717 Commits
Author SHA1 Message Date
ChipmunkandGitHub 5d9e5ac30e server : support slot save/restore with media inputs (#26640)
* server : save serialized image chunks at the end of the llama state

* server : support multimodal slot state save/restore with packed payload

* server : refine image slot state serialization

* server : support media slot state and centralize media validation

* server : remove unnecessary comment

* server : remove defensive media checks and move the chunk type check to validate()
2026-08-12 12:20:28 +02:00
4dd127584b ui: add read_media tool (#25877)
* server: add read_image tool (#25875)

Adds a server-tool that allows vision models to analyze server-side images.
This tool is reading a single file for now:
The image data is base64 encoded and passed to the UI, which
decodes it, fills the <img> tag and removes the data URI before
passing the tool result back to the model.

* cleanup read_image tool: move magic strings to constants

* Add dedicated constants file: tools/ui/src/lib/constants/read-image.ts
  with PREFIX_IMAGE, PREFIX_SIZE, PREFIX_MIME constants
* Use ATTACHMENT_SAVED_REGEX from agentic.ts in ChatMessageToolCallBlockReadImage.svelte
* Use NEWLINE constant from code.ts instead of hardcoded '\n'
* Use PREFIX_SIZE in regex pattern for size parsing
* Add SERVER_TOOL_READ_IMAGE_PREFIX_* constants in C++ server-tools.cpp
  to match the TypeScript PREFIX_* constants for consistency

* server: rename read_image tool to read_media for images and audio

* Rename server_tool_read_image to server_tool_read_media in C++
* Rename enum BuiltInTool.READ_IMAGE to READ_MEDIA
* Rename UI constants, parser, and Svelte component files
* Update display label from 'Read image' to 'Read media'

* ui: consolidate audio data URI handling into shared utility

* Extract getAudioInputFormat to a shared utility (was duplicated inline)
* Store raw base64 in base64Data on the message object
* Use base64Data to construct data URIs for audio rendering
* Update agentic store to build INPUT_AUDIO parts from base64Data

* server: read_media: restrict audio to wav/mp3 and minor fixes

* Server get_mime_from_extension now only advertises audio/wav and
  audio/mpeg (the only formats the model's input_audio API accepts)
* Case-insensitive extension matching (fixes .MP3, .Wav, etc.)
* Unknown extensions return an error instead of a multi-MB data URI
  that inflates model context with garbage
* Updated tool description to document supported formats
* Frontend AUDIO_MIME_TO_EXTENSION trimmed to match server
* fix a missing import in tools/ui/src/lib/stores/agentic.svelte.ts

* server: read_media: add to --tools help text and README tool list

* ui: fix indentation in ChatMessageToolCallBlockDefault.svelte

* server: read_media tool: fix a cast to use the correct type

* server: read_media: multiple fixes

* server-tools.cpp import cctype, remove UTF-8 char, check mime before reading file
* ui: add MimeTypePrefix.AUDIO and use it in agentic.svelte.ts

* server: make read_media inherit from read_file and add uses_cwd

* ui: fix formating issues

* rm from server

* move it to frontend-only tool

* correct partial commit

* rm unused

* ui: address review from allozaur

Replace the magic strings, regexes and number in the read_media parser
and service with named constants. Path splitting reuses
FILE_PATH_SEPARATOR_REGEX, the size header regex moves to
READ_MEDIA_SIZE_REGEX derived from PREFIX_SIZE, and
FILE_EXTENSION_SEPARATOR lands next to it in constants/code.ts.

---------

Co-authored-by: ckrafft <ckrafft@epyc>
Co-authored-by: Xuan Son Nguyen <son@huggingface.co>
Co-authored-by: Pascal <admin@serveurperso.com>
2026-08-12 12:03:32 +02:00
Georgi GerganovandGitHub a4a4c51f3d tests : update speculative params (#26925) 2026-08-12 08:08:19 +03:00
Georgi GerganovandGitHub f785fc9ea4 spec : update speculative-simple (#26904)
* spec : update speculative-simple

* cont : simplify

* cont : clean-up
2026-08-11 19:52:12 +03:00
153d324bcf llama: add default load-mode auto, which avoids mmap on iGPUs (#26081)
* llama: add new default load-mode auto which picks mmap unless a non-Metal iGPU is used

