Commit Graph

661 Commits

Author SHA1 Message Date
Jan Patrick Lehr a8b192b6ec
tests : enable test-chat out of tree build (#19558)
The binary relies on model files that it tries to find. However, when
configuring the build directory to be parallel to the source tree those
heuristics fail.

This sets the working directory for the test executable to be the
source-tree which resolves this issue.
2026-02-27 05:37:54 +01:00
Maximilian Werk 66287bdaac
model : add Jina Embeddings v5 Nano (partial EuroBERT) support (#19826)
* WIP: Add EuroBERT support with autoformatting changes

This commit includes:
- EuroBERT model implementation for GGUF conversion
- C++ backend support for EuroBERT architecture
- Unintended autoformatting changes to Python files

Saving before reverting formatting-only changes.

* feat: add back eos assert when not last token pooling

* feat: removed duplicated code and cleanup

* feat: removed not working architectures and unnecessary check

* fix: typo

* fix: dynamic pooling config

* feat: added an example model for eurobert

* feat: proper llama-vocab implementation for jina-v5

* fix: removed unnecessary comments
2026-02-26 12:14:09 +01:00
Georgi Gerganov 418dea39ce
ggml/gguf : prevent integer overflows (#19856)
* gguf : prevent integer overflow for ggml_context mem size

* ggml : fix int overflows in ggml_new_object()

* gguf : prevent string exhaustion

* gguf : prevent array elements exhaustion

* ggml : fix negative tensor type oob

* py : assert that alignment is non-zero power of 2

* ggml : check int overflow in ggml_new_tensor_impl and ggml_new_object

* gguf-py : error on duplicate keys when reading

* py : restore tensor_fields

* enforce proper alignment in add_custom_alignment

* gguf : better name

* gguf : fix ctx size for no_alloc == true

* gguf : minor print fix

* ggml : print values when overflow

* ggml : remove deprecated ggml_type_sizef()

* ggml : relax ggml_type asserts to debug-only

* gguf : add mem_size overflow test

* gguf : add file size check for arrays

* ggml : relax asseerts for ggml_get_type_traits()

* flake8 fix

---------

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
2026-02-24 20:17:11 +02:00
Daniel Bevenius d8aeb65cee
tests : fix typos in comments in test-backend-sampler [no ci] (#19824)
* tests : fix typos in comments in test-backend-sampler [no ci]
2026-02-23 17:12:02 +01:00
Xuan-Son Nguyen 5452d736f8
jinja: correct stats for tojson and string filters (#19785) 2026-02-22 21:08:23 +01:00
Aldehir Rojas 94b0200a01
common : merge qwen3-coder and nemotron nano 3 parsers (#19765)
* common : migrate qwen3-coder to PEG parsing variant

* cont : add JSON parameter test
2026-02-20 23:22:22 +01:00
Jeff Bolz 77d6ae4ac8
test: mul_mat tests with huge batch size (#19519) 2026-02-19 20:08:25 -06:00
Jesse Posner 3dadc88b58
common : fix Step-3.5-Flash format detection and thinking support (#19635)
* common : fix Step-3.5-Flash format detection and thinking support

Step-3.5-Flash uses the same XML-style tool call format as Qwen3-Coder
(<tool_call><function=...><parameter=...>) but its Jinja template lacks
the bare <function> and plural <parameters> markers that the detection
logic previously required. This caused it to fall through to Hermes 2
Pro, which doesn't call func_args_not_string(), so arguments stayed as
JSON strings and templates using arguments|items crashed.

Additionally, the Qwen3-Coder-XML format handler had no thinking support.
Models like Step-3.5-Flash that unconditionally emit <think> in their
generation prompt need the same thinking_forced_open handling that
Nemotron v3 and Hermes 2 Pro already have, otherwise reasoning_content
is never separated from content in API responses.

Changes:
- Relax Qwen3-Coder XML detection to only require the 3 shared markers
- Tighten Nemotron v3 branch to also require bare <function> and plural
  <parameters>, preventing Step-3.5-Flash from being misrouted via <think>
- Add thinking_forced_open support to Qwen3-Coder-XML init function
- Add <think>/</think> to preserved tokens
- Fix build_grammar_xml_tool_call to handle thinking_forced_open in the
  grammar root rule, allowing </think> before tool calls
- Add Step-3.5-Flash chat template and format detection test

Builds on: https://github.com/ggml-org/llama.cpp/pull/19283

* chat : route Step-3.5-Flash to Nemotron v3 PEG parser, add tests

Step-3.5-Flash uses the same XML tool call format as Qwen3-Coder and
Nemotron 3 Nano (<tool_call>/<function=...>/<parameter=...>) but with
unconditional <think> output. Route it to the Nemotron v3 PEG parser
for streaming and schema-aware parameter parsing.

