Commit Graph
100 Commits
Author SHA1 Message Date
Georgi GerganovandGitHub d3e64b9f49 llama : rework embeddings logic (#14208)
* llama : rework embeddings logic

ggml-ci

* cont : fix rerank

ggml-ci

* cont : engrish [no ci]

* cont : fix rerank

ggml-ci

* server : support both embeddings and completions with single model

ggml-ci

* cont : avoid embeddings_org

ggml-ci
2025-06-16 14:14:00 +03:00
Georgi GerganovandGitHub 5fce5f948d kv-cache : fix use-after-move of defrag info (#14189)
ggml-ci
2025-06-15 10:52:11 +03:00
Georgi GerganovandGitHub c311ac664d cparams : rename LLAMA_MAX_PARALLEL_SEQUENCES to LLAMA_MAX_SEQ (#14188)
ggml-ci
2025-06-15 10:08:58 +03:00
Georgi GerganovandGitHub b9912ac570 batch : auto-gen positions + verify multi-sequence input (#14177)
* batch : verify multi-sequence input batches

ggml-ci

* cont : auto-gen positions + verify multi-seq input

ggml-ci

* cont : first print debug info, then perform validation

ggml-ci

* cont : fix position auto-gen + add comments

ggml-ci
2025-06-15 09:18:37 +03:00
Georgi GerganovandGitHub fb85a288d7 vocab : fix build (#14175)
ggml-ci
2025-06-13 20:03:05 +03:00
Georgi GerganovandGitHub 80709b70a2 batch : add LLAMA_BATCH_DEBUG environment variable (#14172)
* batch : add LLAMA_BATCH_DEBUG environment variable

ggml-ci

* cont : improve seq_id display
2025-06-13 18:35:00 +03:00
Georgi GerganovandGitHub 60c666347b batch : rework llama_batch_allocr (#14153)
* batch : rework llama_batch_allocr

ggml-ci

* cont : move validation inside class

ggml-ci

* cont : move output counting to class

ggml-ci

* cont : minor

ggml-ci

* batch : add TODOs

ggml-ci
2025-06-13 13:47:55 +03:00
Georgi GerganovandGitHub b7cc7745e3 readme : remove survey link (#14168) 2025-06-13 11:55:44 +03:00
Georgi GerganovandGitHub ffad043973 server : fix SWA condition for full context reprocess (#14163)
ggml-ci
2025-06-13 11:18:25 +03:00
Georgi GerganovandGitHub c33fe8b8c4 vocab : prevent heap overflow when vocab is too small (#14145)
ggml-ci
2025-06-13 08:03:54 +03:00
Georgi GerganovandGitHub a681b4ba83 readme : remove project status link (#14149) 2025-06-12 14:43:09 +03:00
Georgi GerganovandGitHub 7d516443dd server : re-enable SWA speculative decoding (#14131)
ggml-ci
2025-06-12 11:51:38 +03:00
Georgi GerganovandGitHub f6e1a7aa87 context : simplify output counting logic during decode (#14142)
* batch : remove logits_all flag

ggml-ci

* context : simplify output counting logic during decode

ggml-ci

* cont : fix comments
2025-06-12 11:50:01 +03:00
Georgi GerganovandGitHub c3ee46fab4 batch : remove logits_all flag (#14141)
ggml-ci
2025-06-12 11:49:26 +03:00
e2c0b6e46a cmake : handle whitepsaces in path during metal build (#14126)
* cmake : handle whitepsaces in path during metal build

