Diego Devesa
9f40989351
ggml : move CPU backend to a separate file ( #10144 )
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2024-11-03 19:34:08 +01:00
Georgi Gerganov
1926d6e39d
llama : adjust default context size + print warnings ( #10136 )
...
* llama : adjust default context size + print warnings
ggml-ci
* ggml-ci : add missing gpu-layers + adjust context sizes
2024-11-02 15:18:56 +02:00
Diego Devesa
e991e3127f
llama : use smart pointers for ggml resources ( #10117 )
2024-11-01 23:48:26 +01:00
Diego Devesa
85679d37f3
llama : improve output buffer type selection ( #10098 )
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2024-11-01 00:49:53 +01:00
Diego Devesa
1e9f94994e
quantize : fix --keep-split ( #10114 )
2024-11-01 00:45:34 +01:00
Diego Devesa
c02e5ab2a6
llama : fix buffer checks for mamba and rwk ( #10111 )
...
* llama : fix buffer checks for mamba and rwk
* llama : fix missing worst case flag during reserve
* cuda : fix supports_op for norm
* disable sched SET_CAUSE
2024-10-31 22:54:23 +01:00
Zhenwei Jin
ab3d71f97f
loader: refactor tensor weights storage ( #9935 )
...
* loader: refactor tensor weights storage
* use sorted map, sort weights by layer
---------
Co-authored-by: slaren <slarengh@gmail.com>
2024-10-31 19:50:39 +01:00
Diego Devesa
dea5e86051
ggml : check tensor name lengths in gguf files ( #10100 )
2024-10-31 11:40:59 +01:00
Diego Devesa
c5b0f4b5d9
llama : refactor model loader with backend registry ( #10026 )
2024-10-30 02:01:23 +01:00
Georgi Gerganov
8d8ff71536
llama : remove Tail-Free sampling ( #10071 )
...
ggml-ci
2024-10-29 10:42:05 +02:00
arch-btw
61715d5cc8
llama : Add IBM granite template ( #10013 )
...
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* Add granite template to llama.cpp
* Add granite template to test-chat-template.cpp
* Update src/llama.cpp
Co-authored-by: Xuan Son Nguyen <thichthat@gmail.com>
* Update tests/test-chat-template.cpp
Co-authored-by: Xuan Son Nguyen <thichthat@gmail.com>
* Added proper template and expected output
* Small change to \n
Small change to \n
* Add code space &
Co-authored-by: Xuan Son Nguyen <thichthat@gmail.com>
* Fix spacing
* Apply suggestions from code review
* Update src/llama.cpp
---------
Co-authored-by: Xuan Son Nguyen <thichthat@gmail.com>
2024-10-28 18:45:33 +01:00
Georgi Gerganov
8841ce3f43
llama : switch KQ multiplication to F32 precision by default ( #10015 )
...
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ggml-ci
2024-10-27 20:59:58 +02:00
wwoodsTM
ff252ea48e
llama : add DRY sampler ( #9702 )
...
* sampling : add DRY sampler (post-refactor)
* DRY: Trying to fix coauthors, removed unneeded line
* DRY: Fixed redundant code
* DRY: Fixed crash issue due to DRY being in chain but uninitialized
---------
Co-authored-by: l3utterfly <gc.pthzfoldr@gmail.com>
Co-authored-by: pi6am <34464159+pi6am@users.noreply.github.com>
2024-10-25 19:07:34 +03:00
Xuan Son Nguyen
c8c07d658a
llama : fix empty batch causing llama_batch_allocr to crash ( #9966 )
...
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* llama : fix empty batch cause llama_batch_allocr to crash
* move batch_allocr inside decode/encode_internal
* fix build
* add GGML_ASSERT
* Apply suggestions from code review
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
---------
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2024-10-22 16:59:02 +02:00
Daniel Bevenius
19d900a756
llama : rename batch to ubatch ( #9950 )
...
This commit renames the member field batch in llm_build_context to
ubatch, and also the parameter batch in llama_build_graph, and
llama_set_inputs to ubatch.
The motivation for this change is to make the code more readable
(considering there are the structs llama_batch and llama_sbatch), and
consistent with other parts of the code base where parameters/fields of
type llama_ubatch are named ubatch.
2024-10-22 16:31:06 +03:00
Molly Sophia
11d47057a5
Rwkv chat template fix ( #10001 )
...
