244880ae3a
CUDA: Use standard-compliant preprocessor for MSVC builds
...
Workarounds of https://github.com/NVIDIA/cccl/pull/6791 will not be
backported to CCCL 3.2, only the diagnostics/error messages will:
https://github.com/NVIDIA/cccl/pull/6827
2025-12-02 11:23:14 +01:00
559d058dd2
CUDA: Move cccl fetch to after cuda has been enabled in CMakeLists.txt
...
This will allow cccl to set build flags for the CUDA compiler, required
e.g. for MSVC compat, see also
https://github.com/NVIDIA/cccl/pull/6791
2025-12-02 11:23:14 +01:00
3e9a258c14
Merge remote-tracking branch 'upstream/master' into gpu-sampling
2025-12-02 09:26:04 +01:00
739b597804
sampling : fix backend temp sampler for zero temperature
...
This commit fixes the implementation of the temperature-based sampler
for the case when the temperature is set to zero. This now correctly
selects the most probable token by masking out all other tokens in the
logits.
2025-12-02 09:13:07 +01:00
ed32089927
ggml-cuda: reorder only relevant nodes ( #17639 )
2025-12-02 12:36:31 +08:00
7b6d745364
release: fix duplicate libs, store symbolic links ( #17299 )
2025-12-02 11:52:05 +08:00
98bd9ab1e4
enhance argsort for UT ( #17573 )
...
Co-authored-by: Neo Zhang <zhang.jianyu@outlook.com>
2025-12-02 08:56:46 +08:00
746f9ee889
Override SSM_A op for Qwen3 Next to reduce splits ( #17587 )
...
* Override SSM_A op for Qwen3 Next to reduce splits
* New tensor mapping SSM_A_NOSCAN for SSM_A used outside of OP_SSM_SCAN context.
* Update src/llama-model.cpp
Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
* Update src/llama-model.cpp
Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
---------
Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
2025-12-02 00:43:13 +01:00
9810cb8247
ops.md: update vulkan support ( #17661 )
2025-12-01 15:26:21 -06:00
ecf74a8417
mtmd: add mtmd_context_params::warmup option ( #17652 )
...
* mtmd: add mtmd_context_params::warmup option
* reuse the common_params::warmup
2025-12-01 21:32:25 +01:00
00c361fe53
fix: llama arch implementation ( #17665 )
2025-12-01 21:21:13 +01:00
ec18edfcba
server: introduce API for serving / loading / unloading multiple models ( #17470 )
...
* server: add model management and proxy
* fix compile error
* does this fix windows?
* fix windows build
* use subprocess.h, better logging
* add test
* fix windows
* feat: Model/Router server architecture WIP
* more stable
* fix unsafe pointer
* also allow terminate loading model
* add is_active()
* refactor: Architecture improvements
* tmp apply upstream fix
* address most problems
* address thread safety issue
* address review comment
* add docs (first version)
* address review comment
* feat: Improved UX for model information, modality interactions etc
* chore: update webui build output
* refactor: Use only the message data `model` property for displaying model used info
* chore: update webui build output
* add --models-dir param
* feat: New Model Selection UX WIP
* chore: update webui build output
* feat: Add auto-mic setting
* feat: Attachments UX improvements
* implement LRU
* remove default model path
* better --models-dir
* add env for args
* address review comments
* fix compile
* refactor: Chat Form Submit component
* ad endpoint docs
* Merge remote-tracking branch 'webui/allozaur/server_model_management_v1_2' into xsn/server_model_maagement_v1_2
Co-authored-by: Aleksander <aleksander.grygier@gmail.com>
* feat: Add copy to clipboard to model name in model info dialog
* feat: Model unavailable UI state for model selector
* feat: Chat Form Actions UI logic improvements
* feat: Auto-select model from last assistant response
* chore: update webui build output
* expose args and exit_code in API
* add note
* support extra_args on loading model
* allow reusing args if auto_load
* typo docs
* oai-compat /models endpoint
* cleaner
* address review comments
* feat: Use `model` property for displaying the `repo/model-name` naming format
* refactor: Attachments data
* chore: update webui build output
* refactor: Enum imports
* feat: Improve Model Selector responsiveness
* chore: update webui build output
* refactor: Cleanup
* refactor: Cleanup
* refactor: Formatters
* chore: update webui build output
* refactor: Copy To Clipboard Icon component
* chore: update webui build output
* refactor: Cleanup
* chore: update webui build output
* refactor: UI badges
* chore: update webui build output
