlvain	66c2c93082	grammar : fix JSON Schema for string regex with top-level alt. (#9903) ... Prior to this commit, using a JSON Schema containing a string with `pattern` regular expression that uses top-level alternation (e.g. `"pattern": "^A|B|C|D$"`) would result in invalid JSON output from the constrained sampling grammar, because it ended up creating a grammar rule like this for the string: ``` thing ::= "\"" "A" | "B" | "C" | "D" "\"" space ``` Note that this rule will only match a starting quote for the "A" case, and will only match an ending quote for the "D" case, so this rule will always produce invalid JSON when used for sampling (that is, the JSON will always be lacking the starting quote, the ending quote, or both). This was fixed in a simple way by adding parentheses to the generated rule (for all string pattern rules, to keep it simple), such that the new generated rule looks like this (correct): ``` thing ::= "\"" ("A" | "B" | "C" | "D") "\"" space ```	2024-10-16 19:03:24 +03:00
MaggotHATE	fbc98b748e	sampling : add XTC sampler (#9742) ... * Initial XTC commit Adds XTC sampler, not activated by default, but recommended settings by default. * Cleanup * Simplified chances calculation To be more inline with the original implementation, chance is calculated once at the beginning. * First fixes by comments Still need to look into sorting * Fixed trailing backspaces * Fixed RNG to be reproduceable Thanks to @slaren for directions * Fixed forgotten header * Moved `min_keep` Moved from conditions to a simple check at the end. * Fixed broken randomization Thanks to @slaren for explanation * Swapped sorting for a custom algorithm Shifts tokens to remove the penalized ones, then puts the penalized at the back. Should make `min_keep` still viable. * Algorithm rework 1. Scan token from top till the first non-penalizable 2. Remove the last captured token (the least probable above threshold) 3. Shift all tokens to override the remaining penalizable 4. Penalize and put them at the the bottom. * Added XTC to `test-sampling` * Simplified algorithm and more tests * Updated info in common and args * Merged back lost commits in common and arg * Update dump info in common * Fixed incorrect min_keep check * Added XTC to README * Renamed parameters, fixed info and defaults * probability is at 0 by default, but XTC is included in sampling queue * threshold higher than 0.5 switches XTC off * Initial server support * Added XTC to server UIs * Fixed labels in old server UI * Made algorithm safer and more readable * Removed xtc_threshold_max * Fixed arg after update * Quick fixes by comments * Simplified algorithm since threshold_max is removed * Renamed random distribution * Fixed tests and outdated README * Small fixes	2024-10-15 12:54:55 +02:00
Diego Devesa	7eee341bee	common : use common_ prefix for common library functions (#9805) ... * common : use common_ prefix for common library functions --------- Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>	2024-10-10 22:57:42 +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
Johannes Gäßler	fabdc3bda3	ggml/ex: calculate accuracy in graph, adapt MNIST (ggml/980)	2024-10-03 21:17:26 +03:00
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
slaren	1b2f992cd2	test-backend-ops : use flops for some performance tests (#9657) ... * test-backend-ops : use flops for some performance tests - parallelize tensor quantization - use a different set of cases for performance and correctness tests - run each test for at least one second	2024-09-28 14:32:46 +02:00
Zhenwei Jin	6102037bbb	vocab : refactor tokenizer to reduce init overhead (#9449) ... * refactor tokenizer * llama : make llm_tokenizer more private ggml-ci * refactor tokenizer * refactor tokenizer * llama : make llm_tokenizer more private ggml-ci * remove unused files * remove unused fileds to avoid unused filed build error * avoid symbol link error * Update src/llama.cpp * Update src/llama.cpp --------- Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>	2024-09-28 15:10:58 +03:00
Georgi Gerganov	b0f27361f3	sampling : avoid expensive softmax during greedy sampling (#9605) ... * sampling : avoid expensive softmax during greedy sampling ggml-ci * speculative : fix default RNG seed + set sparams.n_probs * Update tests/test-sampling.cpp Co-authored-by: slaren <slarengh@gmail.com> * sampling : add clarifying comment [no ci] --------- Co-authored-by: slaren <slarengh@gmail.com>	2024-09-24 09:03:17 +03:00