Commit Graph

511 Commits

Author SHA1 Message Date
hanishkvc 510c65c721 SimpleChatTC: Initial skeleton of a simple toolsworker 2025-12-04 19:41:39 +05:30
hanishkvc a6bccf934e SimpleChatTC:ToolsConsole:Cleanup a bit, add basic set of notes
Try ensure as well as verify that original console.log is saved
and not overwritten. Throw an exception if things seem off wrt
same.

Also ensure to add a newline at end of console.log messages
2025-12-04 19:41:39 +05:30
hanishkvc 2701cb3a1e SimpleChatTC: Move console.log trapping into its own module
So that it can be used from different modules, if required.
2025-12-04 19:41:39 +05:30
hanishkvc 45d8a00738 SimpleChatTC: Update readme wrt --jinja argument and bit more 2025-12-04 19:41:39 +05:30
hanishkvc a8c8176d09 SimpleChatTC: Tool Calling UI elements use up horizontal space 2025-12-04 19:41:39 +05:30
hanishkvc 1e5b638beb SimpleChatTC: Update readme with bit more details, Cleaner UI
Also avoid showing Tool calling UI elements, when not needed to
be shown.
2025-12-04 19:41:39 +05:30
hanishkvc bfe789706e SimpleChatTC: Let user trigger tool call, instead of automatic
Instead of automatically calling any requested tool by the GenAi
/ llm, that is from the tail end of the handle user submit btn
click,

Now if the GenAi/LLM has requested any tool to be called, then
enable the Tool Run related UI elements and fill them with the
tool name and tool args.

In turn the user can verify if they are ok with the tool being
called and the arguments being passed to it. Rather they can
even fix any errors in the tool usage like the arithmatic expr
to calculate that is being passed to simple_calculator or the
javascript code being passed to run_javascript_function_code

If user is ok with the tool call being requested, then trigger
the same.

The results if any will be automatically placed into the user
query text area.

User can cross verify if they are ok with the result and or
modify it suitabley if required and inturn submit the same to
the GenAi/LLM.
2025-12-04 19:41:39 +05:30
hanishkvc 1fc44c971d SimpleChatTC: Add ui elements for tool call verify and trigger
Instead of automatically calling the requested tool with supplied
arguments, rather allow user to verify things before triggering the
tool.

NOTE: User already provided control over tool_response before
submitting it to the ai assistant.
2025-12-04 19:41:38 +05:30
hanishkvc fd662b4b0b SimpleChatTC: ToolCall hs info in normal assistant-user chat flow
Also as part of same, wrap the request details in the assistant
block using a similar tagging format as the tool_response in user
block.
2025-12-04 19:41:38 +05:30
hanishkvc 30aa2f4c6b SimpleChatTC: Update the readme.md wrt tool calling a bit 2025-12-04 19:41:38 +05:30
hanishkvc 63b5c6d76d SimpleChatTC: Cleanup the function description a bit
to better describe how it will be run, so that genai/llm while
creating the code to run, will hopefully take care of any naunces
required.
2025-12-04 19:41:38 +05:30
hanishkvc a80da9a652 SimpleChatTC: Pass toolname to the tool handler
So that when tool handler writes the result to the tc_switch, it
can make use of the same, to write to the right location.

NOTE: This also fixes the issue with I forgetting to rename the
key in js_run wrt writing of result.
2025-12-04 19:41:38 +05:30
hanishkvc f7284a8b89 SimpleChatTC: Move tool calling to tools, try trap async failures
Move tool calling logic into tools module.

Try trap async promise failures by awaiting results of tool calling
and putting full thing in an outer try catch. Have forgotten the
nitty gritties of JS flow, this might help, need to check.
2025-12-04 19:41:38 +05:30
hanishkvc ef85ed41d4 SimpleChatTC: Clarify some type definitions to avoid warnings
ie in vs code with ts-check
2025-12-04 19:41:38 +05:30
hanishkvc a408e5e017 SimpleChatTC: More clearer description of toolcalls execution env
Should hopeful ensure that the GenAi/LLM will generate appropriate
code/expression as the argument to pass to these tool calls, to
some extent.
2025-12-04 19:41:38 +05:30
hanishkvc b4776da670 SimpleChatTC: Trap any exception raised during tool call
and inform the GenAi/LLM about the same
2025-12-04 19:41:38 +05:30
hanishkvc 17c5daa52c SimpleChatTC: Cleanup initial/1st go toolcall flow
As output generated by any tool/function call is currently placed
into the TextArea provided for End user (for their queries), bcas
the GenAi (engine/LLM) may be expecting the tool response to be
sent as a user role data with tool_response tag surrounding the
results from the tool call. So also now at the end of submit btn
click handling, the end user input text area is not cleared, if
there was a tool call handled, for above reasons.

Also given that running a simple arithmatic expression in itself
doesnt generate any output, so wrap them in a console.log, to
help capture the result using the console.log trapping flow that
is already setup.
2025-12-04 19:41:38 +05:30
hanishkvc 301910c3a1 SimpleChatTC: Implement a simple toolcall handling flow
Checks for toolname to be defined or not in the GenAi's response

If toolname is set, then check if a corresponding tool/func exists,
and if so call the same by passing it the GenAi provided toolargs
as a object.

Inturn the text generated by the tool/func is captured and put
into the user input entry text box, with tool_response tag around
it.
2025-12-04 19:41:38 +05:30
hanishkvc fa63a86c71 SimpleChatTC:tooljs: Trap console.log and store in new result key
The implementations of javascript and simple_calculator now use
provided helpers to trap console.log messages when they execute
the code / expression provided by GenAi and inturn store the
captured log messages in the newly added result key in tc_switch

This should help trap the output generated by the provided code
or expression as the case maybe and inturn return the same to the
GenAi, for its further processing.
2025-12-04 19:41:38 +05:30
hanishkvc 6d43011003 SimpleChatTC: Saner/Robust AssistantResponse content_equiv
Previously if content was empty, it would have always sent the
toolcall info related version even if there was no toolcall info
in it. Fixed now to return empty string, if both content and
toolname are empty.
2025-12-04 19:41:38 +05:30
hanishkvc 383c19c99b SimpleChatTC: twins wrt streamed response handling
As there could be failure wrt getting the response from the ai
server some where in between a long response spread over multiple
 parts, the logic uses the latestResponse to cache the response
as it is being received. However once the full response is got,
one needs to transfer it to a new instance of AssistantResponse
class, so that latestResponse can be cleared, while the new
instance can be used in other locations in the flow as needed.

Achieve the same now.
2025-12-04 19:41:38 +05:30
hanishkvc 53f85d09be SimpleChatTC: AssistantResponse everywhere initial go
Switch oneshot handler to use AssistantResponse, inturn currenlty
only handle the normal content in the response.

TODO: If any tool_calls in the oneshot response, it is currently
not handled.

Inturn switch the generic/toplevel handle response logic to use
AssistantResponse class, given that both oneshot and the
multipart/streaming flows use/return it.

Inturn add trimmedContent member to AssistantResponse class and
make the generic handle response logic to save the trimmed content
into this. Update users of trimmed to work with this structure.
2025-12-04 19:41:38 +05:30
hanishkvc 3f3aa8d043 SimpleChatTC: AssistantResponse class initial go
Make latestResponse into a new class based type instance wrt
ai assistant response, which is what it represents.

Move clearing, appending fields' values and getting assistant's
response info (irrespective of a content or toolcall response)
into this new class and inturn use the same.
2025-12-04 19:41:38 +05:30
hanishkvc 5a26831ad2 SimpleChatTC: Show toolcall being generated by ai - Temp 2025-12-04 19:41:38 +05:30
hanishkvc e73bc4550b SimpleChatTC: Avoid null content, Fix oversight wrt finish_reason
I was wrongly checking for finish_reason to be non null, before
trying to extract the genai content/toolcalls, have fixed this
oversight with the new flow in progress.