* Update ggml/src/ggml-hexagon/ggml-hexagon.cpp

Co-authored-by: Max Krasnyansky <maxk@qti.qualcomm.com>

* set mmap_support to false on OpenCL backend

* fix order of load modes

* use -1 for auto

* resolve load mode auto earlier to correctly pick gpu host or cpu memory

* add load mode auto to llama-bench

* bump virtgpu api version, regenerate docs

---------

Co-authored-by: Piotr Wilkin (ilintar) <piotr.wilkin@syndatis.com>
Co-authored-by: Max Krasnyansky <maxk@qti.qualcomm.com>
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2026-08-11 09:20:46 +03:00
Georgi GerganovandGitHub b3df57286c tests : clean-up server test, use tests.sh in ci (#26886)
* tests : remove fetch_server_test_models.py

* ci : use tests.sh wrapper of pytest
2026-08-11 09:07:13 +03:00
dd1ea52433 llama : support multi-output backend sampling (#25532)
* Enable backend sampling with token speculation

* Clamp the mask sum before converting it into the sampled index

* Add a numeric context parameter declaring the maximum outputs one sequence

* More fixes

* Don't reuse memory for output views.

* Match dist between CPU and GPU

* Fix CPU and backend sampling mismatches

* Simpify some of the changes

* Fix tests on Vulkan

* More test fixes

* Rebase changes

* Rebase and address review comments

* Address review comments

* Address review comments

* Update src/llama-sampler.cpp

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

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2026-08-10 16:58:56 +03:00
4ae84dea27 server: add more tool isolation support (ssh remote + podman rootless) (#26774)
* server: add an ssh transport to the tools runtime

--tools-runtime ssh:<target> runs the built-in tools on a remote host,
where target is whatever ssh already resolves, a user@host or a config
alias, so no credentials live in llama.cpp.

Only build_argv and upload differ from the docker transport: the remote
shell re-parses the command line, so the argv travels through
shell_quote_join, and files go over scp with the same quoting on the
remote path. Authentication is key-based and the host key must already
be trusted, since the tools run without a console and any prompt would
hang them.

The target is validated before use. The spec can reach us from the
x-tool-runtime header, and a leading dash would turn it into an ssh
option, which is enough to run a command back on the host.

Nothing is created and nothing is reclaimed, so an ssh spec goes
straight to the tool call instead of through the container runtime.

Note that this is remoting rather than isolation: the tools can do
whatever the target account can do, and the isolation is whatever runs
them on the far side.

* server: support podman in the tools runtime

docker and podman expose the same run, exec, cp and inspect verbs with the
same argument order, so a single implementation drives both and the engine
is carried by the spec prefix: podman:<image> and podman-container:<id> sit
next to the docker forms.

tools_io_docker becomes tools_io_container and the runtime spawner becomes
server_tools_container_runtime, both holding the client binary chosen at
parse time. A single parse_container_runtime() resolves every spec, so
adding another engine is one string in the table.

make_tools_io() now rejects the spawning forms. The spec also reaches it
from the x-tool-runtime header, which is client controlled, and only the
runtime that owns a container is allowed to create one: a tool call can
attach to a running container, nothing more.

* ./build/bin/llama-gen-docs

* server: simplify the tools runtime and drop the file copy step

A server_tools_runtime base with one virtual spec() replaces the
container runtime and the bare spec string that ssh needed next to it,
so server_tools is back to a single pointer and neither setup nor the
handler tests which of the two is set.

write_file used to spill its content into a temporary file on the host
and copy it in, because run_subprocess had no way to feed a child. It
now takes an optional stdin payload and creates the parent directory
and the file in a single round trip through a shell in the isolate.

That removes the upload virtual and both implementations: no more
container cp or scp, no second binary on the host, no sftp subsystem on
the target, no predictable temporary in a shared tmp, and none of the
content reaching an argv the remote shell re-parses. It also fixes
write_file over ssh, which never worked: scp speaks sftp and takes the
remote path literally, so quoting it kept the quotes in the file name.

Writing the payload before reading the output relies on the child
draining stdin as it goes, which holds for cat, its only user today.

* ./build/bin/llama-gen-docs

* server: harden the tools runtime against argv injection and a stdin stall

Validate the container id from x-tool-runtime and --tools-runtime the
same way the ssh target already is, so an id shaped like an option
(docker-container:--privileged) is rejected before it reaches the
engine's exec command line instead of running against a hardened
container. Feed the child's stdin after the watchdog is armed, so a
transport that stalls mid-write is terminated at the deadline rather
than blocking the request forever.

Cover both guards and fix the unknown-scheme test, which used ssh: as
its example and now names a real runtime.

* tests: exercise the tools runtime tests on podman as well as docker

Follow-up #26507. The container runtime drives docker and podman
through one implementation, so parametrize the availability helper,
the container fixture and the attach test on the engine, and cover
both engine prefixes in the container id injection test. Each engine
skips on its own when it is not installed.