ggml-ci

* cont : proper fix

ggml-ci

---------

Co-authored-by: Daniel Bevenius <daniel.bevenius@gmail.com>
2025-06-12 10:14:24 +03:00
Georgi GerganovandGitHub 9596506965 kv-cache : fix split_equal handling in unified implementation (#14130)
ggml-ci
2025-06-12 10:02:15 +03:00
Georgi GerganovandGitHub 89a184fa71 kv-cache : relax SWA masking condition (#14119)
ggml-ci
2025-06-11 16:48:45 +03:00
Georgi GerganovandGitHub 7ae2932116 kv-cache : add LLAMA_KV_CACHE_DEBUG environment variable (#14121) 2025-06-11 12:52:45 +03:00
Georgi Gerganov ae92c1855b sync : ggml
ggml-ci
2025-06-10 18:39:33 +03:00
Georgi Gerganov b7ce1ad1e3 ggml : fix weak alias win32 (whisper/0)
ggml-ci
2025-06-10 18:39:33 +03:00
Georgi Gerganov b8e2194efc sync : ggml
ggml-ci
2025-06-10 09:21:56 +03:00
Georgi GerganovandGitHub 1f63e75f3b metal : use less stack memory in FA kernel (#14088)
* metal : use less stack memory in FA kernel

ggml-ci

* cont : fix BF16 variant
2025-06-09 23:05:02 +03:00
Georgi GerganovandGitHub 40cbf571c9 kv-cache : fix shift and defrag logic (#14081)
* kv-cache : fix shift

ggml-ci

* cont : reset shift[i]

ggml-ci

* cont : fix defrag erasing cells that didn't move

ggml-ci
2025-06-09 23:04:35 +03:00
Georgi GerganovandGitHub 201b31dc2e graph : fix geglu (#14077)
ggml-ci
2025-06-09 17:17:31 +03:00
Georgi GerganovandGitHub 87d34b381d server : fix LRU check (#14079)
ggml-ci
2025-06-09 12:57:58 +03:00
Georgi GerganovandGitHub 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
Georgi GerganovandGitHub 487a5e0401 context : fix SWA-related warning for multiple sequences (#14045) 2025-06-06 13:29:18 +03:00
Georgi GerganovandGitHub 7f37b6cf1e memory : migrate from llama_kv_cache to more generic llama_memory (#14006)
* memory : merge llama_kv_cache into llama_memory + new `llama_memory` API

ggml-ci

* context : fix casts

ggml-ci
2025-06-05 15:29:22 +03:00
Georgi GerganovandGitHub 9e31bec4fd context : fix pos_min initialization upon error decode (#14008)
ggml-ci
2025-06-05 09:06:29 +03:00
Georgi GerganovandGitHub 3e63a58ef7 kv-cache : refactor the update/defrag mechanism (#13988)
* kv-cache : refactor update mechanism

ggml-ci

* memory : improve status handling

* defrag : reset head + add comments

ggml-ci

* cont : minor fixes

ggml-ci
2025-06-04 18:58:20 +03:00
Georgi GerganovandGitHub e0e806f52e kv-cache : fix unified::seq_rm to work with seq_id < 0 (#13985)
ggml-ci
2025-06-04 09:50:32 +03:00
Georgi GerganovandGitHub 3637576288 server : disable speculative decoding for SWA models (#13970)
* server : use swa-full fo draft context

ggml-ci

* server : disable speculative decoding for SWA models
2025-06-02 21:34:40 +03:00
Georgi GerganovandGitHub ea394d7ab1 metal : use F32 accumulators in FA kernels (#13975)
ggml-ci
2025-06-02 21:33:40 +03:00
Georgi GerganovandGitHub 5582c49c39 gemma : more consistent attention scaling for v2 and v3 (#13951)
* gemma : fix attn scale for 27B

* cont : apply scale before attn

* cont : consistent attention scaling
2025-06-02 20:54:26 +03:00
Georgi Gerganov f3a4b1659c sync : ggml
ggml-ci
2025-06-01 13:43:57 +03:00
Georgi GerganovandDaniel Tang a7b8d35f78 sync : whisper.cpp (ggml/1250)
* ggml : Fix backtrace breaking Windows build (whisper/3203)

