Commit graph

62 commits

Author SHA1 Message Date
Aldehir Rojas
8b54361025
chat : refactor API (#30210) 2026-10-09 10:06:22 -05:00
Aldehir Rojas
18b5f8b186
server : accumulate generated text and tokens as parse input (#29876)
* server : collect text and token input

* common : add a tokenize helper that aligns tokens with bytes

* common : simplify tokenize logic
2026-10-07 11:49:17 -05:00
Xuan-Son Nguyen
a4cb4c61fd
llama, server: add /v1/systemone API (models: laya, julia-1, lev, openjev, kev) (#29818)
* init conversion

* convert: ok

* model loaded

* add server code

* improve conversion script

* support shared prompt prefix

* add docs, imorove UX a bit

* add vision support

* add openjev tiny model for testing

* add dev docs

* support lev & kev

* clean up

* fix lev noul

* fix py lint

* nits docs

* clarify about not supporting date_facts
2026-10-02 11:56:04 +02:00
Xuan-Son Nguyen
d9f918d2d0
common: add json.h abstraction (#27511)
* add common/json

* migrate common

* adapt jinja

* migrate server

* big wip

* migrate tests

* wip

* revert some excessive changes

* wip

* wip 2

* revert redundant changes

* fix server crash

* various fixes

* fix ci

* harden a bit

* clean up

* rm json-shim

* add some comments

* rm redundant decl
2026-08-22 16:28:28 +02:00
Xuan-Son Nguyen
947fd9bb2b
server: refactor sleep handling, allow access /metrics during sleep (#27376)
* add cached responses

* refactor on_sleeping_state

* allow accessing metrics during sleep

* metrics task should not reset timer

* updated docs

* fix

* fix get_res_model_info

* add test

* fix a race condition

* split metrics and slots tasks / results

* should_reset_buckets
2026-08-19 20:48:09 +02:00
Xuan-Son Nguyen
decaf508bb
server: refactor + correctness fixes for metrics (#26920)
* server: refactor metrics

* move most fields to server_slot_stats

* cont

* rm result_timings

* tie stats to batch

* cont

* nits: move place in code

* exclude first generated token

* more accurate batch metrics tracking

* n_predict --> n_gen

* metrics_on_prediction

* metrics_flush_idle

* metrics: seperate cache/processed prompt tokens

* refactor server_task_result_metrics

* add test

* nits

* fix flush before reset()

* cont

* rm dead code

* nits
2026-08-13 10:02:01 +02:00
Bhavik Sharda
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
Georgi Gerganov
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
Georgi Gerganov
9a3bf2b849
server : add extra trace log for prompt similarity (#26218) 2026-07-28 11:05:16 +03:00
Tekin Ertekin
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
Georgi Gerganov
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
Thomas LECONTE
5eca4e3cab
server : add timings and progress to /responses API stream (#25348) 2026-07-07 16:13:03 +02:00
Thiago Padilha
6c487e2f79
server: enforce prompt cache RAM limit (#25070)
Before this commit, --cache-ram was not a hard limit:

- The cache always kept at least one entry, even if that entry exceeded the
  RAM/token limits.
- Old entries were only evicted for the RAM/token limits after saving the new
  one, which could cause the cache to temporarily exceed the RAM/token limits
  even if individual entries were below the limit.

Now, ensure that the RAM limit is strict with these changes:

- Skip saving state to cache if by itself it exceeds the RAM limit.
- Evict old entries as necessary to make the new entry fit.

Additionally, token-limit cleanup may now evict the last remaining cache entry
instead of always preserving one.
2026-07-07 15:24:35 +02:00
Georgi Gerganov
27c8bb4f63
logs : reduce v2 (#25078)
* server : reduce logs

* cont : common

* cont : spec

* cont : CMN_ -> COM_
2026-06-28 08:52:15 +03:00
Matt Thompson
dec5ca5577
server : Add id to tool call responses api (#24882) 2026-06-22 23:03:12 +02:00
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
Aldehir Rojas
42a0afd594
server : do not parse when flushing http headers (#24281) 2026-06-08 13:32:41 -05:00
ddh0
9e3b928fd8
common : relax sampler name matching (#23744)
* common : relax sampler name matching

Currently, in some cases, the alternative names for samplers (like
`top-k` and `min-p` instead of the canonical `top_k` and `min_p`) are
not always recognized by the `common_sampler_types_from_names` function
in `common/sampling.cpp`.

