Commit Graph

5981 Commits

Author SHA1 Message Date
Georgi Gerganov e4868d16d2
context : perform output reorder lazily upon access after sync (#14853)
* context : perform output reorder after lazily upon access after sync

ggml-ci

* cont : add TODO
2025-07-24 16:31:48 +03:00
Xuan-Son Nguyen 820de57d4f
chat : fix kimi-k2 chat template (#14852) 2025-07-24 13:59:56 +02:00
Alberto Cabrera Pérez cb4a63aad6
sycl: fixed semantics of block offset calculation (#14814) 2025-07-24 11:09:57 +01:00
yummy 86f5623d90
llama : fix MiniCPM inference after Granite Four changes (#14850)
MiniCPM models use the llm_build_granite constructor which was changed
in the Granite Four PR to use hparams.rope_finetuned instead of a
use_rope parameter. MiniCPM models need rope enabled by default.

Fixes inference from gibberish to correct responses.
2025-07-24 11:50:51 +02:00
Pouya 39cffdf188
docs: add libcurl-dev install hint for Linux distros (#14801)
* docs: add libcurl-dev install hint for Linux distros

Signed-off-by: PouyaGhahramanian <PooyaGhahramanian@gmail.com>

* Update docs/build.md

---------

Signed-off-by: PouyaGhahramanian <PooyaGhahramanian@gmail.com>
Co-authored-by: Xuan-Son Nguyen <thichthat@gmail.com>
2025-07-24 11:26:44 +02:00
Georgi Gerganov 065908cb09
metal : fix fusion across different encoders (#14849)
* metal : fix fusion across different encoders

ggml-ci

* cont : add assertion

ggml-ci
2025-07-24 10:24:05 +03:00
Donghyeon Jeong 4ec6291a24
sycl: fix undefined variable in work group size check (#14843) 2025-07-24 12:50:41 +08:00
jacekpoplawski a12363bbf0
convert : text-only support for GLM-4.1V-9B-Thinking (#14823)
* use language_model part only, ignore visual layers

* fix rope_dim calculation
2025-07-23 23:23:57 +02:00
Johannes Gäßler a86f52b285
CUDA: fix overflow in FA, tune performance (#14840) 2025-07-23 21:43:25 +02:00
Johannes Gäßler b284197df4
CUDA: fix compilation with GGML_CUDA_F16 (#14837) 2025-07-23 18:22:30 +02:00
Sigbjørn Skjæret 221c0e0c58
ci : correct label refactor->refactoring (#14832) 2025-07-23 14:27:54 +02:00
Johannes Gäßler 07a19e27a2 CUDA: fix quantized KV cache + multiple sequences (#14822)
* CUDA: fix quantized KV cache + multiple sequences

* Update ggml/src/ggml-cuda/fattn-common.cuh

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

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2025-07-23 14:08:09 +03:00
Georgi Gerganov 18f3b5ff9e tests : add non-cont K,V FA tests
ggml-ci
2025-07-23 14:08:09 +03:00
l3utterfly 7233358d29
memory : handle saving/loading null layers in recurrent memory (#14675)
* Update llama-memory-recurrent.cpp

handle saving/loading null layers in recurrent memory

* fixed styling issues and updated comments

* fix styling issue

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

---------

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
2025-07-23 11:16:41 +03:00
lixing-star 6c88b3bb25
ggml: fix loongarch quantize_row_q8_1 error (#14827) 2025-07-23 09:39:51 +03:00
chen fan 14c28dfc50
CANN: weight format to NZ for Ascend310P3 (#14407)
* weight format to nz for 310p

* remove quant weight format to nz

* clean code

* fix

* make the conditions for converting weights to NZ format consistent

* clean code
2025-07-23 11:58:00 +08:00
Aman Gupta 8c988fa41d
CUDA: add fused rms norm (#14800) 2025-07-23 09:25:42 +08:00
Csaba Kecskemeti acd6cb1c41
ggml : model card yaml tab->2xspace (#14819) 2025-07-22 19:29:43 +03:00
Jeff Bolz 84712b6043
vulkan: fix rms_norm_mul to handle broadcasting dim0 (#14817) 2025-07-22 17:35:21 +02:00
Molly Sophia d4d1522b20
llama : add model type detection for rwkv7 7B&14B (#14816)
Signed-off-by: Molly Sophia <mollysophia379@gmail.com>
2025-07-22 23:01:29 +08:00
Ed Addario d1aa0cc5d1
imatrix: add option to display importance score statistics for a given imatrix file (#12718)
* Add --show-statistics option

* Add --show-statistics logic

* Add tensor name parsing

* Tidy output format

* Fix typo in title

* Improve tensor influence ranking

* Add better statistics

* Change statistics' sort order

* Add Cosine Similarity

* Add header search path

* Change header search path to private

* Add weighted statistics per layer

* Update report title

* Refactor compute_statistics out of main

* Refactor compute_cossim out of load_imatrix

* Refactor compute_statistics out of load_imatrix

* Move imatrix statistics calculation into its own functions

* Add checks and validations

* Remove unnecessary include directory

* Rename labels

* Add m_stats getter and refactor compute_statistics out of load_imatrix

* Refactor variable names

* Minor cosmetic change

* Retrigger checks (empty commit)

