Commit Graph

143 Commits

Author SHA1 Message Date
Xuan Son Nguyen 447b0c3646 poc: threadpool sampling 2026-06-20 22:08:42 +02:00
Xuan Son Nguyen a527509d0f debug: force llama_synchronize for accurate timings 2026-06-20 20:22:31 +02:00
Xuan Son Nguyen 7486a39756 (debug) add timings 2026-06-20 20:12:05 +02:00
Xuan Son Nguyen ea65a4b1c8 small nits 2026-06-20 19:54:31 +02:00
Xuan Son Nguyen 53763db789 rm debug log 2026-06-20 19:48:14 +02:00
Xuan Son Nguyen bf36838ebd fix assert 2026-06-20 19:32:47 +02:00
Xuan Son Nguyen 64ec03d10b handle batch full more carefully 2026-06-20 19:30:59 +02:00
Xuan Son Nguyen d704c7929b add abort_all_slots 2026-06-20 19:20:12 +02:00
Xuan Son Nguyen af583e3ed3 wip 4 2026-06-20 19:18:05 +02:00
Xuan Son Nguyen b786bb2e60 wip 3 2026-06-20 18:56:58 +02:00
Xuan Son Nguyen 2b2eed8fd7 wip 2 2026-06-20 18:41:56 +02:00
Xuan Son Nguyen 6c5c5a29d6 wip 2026-06-20 16:48:12 +02:00
Xuan Son Nguyen d5037c508a server: refactor batch construction 2026-06-20 16:35:57 +02:00
Xuan-Son Nguyen 2b686a9120 server: refactor child --> router communication (#24821)
* server: refactor child --> router communication

* fix wakeup case

* add docs

* improve update_status()

* nits
2026-06-20 01:02:26 +02:00
Adrien Gallouët 4b48a53b6c server : optimize get_token_probabilities (#24796)
Use std::partial_sort to order only the requested top-n tokens instead
of the full vocabulary

    logprobs sort: vocab=128000 n_top=0 iters=100
    full    sort:   8555.6 us/op
    partial sort:    704.3 us/op

Signed-off-by: Adrien Gallouët <angt@huggingface.co>
2026-06-19 23:26:54 +02:00
Xuan-Son Nguyen 175147e8f6 server: remove all internal mentions about "webui" (#24817) 2026-06-19 22:12:46 +02:00
Xuan-Son Nguyen 8c2d6f6475 server: add --agent arg, remove redundant webui naming compat (#24801)
* server: add --agent arg, remove redundant webui naming compat

* corrent env

* fix the test

* llama-gen-docs

* nits: wordings
2026-06-19 16:06:13 +02:00
Ruixiang Wang b14e3fb90c spec: support eagle3 for qwen3.5 & 3.6 (#24593)
* spec: support qwen3.5 & 3.6 eagle3 draft

* eagle3: Add deferred boundary checkpoints restore support for hybrid models

* apply suggestions

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

* spec: adapt to API change

* spec: fix naming

* cont : add TODO

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2026-06-19 13:08:50 +03:00
Xuan-Son Nguyen 159d093a43 server: fix non-bound n_discard value (ctx shifting) (#24786)
* server: fix non-bound n_discard value

* Update tools/server/server-context.cpp

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

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2026-06-19 10:53:44 +02:00
Georgi Gerganov 80452d65b9 server : consolidate slot selection into get_available_slot (#24755)
Absorb get_slot_by_id logic into get_available_slot so slot selection
is handled by a single function call. When a specific slot id is
requested, the LCP similarity check still runs to enable proper
prompt cache updates.