* refactor: Cleanup
* refactor: Cleanup
* chore: update webui build output
* add --models-allow-extra-args for security
* nits
* add stdin_file
* fix merge
* fix: Retrieve lost setting after resolving merge conflict
* refactor: DatabaseStore -> DatabaseService
* refactor: Database, Conversations & Chat services + stores architecture improvements (WIP)
* refactor: Remove redundant settings
* refactor: Multi-model business logic WIP
* chore: update webui build output
* feat: Switching models logic for ChatForm or when regenerating messges + modality detection logic
* chore: update webui build output
* fix: Add `untrack` inside chat processing info data logic to prevent infinite effect
* fix: Regenerate
* feat: Remove redundant settigns + rearrange
* fix: Audio attachments
* refactor: Icons
* chore: update webui build output
* feat: Model management and selection features WIP
* chore: update webui build output
* refactor: Improve server properties management
* refactor: Icons
* chore: update webui build output
* feat: Improve model loading/unloading status updates
* chore: update webui build output
* refactor: Improve API header management via utility functions
* remove support for extra args
* set hf_repo/docker_repo as model alias when posible
* refactor: Remove ConversationsService
* refactor: Chat requests abort handling
* refactor: Server store
* tmp webui build
* refactor: Model modality handling
* chore: update webui build output
* refactor: Processing state reactivity
* fix: UI
* refactor: Services/Stores syntax + logic improvements
Refactors components to access stores directly instead of using exported getter functions.
This change centralizes store access and logic, simplifying component code and improving maintainability by reducing the number of exported functions and promoting direct store interaction.
Removes exported getter functions from `chat.svelte.ts`, `conversations.svelte.ts`, `models.svelte.ts` and `settings.svelte.ts`.
* refactor: Architecture cleanup
* feat: Improve statistic badges
* feat: Condition available models based on modality + better model loading strategy & UX
* docs: Architecture documentation
* feat: Update logic for PDF as Image
* add TODO for http client
* refactor: Enhance model info and attachment handling
* chore: update webui build output
* refactor: Components naming
* chore: update webui build output
* refactor: Cleanup
* refactor: DRY `getAttachmentDisplayItems` function + fix UI
* chore: update webui build output
* fix: Modality detection improvement for text-based PDF attachments
* refactor: Cleanup
* docs: Add info comment
* refactor: Cleanup
* re
* refactor: Cleanup
* refactor: Cleanup
* feat: Attachment logic & UI improvements
* refactor: Constants
* feat: Improve UI sidebar background color
* chore: update webui build output
* refactor: Utils imports + move types to `app.d.ts`
* test: Fix Storybook mocks
* chore: update webui build output
* test: Update Chat Form UI tests
* refactor: Tooltip Provider from core layout
* refactor: Tests to separate location
* decouple server_models from server_routes
* test: Move demo test to tests/server
* refactor: Remove redundant method
* chore: update webui build output
* also route anthropic endpoints
* fix duplicated arg
* fix invalid ptr to shutdown_handler
* server : minor
* rm unused fn
* add ?autoload=true|false query param
* refactor: Remove redundant code
* docs: Update README documentations + architecture & data flow diagrams
* fix: Disable autoload on calling server props for the model
* chore: update webui build output
* fix ubuntu build
* fix: Model status reactivity
* fix: Modality detection for MODEL mode
* chore: update webui build output
---------
Co-authored-by: Aleksander Grygier <aleksander.grygier@gmail.com>
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2025-12-01 19:41:04 +01:00
988261b18d
examples : remove outdated backend sampling section
...
This commit removes the outdated section about using backend samplers
from the README.md file in the examples/batched.
2025-12-01 18:20:41 +01:00
88cca45bb8
sampling : fix top_p empty condition
2025-12-01 18:02:34 +02:00
04f2822a86
sampling : do not create empty samplers
2025-12-01 17:52:07 +02:00
4032ce2378
common : simplify sampler chain initialization
2025-12-01 17:11:11 +02:00
217469f07f
Make backend's top_p sampler inclusive
...