* llama: remove useless template matching for rwkv-world
Signed-off-by: Molly Sophia <mollysophia379@gmail.com>
* converter: Add comment about the hack for rwkv models
Signed-off-by: Molly Sophia <mollysophia379@gmail.com>
* Update src/llama.cpp
Co-authored-by: Xuan Son Nguyen <thichthat@gmail.com>
---------
Signed-off-by: Molly Sophia <mollysophia379@gmail.com>
Co-authored-by: Xuan Son Nguyen <thichthat@gmail.com>
2024-10-22 15:22:26 +02:00
Molly Sophia
4ff7fe1fb3
llama : add chat template for RWKV-World + fix EOT ( #9968 )
...
* Add chat template for RWKV-World
Signed-off-by: Molly Sophia <mollysophia379@gmail.com>
* RWKV: Fix the chat template not being used
Signed-off-by: Molly Sophia <mollysophia379@gmail.com>
* RWKV v6: Set EOT token to ``\n\n``
Signed-off-by: Molly Sophia <mollysophia379@gmail.com>
* readme: add rwkv into supported model list
Signed-off-by: Molly Sophia <mollysophia379@gmail.com>
---------
Signed-off-by: Molly Sophia <mollysophia379@gmail.com>
2024-10-22 13:33:37 +03:00
leo-pony
6b8447352d
[CANN] Adapt to dynamically loadable backends mechanism ( #9970 )
...
* [CANN] Adapt to dynamically loadable backends mechanism
* Fix the Bug: inference running result is garbled in debug running model for LM models who's type is Q4_0 class
* Handle the review comments of this pull request
2024-10-22 16:16:01 +08:00
Georgi Gerganov
f594bc80ba
ggml : add asserts for type conversion in fattn kernels ( #9971 )
...
ggml-ci
2024-10-21 16:20:46 +03:00
Georgi Gerganov
55e47786e3
llama : default sampling changes + greedy update ( #9897 )
...
* llama : deprecate softmax sampler + fix dist sampler
ggml-ci
* tests : replace macros with functions
ggml-ci
* sampling : change temperature sampler logic
For t <= 0.0f, keep the max logit intact and set the rest to -inf
* cont : no need for special "greedy" logic
top-k == 1 is the same
* tests : init prob correctly
* llama : handle temp <= 0.0 in the temp_ext sampler too
ggml-ci
* cont : avoid extra loop in temperature sampler for sub-zero temp
ggml-ci
2024-10-21 09:46:40 +03:00
Xuan Son Nguyen
cda0e4b648
llama : remove all_pos_0, all_pos_1, all_seq_id from llama_batch ( #9745 )
...
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* refactor llama_batch_get_one
* adapt all examples
* fix simple.cpp
* fix llama_bench
* fix
* fix context shifting
* free batch before return
* use common_batch_add, reuse llama_batch in loop
* null terminated seq_id list
* fix save-load-state example
* fix perplexity
* correct token pos in llama_batch_allocr
2024-10-18 23:18:01 +02:00
Ouadie EL FAROUKI
87421a23e8
[SYCL] Add SYCL Backend registry, device and Event Interfaces ( #9705 )
...
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* implemented missing SYCL event APIs
* sycl : Added device and backend reg interfaces
* Restructured ggml-sycl.cpp
2024-10-18 06:46:16 +01:00
Ma Mingfei
60ce97c9d8
add amx kernel for gemm ( #8998 )
...
add intel amx isa detection
add vnni kernel for gemv cases
add vnni and amx kernel support for block_q8_0
code cleanup
fix packing B issue
enable openmp
fine tune amx kernel
switch to aten parallel pattern
add error message for nested parallelism
code cleanup
add f16 support in ggml-amx
add amx kernels for QK_K quant formats: Q4_K, Q5_K, Q6_K and IQ4_XS
update CMakeList
update README
fix some compilation warning
fix compiler warning when amx is not enabled
minor change
ggml-ci
move ggml_amx_init from ggml.c to ggml-amx/mmq.cpp
ggml-ci
update CMakeLists with -mamx-tile, -mamx-int8 and -mamx-bf16
ggml-ci
add amx as an ggml-backend
update header file, the old path for immintrin.h has changed to ggml-cpu-impl.h
minor change
update CMakeLists.txt
minor change
apply weight prepacking in set_tensor method in ggml-backend
fix compile error
ggml-ci
minor change
ggml-ci
update CMakeLists.txt
ggml-ci
add march dependency
minor change
ggml-ci
change ggml_backend_buffer_is_host to return false for amx backend
ggml-ci
fix supports_op
use device reg for AMX backend
ggml-ci
minor change
ggml-ci
minor change
fix rebase
set .buffer_from_host_ptr to be false for AMX backend
2024-10-18 13:34:36 +08:00
Daniel Bevenius
6f55bccbb8
llama : rename batch_all to batch ( #8881 )
...