This PR changes the signature of this function to remove the `bool
allow_alt_names` flag, and removes all occurences of the flag from call
sites. Therefore, the function will now always match all known names.

I also changed the logic of the function to unconditionally check the
provided sampler names against both the canonical and alternative names,
and to be case-insensitive.

This fixes an issue I was seeing wherein samplers specified in the
`llama-server` UI were not recognized as valid when the alternative
names were used.

* add more alt names

* cont. fix

* cast to unsigned char for correctness

* common : unify sampler name mapping

* annotate canonical vs. alt sampler name mappings per @CISC

* Update common/sampling.cpp

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

* common : auto-generate sampler name aliases per @ngxson

* use merged map for matching

* use `.merge` instead of iterating

* nit: simplify comment

* nit: use insert everywhere, not index assignment

---------

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
2026-06-07 22:48:11 +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
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
Aldehir Rojas
1acee6bf89
server: only parse empty msg if continuing an assistant msg (#23506) 2026-05-22 11:58:15 -04:00
Aldehir Rojas
39cf5d6191
common : delegate assistant continuation to underlying template handlers (#23089)
* common : delegate assistant continuation to template handler

* server : implement echo parameter to exclude assistant prefill in the response

* server : fix tests for prefill

* server : use existing llama template

* cont : clean up
2026-05-17 13:36:05 +02:00
Georgi Gerganov
67b2b7f2f2
logs : reduce (#23021)
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* logs : reduce

* args : fix envs

* server : fix build

* common : print verbosity level at start

* server : clean-up logs

* server : print prompt processing timings + sampling params

* minor : whitespaces
2026-05-14 13:05:52 +03:00
Georgi Gerganov
68e7ea3eab
spec : parallel drafting support (#22838)
* spec : refactor

* spec : drop support for incompatible vocabs

* spec : update common_speculative_init()

* cont : pass seq_id

* cont : dedup ctx_seq_rm_type

* server : sketch the ctx_dft decode loop

* server : draft prompt cache and checkpoints

* server : improve ctx names

* server, spec : transition to unified spec context

* cont : sync main and drft contexts

* cont : async drft eval when possible

* cont : handle non-ckpt models

* cont : pass correct n_past for drafting

* cont : process images throught the draft context

* spec : handle draft running out of context

* server : fix mtmd draft processing

* server : fix URL for draft model

* server : add comment

* server : clean-up + dry

* speculative-simple : update

* spec : fix n_past type

* server : fix slot ctx_drft ptr

* tools : update readme

* naming : improve consistency

* spec : refactor for multi-sequence speculative context

* cont : prepare params

* cont : prepare params

* spec : support parallel drafts

* server : support parallel drafting

* llama : reuse device buffers when possible

* server, spec : clean-up

* cont : clean-up

* cont : minor

* spec : reset `drafting` flag at the end

* spec : introduce `common_speculative_process()`

* spec : allow for multiple spec types (chain of speculators)

* replace old type field of type common_speculative_type in the
  common_params_speculative struct with a vector to allow multiple
  types to be specified

* introduce common_get_enabled_speculative_impls(const std::vector<enum common_speculative_type>)
  to figure out which implementations the user has enabled

* introduce common_speculative_type_from_names(const std::vector<std::string> & names)
  to parse the already user provided spec types

* all speculators run sequentially, best one wins (we verify its drafted tokens)

* maximize expected accepted tokens for current round by calculating the
  product between the probability of accepting current token (n_acc_tokens / n_gen_drafts)
  and the draft's length

---------

Co-authored-by: Petros Sideris <petros.sideris@nokia.com>
2026-05-11 19:09:43 +03:00
Georgi Gerganov
14e733e36f
spec : refactor params (#22397)
* spec : refactor params

* cont : fix

* cont : rename "sparam" to "sampling"

* cont : add spec params category

* cont : add info about removed arguments

* cont : skip param length check for spec params

* cont : adapt server tests
2026-04-28 09:07:33 +03:00
Song Li
c78fb909b2
server: fix heap-buffer-overflow from negative n_discard (CVE-2026-21869) (#22267)
* server: clamp n_discard to non-negative at JSON parse boundary (CVE-2026-21869)

A negative n_discard from client JSON causes heap-buffer-overflow in
update_slots() context-shift loop (CWE-787, CVSS 8.8). Clamp to 0 at
ingress; n_discard=0 already triggers auto-discard (n_left/2).