The spawn cleanup test stays docker only: it recovers the spawned id
from the container hostname, which docker sets to the short id and
podman rootless does not guarantee. Podman keeps its coverage through
the attach path.

* server: release the container handle before respawning

Follow-up #26507. create() writes over the handle it is given, so a
respawn after the container died on its own leaked the pipes and the
process handle of the previous one.

* server: trim the tools runtime comments

* server: read tool output as raw bytes and harden the runtime on Windows

The stdout pipe is read with read() instead of fgets(), so a chunk
can hold any byte, including NUL, and still streams as soon as data
is available. Past the size cap the pipe keeps draining so the child
never blocks on a full pipe. Both pipe fds are forced to binary mode
on Windows, where the CRT defaults them to text mode and translates
line endings in both directions. Stdin is now always closed after
the feed: the child reads a deterministic EOF, and the Windows
docker and ssh clients stop outliving their command on a stdin pipe
that never closes.

The attach form of --tools-runtime has no lifecycle to own, so it
becomes a static target validated once at startup. This removes the
 subprocess that ran on every tool call and
serialized calls behind a mutex; a stopped container now surfaces
the engine's own error at exec time.

The cidfile path is passed as UTF-8, matching the encoding the
subprocess layer expects for the CreateProcessW command line, so
the spawn form works from a non-ASCII Windows profile.

The SIGPIPE note in server.cpp now names the tools runtime children
as well as the MCP ones.

* clean up comments

* less pollute global scope

* nits

* tests: name the container image after both engines

---------

Co-authored-by: Xuan Son Nguyen <son@huggingface.co>
2026-08-10 13:31:09 +02:00
PascalandGitHub 1e396e72a8 server: gate the docker tools runtime tests on a real container run (#26826)
docker info only proves the daemon answers, so the Windows CI passes
the check and then dies trying to run a linux image. The hosted
Windows runners cannot run one: GitHub states the VMs are not enabled
for nested virtualization and will not be, since they already sit one
level deep and the hypervisor does not support more levels
(https://github.com/orgs/community/discussions/25491). Probing the
image itself skips those tests there, and pulls it before the server
waits for the container id.
2026-08-10 09:32:58 +03:00
7ba604f1cb server: report the isolate working directory from get_info (#26773)
* server: report the isolate working directory from get_info

Without an explicit cwd, get_info fell back to the server process
working directory even when a tools runtime was configured. That named a
host path no tool would ever run in, since an isolate starts in a
directory of its own.

It now asks the isolate for its working directory in that case, and
keeps the process one only when the tools run on the host.

* remove redundant comment

---------

Co-authored-by: Xuan-Son Nguyen <thichthat@gmail.com>
2026-08-09 00:42:50 +02:00
PascalandGitHub 18f7ad7fc9 server, ui: only offer a working directory when a tool reads it (#26762)
The working directory chip showed up as soon as the server exposed any
builtin tool, so a server started with just get_datetime, or a user who
turned every filesystem tool off in the settings, still got a control
that nothing would read.

Tools now declare whether they resolve their paths and run against the
working directory, next to the write permission they already publish in
the /tools listing. The WebUI shows the chip and enables the /cwd
command only when at least one such tool is both served and left
enabled.
2026-08-08 16:36:21 +02:00
dd2c7c4471 server: add initial tool isolation support (via docker) (#26507)
* server: add initial tool isolation support (via docker)

* add docs

* adapt get_info

* py: fix type check

* cont

* separate tools_io_sandbox / tools_io_docker

* rename sandbox --> isolate

* x-tool-docker --> x-tool-runtime

---------

Co-authored-by: Pascal <admin@serveurperso.com>
2026-08-08 16:35:53 +02:00
Georgi GerganovandGitHub 1621a3d388 tests : speed-up server test suite 3x (#26734)
* tests : speed-up test suite 3x

* cont : print 30 slowest tests
2026-08-07 21:38:32 +03:00
Daniel BeveniusandGitHub 9ba73fd1f5 server : clarify comment in eval_llama_cmpl_schema [no ci] [no release] (#26720) 2026-08-07 15:39:33 +02:00
Xuan-Son NguyenandGitHub dff15d4ac9 server: (router) add LRU scheduler (#26572)
* add lru_sched

* handle coalescing (req leaves waiting queue)