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This commit addresses the TODO in the code to rename the `batch_all`
parameter to `batch` in `llama_decode_internal`.
2024-10-18 01:41:51 +02:00
Georgi Gerganov
9f45fc1e99
llama : change warning to debug log
2024-10-17 23:27:42 +03:00
Georgi Gerganov
99bd4ac28c
llama : infill sampling handle very long tokens ( #9924 )
...
* llama : infill sampling handle very long tokens
ggml-ci
* cont : better indices
ggml-ci
2024-10-17 22:32:47 +03:00
Diego Devesa
f010b77a37
vulkan : add backend registry / device interfaces ( #9721 )
...
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* vulkan : add backend registry / device interfaces
* llama : print devices used on model load
2024-10-17 02:46:58 +02:00
Daniel Bevenius
9e04102448
llama : suppress conversion from 'size_t' to 'int' ( #9046 )
...
* llama : suppress conversion from 'size_t' to 'int'
This commit updates llm_tokenizer_spm.tokenize to suppress/remove the
following warnings that are generated on Windows when using MSVC:
```console
src\llama-vocab.cpp(211,1): warning C4267: 'argument':
conversion from 'size_t' to 'int', possible loss of data
src\llama-vocab.cpp(517,1): warning C4267: 'argument':
conversion from 'size_t' to 'int', possible loss of data
```
This is done by adding a cast for the size_t returned from
symbols.size(). I believe this is safe as it seems unlikely that
symbols, which stores an entry for each UTF8 character, would become
larger than INT_MAX.
The motivation for this change is to reduce the number of warnings that
are currently generated when building on Windows.
* squash! llama : suppress conversion from 'size_t' to 'int'
Move cast into for loop.
2024-10-16 20:34:28 +03:00
Molly Sophia
10433e8b45
llama : add tensor name for "result_norm" ( #9907 )
...
Signed-off-by: Molly Sophia <mollysophia379@gmail.com>
2024-10-16 13:10:21 +03:00
Georgi Gerganov
755a9b2bf0
llama : add infill sampler ( #9896 )
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ggml-ci
2024-10-15 16:35:33 +03:00
MaggotHATE
fbc98b748e
sampling : add XTC sampler ( #9742 )
...
* Initial XTC commit
Adds XTC sampler, not activated by default, but recommended settings by default.
* Cleanup
* Simplified chances calculation
To be more inline with the original implementation, chance is calculated once at the beginning.
* First fixes by comments
Still need to look into sorting
* Fixed trailing backspaces
* Fixed RNG to be reproduceable
Thanks to @slaren for directions
* Fixed forgotten header
* Moved `min_keep`
Moved from conditions to a simple check at the end.
* Fixed broken randomization
Thanks to @slaren for explanation
* Swapped sorting for a custom algorithm
Shifts tokens to remove the penalized ones, then puts the penalized at the back. Should make `min_keep` still viable.
* Algorithm rework
1. Scan token from top till the first non-penalizable
2. Remove the last captured token (the least probable above threshold)
3. Shift all tokens to override the remaining penalizable
4. Penalize and put them at the the bottom.
* Added XTC to `test-sampling`
* Simplified algorithm and more tests
* Updated info in common and args
* Merged back lost commits in common and arg
* Update dump info in common
* Fixed incorrect min_keep check
* Added XTC to README
* Renamed parameters, fixed info and defaults
* probability is at 0 by default, but XTC is included in sampling queue
* threshold higher than 0.5 switches XTC off
* Initial server support
* Added XTC to server UIs
* Fixed labels in old server UI
* Made algorithm safer and more readable
* Removed xtc_threshold_max
* Fixed arg after update
* Quick fixes by comments
* Simplified algorithm since threshold_max is removed
* Renamed random distribution
* Fixed tests and outdated README
* Small fixes
2024-10-15 12:54:55 +02:00
Georgi Gerganov
d4c19c0f5c
server : accept extra_context for the infill endpoint ( #9874 )
...
* server : accept extra_context for the infill endpoint
ggml-ci
* server : update readme [no ci]
* server : use repo-level FIM pattern if possible
ggml-ci
2024-10-13 21:31:35 +03:00
Georgi Gerganov
11ac9800af
llama : improve infill support and special token detection ( #9798 )
...
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* llama : improve infill support
ggml-ci
* llama : add more FIM token strings
ggml-ci
* server : update prompt on slot restore (#9800 )
* gguf : deprecate old FIM token KVs
2024-10-12 08:21:51 +03:00
Diego Devesa
0e9f760eb1
rpc : add backend registry / device interfaces ( #9812 )
...
