b4d05a3d2f
spec : various improvements ton ngram-map + docs ( #19253 )
...
* spec: ngram-map and reasoning chats
* spec: add t_begin and t_accept
* ngram-map : add internal hash map
* docs : update ngram-map, add ngram-mod
* docs : fix ngram-map-k
* docs : differences between implementations
2026-02-02 08:26:58 +02:00
dabaa2e77a
spec : add ngram-mod ( #19164 )
...
* spec : add ngram-mod
* cont : simplify + keep track of occupancy
* cont : cleanup
* cont : move initialization to common/speculative
* cont : cleanup
* cont : cleanup
* cont : fix
2026-01-30 18:21:48 +02:00
72d3b1898a
spec : add self‑speculative decoding (no draft model required) + refactor ( #18471 )
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* 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
4301e27319
common : restore grammar-based rejection sampling ( #18137 )
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* common : restart grammar-based rejection sampling
* sampling : allow null samplers
2025-12-17 19:46:00 +02:00
254098a279
common : refactor common_sampler + grammar logic changes ( #17937 )
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* common : refactor common_sampler + grammar logic changes
* tests : increase max_tokens to get needed response
* batched : fix uninitialized samplers
2025-12-14 10:11:13 +02:00
e92d53b29e
sampling : optimize samplers by reusing bucket sort ( #15665 )
...
* sampling : optimize sorting using bucket sort in more places
ggml-ci
* sampling : do not sort in dist sampler
ggml-ci
* sampling : avoid heap allocations for sort buffers
ggml-ci
* common : add option to sort sampling candidates by probability
ggml-ci
* sampling : revert the change for preserving sort buffers
* sampling : use std::copy instead of memcpy
* sampling : clarify purpose of partial sort helpers
ggml-ci
* cont : remove wrong comment [no ci]
* common : update comment
Co-authored-by: Johannes Gäßler <johannesg@5d6.de>
---------
Co-authored-by: Johannes Gäßler <johannesg@5d6.de>
2025-08-31 20:41:02 +03:00
94933c8c2e
server : implement universal assisted decoding ( #12635 )
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* llama-server : implement universal assisted decoding
* Erase prompt tail for kv-cache
* set vocab_dft_compatible in common_speculative
* rename ctx_main to ctx_tgt
* move vocab_dft_compatible to spec struct
* clear mem_dft, remove mem
* detokenize id_last for incompatible models
* update comment
* add --spec-replace flag
* accept special tokens when translating between draft/main models
* Escape spec-replace
* clamp draft result to size to params.n_draft
* fix comment
* clean up code
* restore old example
* log common_speculative_are_compatible in speculative example
* fix
* Update common/speculative.cpp
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
* Update common/speculative.cpp
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
* Update common/speculative.cpp
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
---------
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2025-07-31 14:25:23 +02:00
745aa5319b
llama : deprecate llama_kv_self_ API ( #14030 )
...
* llama : deprecate llama_kv_self_ API
ggml-ci
* llama : allow llama_memory_(nullptr)
ggml-ci
* memory : add flag for optional data clear in llama_memory_clear
ggml-ci
2025-06-06 14:11:15 +03:00
e0dbec0bc6
llama : refactor llama_context, llama_kv_cache, llm_build_context ( #12181 )
...
* llama : refactor llama_context, llama_kv_cache, llm_build_context
ggml-ci
* graph : don't mutate the KV cache during defrag
ggml-ci
* context : reduce virtuals + remove test function
ggml-ci
* context : move interface implementation to source file + factory
ggml-ci
* graph : move KV cache build functions to llama_context impl
ggml-ci
* graph : remove model reference from build_pooling
ggml-ci
* graph : remove llama_model reference
ggml-ci
* kv_cache : provide rope factors
ggml-ci
* graph : rework inputs to use only unique_ptr, remove attn input abstraction
ggml-ci
* context : remove llama_context_i abstraction
ggml-ci
* context : clean-up
ggml-ci
* graph : clean-up
ggml-ci
* llama : remove redundant keywords (struct, enum)
ggml-ci
* model : adapt gemma3
ggml-ci
* graph : restore same attention ops as on master
ggml-ci
* llama : remove TODO + fix indent
ggml-ci
2025-03-13 12:35:44 +02:00
5bbe6a9fe9
ggml : portability fixes for VS 2017 ( #12150 )
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* Add include files for std::min/max and std::toupper/tolower
* win32: move _USE_MATH_DEFINES before includes to ensure M_PI is defined
* Use GGML_RESTRICT instead of "restrict" keyword everywhere, and use "__restrict" in MSVC plain C mode
* win32: only use __restrict in MSVC if C11/C17 support is not enabled
---------
Co-authored-by: Marcus Groeber <Marcus.Groeber@cerence.com>
2025-03-04 18:53:26 +02:00
abd4d0bc4f
speculative : update default params ( #11954 )
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* speculative : update default params
* speculative : do not discard the last drafted token
2025-02-19 13:29:42 +02:00
afa8a9ec9b
llama : add `llama_vocab`, functions -> methods, naming ( #11110 )
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* llama : functions -> methods (#11110 )
* llama : add struct llama_vocab to the API (#11156 )
ggml-ci
* hparams : move vocab params to llama_vocab (#11159 )
ggml-ci
* vocab : more pimpl (#11165 )
ggml-ci
* vocab : minor tokenization optimizations (#11160 )
ggml-ci
Co-authored-by: Diego Devesa <slarengh@gmail.com>
* lora : update API names (#11167 )
ggml-ci
* llama : update API names to use correct prefix (#11174 )
* llama : update API names to use correct prefix
ggml-ci
* cont
ggml-ci
* cont
ggml-ci
* minor [no ci]
* vocab : llama_vocab_add_[be]os -> llama_vocab_get_add_[be]os (#11174 )
ggml-ci
* vocab : llama_vocab_n_vocab -> llama_vocab_n_tokens (#11174 )
ggml-ci
---------
Co-authored-by: Diego Devesa <slarengh@gmail.com>
2025-01-12 11:32:42 +02:00
c2a16c0bdb
server : fix free of spec context and batch ( #10651 )
...
ggml-ci
2024-12-07 11:52:44 +02:00
9fd8c2687f
server : add more information about error ( #10455 )
2024-11-25 22:28:59 +02:00
d9d54e498d
speculative : refactor and add a simpler example ( #10362 )
...
* speculative : refactor and add a simpler example
ggml-ci
* speculative : clean-up and add comments and TODOs [no ci]
* speculative : manage context in common_speculative
ggml-ci
* speculative : simplify
ggml-ci
* speculative : simplify (cont)
ggml-ci
* speculative : add --draft-min CLI arg
* speculative : minor fixup
* make : build fixes
* speculative : do not redraft previous drafts
ggml-ci
* speculative : fix the draft sampling
ggml-ci
* speculative : fix compile warning
* common : refactor args
ggml-ci
* common : change defaults [no ci]
* common : final touches
ggml-ci
2024-11-25 09:58:41 +02:00
Sascha Rogmann
Georgi Gerganov
g2mt
mgroeber9110