* add tests

* fix stream case

* address review comments
2026-08-07 14:46:53 +02:00
Xuan-Son NguyenandGitHub e1470ee6a2 server: (router) do not evict busy models (#26567) 2026-08-07 14:39:59 +02:00
Xuan-Son NguyenandGitHub 6a32c29a74 server: fix empty response for /cors-proxy (#26656) 2026-08-06 15:07:22 +02:00
PascalandGitHub f9e832c10e server: harden the file_glob_search directory walk (#26626)
* server: don't walk Windows junctions in file_glob_search

std::filesystem reports a junction as a plain directory, so the symlink
guard misses it and a junction pointing back at an ancestor is walked
until the path length gives out

read the reparse tag and treat a symlink and a mount point as links,
leaving any other reparse point walkable so cloud placeholders and dedup
stubs still get searched

look junk directory names up case insensitively on Windows, where NTFS
makes Build the same directory as build

test that a junk directory stays selectable while its contents stay out
of search results

* server: report a directory the walk could not read

a directory that fails to open or to iterate was skipped in silence, so
a caller got a listing that looked complete while a whole subtree was
missing: a path over the platform limit, a volume going away, a name the
filesystem rejects

skip_permission_denied never reaches this path, so an error here is an
incomplete answer rather than a deliberate omission, and it now sets the
truncated flag

* server: simplify the file_glob_search listing plumbing

return a small result struct instead of two out params and a caller path
that only fed an error string, taking list_entries from six parameters
down to three

scope the error code to the directory being read, act on the status code
the entry lookups already returned, and treat an unreadable link state as
a link so the walk never descends on a guess

check the deadline when a directory is popped, not only per entry, so a
tree of empty directories cannot outlive the budget

read the path parameter once, and reject an invalid limit the way an
invalid type is already rejected, instead of silently falling back

normalize the resolved path, so a "." or ".." a caller typed reaches
neither git nor the client, and return the generic path form with '/'
separators on every platform, so the base sent to clients no longer needs
a local fixup

* ui: expire cached picker searches

the cache grew for the lifetime of the component: entries went stale
after the TTL but were never removed, so every distinct query typed in a
session stayed in memory

drop expired entries when a new result is stored

* server: address review from @ngxson

trim comments to one line each, and drop two that restate the code

rename junk_lookup_name to get_effective_name, and move it and the link
check to private static members next to junk_dir_names

merge the Windows and Linux link checks into one is_link, so symlinks are
checked everywhere and junctions only add to it on Windows

* server: convert tool paths as UTF-8 on Windows

a narrow path uses the active code page there, so a file name came back
mangled and a path with an accent could not be opened at all

convert explicitly at every crossing between a std::string, which always
carries UTF-8 here, and fs::path

read the home directory through the wide environment, since the narrow
one returns the profile path in the active code page too

the walker no longer normalizes separators by hand, since paths now come
back in generic form

* server: fold the platform branch inside console_output_to_utf8

match the shape of the other helpers, one definition with the #if inside,
instead of two definitions wrapped in #if and #else

inline the single caller helper and trim the comment
2026-08-05 21:31:54 +02:00
Bhavik ShardaandGitHub a035a88878 server: Adding spec-decode counters to /metrics endpoint (#26389)
* * server: add spec-decode counters to /metrics endpoint

* server: fixed review comments and now aligned param names exactly with vLLM.
2026-08-05 12:36:01 +02:00
PascalandGitHub 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
2026-08-04 22:24:55 +02:00
Oliver SimonsandGitHub 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
2026-08-04 21:28:55 +03:00
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>
2026-08-04 19:05:48 +02:00
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>
2026-08-03 18:51:02 +02:00
Konrad MorenandGitHub 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
2026-08-03 14:26:09 +02:00
Xuan-Son NguyenandGitHub 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
2026-08-03 12:45:24 +02:00
Xuan-Son NguyenandGitHub 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
000547513f server: correct accepted tokens when need draft token replay (#26320)
* spec: correct accepted tokens when need draft token replay

* cont : naming

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2026-07-31 11:16:17 +03:00
Xuan-Son NguyenandGitHub b4ca032ae3 server: support inp embd to generate next token (#26313)
* server: support embd for sampled token

* fix ~server_batch()
2026-07-30 21:40:38 +02:00
Georgi GerganovandGitHub 992c325323 server : add trace logging for slot similarity checking (#26271)
Adds trace logging in server-context.cpp for slot similarity checking
during prompt cache slot selection, including skip reasons and similarity
calculation details.

Assisted-by: llama.cpp:Qwen3.6-27B
2026-07-29 14:59:44 +03:00
Xuan-Son NguyenandGitHub ee3d1b54c1 server: abstract llama_memory calls to common_memory (#26221) 2026-07-28 16:35:20 +02:00
84075273c8 spec: add DSpark speculative decoding (#25173)
* spec: add DSpark speculative decoding

DSpark (DeepSpec, 2026) on top of the merged DFlash drafter. It reuses the
DFlash encoder/decoder graph, target feature extraction and KV-cache injection,
and the verify/accept path unchanged; the draft model is a new "dspark" arch
adding a low-rank Markov head (markov_w1/w2) and an optional (unused here)
confidence head. No new public APIs.