I had added few debug logs to identify the above issue, need to
remove them later. Note: given that debug logs are disabled by
replacing the debug function during this program's initialisation,
which I had forgotten about, I didnt get the debug messages and
had to scratch my head a bit, before realising this and the other
issue ;)

Also either when I had originally implemented simplechat 1+ years
back, or later due to changes on the server end, the streaming
flow sends a initial null wrt the content, where it only sets the
role. This was not handled in my flow on the client side, so a
null was getting prepended to the chat messages/responses from the
server. This has been fixed now in the new generic flow.
2025-12-04 19:41:38 +05:30
hanishkvc 63430dc9f7 SimpleChatTC: Extract streamed field - assume only 1f at any time
Update response_extract_stream to check for which field is being
currently streamed ie is it normal content or tool call func name
or tool call func args and then return the field name and extracted
value.

Previously it was always assumed that only normal content will be
returned.

Currently it is assumed that the server will only stream one of the
3 supported fields at any time and not more than one of them at the
same time.

TODO: Have to also add logic to extract the reasoning field later,
ie wrt gen ai models which give out their thinking.

Have updated append_response to expect both the key and the value
wrt the latestResponse object, which it will be manipualted.

Previously it was always assumed that content is what will be got
and inturn appended.
2025-12-04 19:41:38 +05:30
hanishkvc bfe7ef69fa SimpleChatTC: Skeleton to handle diff fields when streaming
Changed latestResponse type to an object instead of a string.
Inturn it contains entries for content, toolname and toolargs.

Added a custom clear logic due to the same and used it to replace
the previously simple assigning of empty string to latestResponse.

For now in all places where latestReponse is used, I have replaced
with latestReponse.content.

Next need to handle identifying the field being streamed and inturn
append to it. Also need to add logic to call tool, when tool_call
triggered by genai.
2025-12-04 19:41:38 +05:30
hanishkvc 32f5278e8c SimpleChatTC: use tcpdump to dbg hs; check if ai aware of tools 2025-12-04 19:41:38 +05:30
hanishkvc 6167cdff9f SimpleChatTC: Bring in the tools meta into the main flow 2025-12-04 19:41:38 +05:30
hanishkvc 46f0304105 SimpleChatTC: More generic tooljs, SimpCalc, some main skeleton
Make tooljs structure and flow more generic

Add a simple_calculator tool/function call logic

Add initial skeleton wrt the main tools.mjs file.
2025-12-04 19:41:38 +05:30
hanishkvc f1aa0ee778 SimpleChatTC: Add skeleton for a javascript interpretor tool call
Define the meta that needs to be passed to the GenAi Engine.

Define the logic that implements the tool call, if called.

Implement the flow/structure such that a single tool calls
implementation file can define multiple tool calls.
2025-12-04 19:41:38 +05:30
hanishkvc 48c9f07982 SimpleChatTC: Update test shell script a bit
Enable streaming by default, to check the handshake before going
on to change the code, given that havent looked into this for more
than a year now and have been busy with totally different stuff.

Also updated the user messages used for testing a bit
2025-12-04 19:41:38 +05:30
hanishkvc 9341c507f2 SimpleChatTools: Add boolean to allow user control of tools use 2025-12-04 19:41:38 +05:30
hanishkvc 4282a4277a SimpleChatToolCalling: Test/Explore srvr initial hs using cmdline 2025-12-04 19:41:38 +05:30
Adrien Gallouët ef75a89fdb
build : move _WIN32_WINNT definition to headers (#17736)
Previously, cmake was forcing `_WIN32_WINNT=0x0A00` for MinGW builds,
This caused "macro redefined" warnings with toolchains that define the version.

This also removes the `GGML_WIN_VER` variable as it is no longer needed.

Signed-off-by: Adrien Gallouët <angt@huggingface.co>
2025-12-04 07:04:02 +01:00
Piotr Wilkin (ilintar) c6d1a00aa7
Add a couple of file types to the text section (#17670)
* Add a couple of file types to the text section

* Format + regenerate index

* Rebuild after rebase
2025-12-03 21:45:06 +01:00
Aleksander Grygier e9f9483464
Use OpenAI-compatible `/v1/models` endpoint by default (#17689)
* refactor: Data fetching via stores

* chore: update webui build output

* refactor: Use OpenAI compat `/v1/models` endpoint by default to list models

* chore: update webui build output

* chore: update webui build output
2025-12-03 20:49:09 +01:00
Andika Wasisto 41c5e02f42
webui: Fix zero pasteLongTextToFileLen to disable conversion being overridden (#17445)
* webui: Fix zero pasteLongTextToFileLen to disable conversion being overridden

Zero pasteLongTextToFileLen should disable the conversion, but it was
overwritten with 2500.

* Apply suggestions from code review

* Update webui build
2025-12-03 20:45:17 +01:00
Pascal e7c2cf1356
server: add router multi-model tests (#17704) (#17722)
* llama-server: add router multi-model tests (#17704)

Add 4 test cases for model router:
- test_router_unload_model: explicit model unloading
- test_router_models_max_evicts_lru: LRU eviction with --models-max
- test_router_no_models_autoload: --no-models-autoload flag behavior
- test_router_api_key_required: API key authentication

Tests use async model loading with polling and graceful skip when
insufficient models available for eviction testing.

utils.py changes:
- Add models_max, models_dir, no_models_autoload attributes to ServerProcess
- Handle JSONDecodeError for non-JSON error responses (fallback to text)

* llama-server: update test models to new HF repos

* add offline

* llama-server: fix router LRU eviction test and add preloading

Fix eviction test: load 2 models first, verify state, then load
3rd to trigger eviction. Previous logic loaded all 3 at once,
causing first model to be evicted before verification could occur.

Add module fixture to preload models via ServerPreset.load_all()
and mark test presets as offline to use cached models

* llama-server: fix split model download on Windows

---------

Co-authored-by: Xuan-Son Nguyen <thichthat@gmail.com>
2025-12-03 15:10:37 +01:00
Adrien Gallouët 1257491047
server : fix bad fmt, size() is a size_type (#17735)
Signed-off-by: Adrien Gallouët <angt@huggingface.co>
2025-12-03 15:47:22 +02:00
Aldehir Rojas 0a8026e768
common : introduce composable PEG parser combinators for chat parsing (#17136)
* common : implement parser combinators to simplify chat parsing

* add virtual destructor to parser_base

* fix memory leak from circular references of rules

* implement gbnf grammar building

* remove unused private variable

* create a base visitor and implement id assignment as a visitor

* fix const ref for grammar builder

* clean up types, friend classes, and class declarations

* remove builder usage from until_parser

* Use a counter class to help assign rule ids

* cache everything

* add short description for each parser

* create a type for the root parser

* implement repetition parser

* Make optional, one_or_more, and zero_or_more subclasses of repetition

* improve context constructor

* improve until parsing and add benchmarks

* remove cached() pattern, cache in parser_base with specialized parsing functions for each parser

* improve json parsing performance to better match legacy parsing

* fix const auto * it for windows

* move id assignment to classes instead of using a visitor

* create named rules in the command r7b example

* use '.' for any in GBNF

* fix parens around choices in gbnf grammar

* add convenience operators to turn strings to literals

* add free-form operators for const char * to simplify defining literals

* simplify test case parser

* implement semantic actions

* remove groups in favor of actions and a scratchpad

* add built in actions for common operations

* add actions to command r7b example

* use std::default_searcher for platforms that don't have bm

* improve parser_type handling and add cast helper

* add partial result type to better control when to run actions

* fix bug in until()

* run actions on partial results by default

* use common_chat_msg for result

* add qwen3 example wip

* trash partial idea and simplify

* move action arguments to a struct

* implement aho-corasick matcher for until_parser and to build exclusion grammars

* use std::string for input, since std::string_view is incompatible with std::regex

* Refactor tests

* improve qwen3 example

* implement sax-style parsing and refactor

* fix json string in test

* rename classes to use common_chat_ prefix

* remove is_ suffix from functions

* rename from id_counter to just counter

* Final refactored tests

* Fix executable name and editorconfig-checker

* Third time's the charm...