* rpc : add backend registry / device interfaces
* llama : add llama_supports_rpc API
* ggml_backend_rpc_start_rpc_server -> ggml_backend_rpc_start_server
2024-10-10 20:14:55 +02:00
Diego Devesa
dca1d4b58a
ggml : fix BLAS with unsupported types ( #9775 )
...
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* ggml : do not use BLAS with types without to_float
* ggml : return pointer from ggml_internal_get_type_traits to avoid unnecessary copies
* ggml : rename ggml_internal_get_type_traits -> ggml_get_type_traits
it's not really internal if everybody uses it
2024-10-08 14:21:43 +02:00
Xuan Son Nguyen
458367a906
server : better security control for public deployments ( #9776 )
...
* server : more explicit endpoint access settings
* protect /props endpoint
* fix tests
* update server docs
* fix typo
* fix tests
2024-10-08 13:27:04 +02:00
Diego Devesa
6374743747
ggml : add backend registry / device interfaces to BLAS backend ( #9752 )
...
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* ggml : add backend registry / device interfaces to BLAS backend
* fix mmap usage when using host buffers
2024-10-07 21:55:08 +02:00
Georgi Gerganov
d5ac8cf2f2
ggml : add metal backend registry / device ( #9713 )
...
* ggml : add metal backend registry / device
ggml-ci
* metal : fix names [no ci]
* metal : global registry and device instances
ggml-ci
* cont : alternative initialization of global objects
ggml-ci
* llama : adapt to backend changes
ggml-ci
* fixes
* metal : fix indent
* metal : fix build when MTLGPUFamilyApple3 is not available
ggml-ci
* fix merge
* metal : avoid unnecessary singleton accesses
ggml-ci
* metal : minor fix [no ci]
* metal : g_state -> g_ggml_ctx_dev_main [no ci]
* metal : avoid reference of device context in the backend context
ggml-ci
* metal : minor [no ci]
* metal : fix maxTransferRate check
* metal : remove transfer rate stuff
---------
Co-authored-by: slaren <slarengh@gmail.com>
2024-10-07 18:27:51 +03:00
Georgi Gerganov
8c475b97b8
rerank : use [SEP] token instead of [BOS] ( #9737 )
...
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* rerank : use [SEP] token instead of [BOS]
ggml-ci
* common : sanity check for non-NULL tokens
ggml-ci
* ci : adjust rank score interval
ggml-ci
* ci : add shebang to run.sh
ggml-ci
2024-10-05 15:55:04 +03:00
bandoti
d6fe7abf04
ggml: unify backend logging mechanism ( #9709 )
...
* Add scaffolding for ggml logging macros
* Metal backend now uses GGML logging
* Cuda backend now uses GGML logging
* Cann backend now uses GGML logging
* Add enum tag to parameters
* Use C memory allocation funcs
* Fix compile error
* Use GGML_LOG instead of GGML_PRINT
* Rename llama_state to llama_logger_state
* Prevent null format string
* Fix whitespace
* Remove log callbacks from ggml backends
* Remove cuda log statement
2024-10-03 17:39:03 +02:00
Diego Devesa
c83ad6d01e
ggml-backend : add device and backend reg interfaces ( #9707 )
...
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Co-authored-by: Johannes Gäßler <johannesg@5d6.de>
2024-10-03 01:49:47 +02:00
Xuan Son Nguyen
a39ab216aa
llama : reduce compile time and binary size ( #9712 )
...
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* llama : speed up compile time
* fix build
* fix build (2)
2024-10-02 15:49:55 +02:00
Georgi Gerganov
cad341d889
metal : reduce command encoding overhead ( #9698 )
...
* metal : reduce command encoding overhead
ggml-ci
* metal : add comments
2024-10-01 16:00:25 +03:00
Georgi Gerganov
a90484c6d9
llama : print correct model type for Llama 3.2 1B and 3B
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2024-10-01 11:42:01 +03:00
Georgi Gerganov
f4d2b8846a
llama : add reranking support ( #9510 )
...