Assisted-by: pi:llama.cpp/Qwen3.6-27B
2026-06-19 09:22:34 +03:00
Xuan-Son Nguyen e1efd0991d server: add "schema" and validation (#24150)
* wip

* working

* correct some limits

* add field name to error message
2026-06-18 15:40:58 +02:00
Aarni Koskela 08023072ef server : add last-5-seconds generation speed display (#24291)
* server : add last-5-seconds generation speed display

* cont : clean-up

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2026-06-18 14:02:20 +02:00
Ruixiang Wang 635b65ad7a spec: add spec metrics mean acceptance length and acceptance rate per position (#24536)
* spec: add spec metrics mean acceptance length and acceptance per pos

* fix as suggestion

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

* fix as suggestion

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

* fix as suggestion

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

* fix as suggestions

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2026-06-16 10:23:09 +03:00
Georgi Gerganov e3cab403bf mtmd : add post-decode callback (#24645)
Assisted-by: pi:llama.cpp/Qwen3.6-27B
2026-06-15 16:02:05 +03:00
Georgi Gerganov d8a24ccee2 fit : wrap llama_device_memory_data (#24522) 2026-06-13 08:09:52 +03:00
Xuan-Son Nguyen e37abd6b5f mtmd: add batching API (#24384)
* mtmd: add batching API

* wip

* first working version (gemma4v)

* add arg

* nits

* wire up support_batch()

* fix 0.0 output embd

* fix audio

* nits

* refactor a bit

* nits

* fix non-batching case

* fix comment
2026-06-13 00:10:29 +02:00
Aldehir Rojas db94854ff5 server : skip checkpoints beyond pos_next (#24411)
* server : skip checkpoints beyond pos_next

* cont : update comment + TODO + ref

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2026-06-11 10:18:12 +03:00
jacekpoplawski 1e912561dd server: log prompts to directory (#22031)
* server: log prompts to directory

Add `--log-prompts-dir` to write each prompt to a separate text file in
the specified directory.

* Apply suggestion from @ngxson

---------

Co-authored-by: Xuan-Son Nguyen <thichthat@gmail.com>
2026-06-09 12:09:07 +02:00
fiesh 961e9a3e46 server : do not clear slots without unified KV cache (#24190)
* Always export idle slots to RAM

Without this, a slot's VRAM cache may not be written to RAM.  If this
slot happens to be busy then later on, this triggers needless
preprocessing in another slot.

* cont : clean-up

---------

Co-authored-by: Christoph Weiss <weiss@wsoptics.de>
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2026-06-09 10:45:16 +03:00
Xuan-Son Nguyen 8f83d6c271 mtmd : add video input support (#24269)
* wip

* ok: lazy bitmap API

* remember to free lazy text

* wip

* add mtmd_helper_video

* support video input on server (base64 input)

* add MTMD_VIDEO config

* add timestamp

* update CLI

* cli: allow auto-completion for video

* add --video arg

* fix build

* update docs

* rename as suggested
2026-06-08 14:40:12 +03:00
Aman Gupta 04eb4c446d llama : add Gemma4 MTP (#23398) 2026-06-07 20:50:54 +08:00
Xuan-Son Nguyen f5c6ae1827 mtmd, server: add "placeholder bitmap" for counting tokens , add */input_tokens API (#23913)
* mtmd: add "placeholder bitmap" for counting tokens w/o preprocessing

* fast path skip preproc for placeholder

* fix build

* correct the api

* add server endpoint + tests

* add object name

* update docs

* add proxy handling

* fix build

* fix audio input path

* use is_placeholder in process_mtmd_prompt()

* nits

* nits (2)

* docs: clarify chat/completions/input_tokens is not official

* fix merge problem
2026-06-06 11:06:51 +02:00
Georgi Gerganov 7c158fbb4a server : disable on-device spec checkpoints (#24108) 2026-06-04 19:30:59 +03:00
Yongyue Sun 6f3a9f3dee server: avoid unnecessary checkpoint restore when new tokens are present (#24110)
* server: avoid unnecessary checkpoint restore when new tokens are present

The pos_min_thold calculation unconditionally subtracts 1 to ensure at
least one token is evaluated for logits when no new tokens exist.
However, when the request contains new tokens beyond the cached prefix,
this -1 is overly conservative and may trigger an unnecessary checkpoint
restore.

Conditionally apply the -1 only when n_past >= task.n_tokens() (no new
tokens), avoiding redundant KV state restoration when there is actual
work to do.