* Rerun checks (empty commit)

* Fix unnecessary type promotion

Co-authored-by: compilade <git@compilade.net>

* Reverting change to improve code readability

* Rerun checks (empty commit)

* Rerun checks (empty commit)

* Rerun checks - third time's the Charm 🤞 (empty commit)

* Minor cosmetic change

* Update README

* Fix typo

* Update README

* Rerun checks (empty commit)

* Re-implement changes on top of #9400

* Update README.md

* Update README

* Update README.md

Co-authored-by: compilade <git@compilade.net>

* Update README.md

Co-authored-by: compilade <git@compilade.net>

* Update README.md

* Remove duplicate option in print_usage()

* Update README.md

* Update README.md

Co-authored-by: compilade <git@compilade.net>

* Update README.md

Co-authored-by: compilade <git@compilade.net>

* Remove input check

* Remove commented out code

---------

Co-authored-by: compilade <git@compilade.net>
2025-07-22 14:33:37 +02:00
stduhpf c8ade30036
Mtmd: add a way to select device for vision encoder (#14236)
* Mtmd: add a way to select device for vision encoder

* simplify

* format

* Warn user if manual device selection failed

* initialize backend to nullptr
2025-07-22 12:51:03 +02:00
Sigbjørn Skjæret e28c0b80c2
cuda : implement bf16 cpy ops and enable bf16 cont (#14763)
* implement bf16 cpy ops and enable bf16 cont

* deduplicate copy functions

* deduplicate checks
2025-07-22 12:33:10 +02:00
lhez 8e6f8bc875
opencl: remove unreachable `return` (#14806) 2025-07-22 08:53:30 +02:00
Molly Sophia adef81781a
server : allow setting `--reverse-prompt` arg (#14799)
Signed-off-by: Molly Sophia <mollysophia379@gmail.com>
2025-07-22 09:24:22 +08:00
R0CKSTAR 48b86c4fdb
cuda: remove linking to cublasLt (#14790)
Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>
2025-07-22 07:45:26 +08:00
Sigbjørn Skjæret 38d3af1b73
opencl: fix `im2col` when `KW!=KH` (#14803) 2025-07-21 13:55:10 -07:00
rmatif 6c9ee3b17e
opencl: add conv2d kernel (#14403)
* add conv2d kernel

* fix trailing whitespace

* whitespace fixe

* handle f16 input and f16 kernel, more opt

* resolve conflicts

* use enqueue_ndrange_kernel
2025-07-21 10:03:19 -07:00
Romain Biessy cd465d823c
sycl: Fix im2col (#14797) 2025-07-21 18:39:29 +02:00
Charles Xu 922042601b
kleidiai: add support for get_rows (#14676)
* kleidiai: add support for get_rows

* apply fixes based on code review

* apply more fixes based on code review
2025-07-21 16:49:52 +03:00
Radoslav Gerganov 2ba1333b35
docs : fix backends table in README.md (#14796) 2025-07-21 14:03:49 +02:00
Jeff Bolz c2e058f1b4
vulkan/cuda: Fix im2col when KW!=KH (#14789)
The tid is decomposed into "ow + ky*OW + kx*OW*KH". Change "ksize" to match.
2025-07-21 13:35:40 +02:00
Molly Sophia c82d48ec23
llama : fix `--reverse-prompt` crashing issue (#14794)
Signed-off-by: Molly Sophia <mollysophia379@gmail.com>
2025-07-21 17:38:36 +08:00
IsaacDynamo b4efd77f8a
server : add parse_special option to /tokenize endpoint (#14783) 2025-07-21 10:24:51 +03:00
Aman Gupta 2be60cbc27
docs : fix link for tools/perplexity in README.md (#14780) 2025-07-20 20:13:47 +02:00
rspOverflow b526ad2668
Documentation: Further revisions to the Vulkan section in build.md (#14785)
* Documentation: Revised and further improved the Vulkan instructions for Linux users in build.md.

* Minor: Revise step 2 of the Vulkan instructions for Linux users in build.md
2025-07-20 18:55:32 +02:00
Aman Gupta 938b785764
Clang-format: local files first + fix BinPacking (#14779) 2025-07-20 19:42:34 +08:00
0cc4m 36c153248f
Contrib: add 0cc4m as codeowner for Vulkan backend (#14775) 2025-07-19 23:47:21 +03:00
Ervin Áron Tasnádi a979ca22db
ggml: adds CONV_2D op and direct GEMM Vulkan implementation (#14316)
* ggml/ggml-vulkan/test-backend-ops: adds CONV_2D for Vulkan

* ggml-vulkan: adds f32 scalar shader to compute 2D convolution directly
with gemm (no need for im2col),

* test-backend-ops: adds test_case_ref to check the validity/performance of ops
against reference implementations having different graphs, adds tests

* * Performance fixes: minimized branch divergence, uses collectives to
  eliminate redundant calculation, macros removed.

