10275 Commits

Author SHA1 Message Date
Pascal
4308a4f035 server: decode Windows OEM output to UTF-8 in built-in tools (#26597)
a child process writes in the OEM code page, which is not UTF-8 on a
western Windows install, so accented output reaches the JSON layer as
invalid bytes and gets replaced there, silently losing the characters

run() spawns without a console, so the child never inherits the console
code page and GetOEMCP is the one that applies

decode with MB_ERR_INVALID_CHARS so a wrong code page returns the text
untouched instead of emitting replacement characters, and pass text that
already decodes as UTF-8 through so a child emitting UTF-8 is never
decoded twice

the check drops an incomplete trailing sequence before validating, since
a streamed chunk can end in the middle of a multi-byte character
b10275
2026-08-04 22:24:55 +02:00
Abhinay Krishna
474c92e722 mtmd: correcting duplicate empty audio chunks for short inputs (#26536)
* correcting duplicate empty audio chunks for short inputs

* tests.sh code restored
b10274
2026-08-04 22:05:56 +02:00
Oliver Simons
a6aa6f5450 sampler : remove "full-context windows" from history-based samplers (#26524)
* Resolve -1 to 1024 instead of ctx-len for samplers

Because of backend-sampling we initialize samplers before the complete
llama_context is there. Therefore, we cannot infer the resolved context
length yet at the time we construct the samplers.

* Shared default of 64 for history-based samplers, remove context_size
b10273
2026-08-04 21:28:55 +03:00
Guilherme Quintino
76c956c137 gguf-split: Add option to delete split parts during merge (#26538)
* Add delete-files option to split parameters

Added a new option to delete split files during execution to free up disk space.

* Add test for delete files on merge option

* Fix tests

* Update tools/gguf-split/gguf-split.cpp

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@huggingface.co>

* Update tools/gguf-split/gguf-split.cpp

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@huggingface.co>

* Uncomment tests

* Improvements to address PR comments

* Fix formatting

* Fix formatting

* Rename --delete-files to --delete-splits

* Comment tests

* Move delete inside loop

* style cleanup

---------

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@huggingface.co>
2026-08-04 21:27:47 +03:00
Aleksander Grygier
2f56fc3431 ui: CWD for agent (#26518)
* server : extend file_glob_search for UI pickers

* ui : add per-conversation working directory with picker

* ui : add path navigation and search scope to cwd picker

Treat path-like queries (starting with / or ~) as directory navigation
instead of glob-matching the whole query: search the parent for the last
segment, and descend into an exactly-typed directory by listing its
children. Show the effective search scope in the footer and auto-search
on open so the current directory and its siblings appear immediately.

Assisted-by: Claude

* db : persist per-call tool cwd on tool result messages

* ui : abbreviate tool paths under home with a tilde

* ui : show the per-call cwd on exec shell rows

* ui : clarify the synthetic cwd message for the model

* ui : reuse the trailing cwd row on a repeated pick

* ui : don't jump when a cwd row is injected mid-chat

* chore: Formatting

* refactor: Cleanup comments

* ui : unify working directory naming and add a synthetic-message flag

* ui : render synthetic cwd rows without a scroll jump

* ui : decouple the working directory picker into utils and sub-components

* ui : add get_info tool call block

* chore: Formatting

* refactor: Cleanup

* refactor: Cleanup

* refactor: Cleanup

* fix: UI

* server : harden file_glob_search listing (kind enum, timeout, symlink guard, absolute base)

* ui : use persisted isSynthetic flag for cwd rows, drop legacy formats

* ui : cache picker search, fail visibly on native resolve

* ui : escape glob metacharacters in picker search glob

* ui : simplify auto-scroll pin

* chore: Format

* fix: Use `SvelteMap`

* refactor: Post-review fixes

* ui: accept Windows roots in the working directory picker

recognize a drive root (C:) and a UNC share (//host/share) as path
navigation, alongside the POSIX root and ~, so a query like D:\repos
lists that directory instead of glob-matching it under the home dir

split below the root, so a bare drive resolves to its root rather than
to a drive-relative prefix

rewrite backslashes into forward slashes only when the query carries a
Windows root, since a backslash is a legal POSIX filename character

paths keep travelling with forward slashes, which is what the server
returns and what Windows accepts

