e121edc432
server: add --reasoning-budget 0 to disable thinking (incl. qwen3 w/ enable_thinking:false) (#13771 )
...
---------
Co-authored-by: ochafik <ochafik@google.com >
Co-authored-by: Xuan-Son Nguyen <thichthat@gmail.com >
2025-05-26 00:30:51 +01:00
f5cd27b71d
server: streaming of tool calls and thoughts when --jinja is on (#12379 )
...
* add common_json w/ support for truncated json healing
* add common_chat_msg_diff
* partial common_chat_parse
* refactor parser w/ optionals
* server: wire chat diffs in stream mode
* fix trigger of thinking models (must happen after thoughts are closed)
* fix functionary v3.2 raw python!
* rename: common_chat_syntax (now contains format)
* rm common_regex.at_start
* don't return empty <think></think>
* accommodate yet another deepseek r1 distill fantasy syntax (`<｜tool▁calls｜>`)
* fix QwQ 32B tool call parsing after thoughts (hermes2)
* better logs for grammar triggers
* consume spaces after parse_json_tool_calls
* fix required tool calls w/ thinking models that have pre-opened thinking tags
* fix thinking model's initial trigger + test qwq's template
* run most test_tool_call tests in stream + non-stream modes
* make functionary v3.2 parsing more strict (differentiate first match from others)
* send final diff from server, to close off raw python arguments
* support partial content streaming in Generic mode
* tool-call: allow content prelude before hermes2 tool calls (for Qwen2.5)
* Update function-calling.md
* Update tool_bench.py
* chat-parser: remove input from exception (llm output may contain PII)
---------
Co-authored-by: ochafik <ochafik@google.com >
Co-authored-by: Olivier Chafik <ochafik@users.noreply.github.com >
2025-05-25 01:48:08 +01:00
797990c4bc
mtmd : add ultravox audio input ( #13623 )
...
* convert ok, load ok
* warmup ok
* test
* still does not work?
* fix padding
* temporary give up
* fix merge conflict
* build_ultravox()
* rm test
* fix merge conflict
* add necessary mtmd APIs
* first working version (only 4s of audio)
* will this monster compile?
* fix compile
* please compile
* fPIC
* fix windows
* various fixes
* clean up audio_helpers
* fix conversion
* add some debug stuff
* long audio input ok
* adapt the api
* add --audio arg
* final touch UX
* add miniaudio to readme
* fix typo
* refactor kv metadata
* mtmd_default_marker()
2025-05-22 20:42:48 +02:00
a4090d1174
llama : remove llama_kv_cache_view API + remove deprecated ( #13653 )
...
ggml-ci
2025-05-20 16:13:16 +03:00
e298d2fbd0
kv-cache : add SWA support ( #13194 )
...
* kv-cache : prepare for SWA
ggml-ci
* kv-cache : initial iSWA implementation
ggml-ci
* kv-cache : rework error recovery logic
ggml-ci
* models : fix Phi-3 SWA parameters
ggml-ci
* model : adjust Granite to rope factor changes
ggml-ci
* server : check if context can do shifts
ggml-ci
* iswa : for now, always enable shifts (experiment)
ggml-ci
* kv-cache : simplify SWA logic
ggml-ci
* kv-cache : apply defrag when we fail to find slots for the batch
ggml-ci
* llama : update docs about llama_decode
ggml-ci
* kv-cache : update warning logs when no space for the batch is available
ggml-ci
* llama : add llama_kv_self_seq_pos_min()
* kv-cache : keep track of partial SWA computes and print warnings
* server : disallow use cases involving partial SWA context
ggml-ci
* llama : add param to control SWA cache size
ggml-ci
* minor : clean-up
ggml-ci
2025-05-20 08:05:46 +03:00
1dfbf2cf3a
common : add load_progress_callback ( #13617 )
2025-05-19 21:17:36 +02:00
6a2bc8bfb7
server : added --no-prefill-assistant flag ( #13608 )
...