* py : add XLMRobertaForSequenceClassification [no ci]
* py : fix scalar-tensor conversion [no ci]
* py : fix position embeddings chop [no ci]
* llama : read new cls tensors [no ci]
* llama : add classigication head (wip) [no ci]
* llama : add "rank" pooling type
ggml-ci
* server : add rerank endpoint
ggml-ci
* llama : aboud ggml_repeat during classification
* rerank : cleanup + comments
* server : accept /rerank endpoint in addition to /v1/rerank [no ci]
* embedding : parse special tokens
* jina : support v1 reranker
* vocab : minor style
ggml-ci
* server : initiate tests for later
ggml-ci
* server : add docs
* llama : add comment [no ci]
* llama : fix uninitialized tensors
* ci : add rerank tests
ggml-ci
* add reranking test
* change test data
* Update examples/server/server.cpp
Co-authored-by: Xuan Son Nguyen <thichthat@gmail.com>
* add `--reranking` argument
* update server docs
* llama : fix comment [no ci]
ggml-ci
---------
Co-authored-by: Xuan Son Nguyen <son@huggingface.co>
Co-authored-by: Xuan Son Nguyen <thichthat@gmail.com>
2024-09-28 17:42:03 +03:00
Zhenwei Jin
6102037bbb
vocab : refactor tokenizer to reduce init overhead ( #9449 )
...
* refactor tokenizer
* llama : make llm_tokenizer more private
ggml-ci
* refactor tokenizer
* refactor tokenizer
* llama : make llm_tokenizer more private
ggml-ci
* remove unused files
* remove unused fileds to avoid unused filed build error
* avoid symbol link error
* Update src/llama.cpp
* Update src/llama.cpp
---------
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2024-09-28 15:10:58 +03:00
nopperl
9a913110cf
llama : add support for Chameleon ( #8543 )
...
* convert chameleon hf to gguf
* add chameleon tokenizer tests
* fix lint
* implement chameleon graph
* add swin norm param
* return qk norm weights and biases to original format
* implement swin norm
* suppress image token output
* rem tabs
* add comment to conversion
* fix ci
* check for k norm separately
* adapt to new lora implementation
* fix layer input for swin norm
* move swin_norm in gguf writer
* add comment regarding special token regex in chameleon pre-tokenizer
* Update src/llama.cpp
Co-authored-by: compilade <git@compilade.net>
* fix punctuation regex in chameleon pre-tokenizer (@compilade)
Co-authored-by: compilade <git@compilade.net>
* fix lint
* trigger ci
---------
Co-authored-by: compilade <git@compilade.net>
2024-09-28 15:08:43 +03:00
Gabe Goodhart
3d6bf6919f
llama : add IBM Granite MoE architecture ( #9438 )
...
* feat(gguf-py): Add granitemoe architecture
This includes the addition of new tensor names for the new moe layers.
These may not be correct at this point due to the need for the hack in
gguf_writer.py to double-check the length of the shape for these layers.
Branch: GraniteMoE
Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>
* feat(convert_hf_to_gguf): Add GraniteMoeModel
GraniteMoe has the same configuration deltas as Granite
Branch: GraniteMoE
Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>
* fix(granitemoe convert): Split the double-sized input layer into gate and up
After a lot of staring and squinting, it's clear that the standard mixtral
expert implementation is equivalent to the vectorized parallel experts in
granite. The difference is that in granite, the w1 and w3 are concatenated
into a single tensor "input_linear." Rather than reimplementing all of the
math on the llama.cpp side, the much simpler route is to just split this
tensor during conversion and follow the standard mixtral route.
Branch: GraniteMoE
Co-Authored-By: alex.brooks@ibm.com
Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>
* feat(granitemoe): Implement granitemoe
GraniteMoE follows the mixtral architecture (once the input_linear layers
are split into gate_exps/up_exps). The main delta is the addition of the
same four multipliers used in Granite.
Branch: GraniteMoE
Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>
* Typo fix in docstring
Co-Authored-By: ggerganov@gmail.com
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>
* fix(conversion): Simplify tensor name mapping in conversion
Branch: GraniteMoE
Co-Authored-By: git@compilade.net
Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>
* fix(convert): Remove unused tensor name mappings
Branch: GraniteMoE
Co-Authored-By: git@compilade.net
Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>
* fix(convert): Sanity check on merged FFN tensor sizes
Branch: GraniteMoE
Co-Authored-By: git@compilade.net
Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>
* fix: Allow "output" layer in granite moe architecture (convert and cpp)
Branch: GraniteMoE
Co-Authored-By: git@compilade.net
Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>
* fix(granite): Add missing 'output' tensor for Granite
This is a fix for the previous `granite` architecture PR. Recent snapshots
have included this (`lm_head.weights`) as part of the architecture
Branch: GraniteMoE
Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>
---------
Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2024-09-25 10:06:52 +03:00
Georgi Gerganov
31ac5834fe
llama : keep track of all EOG tokens in the vocab ( #9609 )
...
ggml-ci
2024-09-24 10:16:06 +03:00
Georgi Gerganov
cea1486ecf
log : add CONT level for continuing previous log entry ( #9610 )
2024-09-24 10:15:35 +03:00