* add trigger parser to begin lazy grammar rule generation

* working lazy grammar

* refactor json rules now that we check for reachability

* reduce pointer usage

* print out grammars in example

* rename to chat-peg-parser* and common_chat_peg_parser*

* Revert unrelated changes

* New macros for CMakeLists to enable multi-file compilations

* starting unicode support

* add unicode support to char_parser

* use unparsed args as additional sources

* Refactor tests to new harness

* Fix CMakeLists

* fix rate calculation

* add unicode tests

* fix trailing whitespace and line endings

skip-checks: true

* Helpers + rewrite qwen3 with helpers

* Fix whitespace

* extract unicode functions to separate file

* refactor parse unicode function

* fix compiler error

* improve construction of sequence/choice parsers

* be less clever

* add make_parser helper function

* expand usage of make_parser, alias common_chat_msg_peg_parser_builder to builder in source

* lower bench iterations

* add unicode support to until_parser

* add unicode support to json_string_parser

* clean up unicode tests

* reduce unicode details to match src/unicode.cpp

* simplify even further

* remove unused functions

* fix type

* reformat char class parsing

* clean up json string parser

* clean up + fix diagnostics

* reorder includes

* compact builder functions

* replace action_parser with capture_parser, rename env to semantics

* rename env to semantics

* clean up common_chat_parse_context

* move type() to below constant

* use default constructor for common_chat_peg_parser

* make all operators functions for consistency

* fix compilation errors in test-optional.cpp

* simplify result values

* rename json_string_unquoted to json_string_content

* Move helper to separate class, add separate explicit and helper classes

* Whitespace

* Change + to append()

* Reformat

* Add extra helpers, tests and Minimax example

* Add some extra optional debugging prints + real example of how to use them

* fix bug in repetitions when min_count = 0 reports failures

* dump rule in debug

* fix token accumulation and assert parsing never fails

* indent debug by depth

* use LOG_* in tests so logs sync up with test logs

* - Add selective testing
- Refactor all messaging to use LOG_ERR
- Fix lack of argument / tool name capturing
- Temporary fix for double event capture

* refactor rule() and introduce ref()

* clean up visitor

* clean up indirection in root parser w.r.t rules

* store shared ptr directly in parser classes

* replace aho-corasick automation with a simple trie

* Reset prev for qwen3 helper example variant

* refactor to use value semantics with std::variant/std::visit

* simplify trie_matcher result

* fix linting issues

* add annotations to rules

* revert test workaround

* implement serializing the parser

* remove redundant parsers

* remove tests

* gbnf generation fixes

* remove LOG_* use in tests

* update gbnf tests to test entire grammar

* clean up gbnf generation and fix a few bugs

* fix typo in test output

* remove implicit conversion rules

* improve test output

* rename trie_matcher to trie

* simplify trie to just know if a node is the end of a word

* remove common_chat_ prefix and ensure a common_peg_ prefix to all types

* rename chat-peg-parser -> peg-parser

* promote chat-peg-parser-helper to chat-peg-parser

* checkpoint

* use a static_assert to ensure we handle every branch

* inline trivial peg parser builders

* use json strings for now

* implement basic and native chat peg parser builders/extractors

* resolve refs to their rules

* remove packrat caching (for now)

* update tests

* compare parsers with incremental input

* benchmark both complete and incremental parsing

* add raw string generation from json schema

* add support for string schemas in gbnf generation

* fix qwen example to include \n

* tidy up example

* rename extractor to mapper

* rename ast_arena to ast

* place basic tests into one

* use gbnf_format_literal from json-schema-to-grammar

* integrate parser with common/chat and server

* clean up schema and serialization

* add json-schema raw string tests

* clean up json creation and remove capture parser

* trim spaces from reasoning and content

* clean up redundant rules and comments

* rename input_is_complete to is_partial to match rest of project

* simplify json rules

* remove extraneous file

* remove comment

* implement += and |= operators

* add comments to qwen3 implementation

* reorder arguments to common_chat_peg_parse

* remove commented outdated tests

* add explicit copy constructor

* fix operators and constness

* wip: update test-chat for qwen3-coder

* bring json parser closer to json-schema-to-grammar rules

* trim trailing space for most things

* fix qwen3 coder rules w.r.t. trailing spaces

* group rules

* do not trim trailing space from string args

* tweak spacing of qwen3 grammar

* update qwen3-coder tests

* qwen3-coder small fixes

* place parser in common_chat_syntax to simplify invocation

* use std::set to collect rules to keep order predictable for tests

* initialize parser to make certain platforms happy

* revert back to std::unordered_set, sort rule names at the end instead

* uncomment rest of chat tests

* define explicit default constructor

* improve arena init and server integration

* fix chat test

* add json_member()

* add a comprehensive native example

* clean up example qwen test and add response_format example to native test

* make build_peg_parser accept std::function instead of template

* change peg parser parameters into const ref

* push tool call on tool open for constructed parser

* add parsing documentation

* clean up some comments

* add json schema support to qwen3-coder

* add id initializer in tests

* remove grammar debug line from qwen3-coder

* refactor qwen3-coder to use sequence over operators

* only call common_chat_peg_parse if appropriate format

* simplify qwen3-coder space handling

* revert qwen3-coder implementation

* revert json-schema-to-grammar changes

* remove unnecessary forward declaration

* small adjustment to until_parser

* rename C/C++ files to use dashes

* codeowners : add aldehir to peg-parser and related files

---------

Co-authored-by: Piotr Wilkin <piotr.wilkin@syndatis.com>
2025-12-03 12:45:32 +02:00
Pascal 5ceed62421
server: fix duplicate HTTP headers in multiple models mode (#17698)
* llama-server: fix duplicate HTTP headers in multiple models mode (#17693)

* llama-server: address review feedback from ngxson

- restrict scope of header after std::move
- simplify header check (remove unordered_set)
2025-12-03 10:28:43 +01:00
Xuan-Son Nguyen 13628d8bdb
server: add --media-path for local media files (#17697)
* server: add --media-path for local media files

* remove unused fn
2025-12-02 22:49:20 +01:00
Xuan-Son Nguyen a96283adc4
mtmd: fix --no-warmup (#17695) 2025-12-02 22:48:08 +01:00
Chad Voegele c4357dcc35
Server: Change Invalid Schema from Server Error (500) to User Error (400) (#17572)
* Make invalid schema a user error (400)

* Move invalid_argument exception handler to ex_wrapper

* Fix test

* Simplify test back to original pattern
2025-12-02 17:33:50 +01:00
Xuan-Son Nguyen 5d6bd842ea
server: remove default "gpt-3.5-turbo" model name (#17668)
* server: remove default "gpt-3.5-turbo" model name

* do not reflect back model name from request

* fix test
2025-12-02 11:38:57 +01:00
senhtry fd3abe849e
server: fixing naming conflict res_error in server-models.cpp (#17679) 2025-12-02 11:18:39 +01:00
Xuan-Son Nguyen 682e6658bb
server: explicitly set exec path when create new instance (#17669)
* Revert "rm unused fn"

This reverts commit f2dbe9c087.