The proposal is the only change: the block is anchor-first (position 0 already
predicts the first draft) and the decoder graph applies a semi-autoregressive,
previous-token conditioned logit bias in-graph, chained per block position:

  logits'(i) = logits(i) + markov_w2 . markov_w1[prev(i)]
  prev(0)    = the block's anchor token, prev(i>0) = argmax(logits'(i-1))

vectorized across all blocks in the batch; the anchors are fed through a
dedicated graph input (token 0 of every block). Greedy stays lossless
(verify unchanged, same as DFlash).

- new arch "dspark" (llama_model_dspark : llama_model_dflash, reuses the graph,
  loads the markov/confidence tensors; shares the target's embed/lm_head).
- Qwen3DSparkModel converter.
- new spec type "draft-dspark" (common_speculative_impl_draft_dspark :
  common_speculative_impl_draft_dflash, overrides draft() only: submits whole
  anchor-first blocks and greedily reads back the biased logits).

* spec: read draft block size in the dflash impl

* docs: add DSpark section to speculative.md

* spec: keep dspark block size read in the dspark impl

* dspark : add TODOs for incomplete parts

- confidence head is loaded but not used yet
- confidence-scheduled prefix pruning is not implemented
- the in-graph Markov chain is greedy-only
- only Qwen3 backbones are supported for now (also noted in docs)

* spec: fold DSpark into the DFlash arch

Address review: drop LLM_ARCH_DSPARK and the dspark.block_size /
markov_rank GGUF keys. A DSpark draft now converts to a DFlash GGUF;
the Markov head tensors are detected by presence (like eagle3 d2t),
block_size is read from the existing dflash.block_size key, and the
block anchors are taken as a strided view of the decoder's token
input instead of a separate graph input.

* spec: add confidence-based draft pruning for DSpark

The DSpark confidence head predicts per-position acceptance of the
drafted block. --spec-draft-conf-min truncates the block at the first
position below the threshold (default 0 = disabled).

* fold the dspark impl into dflash, selected by spec type

* address review comments

* dspark: clean up and improve naming

* update readme

* remove trailing whitespace

* dflash: draft full n_max blocks, defer dp.n_max to the central truncation

The DSpark markov head views the draft batch as a uniform [n_seqs x block]
grid, but the per-seq dp.n_max clamp could produce blocks of different
sizes, silently corrupting the strided views and the resulting logits.

Drop the clamp and always draft the full n_max block for every sequence:
dp.n_max is already enforced by the central truncation in
common_speculative_draft(), the same way eagle3 handles it.

Co-authored-by: Zaire404 <3147879462@qq.com>

* dflash: assert the markov head block-uniformity invariant, require the conf head

With the draft batch always submitting equal-size n_max blocks, a
non-divisible token count can only mean the batch was split across
ubatches or a caller broke the layout - fail loudly instead of silently
dropping the markov bias. The block_drafts > block_size early return
stays: worst-case graph reserve passes legitimately build with
n_seq_tokens > block_size.

Also make conf_proj required when the markov head is present: the
confidence head is part of the DSpark checkpoint format, and a missing
head would otherwise leave --spec-draft-conf-min silently reading stale
embeddings instead of confidences.

Co-authored-by: Zaire404 <3147879462@qq.com>

* dspark: fold conf_min into p_min

p_min and conf_min express the same thing - the minimum predicted
survival probability for a drafted position - differing only in how the
estimate is obtained: token probability for regular drafters, the
trained confidence head for DSpark. The DSpark readback never used
p_min, so reuse it for the confidence threshold and drop the separate
--spec-draft-conf-min flag. Both defaulted to 0 (disabled), so behavior
is unchanged.

Co-authored-by: Zaire404 <3147879462@qq.com>

* dflash: note the confidence broadcast workaround

Requested in review: the ggml_repeat only adapts the [1, n_tok]
confidences to the n_embd-wide embd_nextn transport so that
llama_get_embeddings_nextn can be reused - not a placeholder.

