Commit Graph

25 Commits

Author SHA1 Message Date
LocalAI [bot]
e1ec03d33f fix(reasoning): stop prefilled <think> from swallowing tag-less answers (#10225)
* fix(reasoning): stop prefilled <think> from swallowing tag-less answers

When a chat template injects the thinking start token into the prompt (so
DetectThinkingStartToken returns e.g. "<think>"), the model's output begins
inside a reasoning block and carries only the closing tag. The non-jinja
autoparser fallback (peg-native "pure content" mode, issue #9985) prepends the
start token so the extractor can pair it with the model's </think>.

But on a COMPLETE response that contains no closing tag, the model answered
directly with no reasoning at all. Prepending the start token there manufactures
an unclosed block that swallows the entire answer into reasoning, leaving the
OpenAI `content` field empty. This breaks short/direct answers — session names,
JSON summaries, any terse completion where the model skips the think block —
which come back with empty content. Regression surfaced by #9991, which added
the defensive prefill extraction to the complete-response paths.

Add reasoning.ExtractReasoningComplete: it only honors a prefilled start token
when the response actually contains the matching closing tag (proof a reasoning
block exists). Genuine reasoning tags already in the content still extract;
tag-less content stays content. Apply it at every complete-response site
(applyAutoparserOverride, realtime, openresponses). The streaming per-token
extractor is intentionally left on ExtractReasoningWithConfig — mid-stream an
as-yet-unclosed block is legitimate and must surface as reasoning deltas.

Also adds reasoning.ClosingTokenForStart and hoists the default reasoning tag
pairs to package scope so both helpers share one source of truth.

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

* test(reasoning): cover the enable_thinking=false non-thinking-mode regression

Adds the end-to-end case that actually broke session summaries / auto-titles
and was not covered before: a request with enable_thinking=false against a
<think>-capable model. In non-thinking mode the model emits no reasoning block,
so llama.cpp's autoparser returns ChatDeltas with content set and
reasoning_content empty (verified against stock llama-server: same model with
chat_template_kwargs.enable_thinking=false returns reasoning_content=null,
content="hello"). thinkingStartToken is still "<think>" because it is detected
per-model from the enable_thinking=true render, so the old code prepended it and
swallowed the answer. The test fails without the ExtractReasoningComplete gate.

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

---------

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Co-authored-by: Ettore Di Giacinto <mudler@localai.io>
Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-09 09:02:04 +02:00
Tai An
0fd666ee6e fix(openresponses): populate Content and accept bare {role,content} items (#10039) (#10040)
* fix(openresponses): populate Content and accept bare {role,content} items (#10039)

Fixes mudler/LocalAI#10039 — `/v1/responses` silently returned empty
output on any model whose YAML doesn't include a Go-side
`template.chat_message` block.

Three cooperating bugs:

* `convertORInputToMessages` populated only `StringContent` for string
  input and for the `input.Instructions` system message, leaving the
  `Content` (any) field nil.
* `TemplateMessages` gated all fallback content-rendering branches on
  `Content != nil && StringContent != ""` — but every branch in that
  function consumes `StringContent`, not `Content`. The `&&` silently
  dropped messages that had StringContent set and Content nil, producing
  an empty prompt that the 5× empty-retry guard then turned into a
  200 OK with `output: []`.
* The array-input branch of `convertORInputToMessages` dispatched on
  `itemMap["type"]` with no default, dropping bare `{role, content}`
  items emitted by the OpenAI Python SDK helper
  `client.responses.create(input=[{...}])`.

Fix:

* Set both `Content` and `StringContent` in the two openresponses
  message-construction sites that only set one.
* Treat a bare `{role, content}` item (no `type`) as
  `type: "message"` for OpenAI-SDK compatibility.
* Gate `TemplateMessages` fallback rendering on `StringContent != ""`,
  which is what every downstream branch in that function actually
  reads.

Regression test added to `evaluator_test.go` covering the fallback
path (no `ChatMessage` template) with a StringContent-only message,
both with and without a role mapping.

* test(openresponses): guard Content population and ToProto path (#10039)

Add regression tests for the two seams the original fix touched but
left uncovered:

* convertORInputToMessages must populate both Content and StringContent
  for plain string input and for bare {role, content} array items (the
  OpenAI SDK shape that omits the type discriminator). Both are
  functional reds against the pre-fix code.
* Messages.ToProto reads Content, not StringContent — this is the path
  UseTokenizerTemplate backends (imported GGUFs) take. The cases pin
  that contract so a future regression on the producer side is caught.

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Assisted-by: Claude:claude-opus-4-7 [Claude Code]

---------

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Co-authored-by: Ettore Di Giacinto <mudler@localai.io>
2026-05-28 07:21:48 +00:00
LocalAI [bot]
1c6c3adad6 fix(reasoning): stop <think> leaking into content when autoparser is in pure-content mode (#9991)
When LocalAI templates a thinking model outside of jinja (the default for
the qwen3 gallery family), llama.cpp's chat parser falls back to a
"pure content" PEG parser that dumps the entire raw response into
ChatDelta.Content with an empty ReasoningContent. The Go side then
trusted that content verbatim and overrode tokenCallback's
correctly-split reasoning, so <think>...</think> blocks ended up in the
OpenAI `content` field. Regression from v4.0.0 introduced when the
autoparser ChatDeltas path was added (#9224).