Detection: templates with <think> + XML tool tags use Nemotron v3 PEG
parser; templates without <think> (Qwen3-Coder) use GBNF grammar.

Tests cover: basic messages, tool calls with/without thinking content,
parallel tool calls, code string parameters, optional </parameter>
closing tags, and JSON schema response format.

* chat : remove dead thinking code from qwen3_coder_xml

Remove thinking handling code that became unreachable after routing
Step-3.5-Flash to the Nemotron v3 PEG parser. Qwen3-Coder has no
<think> in its template, so the thinking_forced_open logic, preserved
tokens, and grammar prefix were dead paths.
2026-02-19 22:40:52 +01:00
Piotr Wilkin (ilintar) 8a70973557
Add Jinja support for "indent" string filter (#19529)
* Add partial Jinja support for "indent" string filter

* Fully implement indent

* Add tests for all width variants.

* Update tests/test-jinja.cpp

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

* Fix getline ignoring trailing newlines

* Update common/jinja/value.cpp

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

* fix first indent condition

---------

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
2026-02-19 00:25:52 +01:00
Georgi Gerganov 08e6d914b8
ggml : avoid UB in gemm ukernel (#19642) 2026-02-15 14:56:35 +02:00
Jeff Bolz dbb023336b
vulkan: support L2_NORM with contiguous rows (#19604) 2026-02-14 06:42:04 +01:00
ymcki 0e21991472
fix vulkan ggml_acc only works in 3d but not 4d (#19426)
* fix vulkan ggml_acc only works in 3d but not 4d

* removed clamp in test_acc_block

* use the correct stride and its test case

* cuda : fix "supports op" condition

* change src0 to src1 in ggml_vk_acc. Update acc.comp with jeffbolznv\'s suggestion except to keep the boundary check

* version without boundary check

* revert back to boundary check version

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2026-02-13 13:31:37 +01:00
Georgi Gerganov 490eb96b88
metal : support GGML_OP_SET (#19548) 2026-02-13 07:34:52 +02:00
Georgi Gerganov 3b3a948134
metal : update sum_rows kernel to support float4 (#19524) 2026-02-12 11:35:28 +02:00
Georgi Gerganov 914dde72ba
ggml : unary ops support non-cont src0 + metal F16 unary ops (#19511)
* ggml : unary ops support non-cont src0

* metal : support F16 unary ops + fix ELU
2026-02-11 18:58:43 +02:00
Georgi Gerganov 89181c0b6d
ggml : extend bin bcast for permuted src1 (#19484)
* tests : extend bin bcast for permuted src1

* cont : extend bin support

* cont : s0 is always 1

* tests : simplify
2026-02-11 07:52:00 +02:00
Georgi Gerganov ceaa89b786
metal : consolidate unary ops (#19490) 2026-02-11 07:51:12 +02:00
Xuan-Son Nguyen 9a96352729
test: fix IMROPE perf test case (#19465) 2026-02-10 14:37:50 +01:00
Georgi Gerganov a0d585537c
cuda : extend GGML_OP_PAD to work with non-cont src0 (#19429)
* cuda : extend GGML_OP_PAD to work with non-cont src0

* tests : add permuted pad
2026-02-10 08:07:16 +02:00
Hugo 1e8924fd65
cmake : add variable to skip installing tests (#19370)
When packaging downstream, there's usually little point in installing
test. The default behaviour remains the same.
2026-02-09 07:12:02 +01:00
Jeff Bolz db6adb3c88
tests: reduce number of FA test permutations (#19381)
Only test non-F16 for head size 64 and 72 (one a multiple of QK, one not).
2026-02-06 08:50:30 -06:00
Jeff Bolz 449ec2ab07
vulkan: Preprocess FA mask to detect all-neg-inf and all-zero. (#19281)
Write out a 2-bit code per block and avoid loading the mask when it
matches these two common cases.