* cont : add ref

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2026-06-04 16:09:01 +03:00
Aman Gupta 166fe29492 qwen35: use post-norm hidden state for MTP (#24025)
* qwen35: use post-norm hidden state for MTP

* rename pre_norm to nextn

* fix step35
2026-06-04 01:29:09 +08:00
Xuan-Son Nguyen 60130d18f9 server: add SSE ping interval (#24013) 2026-06-02 14:14:55 +02:00
Pascal 354ebac8cb server: real-time reasoning interruption via control endpoint (#23971)
* server: real-time reasoning interruption via control endpoint

Builds on the manual reasoning budget trigger from #23949. Adds a
CONTROL task that mirrors the CANCEL path on the live slot and calls
common_sampler_reasoning_budget_force to end thinking mid-generation.
POST /v1/chat/completions/control with { id_slot, action }, opt-in
reasoning_control arms the budget sampler on demand. Router and single
model. Minimal WebUI button as a skeleton for further UI work.

* ui: track reasoning phase via explicit streaming state

Add isReasoning to the chat store, mirroring the isLoading pattern:
per conversation map, private setter, public accessor and reactive
export. Set from the stream callbacks, true on reasoning chunks, false
on the first content chunk, reset on stream end and resynced on
conversation switch. The skip button now keys off isReasoning so it
shows only during the thinking phase, not the whole generation.

* ui: extract control endpoint and action into constants

Move the chat completion routes, the slots route and the reasoning
control action out of chat.service into api-endpoints and a dedicated
control-actions module. No behavior change, drops the magic strings so
the control protocol has a single source of truth.

* server: target reasoning control by completion id

Address @ngxson review on the control endpoint.

Switch from id_slot to the chat completion id to avoid a TOCTOU: the
slot can be reassigned between the lookup and the control request, so
matching the live completion (oaicompat_cmpl_id) is safe and a finished
one simply matches nothing. Rename the action to reasoning_end, guard
it on the reasoning_control flag of the target slot, and reduce the
response to {success} with an optional message.

* ui: target reasoning control by completion id

Keep the streamed completion id on the message and post it back to the
control endpoint instead of probing /slots. Drops the slot discovery
and the TOCTOU that came with it. Action renamed to reasoning_end,
response read as {success}.

* server: address review from @ngxson

Move the control fields into task_params and drop the redundant
comments on the control path.

* server: document the reasoning control endpoint

* Update tools/ui/src/lib/types/database.d.ts

Co-authored-by: Aleksander Grygier <aleksander.grygier@gmail.com>

* ui: rename cmplId to completionId

Per @allozaur review, clearer name for the streamed completion id.

* ui: wire completion id capture through the agentic flow

The webui streams through the agentic flow, which relayed onModel but
not onCompletionId, so the completion id never reached the message and
the control request was never sent. Relay it through the flow and its
callbacks type, declare id on the chunk type, and log an explicit error
when the button fires without a usable id.

* ui: target reasoning control model from the message

The model is a property of the completion, so read it from the streaming
message like the id, not from the model dropdown which is unrelated UI
state. Makes the request self-consistent by construction instead of just
unlikely to drift.

---------

Co-authored-by: Aleksander Grygier <aleksander.grygier@gmail.com>
2026-06-02 07:26:20 +02:00
Georgi Gerganov 5dcb711666 speculative : fix n_outputs_max and remove draft-simple auto-enable (#23988)
* speculative : add common_speculative_n_max helper function

Extract the speculative max-draft-size logic from server_n_outputs_max
into a reusable common_speculative_n_max() function in common/speculative.

Assisted-by: llama.cpp:local pi

* cont : draft context always has n_parallel outputs

* llama : log n_outputs_max

* speculative : remove draft-simple auto-enable

* ci : enable server tests on PRs
2026-06-01 22:26:58 +03:00
Aman Gupta de6f727aae llama: limit max outputs of llama_context (#23861)
* llama: save more VRAM by reserving n_outputs == n_seqs when possible

* add n_outputs_per_seq

* move n_outputs_max to server-context

* change ubatch to batch everywhere
2026-06-01 18:01:38 +03:00
Xuan-Son Nguyen 0821c5fcfd server: in SSE mode, send HTTP headers when slot starts (#23884)
* server: in SSE mode, send HTTP headers when slot starts