The override now runs Go-side reasoning extraction defensively when the
autoparser delivered content but no reasoning. The streaming worker
gains a sticky preferAutoparser flag that flips on the first chunk
where the autoparser classified reasoning_content; until then we use
the streaming Go-side extractor. Realtime mirrors the non-streaming
fallback. When the autoparser already populated ReasoningContent we
trust it untouched, so jinja-enabled installs are not regressed.

gallery/qwen3.yaml now enables use_jinja, letting the autoparser
classify <think> natively for all 20+ qwen3 family entries that share
this template.

Fixes #9985

Assisted-by: Claude:opus-4-7 [Read] [Edit] [Bash] [Write]

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Co-authored-by: Ettore Di Giacinto <mudler@localai.io>
2026-05-25 22:39:50 +02:00
Tai An
5e062b4d1f fix: use SetFunctionCallNameString when forcing a specific tool (3 sites) (#9526)
* fix(anthropic): use SetFunctionCallNameString for specific tool forcing

* fix(openai/realtime): use SetFunctionCallNameString for specific tool forcing

* fix(openresponses): use SetFunctionCallNameString for specific tool forcing
2026-04-24 09:06:42 +02:00
Ettore Di Giacinto
7809c5f5d0 fix(vision): propagate mtmd media marker from backend via ModelMetadata (#9412)
Upstream llama.cpp (PR #21962) switched the server-side mtmd media
marker to a random per-server string and removed the legacy
"<__media__>" backward-compat replacement in mtmd_tokenizer. The
Go layer still emitted the hardcoded "<__media__>", so on the
non-tokenizer-template path the prompt arrived with a marker mtmd
did not recognize and tokenization failed with "number of bitmaps
(1) does not match number of markers (0)".

Report the active media marker via ModelMetadataResponse.media_marker
and substitute the sentinel "<__media__>" with it right before the
gRPC call, after the backend has been loaded and probed. Also skip
the Go-side multimodal templating entirely when UseTokenizerTemplate
is true — llama.cpp's oaicompat_chat_params_parse already injects its
own marker and StringContent is unused in that path. Backends that do
not expose the field keep the legacy "<__media__>" behavior.
2026-04-18 20:30:13 +02:00
Ettore Di Giacinto
53deeb1107 fix(reasoning): suppress partial tag tokens during autoparser warm-up
The C++ PEG parser needs a few tokens to identify the reasoning format
(e.g. "<|channel>thought\n" for Gemma 4). During this warm-up, the gRPC
layer was sending raw partial tag tokens to Go, which leaked into the
reasoning field.

- Clear reply.message in gRPC when autoparser is active but has no diffs
  yet, matching llama.cpp server behavior of only emitting classified output
- Prefer C++ autoparser chat deltas for reasoning/content in all streaming
  paths, falling back to Go-side extraction for backends without autoparser
  (e.g. vLLM)
- Override non-streaming no-tools result with chat delta content when available
- Guard PrependThinkingTokenIfNeeded against partial tag prefixes during
  streaming accumulation
- Reorder default thinking tokens so <|channel>thought is checked before
  <|think|> (Gemma 4 templates contain both)
2026-04-04 20:45:57 +00:00
Ettore Di Giacinto
6d9d77d590 fix(reasoning): accumulate and strip reasoning tags from autoparser results (#9227)
fix(reasoning): acccumulate and strip reasoning tags from autoparser results

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
2026-04-04 18:15:32 +02:00
Richard Palethorpe
557d0f0f04 feat(api): Allow coding agents to interactively discover how to control and configure LocalAI (#9084)
Signed-off-by: Richard Palethorpe <io@richiejp.com>
2026-04-04 15:14:35 +02:00
Ettore Di Giacinto
716ddd697b feat(autoparser): prefer chat deltas from backends when emitted (#9224)
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
2026-04-04 12:12:08 +02:00
Ettore Di Giacinto
59108fbe32 feat: add distributed mode (#9124)
* feat: add distributed mode (experimental)

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* fix data races, mutexes, transactions

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* refactorings

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* fixups

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* fix events and tool stream in agent chat

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* use ginkgo

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* refactoring and consolidation

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* refactoring and consolidation

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* refactoring and consolidation

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* refactoring and consolidation

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* refactoring and consolidation

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* refactoring and consolidation

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* refactoring and consolidation

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* refactoring and consolidation

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* fix(cron): compute correctly time boundaries avoiding re-triggering

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* enhancements, refactorings

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* do not flood of healthy checks

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* do not list obvious backends as text backends

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* tests fixups

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* refactoring and consolidation

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* Drop redundant healthcheck

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* enhancements, refactorings

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

---------

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
2026-03-30 00:47:27 +02:00
Ettore Di Giacinto
031a36c995 feat: inferencing default, automatic tool parsing fallback and wire min_p (#9092)
* feat: wire min_p

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* feat: inferencing defaults

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* chore(refactor): re-use iterative parser

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* chore: generate automatically inference defaults from unsloth

Instead of trying to re-invent the wheel and maintain here the inference
defaults, prefer to consume unsloth ones, and contribute there as
necessary.