* server: explicitly set exec path when create new instance

* put back TODO

* only call get_server_exec_path() once

* add fallback logic
2025-12-02 10:25:11 +01:00
Aleksander Grygier cee92af553
Add context info to server error (#17663)
* fix: Add context info to server error

* chore: update webui build output
2025-12-02 09:20:57 +01:00
Xuan-Son Nguyen 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
Xuan-Son Nguyen 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
Xuan-Son Nguyen 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
Tarek Dakhran 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
Xuan-Son Nguyen 7f8ef50cce
clip: fix nb calculation for qwen3-vl (#17594) 2025-11-30 15:33:55 +01:00
Xuan-Son Nguyen 3c136b21a3
cli: add migration warning (#17620) 2025-11-30 15:32:43 +01:00
Xuan-Son Nguyen 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
Haiyue Wang 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
Igor Smirnov 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
o7si 3ce7a65c2f
server: fix: /metrics endpoint returning JSON-escaped Prometheus format (#17386)
* fix: /metrics endpoint returning JSON-escaped Prometheus format

* mod: remove string overload from ok() method
2025-11-28 19:14:00 +01:00
Fredrik Hultin ddf9f94389
server : add Anthropic Messages API support (#17570)
* server : add Anthropic Messages API support

* remove -@pytest.mark.slow from tool calling/jinja tests

* server : remove unused code and slow/skip on test_anthropic_vision_base64_with_multimodal_model in test_anthropic_api.py

* server : removed redundant n field logic in anthropic_params_from_json

* server : use single error object instead of error_array in streaming response handler for /v1/chat/completions and use unordered_set instead of set in to_json_anthropic_stream()

* server : refactor Anthropic API to use OAI conversion

* make sure basic test always go first

* clean up

* clean up api key check, add test

---------

Co-authored-by: Xuan Son Nguyen <son@huggingface.co>
2025-11-28 12:57:04 +01:00
Xuan-Son Nguyen e509411cf1
server: enable jinja by default, update docs (#17524)
* server: enable jinja by default, update docs

* fix tests
2025-11-27 01:02:50 +01:00
Han Qingzhe 1d594c295c
clip: (minicpmv) fix resampler kq_scale (#17516)
* debug:"solve minicpmv precision problem"

* “debug minicpmv”

* Apply suggestion from @ngxson

---------

Co-authored-by: Xuan-Son Nguyen <thichthat@gmail.com>
2025-11-26 21:44:07 +01:00
Pascal b1846f1c8e
webui: add rehype plugin to restore HTML in Markdown table cells (#17477)
* webui: add rehype plugin to restore HTML in Markdown table cells

The remark/rehype pipeline neutralizes inline HTML as literal text
(remarkLiteralHtml) so that XML/HTML snippets in LLM responses display
as-is instead of being rendered. This causes <br> and <ul> markup in
table cells to show as plain text.

This plugin traverses the HAST post-conversion, parses whitelisted HTML
patterns (<br>, <ul><li>) from text nodes, and replaces them with actual
HAST element nodes. For lists, adjacent siblings must be combined first
as the AST fragmentation breaks pattern matching.

Strict validation rejects malformed markup, keeping it as raw text.

* chore: update webui build output
2025-11-25 08:01:02 +01:00
Xuan-Son Nguyen b8372eecd9
server: split server.cpp code into server/common/task/queue (#17362)
* add server-task, server-common

* add server-queue

* rm redundant includes

* move enum stop_type to server-task

* server : headers cleanup

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2025-11-24 14:41:53 +01:00
Pascal 0c7220db56
webui: minor settings reorganization and add disable autoscroll option (#17452)
* webui: added a dedicated 'Display' settings section that groups visualization options

* webui: added a Display setting to toggle automatic chat scrolling

* chore: update webui build output
2025-11-23 18:42:00 +01:00
Aleksander Grygier 4c91f2633f
Improved file naming & structure for UI components (#17405)
* refactor: Component iles naming & structure

* chore: update webui build output

* refactor: Dialog titles + components namig

* chore: update webui build output

* refactor: Imports

* chore: update webui build output
2025-11-20 14:07:31 +01:00
Georgi Gerganov 196f5083ef
common : more accurate sampling timing (#17382)
* common : more accurate sampling timing

* eval-callback : minor fixes

* cont : add time_meas impl

* cont : fix log msg [no ci]

* cont : fix multiple definitions of time_meas

* llama-cli : exclude chat template init from time measurement

* cont : print percentage of unaccounted time

* cont : do not reset timings
2025-11-20 13:40:10 +02:00
Aleksander Grygier 99c53d6558
webui: Add a "Continue" Action for Assistant Message (#16971)
* feat: Add "Continue" action for assistant messages

* feat: Continuation logic & prompt improvements

* chore: update webui build output

* feat: Improve logic for continuing the assistant message

* chore: update webui build output

* chore: Linting

* chore: update webui build output

* fix: Remove synthetic prompt logic, use the prefill feature by sending the conversation payload ending with assistant message

* chore: update webui build output

* feat: Enable "Continue" button based on config & non-reasoning model type

* chore: update webui build output

* chore: Update packages with `npm audit fix`

* fix: Remove redundant error

* chore: update webui build output

* chore: Update `.gitignore`

* fix: Add missing change

* feat: Add auto-resizing for Edit Assistant/User Message textareas

* chore: update webui build output
2025-11-19 14:39:50 +01:00
o7si 97cb3fd5ae
fix: resolve undefined variable 'svr' compilation error (#17348) 2025-11-18 10:10:47 +02:00
Xuan-Son Nguyen 0de8878c96
server: split HTTP into its own interface (#17216)
* server: split HTTP into its own interface

* move server-http and httplib to its own file

* add the remaining endpoints

* fix exception/error handling

* renaming

* missing header

* fix missing windows header

* fix error responses from http layer

* fix slot save/restore handler

* fix case where only one stream chunk is returned

* add NOMINMAX

* do not call sink.write on empty data

* use safe_json_to_str for SSE

* clean up

* add some comments

* improve usage of next()

* bring back the "server is listening on" message

* more generic handler

* add req.headers

* move the chat template print to init()

* add req.path

* cont : minor

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2025-11-17 22:05:44 +01:00
Georgi Gerganov 5b2093becc
server : handle context overflow during decode (#17267)
* server : handle context overflow during decode

* server : minor refactor
2025-11-16 09:23:37 +02:00
Aleksander Grygier 22e1ce2f81
webui: Fix clickability around chat processing statistics UI (#17278)
* fix: Better pointer events handling in chat processing info elements

* chore: update webui build output
2025-11-15 22:41:41 +01:00
Pascal 1411d9275a
webui: add OAI-Compat Harmony tool-call streaming visualization and persistence in chat UI (#16618)
* webui: add OAI-Compat Harmony tool-call live streaming visualization and persistence in chat UI

- Purely visual and diagnostic change, no effect on model context, prompt
  construction, or inference behavior

- Captured assistant tool call payloads during streaming and non-streaming
  completions, and persisted them in chat state and storage for downstream use

- Exposed parsed tool call labels beneath the assistant's model info line
  with graceful fallback when parsing fails

- Added tool call badges beneath assistant responses that expose JSON tooltips
  and copy their payloads when clicked, matching the existing model badge styling

- Added a user-facing setting to toggle tool call visibility to the Developer
  settings section directly under the model selector option

* webui: remove scroll listener causing unnecessary layout updates (model selector)

* Update tools/server/webui/src/lib/components/app/chat/ChatMessages/ChatMessageAssistant.svelte

Co-authored-by: Aleksander Grygier <aleksander.grygier@gmail.com>

* Update tools/server/webui/src/lib/components/app/chat/ChatMessages/ChatMessageAssistant.svelte

Co-authored-by: Aleksander Grygier <aleksander.grygier@gmail.com>

* chore: npm run format & update webui build output

* chore: update webui build output

---------

Co-authored-by: Aleksander Grygier <aleksander.grygier@gmail.com>
2025-11-15 21:09:32 +01:00
Ankur Verma c7b7db0445
mtmd-cli: Avoid logging to stdout for model loading messages in mtmd-cli (#17277) 2025-11-15 12:41:16 +01:00
Xuan-Son Nguyen 9b17d74ab7
mtmd: add mtmd_log_set (#17268) 2025-11-14 15:56:19 +01:00
Georgi Gerganov d396b43748
server : fix "can batch with" bug (#17263) 2025-11-14 14:03:45 +02:00
Aleksander Grygier f1bad23f88
Better UX for handling multiple attachments in WebUI (#17246) 2025-11-14 01:19:08 +01:00
Xuan-Son Nguyen c4abcb2457
server: fixing naming conflict res_error (#17243) 2025-11-13 20:53:47 +01:00
Aleksander Grygier 8e878f0cb4
Update packages + upgrade Storybook to v10 (#17201)
* chore: Update packages + upgrade Storybook to v10

* fix: Increase timeout for UI tests
2025-11-12 19:01:48 +01:00
Xuan-Son Nguyen 00c94083b3
server: (refactor) implement generator-based API for task results (#17174)
* server: (refactor) implement generator-based API for task results

* improve

* moving some code

* fix "Response ended prematurely"