Apply this optimization when the mask is relatively large (i.e. prompt
processing).
2026-02-05 09:26:38 -06:00
Georgi Gerganov eaba92c3dc
tests : add non-cont, inplace rope tests (#19296)
* tests : add non-cont, inplace rope tests

* cont : exercise dim 3

Co-authored-by: Jeff Bolz <jbolz@nvidia.com>

* cont : more dim3 exercises

---------

Co-authored-by: Jeff Bolz <jbolz@nvidia.com>
2026-02-04 12:45:21 +02:00
Sid Mohan 0dfcd3b607
jinja : add missing 'in' test to template engine (#19004) (#19239)
* jinja : add missing 'in' test to template engine (#19004)

The jinja template parser was missing the 'in' test from
global_builtins(), causing templates using reject("in", ...),
select("in", ...), or 'x is in(y)' to fail with
"selectattr: unknown test 'in'".

This broke tool-calling for Qwen3-Coder and any other model
whose chat template uses the 'in' test.

Added test_is_in supporting array, string, and object containment
checks, mirroring the existing 'in' operator logic in runtime.cpp.

Includes test cases for all three containment types plus
reject/select filter usage.

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

* reuse test_is_in in binary op

---------

Co-authored-by: Sid Mohan <sidmohan0@users.noreply.github.com>
Co-authored-by: Claude Opus 4.5 <noreply@anthropic.com>
Co-authored-by: Xuan Son Nguyen <son@huggingface.co>
2026-02-02 21:00:55 +01:00
Aman Gupta 9f682fb640
ggml-cpu: FA split across kv for faster TG (#19209)
* ggml-cpu: split across kv for faster TG

* simplify sinks application

* add ref impl
2026-02-03 01:19:55 +08:00
Christian Kastner 7a4ca3cbd9
docs : Minor cleanups (#19252)
* Update old URLs to github.com/ggml-org/

* Bump copyrights
2026-02-02 08:38:55 +02:00
Georgi Gerganov c3b87cebff
tests : add GQA=20 FA test (#19095) 2026-01-30 13:52:57 +02:00
Aldehir Rojas 7b7ae857f6
chat : add parsing for solar-open-100b (#18540)
* chat : add parsing for solar-open-100b

* add comments to rules

* cont : make assistant start optional

* cont : remove assistant start prefix altogether

---------

Co-authored-by: Piotr Wilkin (ilintar) <piotr.wilkin@syndatis.com>
2026-01-29 16:06:15 +01:00
Sigbjørn Skjæret b45ef2702c
jinja : do not pass empty tools and add some none filters (#19176) 2026-01-29 14:06:54 +01:00
Sigbjørn Skjæret 60368e1d73
jinja : undefined should be treated as sequence/iterable (return string/array) by filters/tests (#19147)
* undefined is treated as iterable (string/array) by filters

`tojson` is not a supported `undefined` filter

* add tests

* add sequence and iterable tests

keep it DRY and fix some types
2026-01-28 14:40:29 +01:00
Sigbjørn Skjæret 2b4cbd2834
jinja : implement mixed type object keys (#18955)
* implement mixed type object keys

* add tests

* refactor

* minor fixes

* massive refactor

* add more tests

* forgotten tuples

* fix array/object is_hashable

* correct (albeit broken) jinja responses

verified with transformers

* improved hashing and equality

* refactor hash function

* more exhausive test case

* clean up

* cont

* cont (2)

* missing cstring

---------

Co-authored-by: Xuan Son Nguyen <son@huggingface.co>
2026-01-27 19:50:42 +01:00
Johannes Gäßler b0311c16d2
CUDA: fix padding of GQA to power of 2 in FA (#19115) 2026-01-26 23:24:58 +01:00
Johannes Gäßler 4e5b83b226
GGUF: check that tensor size is representable (#19072) 2026-01-24 21:57:51 +01:00
Xuan-Son Nguyen 51fa458a92
server : support preserving reasoning_content in assistant message (#18994)
* support reasoning_content input

* report template caps to webui

* add docs

* rm commented code
2026-01-22 21:30:06 +01:00
Georgi Gerganov a5eaa1d6a3
mla : make the V tensor a view of K (#18986)
* mla : pass V as a view of K to the FA op

* cuda : adjust mla logic to new layout

* kv-cache : fix rope shift

* tests : remove comment

* cuda : fix reusable_cutoff

Co-authored-by: Johannes Gäßler <johannesg@5d6.de>

---------

Co-authored-by: Johannes Gäßler <johannesg@5d6.de>
2026-01-22 22:09:01 +02:00
Piotr Wilkin (ilintar) c301172f66
jinja: support none|string (#18995)
* jinja: support none|string