---------

Co-authored-by: Pascal <admin@serveurperso.com>
b10271
2026-08-04 19:05:48 +02:00
Xuan-Son Nguyen
0713275082 mtmd: support Qwen3-TTS (note: breaking change to llama-tts binary) (#26254)
* convert text model

* main model load ok

* convert encoder ok

* speaker encoder loading ok

* speaker enc graph

* adapt vocab for backbone (with some tricks)

* add suppress_tokens

* poc new mtmd gen api

* convert code_predictor to gguf

* load gen_code model ok

* add clip_encode

* wire up

* code gen cgraph init version

Co-authored-by: Pascal <admin@serveurperso.com>

* code2wav convert to gguf

* code2wav graph ok

* wire up in/out

* (wip) subgraph

* wire up

* wip, correct code2wav

* demo (to be removed)

* code2wav preserve kv between calls

* demo voice clone

* llama: add llama_model_get_tok_embd

* mtmd_helper_gen_audio API

* fix clamp cold prefix

Co-authored-by: Pascal <admin@serveurperso.com>

* fuse snake op

Co-authored-by: Pascal <admin@serveurperso.com>

* demo: use proper sampling

* update dev docs

* polymorphism helper

* revamp llama-tts binary

* update docs

* fix compile

* fix lint

* nits

* add guide + docs

* more timings info

* clean up code comments

* security fixes

* update docs

* use ggml_build_forward_select, clean up comments

* fix ci

* use ISO 639-1 language code

* rename CODE2WAV --> GEN_WAV, update docs

* clean up

* clean up tts.cpp

* add seq_id

* add step_prompt()

* mtmd_helper_model_can_chat

* clean up comments

---------

Co-authored-by: Pascal <admin@serveurperso.com>
b10270
2026-08-04 17:26:15 +02:00
Georgi Gerganov
1c3c9674de models : fix dflash wo_a reshape on load (#26577) b10269 2026-08-04 16:56:49 +03:00
Niklas Wenzel
6b5224cfcc ci: fix pre-built binaries no longer working on macOS 15 and below (#26375)
* ci: fix pre-built binaries no longer working on macOS 15 and below

* ci: add macOS deployment target to disabled KleidiAI build
b10268
2026-08-04 15:03:38 +02:00
Daniel Bevenius
7bd8282c37 speculative : refactor enabled configs common_speculative_init (#26510)
This commit contains a suggestion to reduce some code duplication in
common_speculative_init when adding the enabled speculative decoding
configurations.

No tests were added but the existing server tests still passes with this
change:
```console
$ ./tests.sh unit/test_speculative.py -v -x
```
b10267
2026-08-04 13:17:15 +02:00
hcl
5788b510a1 gguf-py: validate n_dims and guard against uint64 overflow in reader (#25401)
The Python GGUF reader lacked two guards the C++ loader has:
- n_dims read as uint32 with no GGML_MAX_DIMS bound -> crafted file with
  huge n_dims triggers oversized memmap read / OOM.
- np.prod(dims) on uint64 wraps silently -> a crafted dims triple can
  overflow to a tiny element count, passing an undersized read through.

Add a GGML_MAX_DIMS check and compute the element count with Python ints.