* add sink.done before return false

* rm redundant check

* rm unused var

* rename generator --> reader
2025-11-12 18:50:52 +01:00
Xuan-Son Nguyen ee8dd5c658
server: move res_error/res_ok to static function (#17167) 2025-11-12 14:17:24 +01:00
Adrien Gallouët 78010a0d52
cmake : move OpenSSL linking to vendor/cpp-httplib (#17177)
* cmake : move OpenSSL linking to vendor/cpp-httplib

Signed-off-by: Adrien Gallouët <angt@huggingface.co>

* bring back httplib 0.27.0

* add -DLLAMA_HTTPLIB

* update cmake config for visionos

---------

Signed-off-by: Adrien Gallouët <angt@huggingface.co>
Co-authored-by: Xuan Son Nguyen <son@huggingface.co>
2025-11-12 12:32:50 +01:00
Xuan-Son Nguyen 1d45b4228f
vendor: split httplib to cpp/h files (#17150)
* vendor: split httplib to cpp/h files

* move defines

* include httplib if curl is not used

* add TODO

* fix build ios

* fix build visionos instead
2025-11-11 13:32:58 +01:00
Mike Abbott 4a5b8aff40
cmake : add version to all shared object files (#17091)
When compiling llama.cpp in Yocto, it fails QA checks because the generated so files aren't versioned.  This applies a version to all generated so files, allowing the package to build without errors.
2025-11-11 13:19:50 +02:00
Nicolas B. Pierron d2d626938a
Install rpc-server when GGML_RPC is ON. (#17149) 2025-11-11 10:53:59 +00:00
Gabe Goodhart 0c74f32632
memory: Hybrid context shift (#17009)
* feat(memory): Only fail partial erasure of recurrent tail

The recurrent state is always assumed to be the state as of the last update
from the final token in the sequence. When doing a partial erasure, if the
range does not include the final token, the erasure can be considered a
success since any memory used for the sequence prior to the final token
(which is no memory) has been successfully removed.

There is one potential case that this doesn't address which is the pruning
of cache to remove sensitive data from the context. This wouldn't work for
attention cache partial removal (in the middle) either since the KV state
is linearly-dependent and states in later sequence positions would still be
based on the state from the sensitive data, even if that data is no longer
cached, so I don't think this is relevant, but it is worth noting that the
semantics of this change for a partial erasure in the middle of the cache
are essentially "my context is already compressed" and not "all trace of
the removed tokens has been removed."

https://github.com/ggml-org/llama.cpp/issues/16768
Branch: HybridContextShift-16768

Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>

* fix(main): Check the output of seq_rm for prefix matching

This prefix matching is explicitly attempting to remove the tokens at the
end of the sequence that don't match. This is the operation that can't be
performed on a recurrent cache due to the state being updated in place, so
if this removal fails, we need to clear the whole cache.

https://github.com/ggml-org/llama.cpp/issues/16768
Branch: HybridContextShift-16768

Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>

* fix(memory): Fix condition for partial erasure failure if p0 > pos

Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>

Co-authored-by: compilade <git@compilade.net>

* style: Fix extra parens

Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>

* fix(main.cpp): Set n_matching_session_tokens to 0 on cache clear

https://github.com/ggml-org/llama.cpp/issues/16768
Branch: HybridContextShift-16768

Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>

---------

Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>
Co-authored-by: compilade <git@compilade.net>
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2025-11-10 17:14:23 +02:00
Georgi Gerganov f914544b16
batched-bench : add "separate text gen" mode (#17103) 2025-11-10 12:59:29 +02:00
Xuan-Son Nguyen 4b13a684c5
mtmd: fix patch_size initialized to random value in audio models (#17128)
* mtmd: fix patch_size initialized to random value in audio models

* add default hparams
2025-11-10 11:41:05 +01:00
Georgi Gerganov b8595b16e6
mtmd : fix embedding size for image input (#17123) 2025-11-09 18:31:02 +02:00
Georgi Gerganov cb1adf8851
server : handle failures to restore host cache (#17078)
* server : handle failures to restore host cache

* server : add tests for the prompt cache
2025-11-09 14:27:05 +02:00
chansikpark 333f2595a3
webui: fix keyboard shortcuts for new chat & edit chat title (#17007) 2025-11-08 20:52:35 +01:00
Aidan eeee367de5
server: fix correct time_ms calculation in prompt_progress (#17093)
* fix: correct time_ms calculation in send_partial_response

The time_ms field was incorrectly calculated. The division was happening
before the subtraction leading to incorrect values.

Before: (ggml_time_us() - slot.t_start_process_prompt / 1000) After:
(ggml_time_us() - slot.t_start_process_prompt) / 1000

* docs : document time_ms field in prompt_progress
2025-11-08 15:12:11 +02:00
Georgi Gerganov 7956bb4d7f
bench : cache the llama_context state at computed depth (#16944)
* bench : cache llama_context state at depth

* cont : handle failures to restore the old state

* cont : print information when the state is being reused
2025-11-07 21:23:11 +02:00
Sigbjørn Skjæret 9008027aa3
hparams : add n_embd_inp() to support extended embed (#16928)
* add n_embd_full to support extended embed

* don't change output

* rename to n_embd_inp

* restore n_embd where applicable
2025-11-07 19:27:58 +01:00
Georgi Gerganov 16bcc1259d
kv-cache : pad the cache size to 256 for performance (#17046)
* kv-cache : pad the size of the small SWA cache for performance

* context : pad the total context to 256

* cont : future-proof the swa pad

* server : adjust test params to new logic
2025-11-07 20:03:25 +02:00
Georgi Gerganov 8c0d6bb455
server : print the samplers chain for each request (#17070) 2025-11-07 12:24:47 +02:00
Georgi Gerganov b7f9010d24
server : disable checkpoints with mtmd (#17045) 2025-11-06 12:09:29 +02:00
Xuan-Son Nguyen 4882f0ff78
clip: implement minicpm-v sinusoidal embd using GGML (#17036)
* clip: implement minicpm-v sinusoidal embd using GGML

* fix repeat op
2025-11-06 11:02:54 +01:00
Xuan-Son Nguyen 92bb84f775
mtmd: allow QwenVL to process larger image by default (#17020) 2025-11-05 14:26:49 +01:00
Georgi Gerganov 13b339bcd9
server : do not default to multiple slots with speculative decoding (#17017)
* server : do not default to multiple slots with speculative decoding

* cont : fix
2025-11-05 14:32:55 +02:00
Xuan-Son Nguyen 2f0c2db43e
mtmd: improve struct initialization (#16981) 2025-11-05 11:26:37 +01:00
손희준 fd2f84f468
docs: Clarify the endpoint that webui uses (#17001) 2025-11-05 11:20:28 +01:00
Georgi Gerganov 66d8eccd42
server : do context shift only while generating (#17000) 2025-11-04 19:21:36 +02:00
Aleksander Grygier e7da30b584
fix: Viewing multiple PDF attachments (#16974) 2025-11-03 18:53:26 +01:00
Georgi Gerganov 48bd26501b
server : add props.model_alias (#16943)
* server : add props.model_alias

* webui : npm run format
2025-11-03 14:38:23 +01:00
Xuan-Son Nguyen 070ff4d535
mtmd: add --image-min/max-tokens (#16921) 2025-11-03 11:11:18 +01:00
Xuan-Son Nguyen bf7b0c9725
mtmd: pad mask for qwen2.5vl (#16954)
* mtmd: pad mask for qwen2.5vl

* improve
2025-11-03 10:25:55 +01:00
Sascha Rogmann bcfa87622a
feat(webui): improve LaTeX rendering with currency detection (#16508)
* webui : Revised LaTeX formula recognition

* webui : Further examples containg amounts

* webui : vitest for maskInlineLaTeX

* webui: Moved preprocessLaTeX to lib/utils

* webui: LaTeX in table-cells

* chore: update webui build output (use theirs)

* webui: backslash in LaTeX-preprocessing

* chore: update webui build output

* webui: look-behind backslash-check

* chore: update webui build output

* Apply suggestions from code review

Code maintenance (variable names, code formatting, string handling)

Co-authored-by: Aleksander Grygier <aleksander.grygier@gmail.com>

* webui: Moved constants to lib/constants.