* Update common/jinja/value.cpp

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

* Update tests/test-jinja.cpp

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

* Add as_string()

---------

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
2026-01-21 19:24:37 +01:00
Jeff Bolz 33f890e579
vulkan: support flash attention GQA/split_k with small batches (#18938) 2026-01-21 17:43:43 +01:00
Xuan-Son Nguyen 2c1f199653
cli : fix reasoning responses in CLI (#18961)
* cli : fix reasoning responses in CLI

* fix build

* fix build (2)
2026-01-20 18:23:25 +01:00
Sigbjørn Skjæret 959ecf7f23
jinja : fix undefined keys and attributes and int/float as bool (#18924)
* fix undefined keys and attributes

* add falsy tests

* as_bool for integers and floats

* more falsy/truthy tests

* --typo
2026-01-19 20:29:43 +01:00
Sigbjørn Skjæret 4037093c66
ci : run test-jinja -py on high perf [no ci] (#18916) 2026-01-19 20:29:15 +01:00
Xuan-Son Nguyen fe44d35574
tests : add test-jinja -py option for cross-checking (#18906)
* tests : add test-jinja -py option or cross-checking

* Update tests/test-jinja.cpp

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

* fix + add source

* SandboxedEnvironment

* fix array.map case

---------

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
2026-01-18 08:14:27 +01:00
Sigbjørn Skjæret d03c45c9c5
jinja : attribute support for join, map and sort (#18883)
* support negative array index and default value

* attribute support (int and str) for join, map and sort

* add tests

* update CODEOWNERS

* improve fixme sorting comment
2026-01-18 02:53:01 +01:00
Sigbjørn Skjæret 10c98cbdf6
jinja : add missing tojson filter for bool (#18900)
* add missing tojson for bool

* add more literal tests
2026-01-18 01:05:09 +01:00
Sigbjørn Skjæret 420960ab92
jinja : fix lexing of float literals with sign (#18901)
* fix lexing of float literals with sign

* add test

* consume_numeric
2026-01-18 00:57:51 +01:00
Xuan-Son Nguyen f55b033ae6
jinja: correct member access rule (#18905) 2026-01-18 00:48:55 +01:00
Thore Koritzius 388ce82241
ggml : extend ggml_pool_1d + metal (#16429)
* chore: resolve conflicts

* feat: ggml metal impl

* fix: ggml_metal_kargs_pool_1d struct

* fix: require contiguous input

* chore: test pool_1d

* chore: limit pool1d test cases to p0=0 and s0=k0 to conform with asserts

* chore: add p0 and s0 to testing

* fix: allow padding for cpu and metal

* Update ggml/src/ggml-metal/ggml-metal.metal

* fix: correct single-threaded loop

* ggml : cleanup

* tests : add ne[1] != 1 tests

* fix: ne[1] handling in np

* cont : fixes

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2026-01-16 16:59:56 +02:00
Xuan-Son Nguyen c15395f73c
common : implement new jinja template engine (#18462)
* jinja vm

* lexer

* add vm types

* demo

* clean up

* parser ok

* binary_expression::execute

* shadow naming

* bin ops works!

* fix map object

* add string builtins

* add more builtins

* wip

* use mk_val

* eval with is_user_input

* render gemma tmpl ok

* track input string even after transformations

* support binded functions

* keyword arguments and slicing array

* use shared_ptr for values

* add mk_stmt

* allow print source on exception

* fix negate test

* testing more templates

* mostly works

* add filter_statement

* allow func to access ctx

* add jinja-value.cpp

* impl global_from_json

* a lot of fixes

* more tests

* more fix, more tests

* more fixes

* rm workarounds

* demo: type inferrence

* add placeholder for tojson

* improve function args handling

* rm type inference

* no more std::regex

* trailing spaces

* make testing more flexible

* make output a bit cleaner

* (wip) redirect minja calls

* test: add --output

* fix crash on macro kwargs

* add minimal caps system

* add some workarounds

* rm caps_apply_workarounds

* get rid of preprocessing

* more fixes

* fix test-chat-template

* move test-chat-jinja into test-chat-template

* rm test-chat-jinja from cmake

* test-chat-template: use common

* fix build

* fix build (2)