Fixes #25378
2026-08-04 12:12:48 +03:00
Georgi Gerganov
2e17f69ef4 sync : ggml b10265 2026-08-04 11:54:54 +03:00
Georgi Gerganov
15831f579a ggml : bump version to 0.18.1 (ggml/1578) 2026-08-04 11:54:54 +03:00
Angel Galindo
b5746d28ce convert : add missing return after setting tekken vocab (#25947) 2026-08-04 11:41:18 +03:00
Pranav Uttarkar
f26efa02a7 vulkan backend ops: implemented GATED_LINEAR_ATTN (#25601)
* vulkan : add GATED_LINEAR_ATTN op

* docs : update Vulkan ops

* vulkan : remove unused GLA spec constant

* Updated ops.md

* ops.md update
b10262
2026-08-04 11:40:54 +03:00
Sigbjørn Skjæret
cf06ad7dfe vocab : validate plamo2 byte tokens (#26511)
* validate plamo2 byte tokens

* --typo
b10261
2026-08-04 11:40:02 +03:00
Caleb DeLeeuw
b06fbc968b convert : import bytes_to_unicode from convert_slow_tokenizer (#26217)
bytes_to_unicode was removed from transformers.models.gpt2.tokenization_gpt2
in huggingface/transformers#40936, but it had already been copied into
transformers.convert_slow_tokenizer in huggingface/transformers#30334
(transformers 4.54.1), so import it directly from there.

Applies the same fix to chatglm.py.
2026-08-04 10:34:30 +03:00
Georgi Gerganov
1269cb1ff1 model : allow reshape of tensors during load (#26531) b10259 2026-08-04 09:06:44 +03:00
Oliver Simons
935cad6497 llama : move n_vocab from llama_sampler_data to penalty_sampler (#26520)
This matches how it is done for logit_bias and mirostat samplers, see
https://github.com/ggml-org/llama.cpp/pull/25262#discussion_r3703951151
b10258
2026-08-04 09:02:49 +03:00
Eve
22dc605c4e ci: fix vulkan llvmpipe runs (#26533) b10257 2026-08-04 03:28:57 +00:00
Titaniumtown
6c8dcaa7ae sycl: parallelize the non-contiguous concat kernel (#25852)
* sycl: parallelize the non-contiguous concat kernel

Launch geometry only: the non-contiguous concat kernel launched a single-lane
work-group (1, 1, 1), now it will launch a (1, 1, SYCL_CONCAT_BLOCK_SIZE) one.

SYCL_CONCAT_BLOCK_SIZE is defined in `ggml/src/ggml-sycl/presets.hpp`.

llama-bench (Arc Pro B70, Qwen3.6-27B-UD-Q4_K_XL, -fa on, q8_0 KV),
on top of upstream master: pp2048 920 -> 1006 t/s (+9.4%)

* sycl: cap non-contiguous concat block at ne0

* sycl: make non-contiguous concat block width env-tunable (GGML_SYCL_CONCAT_BLOCK_SIZE)

* Revert "sycl: make non-contiguous concat block width env-tunable (GGML_SYCL_CONCAT_BLOCK_SIZE)"

This reverts commit 2709909e79.
b10256
2026-08-04 10:08:05 +08:00
Ozymandias_EBON
66fa168a56 Extended SYCL oneDNN SDPA to non-FP16 KV caches (Q4_0–Q8_0 and FP32) (#25874)
* sycl: extend oneDNN SDPA to Q4_0-Q8_0 and F32 KV caches

Extends the oneDNN SDPA path (PR #25222) to handle non-F16 KV caches by
dequantizing or converting K/V to dense FP16 on-device before feeding
them into the SDPA graph. The fused systolic kernel then runs identically
to the native FP16 path.

Supported KV types:
  - Q4_0, Q4_1, Q5_0, Q5_1, Q8_0: to_fp16_sycl / to_fp16_nc_sycl
  - F32: cont_to_f16_sycl<float>
  - BF16 and IQ types are excluded (no conversion kernel available)

Gate: non-F16 requires K >= 1024 and Q >= 32 (prefill only).
F16 KV runs at any length (existing behavior).