Ref: GHSA-8947-pfff-2f3c

* cont : cleaner

* cont : cleanerer

* cont : cleanest

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2026-04-23 18:39:07 +02:00
Xuan-Son Nguyen
17f6245168
server: ignore reasoning content from transcription api (#21905) 2026-04-22 12:10:50 +02:00
Piotr Wilkin (ilintar)
134d6e54d4
common/chat, server: refactor, move all conversion functions to common, add tests (#20690)
* Refactor conversion functions
2026-04-22 10:28:45 +02:00
Sascha Rogmann
455d8e4be8
server : speculative checkpointing (#19493)
* server : speculative decoding using checkpoints

* server : fix draft check with checkpoints

* server : rename spec vars

* server : log levels

* server : refactored spec logic to speculative.cpp

* server : renamed spec checkpoints option

* server : fix spec checkpoints, logging

* speculative : checkpoints with draft model, logging

* server : n_tokens_cur and create_checkpoint in draft

* server : fix server_speculative_callback (slot.id)

* spec : fix ngram-map/begin idx_last_check

* spec : init ckpt (begin() wasn't called)

* chore: update webui build output

* server : restore sampler in spec checkpoint and clear mem

* cont : avoid --spec-use-checkpoints argument

* cont : remove server_prompt_checkpoint_with_size

* spec : rename (leave_draft_state)

* cont : clean-up

* cont : do not ignore partial drafts even if the are short

* cont : spec callback owned by session

* cont : simplify

* cont : avoid empty speculative session

* cont : simplify

* cont : simplify

* cont : enable mtmd speculative decoding

* cont : keep the spec sampler alive

* cont : simplify

* cont : fix nullptr deref + draft checkpoints

* cont : remove common_speculative_accept_response

* cont : remove callback

* cont : simplify

* cont : minor

* cont : simplify

* cont : fix accepted number

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2026-04-19 10:24:06 +03:00
Georgi Gerganov
6990e2f1f7
libs : rename libcommon -> libllama-common (#21936)
* cmake : allow libcommon to be shared

* cmake : rename libcommon to libllama-common

* cont : set -fPIC for httplib

* cont : export all symbols

* cont : fix build_info exports

* libs : add libllama-common-base

* log : add common_log_get_verbosity_thold()
2026-04-17 11:11:46 +03:00
Xuan-Son Nguyen
e489a5ca0e
server: support OAI /v1/audio/transcriptions API (#21863)
* server: support OAI /v1/audio/transcriptions API

* address autoreview comments

* correct default response_format value
2026-04-14 11:09:52 +02:00
AUTOMATIC1111
3ee9da0e4f
server : fix grammar commandline args (#21543)
Co-authored-by: AUTOMATIC <->
2026-04-09 10:16:54 +03:00
Yuri Khrustalev
660600081f
server: respect the ignore eos flag (#21203) 2026-04-08 17:12:15 +02:00
Yes You Can Have Your Own
50e0ad08fb
server: save and clear idle slots on new task (--clear-idle) (#20993)
* server: clear idle slots KV from VRAM (LLAMA_KV_KEEP_ONLY_ACTIVE)

* server: move idle slot KV clearing to slot release

The save "cost" is now paid by the finishing request.

* server: add --kv-clear-idle flag, enable by default

* server: skip clearing last idle slot, clear on launch

* server: test --no-kv-clear-idle flag

* server: simplify on-release clearing loop

* server: remove on-release KV clearing, keep launch-only

* cont : clean-up

* tests: update log strings after --clear-idle rename

* tests: use debug tags instead of log message matching

* test: fix Windows CI by dropping temp log file unlink

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2026-04-03 19:02:27 +02:00
Aldehir Rojas
59d840209a
common : inhibit lazy grammar sampler while reasoning is active (#20970)
* common : inhibit grammar while reasoning budget is active

* cont : update force_pos in accept

* cont : fix tests

* cont : tweak should apply logic

* cont : return early not using grammar sampler

* Add tests

* cont : prevent backend sampling when reasoning budget enabled

* cont : fix typo

---------

Co-authored-by: Piotr Wilkin <piotr.wilkin@syndatis.com>
2026-03-27 18:30:40 +01:00
Piotr Wilkin (ilintar)
b1c70e2e54
common/parser: fix nasty bug causing subtle corruption of generation prompt (#20825)
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2026-03-21 00:19:04 +01:00
Ryan Goulden
26c9ce1288
server: Add cached_tokens info to oaicompat responses (#19361)
* tests : fix fetch_server_test_models.py