* rename vm --> interpreter

* improve error reporting

* correct lstrip behavior

* add tojson

* more fixes

* disable tests for COMMON_CHAT_FORMAT_GENERIC

* make sure tojson output correct order

* add object.length

* fully functional selectattr / rejectattr

* improve error reporting

* more builtins added, more fixes

* create jinja rendering tests

* fix testing.h path

* adjust whitespace rules

* more fixes

* temporary disable test for ibm-granite

* r/lstrip behavior matched with hf.js

* minimax, glm4.5 ok

* add append and pop

* kimi-k2 ok

* test-chat passed

* fix lstrip_block

* add more jinja tests

* cast to unsigned char

* allow dict key to be numeric

* nemotron: rm windows newline

* tests ok

* fix test

* rename interpreter --> runtime

* fix build

* add more checks

* bring back generic format support

* fix Apertus

* [json.exception.out_of_range.403] key 'content' not found

* rm generic test

* refactor input marking

* add docs

* fix windows build

* clarify error message

* improved tests

* split/rsplit with maxsplit

* non-inverse maxsplit

forgot to change after simplifying

* implement separators for tojson and fix indent

* i like to move it move it

* rename null -- > none

* token::eof

* some nits + comments

* add exception classes for lexer and parser

* null -> none

* rename global -> env

* rm minja

* update docs

* docs: add input marking caveats

* imlement missing jinja-tests functions

* oops

* support trim filter with args, remove bogus to_json reference

* numerous argument fixes

* updated tests

* implement optional strip chars parameter

* use new chars parameter

* float filter also has default

* always leave at least one decimal in float string

* jinja : static analysis + header cleanup + minor fixes

* add fuzz test

* add string.cpp

* fix chat_template_kwargs

* nits

* fix build

* revert

* unrevert

sorry :)

* add fuzz func_args, refactor to be safer

* fix array.map()

* loosen ensure_vals max count condition, add not impl for map(int)

* hopefully fix windows

* check if empty first

* normalize newlines

---------

Co-authored-by: Alde Rojas <hello@alde.dev>
Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2026-01-16 11:22:06 +01:00
Adrien Gallouët ec997b4f2b
tests : download models only when running ctest (#18843)
Signed-off-by: Adrien Gallouët <angt@huggingface.co>
2026-01-15 09:47:29 +01:00
Oliver Simons 36f0132464
CUDA: Factor out and re-use `block_reduce` function (#18785)
* CUDA: Refactor and expose two_stage_warp_reduce_* function

* Use `two_stage_warp_reduce` also in softmax kernel, move smem out of it

Moving smem out of `__device__` function to `__global__` function
allows for explicit smem reuse, as either compiler or cuda rt seem to not
free it afterwards (`cudaFuncSetAttribute` fails when not accounting for
it once for each call to two_stage_warp_reduce)

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

Co-authored-by: Aman Gupta <amangupta052@gmail.com>

* Use two_stage_warp_reduce in group_norm_f32

* Use two_stage_warp_reduce in rms_norm_f32

* Fix smem calculation which expects bytes

* Make `two_stage_warp_reduce` accept all values warp_reduce accepts

Also integrate it into norm_f32 function

* Use two_stage_warp_reduce in l2_norm_f32

* Use type traits for block reduction for better legibility

Also adresss other requests by @am17an such as variable renaming

* Make norm tests cover all cuda paths

* Mark columns % WARP_SIZE !=0 as supported for RMS_NORM_BACK

Unit-tests passed locally, let's see if they pass in the CI as well

* Use `enum class` for `block_reduce_method`

This is more type-safe than plain enum

* Rename variables as suggested in code review by @am17an

* Rename two_stage_warp_reduce -> block_reduce

* Fix trailing whitespace in common.cuh

* Make condition of static_assert type-dependent

This delays evaluation until the template is actually instantiated.
Otherwise, some compilers may evaluate the assert when parsing the
template, resulting in build errors as observed here:

https://github.com/ggml-org/llama.cpp/actions/runs/20960323123/job/60235530068?pr=18785

* Inline definitions

---------

Co-authored-by: Aman Gupta <amangupta052@gmail.com>
2026-01-15 10:44:54 +08:00
Adrien Gallouët f709c7a33f
ci, tests : use cmake to download models and remove libcurl dependency (#18791)
* ci, tests : use cmake to download models and remove libcurl dependency
* llama_dl_model -> llama_download_model
* use EXPECTED_HASH for robust model downloading
* Move llama_download_model to cmake/common.cmake

Signed-off-by: Adrien Gallouët <angt@huggingface.co>
2026-01-14 07:46:27 +01:00