* added no-prefill-assistant flag
* reworded documentation comment
* updated server README.md
2025-05-17 23:59:48 +02:00
3198405e98
common: add partial regex support (#12808 )
...
* move string_find_partial_stop & string_ends_with to common
* add common_regex (supports partial matches)
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com >
* Update common/regex-partial.cpp
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com >
* Update common/regex-partial.cpp
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com >
* Update common/regex-partial.h
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com >
* partial regex: add missing iterator end checks
* string utils: use string_views
* direct throw to avoid ggml.h include
* regex-partial: replace missed ggml_asserts
---------
Co-authored-by: ochafik <ochafik@google.com >
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com >
2025-05-14 19:50:57 +01:00
10d2af0eaa
llama/ggml: add LLM training support ( #10544 )
...
* llama/ggml: add LLM training support
more compact progress bar
llama_save_model_to_file
llama_opt_param_filter
ggml_graph_dup force_grads
refactor ggml_opt, fix test-opt
* remove logits_all
* refactor CUDA implementation for ACC
* reset graph at beginning of opt period
2025-05-12 14:44:49 +02:00
7f323a589f
Add --no-op-offload to improve -ot pp perf in MoE models like llama4 400B ( #13386 )
2025-05-11 14:18:39 +02:00
efb8b47eda
imatrix : Add --parse-special for enabling parsing of special tokens in imatrix calculation ( #13389 )
...
* Add --parse-special for enabling parsing of special tokens in imatrix calculation
* whitespace
2025-05-09 11:53:58 +02:00
51fb96b1ff
context : remove logits_all flag ( #13284 )
...
* context : remove logits_all flag
ggml-ci
* llama : remove logits_all flag + reorder llama_context_params
ggml-ci
2025-05-08 14:26:50 +03:00
4773d7a02f
examples : remove infill ( #13283 )
...
ggml-ci
2025-05-07 10:28:02 +03:00
233461f812
sampling : Integrate Top-nσ into main sampling chain (and add it to the server) ( #13264 )
...
* sampling: add Top-nσ sampler to `llama-server` and sampler ordering
* revert: sampler ordering
* revert: VS' crappy auto-formatting
* revert: VS' crappy auto-formatting pt.2
* revert: my crappy eye sight...
* sampling: add XTC to Top-nσ sampler chain
* sampling: add Dyna. Temp. to Top-nσ sampler chain
* sampling: actually remove Top-nσ from sampler(oops)
* Integrate top_n_sigma into main sampler chain
* Define COMMON_SAMPLER_TYPE_TOP_N_SIGMA
* Formatting
* Lint
* Exit early in the sampler if nsigma < 0
---------
Co-authored-by: CasualAutopsy <casual_autopsy@outlook.com >
2025-05-05 22:12:19 +02:00
9b61acf060
mtmd : rename llava directory to mtmd ( #13311 )
...
* mv llava to mtmd
* change ref everywhere
2025-05-05 16:02:55 +02:00
1d36b3670b
llama : move end-user examples to tools directory ( #13249 )
...
* llama : move end-user examples to tools directory
---------
Co-authored-by: Xuan Son Nguyen <son@huggingface.co >
2025-05-02 20:27:13 +02:00
7c727fbe39
arg : add --no-mmproj-offload ( #13093 )
...
* arg : add --no-mmproj-offload
* Update common/arg.cpp
2025-04-24 14:04:14 +02:00
80982e815e
arg : clean up handling --mmproj with -hf ( #13082 )
...
* arg : clean up handling --mmproj with -hf
* rm change about no_mmproj
* Revert "rm change about no_mmproj"
This reverts commit 2cac8e0efb
2025-04-24 12:14:13 +02:00
b2034c2b55
contrib: support modelscope community ( #12664 )
...