* ref to pr

* stream should be false by default
2026-05-30 00:06:29 +02:00
Aman Gupta 6c4cbdc70b server: MTP layer kv-cache should respect draft type ctk (#23646) 2026-05-25 16:46:23 +08:00
jacekpoplawski e2ef8fe42c server: fix checkpoints creation (#22929)
* common : add common_chat_split_by_role

* cont : fix spans to reach end of message

* server: fix checkpoints creation

- extract message_spans from chat templates
- find the prompt token position before the latest user message
- split prompt batching at that position
- create a context checkpoint before the latest user input
- avoid periodic mid-prompt checkpoints when that position is known
- handle multimodal prompts when mapping text/template positions to server prompt tokens
- add --checkpoint-min-step to control minimum spacing between checkpoints

* cont : clean-up

* Support autoparser detection for message barriers

* server: fix message span delimiter and update docs

---------

Co-authored-by: Alde Rojas <hello@alde.dev>
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
Co-authored-by: Piotr Wilkin <piotr.wilkin@syndatis.com>
2026-05-25 08:56:18 +03:00
Aman Gupta 83eebe9d08 server: add margin for draft model for fit (#23485) 2026-05-24 14:43:08 +08:00
ScrewTSW b65bb4baae server: expose prompt token counts in /slots endpoint (#23454)
Add n_prompt_tokens, n_prompt_tokens_processed, and n_prompt_tokens_cache
to the /slots JSON response. These fields are already tracked internally
but were not exposed, making it impossible for clients to monitor prompt
evaluation progress during processing.
2026-05-21 13:29:13 +02:00
Aman Gupta 52fb93a2bd server : free draft/MTP resources on sleep to fix VRAM leak (#23461)
The destroy() function in server_context_impl only cleaned up the main
model and context (via llama_init.reset()) but did not free the speculative
decoder (spec), draft context (ctx_dft), or draft model (model_dft).

For MTP (Multi-Token Prediction) models, ctx_dft holds GPU-allocated
resources (KV cache, compute buffers) that are not freed when entering
the sleeping state. On each sleep/resume cycle, new resources are
allocated without the old ones being freed, leading to a VRAM leak
that eventually crashes the server with out-of-memory errors.

Fix by explicitly resetting spec, ctx_dft, and model_dft in destroy()
before resetting llama_init, ensuring proper cleanup order to avoid
use-after-free.

ref: https://github.com/ggml-org/llama.cpp/issues/23395

Assisted-by: llama.cpp:local pi
2026-05-21 16:11:11 +08:00
Xuan-Son Nguyen e2b129e1bf mtmd: fit_params now take into account mmproj (#21489)
* mtmd: fit_params now take into account mmproj

* rename alloc_compute_meta to reserve_compute_meta

* rm unused functions

* add ggml_backend_dev_t support

* add debug log
2026-05-20 11:27:44 +02:00
Pascal ccee426426 server-context: guarantee there is at least 1 token to decode (#23280) 2026-05-19 09:49:01 +03:00
Georgi Gerganov 3c81c8deea server : print graphs reused in slot timings (#23279)
Add graphs reused counter to the per-slot timing output, printed via
llama_perf_context().

Assisted-by: llama.cpp:local pi

Co-authored-by: ggerganov <ggerganov@users.noreply.github.com>
2026-05-19 09:46:58 +03:00
Aleksander Grygier 1ff0fc1384 ui: Refactor models store, MCP service, and gate logs behind VITE_DEBUG (#23236)
* refactor: Scope console logs to `DEV` + `VITE_DEBUG` env vars

* refactor: skip MCP proxy probe when no server requires it

* refactor: suppress expected disconnect errors during MCP client shutdown

* refactor: Deduplicate requests

* refactor: deduplicate model fetching across ROUTER and MODEL modes

* refactor: Clean up models logic

* chore: Add `.env.example` file

* refactor: replace client-side CORS proxy probe with server status flag

* refactor: Post-review fixes

* test: add vitest client setup with API fetch mocks
2026-05-18 16:09:40 +02:00
Aman Gupta 3e12fbdea5 llama: avoid copying logits during prompt decode in MTP (#23198)
* llama: avoid copying logits during prompt decode in MTP

* review: update comment

* llama-graph: call set_output for t_h_pre_norm
2026-05-17 23:30:25 +08:00