Also includes the stream sync fix (stream->wait_and_throw() unconditional,
PR #25741 by @malsbat) and removal of V_is_K_view aliasing (K and V are
always dequantized to separate buffers).

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

* docs: drop GGML_SYCL_FA_DEBUG from SYCL.md (not shipped in this PR)
Co-Authored-By: Claude <noreply@anthropic.com>

---------

Co-authored-by: Claude <noreply@anthropic.com>
b10255
2026-08-04 10:07:23 +08:00
Thiago Padilha
0ef6e55edb chat : add new template for DeepSeek V4 Flash 0731 (#26398)
* common/chat: update DeepSeek V4 templates

Align the DeepSeek V4 templates with the official encoders while keeping parser behavior out of this change.

- Default drop_thinking for DeepSeek V4 history so prior thinking is omitted unless preserve_reasoning is requested or tools are present.
- Add structured output response-format instructions to the V4 templates and pass the schema into template rendering.
- Add a separate Flash 0731 template for the updated high and max reasoning effort mapping.
- Cover reasoning effort, drop_thinking, structured output prompts, preserved reasoning, continuations, and empty tool arguments in template rendering tests.

Official references:
https://huggingface.co/deepseek-ai/DeepSeek-V4-Flash/blob/main/encoding/encoding_dsv4.py
https://huggingface.co/deepseek-ai/DeepSeek-V4-Flash-0731/blob/main/encoding/encoding_dsv4.py

Assisted-by: Codex

* Fix deepseek v4 0731 template selection

* remove unneeded lower normalization

* Fix DSML parser to consume the tool call separator

* address aldehir requests

* address aldehir comment
b10254
2026-08-03 17:59:11 -05:00
Alessandro de Oliveira Faria (A.K.A.CABELO)
94bc47f280 vendor : update cpp-httplib to 0.52.0 (#26485) b10253 2026-08-04 00:30:42 +02:00
Alessandro de Oliveira Faria (A.K.A.CABELO)
fe2adf0e72 vendor : update BoringSSL to 0.20260803.0 (#26523) b10252 2026-08-03 20:31:15 +02:00
jacekpoplawski
57c092139a model : support MTP in GLM-4.7-Flash (#24868) b10251 2026-08-03 20:27:52 +02:00
Pascal
ee0445c99c tests: add model resolution test on synthetic repo listings (#26172)
* tests: add model resolution test on synthetic repo listings

Include download.cpp and arg.cpp inside a namespace with hf_cache
monkey patched to serve hardcoded listings, so the resolution and the
model handler assembly are tested end-to-end through the real CLI
parsing, without modifying the tested code and without network access.

Covers the primary, shard, mmproj, sidecar and preset resolution on
layouts mimicking real vendor conventions, replays every case on
permutations of the listing to assert determinism, and asserts the
final wired paths for the spec type auto-selection, the -md precedence
and the fallback suppression.

* tests: keep model resolution checks active and let the handler resolve

Replace assert with a REQUIRE macro alive in Release builds, key the
fake hf_cache by repo id so the real handler init resolves every plan
itself, check the exact shard sets, restrict the permutation exception
to the order dependent picks, and cover dflash and eagle3.

* tests: fix model resolution build on fatal warnings CI and Windows

The namespaced copy of the sources leaves many static functions unused
in this TU, exempt it from the unused warnings. Pre-include the
windows headers so arg.cpp does not pull them inside the namespace.
Declare the renamed copies of the download.h functions, verbatim from
the header and renamed in sync by the macros, so missing declaration
and missing prototype warnings are satisfied on every toolchain.

* tests: fix winsock inclusion order for the model resolution test

WIN32_LEAN_AND_MEAN and winsock2.h before windows.h, so http.h does
not redefine the socket types afterwards.

* tests: link cpp-httplib to the model resolution test

The test compiles its own copy of download.cpp, which calls httplib
directly, and the private link of llama-common does not propagate the
symbols under lld-link.