* support download from modelscope
* support login
* remove comments
* add arguments
* fix code
* fix win32
* test passed
* fix readme
* revert readme
* change to MODEL_ENDPOINT
* revert tail line
* fix readme
* refactor model endpoint
* remove blank line
* fix header
* fix as comments
* update comment
* update readme
---------
Co-authored-by: tastelikefeet <yuze.zyz@alibaba-inc/com>
2025-04-11 14:01:56 +02:00
e0e912f49b
llama : add option to override model tensor buffers ( #11397 )
...
* llama : add option to override tensor buffers
* ggml : fix possible underflow in ggml_nbytes
2025-04-02 14:52:01 +02:00
42eb248f46
common : remove json.hpp from common.cpp ( #12697 )
...
* common : remove json.hpp from common.cpp
* fix comment
2025-04-02 09:58:34 +02:00
267c1399f1
common : refactor downloading system, handle mmproj with -hf option ( #12694 )
...
* (wip) refactor downloading system [no ci]
* fix all examples
* fix mmproj with -hf
* gemma3: update readme
* only handle mmproj in llava example
* fix multi-shard download
* windows: fix problem with std::min and std::max
* fix 2
2025-04-01 23:44:05 +02:00
6ef79a67ca
common : refactor '-o' option ( #12278 )
...
As discussed in PR 'llama-tts : add -o option' (#12042 ):
* common_params : 'out_file' string is the only output file name parameter left in common_params. It's intended to be used in all example programs implementing an '-o' option.
* cvector-generator, export-lora, imatrix : default output filenames moved from 'common_params' to the 'main()' of each example program.
2025-03-10 13:34:13 +02:00
669912d9a5
tool-call: fix Qwen 2.5 Coder support, add micro benchmarks, support trigger patterns for lazy grammars (#12034 )
...
* sampler: turn lazy grammar trigger words to regexes
* add scripts/tool_bench.sh & .py
* constrain llama json output regardless of function name if matches at beginning
* update relaxed newline space rule in grammar tests
* support add_generation_prompt query parameter (useful for /apply_template)
* Update src/llama-grammar.cpp
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com >
---------
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com >
2025-03-05 13:05:13 +00:00
56d7a9f812
main: allow preloading conversation with -p and add -st / --single-turn ( #12145 )
...
* Add chat template formatting to -no-cnv
* only enable prompt formatting if explicitly enabled
* add -st / --single-turn
* add --single-turn and -p in conversation mode
* fix -sys + -p
* reword warning
* small readability change and fix (long) outdated example usage
* only activate single turn in conversation mode
2025-03-04 12:19:39 -04:00
c43af9276b
tts: add speaker file support ( #12048 )
...
* tts: add speaker file support
Signed-off-by: dm4 <sunrisedm4@gmail.com >
* tts: handle outetts-0.3
* tts : add new line in error message
---------
Signed-off-by: dm4 <sunrisedm4@gmail.com >
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com >
2025-03-03 15:09:29 +02:00
45a8e76745
common : add --system-prompt parameter, replace behavior of -p in conversation mode ( #12131 )
...
* Add --system-prompt parameter
* use user defined system prompt
* clarify
Co-authored-by: Xuan-Son Nguyen <thichthat@gmail.com >
* add warning
* clarify
Co-authored-by: Xuan-Son Nguyen <thichthat@gmail.com >
---------
Co-authored-by: Xuan-Son Nguyen <thichthat@gmail.com >
2025-03-01 13:56:45 +01:00
abd4d0bc4f
speculative : update default params ( #11954 )
...
* speculative : update default params
* speculative : do not discard the last drafted token
2025-02-19 13:29:42 +02:00
63e489c025
tool-call: refactor common chat / tool-call api (+ tests / fixes) ( #11900 )
...