* sync : whisper.cpp

ggml-ci

---------

Co-authored-by: Daniel Tang <danielzgtg.opensource@gmail.com>
2025-06-01 13:43:57 +03:00
Georgi GerganovandGitHub c04621711a parallel : fix n_junk == 0 (#13952) 2025-06-01 11:42:16 +03:00
Georgi GerganovandGitHub 0fc16b42e8 kv-cache : split implementation in separate sources (#13920)
ggml-ci
2025-06-01 11:39:27 +03:00
Georgi GerganovandGitHub 803f8baf4f llama : deprecate explicit kv_self defrag/update calls (#13921)
ggml-ci
2025-05-31 15:58:33 +03:00
Georgi GerganovandGitHub 3600cc2886 llama : use n_swa + n_ubatch cells for SWA cache (#13833)
* llama : use n_swa + n_ubatch cells for SWA cache

ggml-ci

* llama : add warning about multi-sqeuence SWA contexts
2025-05-31 15:57:44 +03:00
Georgi GerganovandGitHub 3f55f781f1 llama : auto-batch preparation (#13845)
* llama : auto-batch

ggml-ci

* context : simplify if branching
2025-05-31 12:55:57 +03:00
Georgi GerganovandGitHub 12d0188c0d kv-cache : refactor + add llama_memory_state_i (#13746)
* kv-cache : simplify the "struct llama_kv_cache" interface

ggml-ci

* kv-cache : revert the (n_swa + n_ubatch) change (for next PR)

ggml-ci

* kv-cache : some comments

ggml-ci

* context : fix graph reserve for multiple sequences

ggml-ci

* kv-cache : fix typo [no ci]

* kv-cache : fix find_slot() logic for free slots

ggml-ci

* llama : add TODO for deprecating the defrag API in the future

* kv-cache : improve find_slot() using min/max seq pos info

ggml-ci

* llama : handle aborts and compute errors

ggml-ci

* memory : extract state into llama_memory_state

ggml-ci

* kv-cache : add comments

ggml-ci

* server : update batching logic to reset n_batch on successful decode

* server : upon full re-processing, remove the sequence from the cache

* kv-cache : add TODO for doing split_equal when split_simple fails

ggml-ci
2025-05-31 10:24:04 +03:00
Georgi GerganovandGitHub dd665cc9d4 parallel : increase the variability of the prompt lengths (#13927)
ggml-ci
2025-05-30 19:38:07 +03:00
Georgi GerganovandGitHub 53f925074d sync : vendor (#13901)
* sync : vendor

ggml-ci

* cont : fix httplib version

ggml-ci

* cont : fix lint

* cont : fix lint

* vendor : move to common folder /vendor

ggml-ci

* cont : fix lint

* cont : move httplib to /vendor + use json_fwd.hpp

ggml-ci

* cont : fix server build

ggml-ci

* cont : add missing headers

ggml-ci

* cont : header clean-up

ggml-ci
2025-05-30 16:25:45 +03:00
Georgi GerganovandGitHub 66c92061f5 tests : remove json.hpp from a test (#13880)
ggml-ci
2025-05-29 12:17:16 +03:00
Georgi GerganovandGitHub 34b7c0439e cmake : add llama-cparams.cpp to build (#13832) 2025-05-27 19:08:44 +03:00
Georgi Gerganov 1c49c70d07 sync : ggml 2025-05-27 18:05:33 +03:00
Georgi GerganovandGitHub 81713121ee kv-cells : track min/max used cells and per-sequence positions (#13808)
* kv-cells : track min/max used cells and per-sequence positions

ggml-ci

* kv-cells : fix pos-modification updates for seq_pos

ggml-ci

* kv-cells : add comments

ggml-ci
2025-05-27 13:49:41 +03:00
Georgi GerganovandGitHub f9cd68398b sampling : make sure samplers return at least 1 token (#13822)
* sampling : min-p should always return at least one token

ggml-ci

* sampling : same for typical sampling

* tests : sampling tests use min_keep == 0

ggml-ci
2025-05-27 12:07:52 +03:00
Georgi GerganovandGitHub 4f81b33e32 llama : validate seq id batch input (#13809)
* llama : validate seq id batch input

ggml-ci

* cont : fix the fix

ggml-ci
2025-05-27 09:40:59 +03:00
Georgi GerganovandGitHub a26c4cc11e scripts : add option to compare commits in Debug (#13806)
* scripts : add option to compare commits in Debug

