PR #17927 implement adaptive-p sampler

initial commit for branch

774cf23e

simplify constants

5ab4ff7e

Merge branch 'ggml-org:master' into power-law-sampler

66e2d17c

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

88fb0f3f

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

374bfd43

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

ffe16391

improved comments

4959878a

minor

f3457a83

remove old unused code from algorithm

93169593

minor

b3aea577

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

cd7de7c7

clarify behaviour when `window_size = 0`

534cb4fb

add missing enums

dcada035

ddh0 marked this pull request as ready for review 100 days ago

ddh0 requested a review from

ggerganov 100 days ago

ddh0 marked this pull request as draft 100 days ago

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

2d62bbea

oops, straggler

5c78b792

pnb commented on 2025-12-12

add missing parameters in `server-task.cpp`

53380c18

github-actions added examples

github-actions added server

copy from author

94cb883e

remove old debug log, style nit

0a19a3fd

fix compiler warning, add commented-out logging per token

824bb3aa

Merge branch 'ggml-org:master' into power-law-sampler

1879fc6d

Merge branch 'ggml-org:master' into power-law-sampler

67a73367

re-write + change parameters + simplify

a96ddd74

oops forgot args.cpp

b8a9626a

fix leftover `window_size`

965bcc9d

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

d1e5c604

with logging

9613c481

does this fix it?

2a3f579d

no, but does this?

ec54fe5f

update default decay

667b70fd

Merge branch 'master' into power-law-sampler

36b526d7

optimize

69347806

fix bad merge

f5d08724

silence `missing initializer for member`

493bf301

update default decay to 0.9

68543257

fix logging

b5ed673c

format (double)

4e28eb2f

add power law to the new `samplers` vector

1c58e9a9

ddh0 force pushed from 778a00ed to 1c58e9a9 97 days ago

log sampler init values

4e04bd1c

Merge branch 'ggml-org:master' into power-law-sampler

6e66095e

improve logging messages in llama_sampler_power_law

9c50b573

remove extraneous logging

0344068c

simplify target computation

1c2d2e90

Merge branch 'ggml-org:master' into power-law-sampler

85b6e52e

remove debug logging, explicitly clamp params at init

fcb51290

ddh0 marked this pull request as ready for review 96 days ago

ddh0 requested a review from

ngxson 96 days ago

Merge branch 'ggml-org:master' into power-law-sampler

58aa1c6f

Merge branch 'ggml-org:master' into power-law-sampler

27dda80d

add `use_power_law` flag + logic, minor cleanup

77529989

Merge branch 'ggml-org:master' into power-law-sampler

60235724

Merge branch 'ggml-org:master' into power-law-sampler

dedbe367

Merge branch 'ggml-org:master' into power-law-sampler

f4703d42

Merge branch 'ggml-org:master' into power-law-sampler

89ebdf00

Merge branch 'ggml-org:master' into power-law-sampler

55ad4a89

Merge branch 'ggml-org:master' into power-law-sampler

6bad4aef

Merge branch 'ggml-org:master' into power-law-sampler

295d1d89

Merge branch 'ggml-org:master' into power-law-sampler

ed2890e6

Merge branch 'ggml-org:master' into power-law-sampler

51070e0d

Merge branch 'ggml-org:master' into power-law-sampler

90f3bfbe

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

b95b0884

ddh0 changed the title ~~implement Power Law sampling~~ implement adaptive-p sampler 85 days ago

Merge branch 'ggml-org:master' into power-law-sampler

f0d3f131

fix cold start EMA

e7a89206

Merge branch 'ggml-org:master' into power-law-sampler

05d7dc9e

Merge branch 'ggml-org:master' into power-law-sampler

2d67b1c0

update `SHARPNESS` constant to `10.0f`

c6a6f635

minor style fixes

08074990

minor style fixes cont.

eb854e73

Merge branch 'ggml-org:master' into power-law-sampler

55757dcb

Merge branch 'ggml-org:master' into power-law-sampler

660a3b27

Merge branch 'ggml-org:master' into power-law-sampler

7173e84e

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

c27df510

Merge branch 'ggml-org:master' into power-law-sampler

5fdc5307

Merge branch 'ggml-org:master' into power-law-sampler

0400611a

ggerganov commented on 2026-01-06

Merge branch 'ggml-org:master' into power-law-sampler

684c5ff0

Merge branch 'ggml-org:master' into power-law-sampler

7ffd3a8c

Merge branch 'ggml-org:master' into power-law-sampler

f48413c8

separate into `apply` + `accept` functions

bef75d90

Merge branch 'ggml-org:master' into power-law-sampler

8b1292a9

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

e99a4a66

Merge branch 'ggml-org:master' into power-law-sampler

af0596c2

Merge branch 'ggml-org:master' into power-law-sampler

5f04265d

Merge branch 'ggml-org:master' into power-law-sampler

7f409285

don't transform logits <= -1e9f

3aa23f3f

Merge branch 'ggml-org:master' into power-law-sampler

1eff502d

fix masking in backend top-p, min-p

d21c87ea

Merge branch 'ggml-org:master' into power-law-sampler

4b92e3aa

ggerganov approved these changes on 2026-01-14

address review comments

33c635e0

typo in comments `RND` -> `RNG`

4b06e083

add docs

42af39d6

add recommended values in completion docs

81af54c6

ggerganov commented on 2026-01-14

address PR feedback

40fd48f5

remove trailing whitespace (for CI `editorconfig`)

b6041b10

timwu commented on 2026-01-15

Merge branch 'ggml-org:master' into power-law-sampler

f222e175

add to adaptive-p to `common_sampler_types_from_chars`

d7e3b866

ggerganov merged 13f1e4a9 into master 66 days ago

ddh0 deleted the power-law-sampler branch 29 days ago

llama.cpp
implement adaptive-p sampler
#17927

Merged

implement adaptive-p sampler #17927

llama.cpp implement adaptive-p sampler #17927 Merged

implement adaptive-p sampler #17927

llama.cpp
implement adaptive-p sampler
#17927

Merged