Co-authored-by: Zaire404 <3147879462@qq.com>

* cont : clarify

[no ci]

---------

Co-authored-by: Ruixiang Wang <wangruixiang07@outlook.com>
Co-authored-by: Zaire404 <3147879462@qq.com>
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2026-07-28 14:43:27 +03:00
Georgi GerganovandGitHub 9a3bf2b849 server : add extra trace log for prompt similarity (#26218) 2026-07-28 11:05:16 +03:00
Aaron TeoandGitHub ad256ded30 args: add -lm mlock where it mlocks but doesnt mmap (#26135)
* arg: add `-lm mlock` where it mlocks but doesnt mmap

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* docs: rm unwanted docs changes

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* docs: revert auto-formatting

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* bench: fix automated review point 3

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* arg: revert the meaning of --mlock to non-mmap'ed mlock

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* docs: update docs

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* docs: remove extra changes from `llama-gen-docs`

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

---------

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
2026-07-27 16:44:08 +08:00
PascalandGitHub d73c1d6b22 server + ui: fix stream routes for model names containing a slash (#26137)
* server + ui: refactor resumable stream routes to query string conv_id

The conversation id can embed a model name containing slashes
(ggml-org/...) in router mode, which the decoded path splits before the
:conv_id param is captured, so stop and resume never matched the
session. Move the id to the conv_id query string on the public routes
and on the internal router -> child hop, where slashes survive
encoding. Handlers are unchanged since query and path params land in
the same map. Add a regression test with a slashed model name.

* server: move stream route docs to server-stream.h

Address review: ngxson wants the main server.cpp registration code kept
clean and simple, with route-level explanations living in the header.
Move the query string rationale and the lookup ownership note next to
the handler declarations in server-stream.h, and shorten the wiring
comment to a pointer.

* server: cancel a pending request when its stream is stopped during model load

The conversation was registered in the conv map only after the blocking
autoload wait, so a stop issued while the model loaded found nothing to
cancel and the request went on to generate an orphan once the load
ended. Register the conversation before the wait and give the entry a
ticket: a stop erases the entry, and the parked request checks its
ticket after the wait and aborts with 400 instead of starting. A newer
request on the same conversation replaces the entry, so only the
stopped request is cancelled. Add a regression test that stops during
the load window.

* server + ui: resume a stream after a page reload during model load

A pending request died with the client socket when the page was
reloaded while its model was loading, so no session ever existed and
the conversation had nothing to recover. A session request that waited
for a load now detaches from the client socket and reaches the child
regardless, the session buffer receives the generation, and the resume
route answers 503 while the owner is loading so the client retries
instead of dropping its state. The WebUI persists the pending stream at
send time, quietly polls on 503, and attaches once the session exists.
Add a regression test that drops the client during the load window.

* ui: show the model load progress again after a page refresh

The resume wait was invisible, so a conversation refreshed while its
model was loading showed nothing until the first byte. On a 503 from
the resume probe, mark the conversation as loading again so the
assistant row persisted at send time renders the processing info, and
target the model frozen in the persisted stream state for the
progress, since the row has no model yet and the dropdown may not be
restored.

* fix CI

* fix CI bis
2026-07-27 07:34:47 +02:00
Xuan-Son NguyenandGitHub d2a818231e common: add subproc.h wrapper, disabled on android/ios (#26102)
* add common/subproc.h|cpp

* add compile flag LLAMA_SUBPROCESS

* disabled by default on android and ios

* test-jinja: use common subproc

* mtmd: disable video if subproc is not set

* disable subproc on wasm

* make is_created atomic

* migrate server-mcp
2026-07-26 20:54:25 +02:00
20455a4ad3 server: support MCP stdio (#26062)
* move server_pipe to common

* init impl

* vendor: update subprocess.h

* add server_mcp_stdio

* stderr drain

* server_mcp_transport

* server_mcp_stdio is now framing-only, no json

* internal/mcp-stdio: integration + tests + fixes (#26075)

* server-mcp: harden transport and wire up the tool integration

Builds on the transport/manager architecture (server_mcp_transport + server_pipe)
with the hardening and integration the draft did not yet have.

Hardening:
* Reader and stderr pumps are polled (running-aware) instead of blocking on a read
  that only ends at EOF. subprocess_terminate() SIGKILLs only the direct child, so a
  grandchild the MCP server spawned that inherited the pipe would otherwise keep the
  write end open and hang teardown (both warmup shutdown at startup and process
  shutdown). The writer is likewise non-blocking + polled.
* Windows: resolve the command through PATHEXT so "npx" (npm ships npx.cmd, never
  npx.exe) spawns, matching POSIX's PATH search; and enumerate the parent environment
  as UTF-8 (GetEnvironmentStringsW) instead of the active code page.
* server_pipe gains an opt-in max_size (default unbounded, so the router's streaming
  use is unchanged); the MCP reply queue uses it so a server that streams unsolicited
  notifications between requests cannot grow it without bound.