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* chore: apply defaults also to models installed via gallery

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* chore: be consistent and apply fallback to all endpoint

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

---------

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
2026-03-22 00:57:15 +01:00
Tv
8a0edd0809 Always populate ORItemParam.Summary (#9049)
* fix(openresponses): do not omit required fields summary and id

* fix(openresponses): ensure ORItemParam.Summary is never null

Normalize Summary to an empty slice at serialization chokepoints
(sendSSEEvent, bufferEvent, buildORResponse) so it always serializes
as [] instead of null.

Closes #9047
2026-03-18 08:45:46 +01:00
Ettore Di Giacinto
ee96e5e08d chore: refactor endpoints to use same inferencing path, add automatic retrial mechanism in case of errors (#9029)
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
2026-03-16 21:31:02 +01:00
Ettore Di Giacinto
5fd42399d4 feat: support streaming mode for tool calls in agent mode, fix interleaved thinking stream (#9023)
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
2026-03-16 00:50:19 +01:00
Ettore Di Giacinto
8818452d85 feat(ui): MCP Apps, mcp streaming and client-side support (#8947)
* Revert "fix: Add timeout-based wait for model deletion completion (#8756)"

This reverts commit 9e1b0d0c82.

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* feat: add mcp prompts and resources

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* feat(ui): add client-side MCP

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* feat(ui): allow to authenticate MCP servers

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* feat(ui): add MCP Apps

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* chore: update AGENTS

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* chore: allow to collapse navbar, save state in storage

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* feat(ui): add MCP button also to home page

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* fix(chat): populate string content

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

---------

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
2026-03-11 07:30:49 +01:00
Ettore Di Giacinto
b2f81bfa2e feat(functions): add peg-based parsing and allow backends to return tool calls directly (#8838)
* feat(functions): add peg-based parsing

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* feat: support returning toolcalls directly from backends

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* chore: do run PEG only if backend didn't send deltas

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

---------

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
2026-03-08 22:21:57 +01:00
Ettore Di Giacinto
ac48867b7d feat: add agentic management (#8820)
* feat: add standalone and agentic functionalities

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* expose agents via responses api

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

---------

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
2026-03-07 00:03:08 +01:00
BitToby
96efa4fce0 feat: add WebSocket mode support for the response api (#8676)
* feat: add WebSocket mode support for the response api

Signed-off-by: bittoby <218712309+bittoby@users.noreply.github.com>

* test: add e2e tests for WebSocket Responses API

Signed-off-by: bittoby <218712309+bittoby@users.noreply.github.com>

---------

Signed-off-by: bittoby <218712309+bittoby@users.noreply.github.com>
2026-03-06 10:36:59 +00:00
Ettore Di Giacinto
580517f9db feat: pass-by metadata to predict options (#8795)
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
2026-03-05 22:50:10 +01:00
Ettore Di Giacinto
c7c4a20a9e fix: retry when LLM returns empty messages (#8704)
* debug

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* retry instead of re-computing a response

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

---------

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
2026-03-01 21:32:38 +01:00
Ettore Di Giacinto
51902df7ba fix: merge openresponses messages (#8615)
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
2026-02-21 09:56:43 +01:00
Ettore Di Giacinto
b471619ad9 chore(deps): bump cogito and add new options to the agent config (#8601)
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
2026-02-18 22:10:26 +01:00
Ettore Di Giacinto
1c4e5aa5c0 chore: bump cogito (#8568)
Adapt to new API and drop call to Ask()

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
2026-02-14 22:52:22 +01:00
Ettore Di Giacinto
c491c6ca90 feat(openresponses): Support reasoning blocks (#8133)
* feat(openresponses): support reasoning blocks

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* allow to disable reasoning, refactor common logic

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* Add option to only strip reasoning

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* Add configurations for custom reasoning tokens

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

---------

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
2026-01-21 00:11:45 +01:00
Ettore Di Giacinto
3387bfaee0 feat(api): add support for open responses specification (#8063)
* feat: openresponses

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* Add ttl settings, fix tests

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* fix: register cors middleware by default

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* satisfy schema

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* Logitbias and logprobs

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* Add grammar

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* SSE compliance

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* tool JSON conversion

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* support background mode

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* swagger

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* drop code. This is handled in the handler

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* Small refactorings

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

* background mode for MCP

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

---------

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
2026-01-17 22:11:47 +01:00