In addition to match the algorithm proposed in the original
[paper](https://arxiv.org/abs/1904.09751 ), this resolves the edge-case
where `max_p is > top_p` for a single logit, where the mask would
otherwise be empty (and we thus sample from the whole vocabulary with
equal likelihood)
2025-12-01 15:28:06 +01:00
ae0bb6a6da
Factor out `ggml_sort` into its own function
2025-12-01 15:28:06 +01:00
7733409734
common: improve verbosity level definitions ( #17630 )
...
* common: improve verbosity level definitions
* string_format
* update autogen docs
2025-12-01 14:38:13 +01:00
16451d6bc3
Merge branch 'master' into HEAD
2025-12-01 14:47:50 +02:00
cd3c118908
model: support Ministral3 ( #17644 )
...
* conversion script
* support ministral 3
* maybe this is better?
* add TODO for rope_yarn_log_mul
* better ppl (tested on 14B-Instruct)
* Add Ministral3 support to Mistral format
* improve arch handling
* add sizes
* Apply suggestions from code review
Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
* nits
---------
Co-authored-by: Julien Denize <julien.denize@mistral.ai>
Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
2025-12-01 12:26:52 +01:00
8bee483c97
Fix backend_top_p_sampler
...
softmax(softmax) will return uniform distribution, so we should not
return the softmax but the logits instead.
2025-12-01 12:07:30 +01:00
649495c9d9
metal : add FA head size 48 ( #17619 )
2025-12-01 12:49:53 +02:00
90c72a614a
ggml : extend the GGML_SCHED_NO_REALLOC debug logic of the scheduler ( #17617 )
2025-12-01 12:49:33 +02:00
6eea666912
llama-graph: avoid expand_forward for fusion ( #17633 )
2025-12-01 11:12:48 +02:00
cf0e1475c5
sampling : lower log level for output buffer reallocations [no ci]
...
This commit changes the logging level for output buffer reallocations
in the llama_context::output_reserve function from INFO to DEBUG.
The motivation for this is that it currently logs to info and when
enabling verbose logging for llama-cli this will get mixed with the
output, for example:
```console
What is the capital of Sweden?output_reserve: reallocating output buffer from size 0.58 MiB to 1.74 MiB
1. Stockholm
2\. Helsinki
Based are the options
1. Stockholm
Explanation: Stockholm is the capital of
...
```
2025-12-01 09:13:47 +01:00
ff90508d68
contributing: update guidelines for AI-generated code ( #17625 )
...
* contributing: update guidelines for AI-generated code
* revise
2025-11-30 22:51:34 +01:00
0a4aeb927d
cmake : add option to build and link LibreSSL ( #17552 )
...
Signed-off-by: Adrien Gallouët <angt@huggingface.co>
2025-11-30 22:14:32 +01:00
2ba719519d
model: LFM2-VL fixes ( #17577 )
...
* Adjust to pytorch
* Add antialiasing upscale
* Increase number of patches to 1024
* Handle default marker insertion for LFM2
* Switch to flag
* Reformat
* Cuda implementation of antialias kernel
* Change placement in ops.cpp
* consistent float literals
* Pad only for LFM2
* Address PR feedback
* Rollback default marker placement changes
* Fallback to CPU implementation for antialias implementation of upscale
2025-11-30 21:57:31 +01:00
7f8ef50cce
clip: fix nb calculation for qwen3-vl ( #17594 )
2025-11-30 15:33:55 +01:00
3c136b21a3
cli: add migration warning ( #17620 )
2025-11-30 15:32:43 +01:00
beb1f0c503
common : throttle download progress output to reduce IO flush ( #17427 )
...
This change limits progress updates to approximately every 0.1% of the
file size to minimize stdio overhead.
Also fixes compiler warnings regarding __func__ in lambdas.
Signed-off-by: Adrien Gallouët <angt@huggingface.co>
2025-11-30 14:22:44 +02:00
def5404f26
common: add LLAMA_LOG_FILE env var ( #17609 )
...