* server: to_json_oaicompat cached_tokens

Adds OpenAI and Anthropic compatible information about the
number of cached prompt tokens used in a response.
2026-03-19 19:09:33 +01:00
Piotr Wilkin (ilintar)
5e54d51b19
common/parser: add proper reasoning tag prefill reading (#20424)
* Implement proper prefill extraction

* Refactor cli parameters, update docs, move reasoning budget sampler part to common/reasoning-budget.cpp

* Update tools/server/server-task.cpp

* refactor: move grammars to variant, remove grammar_external, handle exception internally

* Make code less C++y

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2026-03-19 16:58:21 +01:00
Piotr Wilkin (ilintar)
acb7c79069
common/parser: handle reasoning budget (#20297)
* v1

* Finished!

* Handlie cli

* Reasoning sampler

* Apply suggestions from code review

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

* Less explosive terminology :)

* Add utf-8 case and tests

* common : migrate reasoning budget sampler to common

* cont : clean up

* cont : expose state and allow passing as initial state

* cont : remove unused imports

* cont : update state machine doc string

---------

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
Co-authored-by: Alde Rojas <hello@alde.dev>
2026-03-11 10:26:12 +01:00
decahedron1
ff52ee964d
server : correct index on finish in OAI completion streams (#20226) 2026-03-08 10:08:57 +01:00
Piotr Wilkin (ilintar)
566059a26b
Autoparser - complete refactoring of parser architecture (#18675)
* Autoparser - full single commit squish

* Final pre-merge changes: minor fixes, Kimi 2.5 model parser
2026-03-06 21:01:00 +01:00
Georgi Gerganov
f20469d919
server : enable multi-modal prompt caching (#19877) 2026-02-25 15:15:42 +02:00
Radoslav Gerganov
c830f99cfa
server : support max_completion_tokens request property (#19831)
"max_tokens" is deprectated in favor of "max_completion_tokens" which
sets the upper bound for reasoning+output token.

Closes: #13700
2026-02-24 10:30:00 +02:00
Sascha Rogmann
292f6908cd
spec : remove check rate (#19377)
* spec: remove parameter spec-ngram-check-rate

* spec : renamed statistics vars

* spec : add n_call_begin, n_call_accept

* spec : don't enable key-map-stats
2026-02-09 15:30:50 +02:00
Sascha Rogmann
72d3b1898a
spec : add self‑speculative decoding (no draft model required) + refactor (#18471)
* server: introduce self-speculative decoding

* server: moved self-call into speculative.cpp

* can_speculate() includes self-speculation

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

* server: can_speculate() tests self-spec

* server: replace can_speculate() with slot.can_speculate()

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

* common: use %zu format specifier for size_t in logging

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

* server: can_speculate() requires a task instance

* common: ngram map, config self-speculative decoding

* common: add enum common_speculative_type

* common: add vector of speculative states

* common: add option --spec-draftless

* server: cleanup (remove slot.batch_spec, rename)

* common: moved self-spec impl to ngram-map

* common: cleanup (use common_speculative_state_draft)

* spec : refactor

* cont : naming

* spec: remove --spec-config

* doc: (draftless) speculative decoding

* common: print performance in spec decoding

* minor : cleanup

* common : better names

* minor : cleanup + fix build

* minor: comments

* CODEOWNERS: add common/ngram-map.* (#18471)

* common : rename speculative.draftless_type -> speculative.type

* ngram-map : fix uninitialized values

* ngram-map : take into account the input can become shorter

* ngram-map : revert len check for now

* arg : change `--spec-draftless` -> `--spec-type`

* spec : add common_speculative_state::accept()

* spec : refactor + add common_speculative_begin()

* spec : fix begin() call with mtmd

* spec : additional refactor + remove common_speculative_params

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
2026-01-28 19:42:42 +02:00
Xuan-Son Nguyen
51fa458a92
server : support preserving reasoning_content in assistant message (#18994)
* support reasoning_content input