* common_http_client

* common: finish the http client wrapper

Add the virtual Head, Get and Post methods and the passthrough
setters to the common_http_client skeleton, move follow_location
into the constructor, expose the underlying client for the ranged
pull path, and rename the missed common_http_client_init call sites.

* tests: rewrite model resolution on the http client stub

Replace the namespace inclusion of the sources by a plain TU: the
common_http_client factory returns a stub serving hardcoded HF API
responses, so the real hf_cache parsing, resolution and CLI handler
run against synthetic listings in an isolated cache directory.

Failures print the named case, the reordering and the actual versus
expected values, the assembly cases use the full command line as
context, and the empty result cases are checked once to keep the
logs short.

* tests: fix the model resolution on Windows and the builds without TLS

Assert the exact expected paths composed like the cache does instead of
suffix matching on forward slashes, set the environment portably, and
serve the stub through an http endpoint so the builds rejecting the
https scheme still reach it. Pause the log so the negative cases can be
replayed on every reordering.

* tests: make the model resolution failures self explanatory

Resume the paused log before the failure report so the CI shows why
the tested code bailed, and format the stub oids portably.

* common: hold the http client factory behind exported functions

The factory was an inline variable, and the Windows shared builds
export functions but not data, so the executable and the DLL each had
their own instance: the stub installed by the test was invisible to
the library, which reached for the real endpoint and resolved nothing.
Route the creation through functions compiled into the library and
format the stub oids portably.

* common: add the http client factory source missed in the previous commit

* common: typedef the http client factory callback

Address review from @ngxson

* tests: serve the model resolution repos over the loopback

Replace the client stub by a real httplib server bound to the
loopback, so no C++ object crosses the module boundary anymore and
the library exercises its own client and transport end to end. The
debug shared build on Windows crashed inside the stubbed path.

* common: add portable common_get_env and common_set_env helpers

Address review from @ngxson

* common: drop the http client factory left without a caller

The loopback server made the stub substitution unnecessary, the client
init builds the real client directly again.

* common: read the model endpoint through the env helpers

* nit: drop the stub leftovers from the model resolution test

* common: align common_set_env and isolate the test cache per run

The POSIX branch now behaves like _putenv_s, so the helper has a single
contract on every platform, and common_get_env already reads an unset and
an empty variable alike.

The model resolution test keys its cache directory on the loopback port,
where two concurrent runs on the same machine used to share one directory
and the initial cleanup of either wiped the other.

* tests: move the model resolution server into main

* tests: support the DSpark sidecar resolution

* common: revert the http client to the plain httplib client

address review from @ngxson

---------

Co-authored-by: Xuan Son Nguyen <son@huggingface.co>
b10250
2026-08-03 18:58:15 +02:00
Xuan-Son Nguyen
99111b19ce server: add get_info tool (#26522)
* server: add get_info tool

* fix --rpc in docs

* server: harden get_info probe result handling

Report the OS as unknown when the probe process fails to spawn or times
out, so the diagnostic text from run() is never returned as an OS name.
Strip the probe output on both ends, which also drops the blank line
that ver prints before the version on Windows. Name the output and
timeout limits, and report an unreadable working directory as unknown
instead of an empty string.

* server: simplify get_info result handling

Drop the named limits and the working directory error branch, keeping
the probe result handling to a single expression.

---------

Co-authored-by: Pascal <admin@serveurperso.com>
b10249
2026-08-03 18:51:02 +02:00
Sigbjørn Skjæret
e8e06f78e2 vocab : validate default special token ids (#26506) b10248 2026-08-03 17:40:53 +02:00
AgoraPete
dbadb68eec ggml: use dynamic allocation for split graph inputs (#22789)
* ggml: use dynamic allocation for split graph inputs

Replace fixed-size GGML_SCHED_MAX_SPLIT_INPUTS arrays with dynamically
allocated buffers in the backend scheduler. This fixes crashes when
loading wide MoE models (Gemma 4, Qwen MoE, Mixtral, DeepSeek) on
multi-backend setups where graph splits exceed 30 input tensors.