* Kernel shared memory size check

* Updates test-backend-ops to support graphs for performance
  measurement.

* * Apple/Win32 compile errors fixed

* Subgroup size used to determine tile size -> fixes llvmpipe errors.

* Collectives disabled by default.

* Intel support is disabled as the performance is poor.

* Conv2d enabled for Intel with disabled collectives, disabled for Apple

* test-backend-ops modifications are reverted

* Trailing spaces and missing override fixed.

* Triggering pipeline relaunch.

* Code formatted with .clang-format.
2025-07-19 21:59:08 +02:00
compilade 90083283ec
imatrix : use GGUF to store importance matrices (#9400)
* imatrix : allow processing multiple chunks per batch

* perplexity : simplify filling the batch

* imatrix : fix segfault when using a single chunk per batch

* imatrix : use GGUF to store imatrix data

* imatrix : fix conversion problems

* imatrix : use FMA and sort tensor names

* py : add requirements for legacy imatrix convert script

* perplexity : revert changes

* py : include imatrix converter requirements in toplevel requirements

* imatrix : avoid using designated initializers in C++

* imatrix : remove unused n_entries

* imatrix : allow loading mis-ordered tensors

Sums and counts tensors no longer need to be consecutive.

* imatrix : more sanity checks when loading multiple imatrix files

* imatrix : use ggml_format_name instead of std::string concatenation

Co-authored-by: Xuan Son Nguyen <son@huggingface.co>

* quantize : use unused imatrix chunk_size with LLAMA_TRACE

* common : use GGUF for imatrix output by default

* imatrix : two-way conversion between old format and GGUF

* convert : remove imatrix to gguf python script

* imatrix : use the function name in more error messages

* imatrix : don't use FMA explicitly

This should make comparisons between the formats easier
because this matches the behavior of the previous version.

* imatrix : avoid returning from void function save_imatrix

* imatrix : support 3d tensors with MUL_MAT

* quantize : fix dataset name loading from gguf imatrix

* common : move string_remove_suffix from quantize and imatrix

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

* imatrix : add warning when legacy format is written

* imatrix : warn when writing partial data, to help guess dataset coverage

Also make the legacy format store partial data
by using neutral values for missing data.
This matches what is done at read-time for the new format,
and so should get the same quality in case the old format is still used.

* imatrix : avoid loading model to convert or combine imatrix

* imatrix : avoid using imatrix.dat in README

---------

Co-authored-by: Xuan Son Nguyen <son@huggingface.co>
Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
2025-07-19 12:51:22 -04:00
Peter0x44 d4b91ea7b2
vulkan: Add logging for bf16 features to ggml_vk_print_gpu_info (#13274) (#14707) 2025-07-19 17:58:03 +02:00
0cc4m 83f5872404
Vulkan: Fix fprintf format-security warning (#14770) 2025-07-19 17:47:53 +02:00
rspOverflow f0d4d176df
Documentation: Update build.md's Vulkan section (#14736)
* Documentation: Rewrote and updated the "Without docker" portion of the Vulkan backend build documentation.

* Documentation: Reorganize build.md's Vulkan section.
2025-07-19 12:18:36 +02:00
Georgi Gerganov b17230917c sync : ggml 2025-07-19 11:46:50 +03:00
Georgi Gerganov bf9087f59a
metal : fuse add, mul + add tests (#14596)
ggml-ci
2025-07-18 20:37:26 +03:00
Georgi Gerganov 9fb1042ce6
graph : fix graph reuse reset of params (#14760)
ggml-ci
2025-07-18 20:08:33 +03:00
Georgi Gerganov 2adf8d83ac
parallel : add option for different RNG seeds (#14757)
ggml-ci
2025-07-18 17:33:41 +03:00
Oliver Simons 021cc28bef
cuda : Fix Gemma3n not executed as CUDA_GRAPH on NVGPUs (#14741)
* Fix Gemma3n not executed as CUDA_GRAPH on NVGPUs

Gemma3n uses Matrix-Matrix addition as part of their input processing,
wrongly triggering CUDA_GRAPH disablement on NVGPUs even when batch-size
of 1 is used.

* Exclude `project_per_layer_input` by matching node names

This ensures that all other graphs which don't exhibit this pattern do
not have their behavior changed.

* Revert unnecessary formatting changes
2025-07-18 04:35:32 -07:00
Georgi Gerganov d498af3d5a
graph : avoid huge warm-up graphs for MoE models (#14753)
* graph : avoid huge warm-up graphs for MoE models

ggml-ci

* cont : bump max nodes to 8x model tensors
2025-07-18 14:31:15 +03:00
Georgi Gerganov eacdeb5bfc
model : fix build after merge conflict (#14754) 2025-07-18 11:53:55 +03:00