* cont : reuse existing CMAKE_OPTS
2025-05-26 22:24:01 +03:00
Georgi GerganovandGitHub 4265a87b59 cuda : avoid cuGetErrorString (#13791)
ggml-ci
2025-05-26 22:14:52 +03:00
Georgi GerganovandGitHub 79c137f776 examples : allow extracting embeddings from decoder contexts (#13797)
ggml-ci
2025-05-26 14:03:54 +03:00
Georgi GerganovandGitHub 22229314fc llama : clarify deprecation message (#13794) 2025-05-26 12:57:50 +03:00
Georgi GerganovandGitHub de2ef53a4b kv-cache : rework kv_cell (#13706)
* kv-cache : rework kv_cell

ggml-ci

* kv-cells : use "shift" instead of "delta" consistently

ggml-ci

* llama : add llama_max_parallel_sequences()

ggml-ci

* kv-cells : update comments [no ci]

* context : fail upon construction if sequences exceed max value

ggml-ci

* kv-cells : get_pos() -> pos_get() + comments

ggml-ci

* kv-cells : fix tracking of "used" cells

ggml-ci
2025-05-25 16:34:36 +03:00
Georgi GerganovandGitHub d13d0f6135 hparams : initialize arrays (#13728)
ggml-ci
2025-05-23 20:16:13 +03:00
Georgi GerganovandGitHub 8a1d206f1d tts : fix n_ubatch + make WavTokenizer cache-less (#13713)
ggml-ci
2025-05-22 22:21:07 +03:00
Georgi GerganovandGitHub cc74d5be99 server : pad small embedding batches (#13692)
ggml-ci
2025-05-22 16:33:39 +03:00
Georgi GerganovandGitHub 8e186ef0e7 hparams : support models for which all layers use SWA (#13682)
ggml-ci
2025-05-21 20:00:49 +03:00
Georgi GerganovandGitHub 5fbfe384d4 server : improve error reporting (#13680) 2025-05-21 19:46:56 +03:00
Georgi GerganovandGitHub 797f2ac062 kv-cache : simplify the interface (#13660)
* kv-cache : simplify the interface

ggml-ci

* context : revert llama_batch_allocr position change

ggml-ci
2025-05-21 15:11:13 +03:00
Georgi GerganovandGitHub b44890df2e model : disable SWA for Phi models (#13676)
* model : disable SWA for Phi models

ggml-ci

* model : update warning message

* model : print warning only if n_swa > 0

* model : fix typo
2025-05-21 13:09:21 +03:00
Georgi GerganovandGitHub be0239693c model : fix llama4 graph (#13663)
ggml-ci
2025-05-20 19:21:04 +03:00
Georgi GerganovandGitHub a4090d1174 llama : remove llama_kv_cache_view API + remove deprecated (#13653)
ggml-ci
2025-05-20 16:13:16 +03:00
Georgi GerganovandGitHub c00a2634be metal : fix typo in FA kernel comments (#13651) 2025-05-20 10:41:40 +03:00
Georgi GerganovandGitHub 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
Georgi Gerganov d30cb5a7fa sync : ggml
ggml-ci
2025-05-19 13:29:56 +03:00
Georgi GerganovandGitHub 518329b2d4 parallel : add option for non-shared and larger prompts (#13598)
* parallel : add option for non-shared and larger prompts

* parallel : update readme [no ci]

* cont : add note about base models [no ci]

* parallel : better var name

ggml-ci
2025-05-17 12:58:55 +03:00
Georgi GerganovandGitHub 654a67794f metal : add FA-vec kernel for head size 64 (#13583)
ggml-ci
2025-05-16 20:32:58 +03:00
Georgi GerganovandGitHub b2838049cc bench : handle decode errors (#13548)
ggml-ci
2025-05-15 05:57:02 +03:00
Georgi GerganovandGitHub e3a9421b78 kv-cache : fix out-of-bounds view during reserve graph (#13547)
* kv-cache : fix reserve graph out-of-bounds access

ggml-ci

* cont : add comment

* cont : fix comments [no ci]