* tool-call refactoring: moved common_chat_* to chat.h, common_chat_templates_init return a unique_ptr to opaque type
* addressed clang-tidy lints in [test-]chat.*
* rm minja deps from util & common & move it to common/minja/
* add name & tool_call_id to common_chat_msg
* add common_chat_tool
* added json <-> tools, msgs conversions to chat.h
* fix double bos/eos jinja avoidance hack (was preventing inner bos/eos tokens)
* fix deepseek r1 slow test (no longer <think> opening w/ new template)
* allow empty tools w/ auto + grammar
* fix & test server grammar & json_schema params w/ & w/o --jinja
2025-02-18 18:03:23 +00:00
c48f630d1c
llama : add --completion-bash option ( #11846 )
...
This commit adds a new option `--completion-bash` to the llama.cpp which
outputs a source-able bash completion script.
The motivation for this change is to provide a more user-friendly
experience for users who use the command-line interface of llama.cpp.
This is currently only basic and all options are displayed for all llama
executables but this can be improved in the future if needed.
Example usage:
```console
$ build/bin/llama-cli --completion-bash > ~/.llama-completion.bash
$ source ~/.llama-completion.bash
$ ./build/bin/llama-server --m<TAB>
--main-gpu --mirostat --mirostat-lr --model --multiline-input
--min-p --mirostat-ent --mlock --model-url
```
2025-02-13 14:46:59 +01:00
c7f460ab88
server: fix tool-call of DeepSeek R1 Qwen, return reasoning_content (Command 7RB & DeepSeek R1) unless --reasoning-format none (#11607 )
...
* extract & return thoughts in reasoning_content field (unless --reasoning-format) for DeepSeek R1 & Command R7B
* tool-calls: add deepseek r1 template (models/templates/llama-cpp-deepseek-r1.jinja) + hackommodate broken official template
* tool-calls: accommodate variety of wrong tool call opening tags both R1 Qwen 32B and 7B distills like to spit out
* server/oai: ensure content is null when there are tool calls, and reasoning_content appears before content for readability
* tool-calls: add DeepSeek R1 Qwen distills to server/README.md & server tests
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com >
---------
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com >
2025-02-13 10:05:16 +00:00
27e8a23300
sampling: add Top-nσ sampler ( #11223 )
...
* initial sampling changes:
* completed top nsigma sampler implementation
* apply parameter to only llama-cli
* updated readme
* added tests and fixed nsigma impl
* cleaned up pr
* format
* format
* format
* removed commented tests
* cleanup pr and remove explicit floats
* added top-k sampler to improve performance
* changed sigma to float
* fixed string format to float
* Update src/llama-sampling.cpp
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com >
* Update common/sampling.cpp
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com >
* Update src/llama-sampling.cpp
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com >
* Update src/llama-sampling.cpp
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com >
* Update src/llama-sampling.cpp
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com >
* Update src/llama-sampling.cpp
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com >
* added llama_sampler_init
---------
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com >
2025-02-13 08:45:57 +02:00
fef0cbeadf
cleanup: fix compile warnings associated with gnu_printf ( #11811 )
2025-02-12 10:06:53 -04:00
bfcce4d693
tool-call: support Command R7B (+ return tool_plan "thoughts" in API) (#11585 )
...
* `tool-call`: support Command R7B (w/ tool_plan return)
* `tool-call`: cleaner preservation of tokens + warn when likely bad chat template override
* `tool-call`: test cleanup / handle lazy grammar triggers
2025-02-02 09:25:38 +00:00
8b576b6c55
Tool call support (generic + native for Llama, Functionary, Hermes, Mistral, Firefunction, DeepSeek) w/ lazy grammars ( #9639 )
...
---------
Co-authored-by: Xuan Son Nguyen <thichthat@gmail.com >
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com >
Co-authored-by: Xuan Son Nguyen <son@huggingface.co >
2025-01-30 19:13:58 +00:00
a94f3b2727
common: utils to split / join / repeat strings (from json converter) (#11342 )
...
* Factor string_join, string_split, string_repeat into common
* json: refactor to surface a versatile builder
* Update common.cpp
2025-01-22 09:51:44 +00:00
6171c9d258
Add Jinja template support ( #11016 )
...