Integration:
* --mcp-servers-config / --mcp-servers-json flags; enabling MCP restricts default CORS
  to localhost, same as --tools.
* MCP tools are exposed through /tools (and chat-completions) as <server>_<tool>,
  skipping names that collide with a built-in or another MCP tool.
* Manager lifecycle wired into llama_server(): warmup at start, shutdown() from the
  signal handler before the HTTP server drains, blocking teardown in clean_up().
* SIGPIPE ignored so a child dying mid-write yields EPIPE rather than killing us.

Assisted-By: Claude Opus 4.8 <noreply@anthropic.com>

* server-mcp: add MCP test suite with grandchild deadlock regression test

21 tests over the /tools endpoint: tool discovery/invocation, timeouts, crash
recovery and respawn cooldown, warmup partial failure, malformed and batched
notification+response output, tool-definition shape, and prompt shutdown during a
slow call.

The last test spawns an MCP server that leaves a grandchild inheriting its
stdout/stderr and asserts the server both starts and stops promptly. Verified it
fails (5s SIGKILL fallback on a deadlocked reader-join) when the pump is made to
ignore the running flag, and passes with the polled reader.

Assisted-By: Claude Opus 4.8 <noreply@anthropic.com>

* clean up

* clean up 2

* even stricter life cycle

* nits

* nits 2

---------

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

* fix some edge cases

* fix last_error data race

* fix response schema + docs

* server: fix MCP zombie leak and timeout-induced transport teardown

join_pumps() never reaped the child, leaking one zombie per spawn:
call subprocess_join() before subprocess_destroy().

A per-call timeout permanently closed from_server and got a healthy
transport evicted: add close_on_stop to server_pipe::read() and pass
false from send_rpc(), where should_stop is a per-request deadline
and a late reply is already skipped on id mismatch.

Also drop the unreachable disconnect cancellation in
server_mcp_tool::invoke(): support_stream is false, st is always null.

(cherry picked from commit e6de1ec043174fd0570b1e60d47f06c7c19d620d)

Assisted-by: Claude Opus 4.8

* server: make MCP test fixtures JSON-RPC 2.0 compliant

Add the missing notification guard to mcp_malformed_server.py and
mcp_burst_server.py (the latter treated id 0 as a notification and
replied to unknown ones; its notification table is now unused).

Return -32602 instead of -32601 for unknown tools: tools/call is a
valid method, the tool name is the invalid parameter.

Also fix the test module docstring: tools are named <server>_<tool>.

(cherry picked from commit 74a08e8c311dabf3b49d06cc6d754b0097ae7a38)

Assisted-by: Claude Opus 4.8

---------

Co-authored-by: Piotr Wilkin (ilintar) <piotr.wilkin@syndatis.com>
Co-authored-by: Pascal <admin@serveurperso.com>
2026-07-26 01:08:49 +02:00
Xuan-Son NguyenandGitHub abc348790e server: add format arg to datetime tool (#26117) 2026-07-25 21:15:15 +02:00
Tekin ErtekinandGitHub 2cfc7670ed server : add missing task parameters(adaptive_target, adaptive_decay) in generation_settings (#25830)
These two parameters were overlooked when task parameters were being JSONized
within `generation_settings` and have been added. A regression test has been
added to prevent the problem from recurring and it passes.

Fixes #25803
2026-07-25 20:53:08 +02:00
Aldehir RojasandGitHub 910196f6b3 common : add support for multiple end sequences in the reasoning budget sampler (#25544)
* common : extract trie/ac to a separate file

* common : support multiple token sequences in the reasoning budget sampler

* common/trie : return matched word index

* common/trie : rename "word" to "pattern"

* common/reasoning-budget : expose matched end sequence

* common/sampling : replay end sequence when reasoning budget is done

* cont : update to use multiple end sequences

* cont : clean up
2026-07-25 11:58:09 +02:00
Nigel BoschandGitHub 27209a598d server: support "reasoning_effort": "none" in OAI API (#26045)
* support "reasoning_effort": "none" in OAI API

* handle reasoning.effort: "none" in OAI responses API

* clarify non-"none" values of reasoning_effort have no effect

* use json_value instead of body.at
2026-07-24 19:19:10 +02:00
Xuan-Son NguyenandGitHub 0cea36222f vendor: update subprocess.h (#26061) 2026-07-24 08:02:23 +02:00
Aaron TeoandGitHub e6dd0e29a6 args: refactor mlock/mmap/directio into load-mode (#20834)
* args: overhaul mmap/mlock/dio into single arg

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* docs: update docs with llama-gen-docs

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* chore: satisfy code quality

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* args: make the `+` sign an actual modifier now

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* chore: general code clean up + comments

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* arg: fix deprecated flags support