* cont : more correct comment [no ci]
2025-05-14 23:15:15 +03:00
Georgi GerganovandGitHub 053174436f server : passthrough the /models endpoint during loading (#13535)
* server : passthrough the /models endpoint during loading

* server : update readme + return json for "meta" field
2025-05-14 15:42:10 +03:00
Georgi GerganovandGitHub f0995d28ce metal : use FA-vec kernel up to batch size 20 (#13496)
* batched-bench : fix pp batch contents

* metal : optimize multi-sequence FA vec kernel

ggml-ci

* metal : use FA-vec kernel up to batch size 20

ggml-ci
2025-05-13 18:04:39 +03:00
Georgi GerganovandGitHub c252e0c409 metal : optimize multi-sequence FA vec kernel (#13493)
* batched-bench : fix pp batch contents

* metal : optimize multi-sequence FA vec kernel

ggml-ci
2025-05-13 18:04:00 +03:00
Georgi GerganovandGitHub b89d605a91 batched-bench : fix pp batch contents (#13492) 2025-05-13 18:01:53 +03:00
Georgi Gerganov 1e2809bc4b sync : ggml 2025-05-13 14:02:28 +03:00
Georgi GerganovandGitHub 064cc596ac context : fix state io for memory-less contexts (#13470)
ggml-ci
2025-05-12 15:12:27 +03:00
Georgi GerganovandGitHub 611aa914ef metal : optimize MoE for large batches (#13388)
ggml-ci
2025-05-09 15:14:56 +03:00
Georgi GerganovandGitHub 6562e5a4d6 context : allow cache-less context for embeddings (#13108)
* context : allow cache-less context for embeddings

ggml-ci

* context : enable reranking with encode()

ggml-ci

* context : encode() clears embd_seq

ggml-ci

* examples : use llama_encode() when appropriate

ggml-ci

* models : nomic bert moe does not require KV cache

* llama : update comments for llama_decode/llama_encode

ggml-ci

* context : update warning log [no ci]
2025-05-08 14:28:33 +03:00
Georgi GerganovandGitHub 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
Georgi Gerganov d879433824 sync : ggml
ggml-ci
2025-05-07 17:28:36 +03:00
Georgi GerganovandGitHub 4773d7a02f examples : remove infill (#13283)
ggml-ci
2025-05-07 10:28:02 +03:00
b34443923c sync : ggml (#13268)
* vulkan : kernels for depthwise 2D convolution (CONV_2D_DW) (ggml/1204)

* vulkan : add kernels for depthwise 2d convolution (OP_CONV_2D_DW)

* review: remove src_x/y < 0 checks; add performance tests

* sync : ggml

ggml-ci

* vulkan : fix lint (#0)

---------

Co-authored-by: Acly <aclysia@gmail.com>
2025-05-02 20:54:30 +03:00
Georgi GerganovandGitHub a75cb30dc9 context : fix reorder logic (#13267)
ggml-ci
2025-05-02 20:54:13 +03:00
Georgi GerganovandGitHub c642bc014c kv-cache : separate recurrent vs non-recurrent impl (#12799)
* kv-cache : serparate recurrent vs non-recurrent impl (wip)

ggml-ci

* kv-cache : init -> contructor + add llama_memory_params

ggml-ci

* kv-cache : fix callback reference

ggml-ci

* context : llama_kv_cache -> llama_memory_i

ggml-ci

* context : move memory creation logic to model

ggml-ci

* llama : remove reference of memory during encode

ggml-ci

* kv-cache : hide padding details in the implementation

ggml-ci

* kv-cache : add ubatch_next()

ggml-ci

* context : simplify sbatch logic

ggml-ci

* kv-cache : hide defrag logic in the implementation

ggml-ci

* context : hide kv cache details in implementation

ggml-ci

* build : fix

ggml-ci

* cont : another fix

ggml-ci

* kv-cache : simplify interface (wip)

ggml-ci

* kv-cache : use separate KV cell structs for unified/recurrent

ggml-ci

* kv-cache : clean-up

ggml-ci

* model : better llama_model::create_model() signature

ggml-ci

* kv-cache : fix recurrent seq_rm()

ggml-ci

* kv-cache : replace `struct callbacks` with `llama_model &`

ggml-ci

* kv-cache : replace `struct graph_params` with `llama_context &`

ggml-ci

* kv-cache : fix offload check

ggml-ci

* context : avoid passing unique_ptr

ggml-ci

* kv-cache : avoid using the backends from the llama_context

ref #13113

ggml-ci

* kv-cache : more consistent debug logs [no ci]