- split->inputs: dynamic array with grow-on-demand
- sched->graph_inputs: dynamic array with grow-on-demand
- graph_size calculation now uses actual input count instead of fixed constant

* cont : clean-up

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
b10247
2026-08-03 18:03:14 +03:00
Hongqiang Wang
39eab74a05 opencl: route large q6_K lm_head to the flat GEMV (#26427)
* add a direct size condition for `large` weights; the original
  dimension condition is insufficient -- q6_K lm_head for gemma-4 E2B
  has [1536, 262144], which is big enough to slowdown gemv_noshuffle but
  does not satisfy the dimension condition (ne0 >= 2048)
b10246
2026-08-03 07:36:19 -07:00
Georgi Gerganov
c50b34a1e0 graph : fix unused input tensors in minimax m3 graph (#26519) b10245 2026-08-03 17:32:01 +03:00
timkhronos
67d5978bb1 model: M3: Move MSA into a new memory implementation (#26338)
* Move MSA logic from llama-kv-cache into llama-kv-cache-msa

* cont : minor

* cont : ws fix

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
b10244
2026-08-03 16:30:08 +03:00
fairydreaming
563dec81c1 llama : allocate indexer cache only in "full" indexer layers (#26474)
Co-authored-by: Stanisław Szymczyk <sszymczy@gmail.com>
b10243
2026-08-03 14:56:30 +02:00
Konrad Moren
96278e39fc CUDA: Add backend sampler for penalties sampler (#25262)
* sampling: enhance penalty handling in common_sampler_init

- Set default value for penalty_last_n based on model context if not specified.
- Ensure penalty_last_n and n_prev are non-negative.
- Update llama_sampler_penalties structure to inherit from llama_sampler_backend and add backend input handling for penalties.
- Implement backend initialization and application logic for penalties, including frequency and presence adjustments.

* tests: add backend penalties sampling tests and utility functions

- Introduced `accept_prompt` and `unique_prompt_tokens` functions to handle prompt acceptance and token uniqueness.
- Implemented `compare_penalties_logits` to compare logits from backend and CPU samplers with penalties.
- Added `test_backend_penalties_sampling` to validate backend penalties with various configurations.
- Enhanced the test suite for better coverage of penalty handling in sampling.

* sampling: add support for top-k penalties in backend sampling

* sampling: add fix to ensure  stable numerical results. Preserve masked logits as -Inf and no longer generate NaN.

* sampling: enhance penalty comparison tests with masking penalties logic

* add comments on padding

* sampling: add comments on modifications

* add the unit test to cover masked-out token as -INF

* validate repeat penalty to ensure it is finite and greater than 0; add tests for invalid values

* refactor: test functions to share logic and be less verbose

* add test to cover case where previously penalized token is not part of candidates

* remove comments

* remove redundant penalty_last_n initialization and validation in common_sampler_init

* add support for penalties in sampler chain with configurable positions

* add validation for penalty parameters and enhance tests for non-finite values

* add context parameter to common_sampler_init and set default for penalty_last_n

* add llama_n_ctx parameter to common_sampler_init for improved sampler initialization

* replace penalty_last_n x n_candidates comparison matrix with a vocabulary-sized count tensor

* add tests for backend penalties sampling without filler entries , token_count.size() == n_active == n_max == 64

* add test for backend penalties sampling  after top-p with large history window

* remove as unused

* add is_disabled method, tensor logits reshape, add rest review suggestions

* clarify comment
b10242
2026-08-03 14:26:09 +02:00
Oliver Simons
9bd4c09ea5 CUDA: Fix data-races when reusing SMEM in block_reduce (#26385)
* CUDA: Fix data-races when reusing block_reduce

block_reduce currently doesn't resync after reading from SMEM, causing
potential data-races when reusing SMEM for multiple reductions.