* Copy minja from 58f0ca6dd7https://github.com/google/minja/pull/22 )
* Apply suggestions from code review
Co-authored-by: Xuan Son Nguyen <thichthat@gmail.com >
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com >
* Finish suggested renamings
* Move chat_templates inside server_context + remove mutex
* Update --chat-template-file w/ recent change to --chat-template
* Refactor chat template validation
* Guard against missing eos/bos tokens (null token otherwise throws in llama_vocab::impl::token_get_attr)
* Warn against missing eos / bos tokens when jinja template references them
* rename: common_chat_template[s]
* reinstate assert on chat_templates.template_default
* Update minja to b8437df626https://github.com/google/minja/pull/25
* Update minja from https://github.com/google/minja/pull/27
* rm unused optional header
---------
Co-authored-by: Xuan Son Nguyen <thichthat@gmail.com >
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com >
2025-01-21 13:18:51 +00:00
80d0d6b4b7
common : add -hfd option for the draft model ( #11318 )
...
* common : add -hfd option for the draft model
* cont : fix env var
* cont : more fixes
2025-01-20 22:29:43 +02:00
6390a998bf
tts : add guide tokens support ( #11186 )
...
* Added the ability to use guide tokens for OuteTTS, greatly improving TTS recitation accuracy over long input sequences.
* applied linting suggestions, updated to latest llama_vocab changes, added a safety check, added newline to guide token start
2025-01-18 12:20:57 +02:00
667d72846c
rpc : early register backend devices ( #11262 )
...
Early register RPC devices and do not propagate RPC specifics in the
llama model structures.
ref: #10609
2025-01-17 10:57:09 +02:00
84a44815f7
cli : auto activate conversation mode if chat template is available ( #11214 )
...
* cli : auto activate conversation mode if chat template is detected
* add warn on bad template
* update readme (writing with the help of chatgpt)
* update readme (2)
* do not activate -cnv for non-instruct models
2025-01-13 20:18:12 +01:00
00b4c3da62
common : support tag-based --hf-repo like on ollama ( #11195 )
...
* common : support tag-based hf_repo like on ollama
* fix build
* various fixes
* small fixes
* fix style
* fix windows build?
* move common_get_hf_file to common.cpp
* fix complain with noreturn
2025-01-13 13:56:23 +01:00
afa8a9ec9b
llama : add llama_vocab, functions -> methods, naming ( #11110 )
...
* 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
f66f582927
llama : refactor src/llama.cpp ( #10902 )
...
* llama : scatter llama.cpp into multiple modules (wip)
* llama : control-vector -> adapter
* llama : arch
* llama : mmap
ggml-ci
* ci : remove BUILD_SHARED_LIBS=OFF
ggml-ci
* llama : arch (cont)
ggml-ci
* llama : chat
ggml-ci
* llama : model
ggml-ci
* llama : hparams
ggml-ci
* llama : adapter
ggml-ci
* examples : fix
ggml-ci
* rebase
ggml-ci
* minor
* llama : kv cache
ggml-ci
* llama : impl
ggml-ci
* llama : batch
ggml-ci
* cont
ggml-ci
* llama : context
ggml-ci
* minor
* llama : context (cont)
ggml-ci
* llama : model loader
ggml-ci
* common : update lora
ggml-ci
* llama : quant
ggml-ci
* llama : quant (cont)
ggml-ci
* minor [no ci]
2025-01-03 10:18:53 +02:00
45095a61bf
server : clean up built-in template detection ( #11026 )
...
* server : clean up built-in template detection
* fix compilation
* add chat template test
* fix condition
2024-12-31 15:22:01 +01:00
0bf2d10c55
tts : add OuteTTS support ( #10784 )
...