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* arg: quick sanity check

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* bench: sync llama-bench argument parsing

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* fix: bugfix variable behaviour + llama-bench lm column size

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* arg: inverse commands should do the opposite instead of doing nothing

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* bench: fix incorrect dash

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* bench: fix missing modifiers for deprecated flags

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* llama: switch back to thread_local

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* arg: switch back to single enum

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* docs: update arg docs

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* chore: fix missing `mlock` from llama_load_mode_from_str + cleanup llama-bench

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* llama: fix mlock not activating

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* arg: add deprecation warning when old and new flags are combined

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* arg: cont add comment for todo in the future

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* docs: sync with upstream

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

* docs: re-sync with upstream again

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>

---------

Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
2026-07-23 20:32:56 +08:00
PascalandGitHub fd41bf65a2 server: return 400 instead of 500 on validation error with X-Conversation-Id (#25760)
* server: return 400 instead of 500 on validation error with X-Conversation-Id

set_req() attaches the spipe as soon as the header is present, before the request
body is parsed. When params validation throws, set_next() never runs and next_orig
stays empty, so on_complete() called it and crashed with std::bad_function_call,
turning the prepared 400 JSON into a generic 500.

on_complete() now treats an empty next_orig as "streaming never started" and evicts
the session installed by set_req(), so a failed request leaves nothing behind for
discovery or replay. This also covers valid requests that carry the header but do
not stream, which previously left an empty finalized session in the map until the
GC TTL.

* ui: do not send the backend_sampling placeholder

On a fresh profile the syncable settings hold the empty string placeholder meaning
"let the server decide". Every neighbor field goes through the hasValue() guard
that filters it, except backend_sampling, which sent the placeholder verbatim and
made every default settings completion fail validation.

Guard the field with hasValue() like its neighbors. hasValue(false) is true, so an
explicit false still reaches the server and the intent of #18781 (send both true
and false) is preserved. Only the placeholder is filtered.
2026-07-21 17:47:54 +02:00
40b740ad05 server : properly handle null llama_context (#25868)
Co-authored-by: Stanisław Szymczyk <sszymczy@gmail.com>
2026-07-21 17:47:17 +02:00
Georgi GerganovandGitHub 635cdd5fcc common : auto-download dflash- and eagle3- HF sidecars (#25811)
* common: auto-download dflash- and eagle3- HF sidecars

Mirror the existing mtp- sidecar logic to support auto-discovery and
download of DFlash (dflash-) and Eagle3 (eagle3-) speculative decoding
sidecars from Hugging Face repos.

Changes:
- Add --dflash and --eagle3 CLI flags to trigger sidecar download
- Add find_best_dflash() and find_best_eagle3() using find_best_sibling
- Exclude dflash- and eagle3- filenames from primary model selection
- Filter dflash- and eagle3- from cached model listings
- Wire download tasks that set speculative.draft.mparams as fallback

Assisted-by: pi:llama.cpp/Qwen3.6-27B

* docs : regen
2026-07-17 12:15:30 +03:00
ChipmunkandGitHub a8dc0e3269 server : allow text-only slot save/restore with mtmd (#25076) 2026-07-16 15:26:44 +03:00
Sebastian DrögeandGitHub 8ee54c8b32 server: Ignore empty / non-existing Origin headers (#25756)
Otherwise this gives lots of unnecessary warnings:

  W srv    operator(): (CORS) skip non-localhost origin:
2026-07-16 12:26:51 +03:00
Gaurav GargandGitHub 956973c764 Fix crash with draft-simple (#25720)
* Fix crash with draft-simple

* Fix tests for spec decoding
2026-07-15 19:51:34 +05:30
PascalandGitHub a582222290 server: fix read_file append_loc space breaking edit_file match (#25705)
read_file with append_loc emits "{n}\u2192 {line}". The space after the
arrow is meant as a separator, but it is indistinguishable from real
indentation. Models strip "{n}\u2192" yet keep the space, so the old_text
passed to edit_file carries a phantom leading space and never matches
(normalize_for_fuzzy_match trims trailing whitespace only, never leading).

Drop the separator space so the arrow abuts content: stripping "{n}\u2192"
now yields the exact line with its real indentation preserved, and the
failure mode cannot occur by construction. Update the description example
to match the new format.
2026-07-15 13:46:46 +02:00
Georgi GerganovandGitHub bf2c86ddc0 server : refactor prompt cache state ownership (#25649)
* server : clear checkpoints upon prompt clear

* server : move the prompt state data to the server_prompt_cache

Assisted-by: pi:llama.cpp/Qwen3.6-27B

* server : handle batched slot being cleared
2026-07-14 18:25:52 +03:00