One may consider simply always adding this in block_reduce, but this
comes at a potential perf cost

* double-buffering for single-row softmax

* double-buffering for norm as well

* Add comment

* Add explanatory comment to block_reduce

* Specify need for + do memory barrier only in multi-warp scenario

* Implement review-suggestion from @gaugarg-nv
b10241
2026-08-03 14:22:44 +02:00
Xuan-Son Nguyen
0b14b87d7c server: add notice for upcoming default port change 8080 --> 9931 (#26508)
* server: add notice for upcoming default port change 8080 --> 6631

* add link to PR

* correct to 9931
b10240
2026-08-03 12:45:24 +02:00
Xuan-Son Nguyen
f2b52a87e8 server: (tools) add x-tool-cwd header (#26420)
* server: (tools) add x-tool-cwd header

* reuse str_to_lower from server-models
2026-08-03 10:47:21 +02:00
Masashi Yoshimura
4ed2b13f75 model: MTP support for Qwen3-Next (#25589)
* mtp for qwen3nex

* fix for python type-check

* Fix to compute num_mtp from directly mtp layer

* define opt_num_mtp_layers in _QwenMtpMixin and fix some comments

* Fix for python type check

* Update gguf-py/gguf/constants.py

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@huggingface.co>

* rebase and add load_mtp flags

* Update src/models/qwen3next.cpp

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@huggingface.co>

* Update src/models/qwen3next.cpp

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@huggingface.co>

---------

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@huggingface.co>
b10238
2026-08-03 17:15:01 +09:00
fairydreaming
2b63e0610b llama : MTP support for DeepSeek V3.2 (#26457)
* llama : MTP support for DeepSeek V3.2

* model : no need to include MTP layers during DeepSeek V3.2 model type discovery

---------

Co-authored-by: Stanisław Szymczyk <sszymczy@gmail.com>
b10237
2026-08-03 08:25:01 +02:00
Thiago Padilha
1464c62d88 metal: implement DSv4 Lightning Indexer (#25893)
* metal: implement F16 Lightning Indexer

- Implement GGML_OP_LIGHTNING_INDEXER for 128-dimensional, 64-head inputs
  with F32 queries and weights plus F16 keys and masks.
- Add tiled and tail kernels and test KV lengths around 8- and 64-element
  boundaries.

llama-bench (--mmap 1, -fa 1, -p 512, -n 128; d=0/10k/20k/30k):

Before:
- pp512: 153.73 ± 0.87 t/s
- tg128: 8.91 ± 0.04 t/s
- pp512 @ d10000: 73.90 ± 0.39 t/s
- tg128 @ d10000: 8.66 ± 0.03 t/s
- pp512 @ d20000: 45.83 ± 0.18 t/s
- tg128 @ d20000: 8.26 ± 0.03 t/s
- pp512 @ d30000: 33.40 ± 0.21 t/s
- tg128 @ d30000: 7.94 ± 0.01 t/s

After:
- pp512: 155.19 ± 0.91 t/s
- tg128: 8.95 ± 0.04 t/s
- pp512 @ d10000: 86.95 ± 0.69 t/s
- tg128 @ d10000: 9.00 ± 0.05 t/s
- pp512 @ d20000: 62.01 ± 0.45 t/s
- tg128 @ d20000: 8.68 ± 0.04 t/s
- pp512 @ d30000: 49.18 ± 0.33 t/s
- tg128 @ d30000: 8.60 ± 0.02 t/s

Assisted-by: Codex

* metal: stage Lightning Indexer K tiles

- Stage and dequantize K in F16 threadgroup memory before simdgroup matrix loads.
- Zero-fill partial tiles and guard stores so all KV segments use the same numerical path.
- Support F32, F16, BF16, Q4_0, Q4_1, Q5_0, Q5_1, and Q8_0 K caches.