* server : add "tokens" output
ggml-ci
* server : output embeddings for all tokens when pooling = none
ggml-ci
* server : be explicit about the pooling type in the tests
ggml-ci
* server : do not normalize embeddings when there is no pooling
ggml-ci
* llama : add OuteTTS support (wip)
* wip
* extract features
* first conv
* group norm
* resnet conv
* resnet
* attn
* pos net
* layer norm
* convnext
* head
* hann window
* fix n_embd + remove llama.cpp hacks
* compute hann window
* fft
* spectrum processing
* clean-up
* tts : receive input text and generate codes
* clip : fix new conv name
* tts : minor fix
* tts : add header + minor fixes
ggml-ci
* tts : add matchematical constant
ggml-ci
* tts : fix sampling + cut initial noise
* tts : fixes
* tts : update default samplers
ggml-ci
* tts : text pre-processing
* tts : outetts-voc -> wavtokenizer-dec
* tts : remove hardcoded constants
ggml-ci
* tts : fix tensor shapes
* llama : refactor wavtokenizer tensors
ggml-ci
* cont
ggml-ci
* cont [no ci]
* llama : update WavTokenizer to non-causal attn
* llama : handle no-vocab detokenization
* tts : add Python example for OuteTTS (wip)
* tts : extend python example to generate spectrogram
ggml-ci
* server : fix rebase artifacts
* tts : enable "return_tokens" in Python example
ggml-ci
* tts : minor fixes
* common : support HF download for vocoder
2024-12-18 19:27:21 +02:00
152610eda9
server : output embeddings for all tokens when pooling = none ( #10861 )
...
* server : add "tokens" output
ggml-ci
* server : output embeddings for all tokens when pooling = none
ggml-ci
* server : update readme [no ci]
* server : fix spacing [no ci]
Co-authored-by: Xuan Son Nguyen <thichthat@gmail.com >
* server : be explicit about the pooling type in the tests
ggml-ci
* server : update /embeddings and /v1/embeddings endpoints
ggml-ci
* server : do not normalize embeddings when there is no pooling
ggml-ci
* server : update readme
ggml-ci
* server : fixes
* tests : update server tests
ggml-ci
* server : update readme [no ci]
* server : remove rebase artifact
---------
Co-authored-by: Xuan Son Nguyen <thichthat@gmail.com >
2024-12-18 13:01:41 +02:00
644fd71b44
sampling : refactor + optimize penalties sampler ( #10803 )
...
* sampling : refactor + optimize penalties sampler
ggml-ci
* common : apply ignore_eos as logit bias
ggml-ci
* batched : remove penalties sampler
* params : allow penalty_last_n == -1 to be equal to context size
ggml-ci
* common : by default, move the penalties at the end of the sampling chain
ggml-ci
* common : ignore all EOG tokens
Co-authored-by: Diego Devesa <slarengh@gmail.com >
* common : move back the penalties at the front of the sampling chain
ggml-ci
* readme : restore hint about --ignore-eos flag [no ci]
* llama : minor
ggml-ci
* webui : update
---------
Co-authored-by: Diego Devesa <slarengh@gmail.com >
2024-12-16 12:31:14 +02:00
c27ac678dd
Opt class for positional argument handling ( #10508 )
...
Added support for positional arguments `model` and `prompt`. Added
functionality to download via strings like:
llama-run llama3
llama-run ollama://granite-code
llama-run ollama://granite-code:8b
llama-run hf://QuantFactory/SmolLM-135M-GGUF/SmolLM-135M.Q2_K.gguf
llama-run huggingface://bartowski/SmolLM-1.7B-Instruct-v0.2-GGUF/SmolLM-1.7B-Instruct-v0.2-IQ3_M.gguf
llama-run https://example.com/some-file1.gguf
llama-run some-file2.gguf
llama-run file://some-file3.gguf
Signed-off-by: Eric Curtin <ecurtin@redhat.com >
2024-12-13 19:34:25 +01:00
adffa6ffd5
common : improve -ctv -ctk CLI arguments ( #10806 )
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* common : improve ctv ctk cli argument
* regenerate docs
* even better approach
* use std::vector
2024-12-12 22:53:05 +01:00