* kv-cache : do not pass the full llama_context for kv graphs

ggml-ci

* kv-cache : remove comment

* kv-cache : ggml_rope_ext_inplace -> ggml_rope_ext

ggml-ci

* kv-cache : fix recurrent multi-user case

ggml-ci

* memory : remove comments [no ci]
2025-05-02 17:48:36 +03:00
Georgi GerganovandGitHub fab647e884 server : add cache reuse card link to help (#13230)
* server : add cache reuse card link to help

* args : use short url
2025-05-02 09:48:31 +03:00
Georgi Gerganov b1dd4d08e8 sync : ggml
ggml-ci
2025-05-01 20:15:34 +03:00
Georgi Gerganov 8d33d740c3 sync : ggml 2025-05-01 10:00:39 +03:00
Georgi Gerganov 9998540149 cuda : fix unused variable compile warning (whisper/0)
ggml-ci
2025-05-01 09:58:44 +03:00
Georgi GerganovandGitHub d9d398f84f sampling : when top-k <= 0 -> noop (#13173)
ggml-ci
2025-04-29 20:22:57 +03:00
Georgi GerganovandGitHub d0a417f3c7 readme : update hot topics (#13150) 2025-04-28 12:10:18 +03:00
Georgi GerganovandGitHub 43f2b07193 common : fix noreturn compile warning (#13151)
ggml-ci
2025-04-28 11:57:19 +03:00
Georgi GerganovandGitHub 226251ed56 embeddings : fix batch sizes (#13076)
ggml-ci
2025-04-24 22:29:22 +03:00
Georgi Gerganov 87616f0680 ggml : fix trailing whitespaces (#0) 2025-04-24 17:32:47 +03:00
Georgi Gerganov 63b4911494 sync : ggml
ggml-ci
2025-04-24 17:32:47 +03:00
Georgi GerganovandGitHub 13b4548877 cmake : do not include ./src as public for libllama (#13062)
* cmake : do not include ./src as public for libllama

ggml-ci

* cmake : rework tests

ggml-ci

* llguidance : remove unicode include

ggml-ci

* cmake : make c++17 private

ggml-ci
2025-04-24 16:00:10 +03:00
Georgi GerganovandGitHub 572b3141d3 clang-tidy : disable warning about missing math parenthesis (#13091) 2025-04-24 15:44:05 +03:00
Georgi GerganovandGitHub 7604a7d6b8 metal : fix floating-point range of attention scores in FA kernels (#13090)
ggml-ci
2025-04-24 10:38:30 +03:00
Georgi GerganovandGitHub ab47dec3d3 security : add note about RPC and server functionality (#13061)
* security : add note about RPC functionality

* security : add note about llama-server
2025-04-22 16:16:10 +03:00
Georgi GerganovandGitHub 7b53389c24 metal : add memory pool for temp allocs (#12850)
* metal : add memory pool for temp allocs (wip) [no ci]

* cont : free buffers from the heap

* cont : resize heap [no ci]

* cont : refactor heap [no ci]

* cont : heap for each cmd buffer [no ci]

* cont : fix free

* wip

* cont : fix alignment [no ci]

* cont : not working .. [no ci]

* cont : heap allocation now works [no ci]

* cont : use MTLHeapTypePlacement

ggml-ci

* metal : use dynamic MTLHeap allocations

ggml-ci

* metal : add comments

* metal : disable softmax use of mem_pool

ggml-ci

* metal : final touches
2025-04-22 16:15:51 +03:00