* webui: package woff2 inside base64 data

* webui: LaTeX-line-break in display formula

* chore: update webui build output

* webui: Bugfix (font embedding)

* webui: Bugfix (font embedding)

* webui: vite embeds assets

* webui: don't suppress 404 (fonts)

* refactor: KaTeX integration with SCSS

Moves KaTeX styling to SCSS for better customization and font embedding.

This change includes:
- Adding `sass` as a dev dependency.
- Introducing a custom SCSS file to override KaTeX variables and disable TTF/WOFF fonts, relying solely on WOFF2 for embedding.
- Adjusting the Vite configuration to resolve `katex-fonts` alias and inject SCSS variables.

* fix: LaTeX processing within blockquotes

* webui: update webui build output

---------

Co-authored-by: Aleksander Grygier <aleksander.grygier@gmail.com>
2025-11-03 00:41:08 +01:00
Zhiyong Wang 6b9a52422b
model: add Janus Pro for image understanding (#16906)
* Add support for Janus Pro

* Update gguf-py/gguf/tensor_mapping.py

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

* Update gguf-py/gguf/tensor_mapping.py

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

* Address reviewer suggestions

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

* Add JANUS_PRO constant

* Update clip model handling

Co-authored-by: Xuan-Son Nguyen <son@huggingface.co>

* Update tools/mtmd/clip.cpp

Co-authored-by: Xuan-Son Nguyen <thichthat@gmail.com>

* Refactor JANUS_PRO handling in clip.cpp

Co-authored-by: Xuan-Son Nguyen <son@huggingface.co>

* Update tools/mtmd/clip.cpp

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

* em whitespace

---------

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
Co-authored-by: Xuan-Son Nguyen <son@huggingface.co>
Co-authored-by: Xuan-Son Nguyen <thichthat@gmail.com>
2025-11-02 22:08:04 +01:00
Georgi Gerganov 2f966b8ed8
clip : use FA (#16837)
* clip : use FA

* cont : add warning about unsupported ops

* implement "auto" mode for clip flash attn

* clip : print more detailed op support info during warmup

* cont : remove obsolete comment [no ci]

* improve debugging message

* trailing space

* metal : remove stray return

---------

Co-authored-by: Xuan Son Nguyen <son@huggingface.co>
2025-11-02 21:21:48 +01:00
Georgi Gerganov cd5e3b5754
server : support unified cache across slots (#16736)
* server : support unified context across slots

* cont : fix speculative decoding initialization

* context : fix n_ctx_per_seq computation

* server : purge slots one by one

* tests : add unified cache server tests

* llama : update per-seq context computation

* test-thread-safety : handle tiny training context of the input model

* server : fix server_tokens clear()

* server : use 4 slots + unified KV by default

* llama : add note about context size queries

* cont : update todos [no ci]

* context : do not cap the size of the context

* tests : adjust parameters to be CI friendlier

* context : add warning
2025-11-02 18:14:04 +02:00
Georgi Gerganov 7fd205a8e8
scripts : add script to bench models (#16894) 2025-11-02 00:15:31 +02:00
Pascal 2f68ce7cfd
webui: auto-refresh /props on inference start to resync model metadata (#16784)
* webui: auto-refresh /props on inference start to resync model metadata

- Add no-cache headers to /props and /slots
- Throttle slot checks to 30s
- Prevent concurrent fetches with promise guard
- Trigger refresh from chat streaming for legacy and ModelSelector
- Show dynamic serverWarning when using cached data

* fix: restore proper legacy behavior in webui by using unified /props refresh

Updated assistant message bubbles to show each message's stored model when available,
falling back to the current server model only when the per-message value is missing

When the model selector is disabled, now fetches /props and prioritizes that model name
over chunk metadata, then persists it with the streamed message so legacy mode properly
reflects the backend configuration

* fix: detect first valid SSE chunk and refresh server props once

* fix: removed the slots availability throttle constant and state

* webui: purge ai-generated cruft

* chore: update webui static build
2025-11-01 19:49:51 +01:00
Pascal e4a71599e5
webui: add HTML/JS preview support to MarkdownContent with sandboxed iframe (#16757)
* webui: add HTML/JS preview support to MarkdownContent with sandboxed iframe dialog

Extended MarkdownContent to flag previewable code languages,
add a preview button alongside copy controls, manage preview
dialog state, and share styling for the new button group

Introduced CodePreviewDialog.svelte, a sandboxed iframe modal
for rendering HTML/JS previews with consistent dialog controls

* webui: fullscreen HTML preview dialog using bits-ui

* Update tools/server/webui/src/lib/components/app/misc/CodePreviewDialog.svelte

Co-authored-by: Aleksander Grygier <aleksander.grygier@gmail.com>

* Update tools/server/webui/src/lib/components/app/misc/MarkdownContent.svelte

Co-authored-by: Aleksander Grygier <aleksander.grygier@gmail.com>

* webui: pedantic style tweak for CodePreviewDialog close button

* webui: remove overengineered preview language logic

* chore: update webui static build

---------

Co-authored-by: Aleksander Grygier <aleksander.grygier@gmail.com>
2025-11-01 17:14:54 +01:00
Xuan-Son Nguyen cf659bbb8e
mtmd: refactor preprocessing + support max/min pixels (#16878)
* mtmd: refactor preprocessing + support max/min pixels

* fix mlp type

* implement mix/max pixels

* improve hparams

* better image preproc for qwen

* fix

* fix out of bound composite

* fix (2)

* fix token calculation

* get_merge_kernel_size()

* fix llama4 and lfm2

* gonna fix them all

* use simple resize for qwen

* qwen: increase min tokens

* no resize if dst size == src size

* restore to initial min/max tokens value for qwen
2025-11-01 15:51:36 +01:00
Aleksander Grygier d8b860a219
Add a setting to display message generation statistics (#16901)
* feat: Add setting to display message generation statistics

* chore: build static webui output
2025-11-01 15:35:57 +01:00
Jaromír Hradílek 1ae74882f8
webui: recognize AsciiDoc files as valid text files (#16850)
* webui: recognize AsciiDoc files as valid text files

* webui: add an updated static webui build

* webui: add the updated dependency list

* webui: re-add an updated static webui build

This also reverts commit 742dbb8379.
2025-11-01 15:02:57 +01:00
Georgi Gerganov c22473b580
server : don't print user inputs to console (#16871) 2025-10-31 10:54:19 +02:00
Daniel Bevenius 0f715b4e75
server : fix typos in server.cpp comments [no ci] (#16883) 2025-10-31 09:51:26 +01:00
chansikpark 16724b5b68
server : bump request URI max length to 32768 (#16862) 2025-10-30 20:22:23 +02:00
Georgi Gerganov b52edd2558
server : remove n_past (#16818)
* server : remove n_past

* server : replace slot.n_prompt_tokens() with slot.task->n_tokens()

* server : fixes + clean-up

* cont : fix context shift

* server : add server_tokens::pos_next()

Co-authored-by: Xuan-Son Nguyen <son@huggingface.co>

* server : fix pos_next() usage

Co-authored-by: Xuan-Son Nguyen <son@huggingface.co>

---------

Co-authored-by: Xuan-Son Nguyen <son@huggingface.co>
2025-10-30 18:42:57 +02:00
JJJYmmm d261223d24
model: add support for qwen3vl series (#16780)
* support qwen3vl series.

Co-authored-by: Thireus ☠ <Thireus@users.noreply.github.com>
Co-authored-by: yairpatch <yairpatch@users.noreply.github.com>
Co-authored-by: LETS-BEE <LETS-BEE@users.noreply.github.com>

* bugfix: fix the arch check for qwen3vl-moe.

* use build_ffn

* optimize deepstack structure

* optimize deepstack feature saving

* Revert "optimize deepstack feature saving" for temporal fix

This reverts commit f321b9fdf1.