llama-bench (--mmap 1, -fa on, -p 512, -n 128; d=0/10k/20k):

- pp512: 160.38 +/- 1.01 t/s
- tg128: 9.08 +/- 0.03 t/s
- pp512 @ d10000: 88.37 +/- 0.46 t/s
- tg128 @ d10000: 9.07 +/- 0.04 t/s
- pp512 @ d20000: 62.53 +/- 0.46 t/s
- tg128 @ d20000: 8.84 +/- 0.03 t/s

Assisted-by: Codex

* dedup Lightning Indexer constants, fix flaky test

* cont : fix whitespace

---------

Co-authored-by: forforever73 <690105611@qq.com>
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
b10236
2026-08-03 07:33:37 +03:00
Talha Adnan
221f0f6356 metal : add SILU_BACK (#25982)
* feat(silu_back): implemented silu_back op for f32

* fix(silu_back): removed redundant asserts in ggml-metal-ops.cpp function ggml_metal_op_silu_back.
b10235
2026-08-02 22:39:28 +03:00
Georgi Gerganov
9d21b57f2e metal : add F16 support for bin ops (#26465) b10234 2026-08-02 22:28:17 +03:00
mgroeber9110
0ab9d6fed7 opencl: limit local workgroup size for GLU operation (#26383) b10233 2026-08-02 11:44:00 -07:00
Georgi Gerganov
fffbcbdb9d metal: implement DeepSeek V4 hyper-connections (#26459)
- Implement GGML_OP_DSV4_HC_COMB, GGML_OP_DSV4_HC_PRE, and
  GGML_OP_DSV4_HC_POST with SIMDgroup register and shuffle optimized kernels.
- Add Metal dispatch and support plumbing and test the production Sinkhorn
  iteration count and embedding width.

Assisted-by: Codex

Co-authored-by: Thiago Padilha <thiago@padilha.cc>
b10232
2026-08-02 21:06:02 +03:00
Pascal
bb4e0e1b3f common: support the DSpark sidecar resolution (#26458)
The dspark- files resolve like the other speculative sidecars: the
-hfd tag applies to them, a requested sidecar resolves without a full
model at the tag, and an explicit -md selection disables the discovery.
When no type is requested, dspark outranks dflash in the auto-selection
since its sidecar carries the extra Markov head.
b10231
2026-08-02 19:25:27 +02:00
Aman Gupta
3581ba0cf5 convert: add option to create separate dspark GGUF (#26452)
* convert: add option to create separate dspark GGUF

* add --no-nextn

* fix convert bug
2026-08-02 23:16:31 +08:00
akleine
c745be2a2c opencl: bugfix increment ref_count in ggml_backend_opencl_init() (#26162)
Incrementing `ref_count` at the beginning is important later
in the `free()` method of the `ggml_backend_opencl_context` at program end.
If we do not increment the `ref_count`, the result would be -1 here,
and consequently, the profiling data would not be flushed and written.
( #ifdef GGML_OPENCL_PROFILING )
b10229
2026-08-02 06:43:00 -07:00
Aman Gupta
596a5795bd DeepseekV4 MTP + DSpark (#25784) b10228 2026-08-02 20:55:34 +08:00
Aldehir Rojas
f5919bf458 chat : add qwen3 specialized parser (#26252)
* Add tagged thinking tool parser

* chat : refactor and add permute helper

* cont : add support for <tool_call> omission

* cont : update tool delimiters

* cont : add comment for qwen3-coder

* cont : fix trigger pattern for <function

---------

Co-authored-by: Bart de Boer <bart.deboer@gmail.com>
b10227
2026-08-02 04:13:20 -05:00
KyleHagy
272700b360 sycl: fix classification of iGPUs (#26105) b10226 2026-08-02 15:10:32 +08:00