* report template caps to webui

* add docs

* rm commented code
2026-01-22 21:30:06 +01:00
손희준
c6926d1d95
server: Reorder methods in server-task.cpp (#19016)
* Move `task_result_state::update_chat_msg` to match with header

* Move `server_task_result_cmpl_partial::to_json_anthropic()` to match with header

---------

Co-authored-by: openingnow <>
2026-01-22 14:36:04 +01:00
손희준
fbbf3ad190
server: /v1/responses (partial) (#18486)
* from previous PR

* Make instruction(system) as first message

* Convert [input_message] (text/image/file)

* Rename convert_responses_to_chatcmpl(body) -> response_body

* Initial tool call support

* Erase instructions field from chatcmpl body

* Feed reasoning texts to chat template

* Use std::vector instead of opaque json array

* Make output_item.added events consistent

* Move `server_task_result_cmpl_partial::update` from header to source

* Match ID of output_item.added and .done events

* Add function_call only if there is no "fc_" prefix

* Add function call output at non-streaming API

* Test if ID is persistent

* Add doc

* Fix style - use trailing comma

* Rewrite state management

* catch up with upstream/master

* Fix style - "type" is the first item of SSE data

* Explicitly check "instructions" from response_body

* Make lambdas static

* Check if reasoning content exists

* Add `oai_resp_id` to task_result_state(also initialized at ctor), server_task_result_cmpl_partial, and server_task_result_cmpl_final

* Reject `input_file` since it is not supported by chatcmpl

* Add "fc_" prefix to non-straming function call id as coderabbit pointed out

---------

Co-authored-by: openingnow <>
2026-01-21 17:47:23 +01:00
Xuan-Son Nguyen
2c1f199653
cli : fix reasoning responses in CLI (#18961)
* cli : fix reasoning responses in CLI

* fix build

* fix build (2)
2026-01-20 18:23:25 +01:00
ddh0
13f1e4a9ca
llama : add adaptive-p sampler (#17927)
* initial commit for branch

* simplify constants

* add params to `struct common_params_sampling`, add reference to PR

* explicitly clamp `min_target` and `max_target` to `[0.0, 1.0]`

* add args, rename `queue_size` -> `window_size`

* improved comments

* minor

* remove old unused code from algorithm

* minor

* add power law case to `common_sampler_init`, add sampler name mappings

* clarify behaviour when `window_size = 0`

* add missing enums

* remove `target_range` param, make `target == 1` no-op, cleanup code

* oops, straggler

* add missing parameters in `server-task.cpp`

* copy from author

ref:
https://gist.github.com/MrJackSpade/9be99c7efbba7b95a41377e123b7b069

* remove old debug log, style nit

* fix compiler warning, add commented-out logging per token

* re-write + change parameters + simplify

* oops forgot args.cpp

* fix leftover `window_size`

* add missing values to `common_params_sampling::print()`

* with logging

* does this fix it?

* no, but does this?

* update default decay

* optimize

* fix bad merge

my git skills are lacking

* silence `missing initializer for member`

* update default decay to 0.9

* fix logging

* format (double)

* add power law to the new `samplers` vector

* log sampler init values

* improve logging messages in llama_sampler_power_law

* remove extraneous logging

* simplify target computation

last commit with debug logging!

* remove debug logging, explicitly clamp params at init

* add `use_power_law` flag + logic, minor cleanup

* update `power-law` -> `adaptive-p`

* fix cold start EMA

- `ctx->weighted_sum` is now initialized and reset to `target / (1.0f -
clamped_decay)`
- `ctx->total_weight` is now initialized and reset to `1.0f / (1.0f -
clamped_decay)`

this fixes a "cold start" problem with the moving average

* update `SHARPNESS` constant to `10.0f`

* minor style fixes

no functional changes

* minor style fixes cont.

* update `llama_sampler_adaptive_p_i` for backend sampling (ref: #17004)

* separate into `apply` + `accept` functions

* `pending_token_idx`: switch from `llama_token` to `int32`

functionally identical (`llama.h` has `typedef int32_t llama_token;`),
but its more correct now

* don't transform logits <= -1e9f

* fix masking in backend top-p, min-p

* address review comments

* typo in comments `RND` -> `RNG`

* add docs

* add recommended values in completion docs

* address PR feedback

* remove trailing whitespace (for CI `editorconfig`)

* add to adaptive-p to `common_sampler_types_from_chars`
2026-01-15 19:16:29 +02:00