* code clean

* use fused qkv in clip

* clean up / rm is_deepstack_layers for simplification

* add test model

* move test model to "big" section

* fix imrope check

* remove trailing whitespace

* fix rope fail

* metal : add imrope support

* add imrope support for sycl

* vulkan: add imrope w/o check

* fix vulkan

* webgpu: add imrope w/o check

* Update gguf-py/gguf/tensor_mapping.py

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

* fix tensor mapping

---------

Co-authored-by: Thireus ☠ <Thireus@users.noreply.github.com>
Co-authored-by: yairpatch <yairpatch@users.noreply.github.com>
Co-authored-by: LETS-BEE <LETS-BEE@users.noreply.github.com>
Co-authored-by: Xuan Son Nguyen <son@huggingface.co>
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
2025-10-30 16:19:14 +01:00
Tianyue-Zhao bacddc049a
model: Add support for CogVLM model (#15002)
* Added GGUF mappings for CogVLM model

* Add tensor mapping for CogVLM visual encoder

* Add CogVLM to conversion script, no vision part yet

* Added CogVLM vision model to conversion script

* Add graph for CogVLM CLIP model

* Add graph for CogVLM

* Fixes for CogVLM. Now compiles.

* Model now runs

* Fixes for cogvlm graph

* Account for graph context change after rebase

* Changes for whitespace

* Changes in convert script according to comments

* Switch CogVLM LLM graph to merged QKV tensor

* Use rope_type variable instead of direct definition

* Change CogVLM CLIP encoder to use SWIGLU

* Switch CogVLM CLIP to use merged QKV

* Apply rebase edits and remove ggml_cont call that is now unnecessary

* clean up

---------

Co-authored-by: Xuan Son Nguyen <son@huggingface.co>
2025-10-30 12:18:50 +01:00
Xuan-Son Nguyen e3af5563bd
llama: store mrope data in KV cell (#16825)
* llama: store mrope data in KV cell

* correct x,y ordering

* address review comments

* add consistency checks

* Update src/llama-kv-cache.cpp

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>

* add TODO

* fix asan error

* kv-cells : improve ext handling

* cont : fix headers

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2025-10-29 18:09:18 +01:00
Georgi Gerganov 85a7d8677b
memory : remove KV cache size padding (#16812)
* memory : remove KV cache size padding

* cont : restore padding for n_kv tensor shape

* server : use slot context size instead of training context size

* server : simplify context limit logic
2025-10-28 20:19:44 +02:00
Georgi Gerganov a8ca18b4b8
llama-bench : clarify benchmarked parts of the computation (#16823) 2025-10-28 19:41:43 +02:00
Aldehir Rojas 280d97be96
grammar : support array references in json schema (#16792)
* grammar : support array references in json schema

* Update json-schema-to-grammar.cpp

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

* grammar : improve regex when naming ref derived rules

* grammar : replace non-conformant definitions array with anyOf test case

---------

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
2025-10-28 09:37:52 +01:00
Xuan-Son Nguyen e1ab084803
mtmd : fix idefics3 preprocessing (#16806)
* mtmd : fix idefics3 preprocessing

* disable granite test

* fix test for granite
2025-10-27 23:12:16 +01:00
Xuan-Son Nguyen c55d53acec
model : add LightOnOCR-1B model (#16764)
* model : add LightOnOCR-1B model

* add test
2025-10-27 16:02:58 +01:00
Florian Badie 69e9ff0103
webui: support q URL parameter (#16728)
* webui: support q URL parameter

Fixes #16722
I’ve checked that it works with Firefox’s AI tools

* webui: apply suggestions from code review

Co-authored-by: Aleksander Grygier <aleksander.grygier@gmail.com>

* chore: update webui static build

---------

Co-authored-by: Aleksander Grygier <aleksander.grygier@gmail.com>
2025-10-24 14:10:29 +02:00
Johannes Gäßler 0bf47a1dbb
server: add memory breakdown print (#16740) 2025-10-23 21:30:17 +02:00
Xuan-Son Nguyen d0660f237a
mtmd-cli : allow using --jinja (#16718)
* mtmd-cli : allow using --jinja

* support -sys

* implement chat_history

* fix clear memory

* rm -sys support, added TODO
2025-10-23 15:00:49 +02:00
Prajwal B Mehendarkar fe6a9882ac
Manually link -lbsd to resolve flock symbol on AIX (#16610) 2025-10-23 19:37:31 +08:00
matteo 8cf6b42d46
server : send partial stop string when <EOG> is reached (#15007) 2025-10-23 12:32:24 +03:00
Pascal 9b9201f65a
webui: introduce OpenAI-compatible model selector in JSON payload (#16562)
* webui: introduce OpenAI-compatible model selector in JSON payload

* webui: restore OpenAI-Compatible model source of truth and unify metadata capture

This change re-establishes a single, reliable source of truth for the active model:
fully aligned with the OpenAI-Compat API behavior

It introduces a unified metadata flow that captures the model field from both
streaming and non-streaming responses, wiring a new onModel callback through ChatService
The model name is now resolved directly from the API payload rather than relying on
server /props or UI assumptions

ChatStore records and persists the resolved model for each assistant message during
streaming, ensuring consistency across the UI and database
Type definitions for API and settings were also extended to include model metadata
and the onModel callback, completing the alignment with OpenAI-Compat semantics

* webui: address review feedback from allozaur

* webui: move model selector into ChatForm (idea by @allozaur)

* webui: make model selector more subtle and integrated into ChatForm

* webui: replaced the Flowbite selector with a native Svelte dropdown

* webui: add developer setting to toggle the chat model selector

* webui: address review feedback from allozaur

Normalized streamed model names during chat updates
by trimming input and removing directory components before saving
or persisting them, so the conversation UI shows only the filename

Forced model names within the chat form selector dropdown to render as
a single-line, truncated entry with a tooltip revealing the full name

* webui: toggle displayed model source for legacy vs OpenAI-Compat modes

When the selector is disabled, it falls back to the active server model name from /props

When the model selector is enabled, the displayed model comes from the message metadata
(the one explicitly selected and sent in the request)

* Update tools/server/webui/src/lib/components/app/chat/ChatForm/ChatFormActions.svelte

Co-authored-by: Aleksander Grygier <aleksander.grygier@gmail.com>

* Update tools/server/webui/src/lib/constants/localstorage-keys.ts

Co-authored-by: Aleksander Grygier <aleksander.grygier@gmail.com>

* Update tools/server/webui/src/lib/components/app/chat/ChatForm/ChatFormModelSelector.svelte

Co-authored-by: Aleksander Grygier <aleksander.grygier@gmail.com>

* Update tools/server/webui/src/lib/components/app/chat/ChatMessages/ChatMessageAssistant.svelte

Co-authored-by: Aleksander Grygier <aleksander.grygier@gmail.com>

* Update tools/server/webui/src/lib/services/chat.ts

Co-authored-by: Aleksander Grygier <aleksander.grygier@gmail.com>

* Update tools/server/webui/src/lib/services/chat.ts

Co-authored-by: Aleksander Grygier <aleksander.grygier@gmail.com>

* webui: refactor model selector and persistence helpers

- Replace inline portal and event listeners with proper Svelte bindings
- Introduce 'persisted' store helper for localStorage sync without runes
- Extract 'normalizeModelName' utils + Vitest coverage
- Simplify ChatFormModelSelector structure and cleanup logic

Replaced the persisted store helper's use of '$state/$effect' runes with
a plain TS implementation to prevent orphaned effect runtime errors
outside component context

Co-authored-by: Aleksander Grygier <aleksander.grygier@gmail.com>

* webui: document normalizeModelName usage with inline examples

* Update tools/server/webui/src/lib/components/app/chat/ChatForm/ChatFormModelSelector.svelte

Co-authored-by: Aleksander Grygier <aleksander.grygier@gmail.com>

* Update tools/server/webui/src/lib/stores/models.svelte.ts

Co-authored-by: Aleksander Grygier <aleksander.grygier@gmail.com>

* Update tools/server/webui/src/lib/stores/models.svelte.ts

Co-authored-by: Aleksander Grygier <aleksander.grygier@gmail.com>

* webui: extract ModelOption type into dedicated models.d.ts

Co-authored-by: Aleksander Grygier <aleksander.grygier@gmail.com>

* webui: refine ChatMessageAssistant displayedModel source logic

* webui: stabilize dropdown, simplify model extraction, and init assistant model field