Signed-off-by: Aaron Teo <aaron.teo1@ibm.com>
2025-11-30 12:12:32 +01:00
80742cbaeb
cont : naming
2025-11-30 11:24:30 +02:00
fa0465954f
ggml: fix: macOS build with `-DGGML_BACKEND_DL=ON` ( #17581 )
2025-11-30 10:00:59 +08:00
5a6241feb0
common: update env var name ( #17588 )
2025-11-30 09:59:25 +08:00
c7af376c29
CUDA: add stream-based concurrency ( #16991 )
...
* CUDA: add stream-based concurrency
* HIP: fix hipStreamWaitEvent define and nodiscard warnings
* ggml-cuda: fix fusion inside stream
* ggml-cuda: fix bug w.r.t first stream launch
* ggml-cuda: format
* ggml-cuda: improve assert message
* ggml-cuda: use lambda instead of duplicating code
* ggml-cuda: add some more comments
* ggml-cuda: add more detailed comments about concurrency
* ggml-cuda: rename + remove unused var
* ggml-cuda: fix condition for stream launch
* ggml-cuda: address review comments, add destructor
* common.cuh: add is_valid for concurrent events
* common.cuh: make comment better
* update comment
Co-authored-by: Johannes Gäßler <johannesg@5d6.de>
* update comment
Co-authored-by: Johannes Gäßler <johannesg@5d6.de>
* common.cuh: fix lower_bound condition + remove join_node data from write_ranges
* ggml-cuda: fix overlap condition + shadowing parameter
---------
Co-authored-by: Carl Philipp Klemm <carl@uvos.xyz>
Co-authored-by: Johannes Gäßler <johannesg@5d6.de>
2025-11-30 08:17:55 +08:00
00425e2ed1
cuda : add error checking for cudaMemcpyAsync in argsort ( #17599 )
...
* cuda : add error checking for cudaMemcpyAsync in argsort (#12836 )
* fix indentation
2025-11-30 08:16:28 +08:00
385c3da5e6
vulkan : fix FA mask load with bounds check (coopmat2) ( #17606 )
2025-11-30 01:03:21 +01:00
c187003d81
llama : naming
2025-11-30 00:05:47 +02:00
1760bd69b3
llama : reserve graphs with samplers
2025-11-29 23:57:25 +02:00
467746e3ad
Merge branch 'master' into HEAD
2025-11-29 23:17:25 +02:00
ff7b0bf632
llama : call backend_init once
2025-11-29 23:09:53 +02:00
ab49f094d2
server: move server-context to its own cpp|h ( #17595 )
...
* git mv
* add server-context.h
* add server-context.h
* clean up headers
* cont : cleanup
* also expose server_response_reader (to be used by CLI)
* fix windows build
* decouple server_routes and server_http
---------
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2025-11-29 22:04:44 +01:00
d8d98bb4bb
Merge branch 'master' into HEAD
2025-11-29 22:38:44 +02:00
9028ebfea8
llama : cleanup + naming
2025-11-29 22:37:07 +02:00
8c32d9d96d
server: explicitly set the function name in lambda ( #17538 )
...
As [1] explained, the real debug message will be like:
"res operator(): operator() : queue result stop"
Set the name explicitly, the message is easy for debugging:
"res operator(): recv : queue result stop"
The left "operator()" is generated by 'RES_DBG() ... __func__'
[1]: https://clang.llvm.org/extra/clang-tidy/checks/bugprone/lambda-function-name.html
Signed-off-by: Haiyue Wang <haiyuewa@163.com>
2025-11-29 18:43:29 +01:00
0874693b44
common : fix json schema with '\' in literals ( #17307 )
...
* Fix json schema with '\' in literals
* Add "literal string with escapes" test
2025-11-29 17:06:32 +01:00
fbc8f49f3c
llama : simplify
2025-11-29 17:01:00 +02:00
7d2add51d8
sycl : support to malloc memory on device more than 4GB, update the doc and script ( #17566 )
...
Co-authored-by: Neo Zhang Jianyu <jianyu.zhang@intel.com>
2025-11-29 14:59:44 +02:00
Oliver Simons
Daniel Bevenius
Aman Gupta
Aaron Teo
Neo Zhang Jianyu
Piotr Wilkin (ilintar)
Jeff Bolz
Xuan-Son Nguyen
Gilad S.
Georgi Gerganov
Adrien Gallouët
Tarek Dakhran
ddh0
Mahekk Shaikh
Acly
Haiyue Wang
Igor Smirnov
Neo Zhang