* chore: update webui static build

* Update tools/server/webui/src/lib/components/app/chat/ChatMessages/ChatMessageAssistant.svelte

Co-authored-by: Aleksander Grygier <aleksander.grygier@gmail.com>

* chore: npm format, update webui static build

* webui: align sidebar trigger position, remove z-index glitch

* chore: update webui build output

---------

Co-authored-by: Aleksander Grygier <aleksander.grygier@gmail.com>
2025-10-22 16:58:23 +02:00
Aleksander Grygier c9c1972e2c
Handle legacy 'context' attachments (#16687) 2025-10-20 19:49:02 +02:00
Aleksander Grygier 79068501fa
Prevent premature submission on IME input (#16673)
* fix: Prevent premature submission on IME input

* chore: update webui static build

* refactor: Put IME completion checker in a helper function and add checking for `KeyboardEvent.eventKey === 229`

* chore: update webui static build

* chore: update webui static build

* chore: update webui static build
2025-10-20 14:21:12 +02:00
Aleksander Grygier 0e4a0cf2fa
Import/Export UX improvements (#16619)
* webui : added download action (#13552)

* webui : import and export (for all conversations)

* webui : fixed download-format, import of one conversation

* webui : add ExportedConversations type for chat import/export

* feat: Update naming & order

* chore: Linting

* feat: Import/Export UX improvements

* chore: update webui build output

* feat: Update UI placement of Import/Export tab in Chat Settings Dialog

* refactor: Cleanup

chore: update webui build output

* feat: Enable shift-click multiple conversation items selection

* chore: update webui static build

* chore: update webui static build

---------

Co-authored-by: Sascha Rogmann <github@rogmann.org>
2025-10-20 13:29:14 +02:00
Aleksander Grygier 13f2cfad41
Enable per-conversation loading states to allow having parallel conversations (#16327)
* feat: Per-conversation loading states and tracking streaming stats

* chore: update webui build output

* refactor: Chat state management

Consolidates loading state management by using a global `isLoading` store synchronized with individual conversation states.

This change ensures proper reactivity and avoids potential race conditions when updating the UI based on the loading status of different conversations. It also improves the accuracy of statistics displayed.

Additionally, slots service methods are updated to use conversation IDs for per-conversation state management, avoiding global state pollution.

* feat: Adds loading indicator to conversation items

* chore: update webui build output

* fix: Fix aborting chat streaming

Improves the chat stream abortion process by ensuring that partial responses are saved before the abort signal is sent.

This avoids a race condition where the onError callback could clear the streaming state before the partial response is saved. Additionally, the stream reading loop and callbacks are now checked for abort signals to prevent further processing after abortion.

* refactor: Remove redundant comments

* chore: build webui static output

* refactor: Cleanup

* chore: update webui build output

* chore: update webui build output

* fix: Conversation loading indicator for regenerating messages

* chore: update webui static build

* feat: Improve configuration

* feat: Install `http-server` as dev dependency to not need to rely on `npx` in CI
2025-10-20 12:41:13 +02:00
Radoslav Gerganov 41386cf365
rpc : report actual free memory (#16616)
* rpc : report actual free memory

Start reporting the free memory on every device instead of using
fixed values. Now llama-cli users can get a nice memory breakdown
when using RPC devices.

* drop --mem in rpc-server
2025-10-17 18:02:52 +03:00
Pascal ababae7e1e
webui: reorganize settings layout (#16607)
* webui: reorganize settings layout

* chore: update webui build output

* fix: remove unused variable

* chore: update webui build output
2025-10-17 10:35:03 +02:00
Xuan-Son Nguyen 1bb4f43380
mtmd : support home-cooked Mistral Small Omni (#14928) 2025-10-16 19:00:31 +02:00
Pascal 683fa6ba4e
fix: added a normalization step for MathJax-style \[\] and \(\) delimiters (#16599)
* fix: added a normalization step for MathJax-style \[\] and \(\) delimiters

So inline and block equations are converted before KaTeX rendering,
enabling proper display of model-generated LaTeX in the WebUI

* chore: update webui build output
2025-10-16 16:28:41 +02:00
Aleksander Grygier f9fb33f263
Add server-driven parameter defaults and syncing (#16515) 2025-10-15 16:22:20 +02:00
Georgi Gerganov 17304cbcc1
server : fix img token logs (#16595) 2025-10-15 16:53:12 +03:00
Georgi Gerganov 554fd578a5
server : fix mtmd checkpoints (#16591) 2025-10-15 11:51:27 +02:00
Georgi Gerganov bc07349a7f
server : dynamic token limit for prompt cache (#16560)
* server : dynamic token limit for prompt cache

* cont : print estimated token limit
2025-10-14 08:48:50 +03:00
Pascal 1fb9504eb7
fix: add remark plugin to render raw HTML as literal text (#16505)
* fix: add remark plugin to render raw HTML as literal text

Implemented a missing MDAST stage to neutralize raw HTML like major LLM WebUIs
do ensuring consistent and safe Markdown rendering

Introduced 'remarkLiteralHtml', a plugin that converts raw HTML nodes in the
Markdown AST into plain-text equivalents while preserving indentation and
line breaks. This ensures consistent rendering and prevents unintended HTML
execution, without altering valid Markdown structure

Kept 'remarkRehype' in the pipeline since it performs the required conversion
from MDAST to HAST for KaTeX, syntax highlighting, and HTML serialization

Refined the link-enhancement logic to skip unnecessary DOM rewrites,
fixing a subtle bug where extra paragraphs were injected after the first
line due to full innerHTML reconstruction, and ensuring links open in new
tabs only when required

Final pipeline: remarkGfm -> remarkMath -> remarkBreaks -> remarkLiteralHtml
-> remarkRehype -> rehypeKatex -> rehypeHighlight -> rehypeStringify

* fix: address review feedback from allozaur

* chore: update webui build output
2025-10-13 10:55:32 +02:00
Pascal 81d54bbfd5
webui: remove client-side context pre-check and rely on backend for limits (#16506)
* fix: make SSE client robust to premature [DONE] in agentic proxy chains

* webui: remove client-side context pre-check and rely on backend for limits

Removed the client-side context window pre-check and now simply sends messages
while keeping the dialog imports limited to core components, eliminating the
maximum context alert path

Simplified streaming and non-streaming chat error handling to surface a generic
'No response received from server' error whenever the backend returns no content

Removed the obsolete maxContextError plumbing from the chat store so state
management now focuses on the core message flow without special context-limit cases

* webui: cosmetic rename of error messages

* Update tools/server/webui/src/lib/stores/chat.svelte.ts

Co-authored-by: Aleksander Grygier <aleksander.grygier@gmail.com>

* Update tools/server/webui/src/lib/stores/chat.svelte.ts

Co-authored-by: Aleksander Grygier <aleksander.grygier@gmail.com>

* Update tools/server/webui/src/lib/components/app/chat/ChatScreen/ChatScreen.svelte

Co-authored-by: Aleksander Grygier <aleksander.grygier@gmail.com>

* Update tools/server/webui/src/lib/components/app/chat/ChatScreen/ChatScreen.svelte

Co-authored-by: Aleksander Grygier <aleksander.grygier@gmail.com>

* chore: update webui build output

---------

Co-authored-by: Aleksander Grygier <aleksander.grygier@gmail.com>
2025-10-12 18:06:41 +02:00
Pascal 4a8fbe0a5e
feat: render user content as markdown option (#16358)
* feat: render user content as markdown option
- Add a persisted 'renderUserContentAsMarkdown' preference to the settings defaults and info metadata so the choice survives reloads like other options
- Surface the new 'Render user content as Markdown' checkbox in the General section of the chat settings dialog, beneath the PDF toggle
- Render user chat messages with 'MarkdownContent' when the new setting is enabled, matching assistant formatting while preserving the existing card styling otherwise
- chore: update webui build output

* chore: update webui build output
2025-10-11 15:50:49 +02:00