Files
LocalAI/core/schema/openai.go
Richard Palethorpe 6a80e23733 feat(middleware): Model routing, PII filtering, Cloud model proxies (#9802)
Add a routing middleware stack and a cloud-proxy backend.

* cloud-proxy: a Go gRPC backend that forwards OpenAI- and
  Anthropic-shaped chat requests to upstream providers, with an
  optional translate mode (OpenAI request -> Anthropic /v1/messages
  -> OpenAI response) and full tool-calling support.

* routing: admission control, content-aware model routing
  (embedding cache + classifier + rerank + Arch-Router score),
  PII detection/redaction (regex + NER) with streaming filter and
  OpenAI/Anthropic adapters, and a per-user/per-key billing recorder
  backed by GORM or in-memory storage.

* middleware: UsageMiddleware records usage via the billing recorder,
  plus admission, route-model, usage-stamp and trace middlewares.

* observability: BackendTrace ring buffer stores full request bodies
  (capped), MITM proxy emits structured trace events, and router
  classifier decisions surface at /api/router/decide.

* gallery: Arch-Router-1.5B (Q4_K_M and Q8_0).

* UI: cloud-proxy model-editor fields, classifier system-prompt and
  score-normalization config, and a Traces page rendering request
  bodies.

Assisted-by: claude-code:claude-opus-4-7 [Read] [Edit] [Bash]

Signed-off-by: Richard Palethorpe <io@richiejp.com>
2026-05-25 09:28:27 +02:00

254 lines
8.7 KiB
Go

package schema
import (
"context"
"encoding/json"
functions "github.com/mudler/LocalAI/pkg/functions"
)
// APIError provides error information returned by the OpenAI API.
type APIError struct {
Code any `json:"code,omitempty"`
Message string `json:"message"`
Param *string `json:"param,omitempty"`
Type string `json:"type"`
}
type ErrorResponse struct {
Error *APIError `json:"error,omitempty"`
}
type InputTokensDetails struct {
TextTokens int `json:"text_tokens"`
ImageTokens int `json:"image_tokens"`
}
type OpenAIUsage struct {
PromptTokens int `json:"prompt_tokens"`
CompletionTokens int `json:"completion_tokens"`
TotalTokens int `json:"total_tokens"`
// Fields for image generation API compatibility
InputTokens int `json:"input_tokens,omitempty"`
OutputTokens int `json:"output_tokens,omitempty"`
InputTokensDetails *InputTokensDetails `json:"input_tokens_details,omitempty"`
// Extra timing data, disabled by default as is't not a part of OpenAI specification
TimingPromptProcessing float64 `json:"timing_prompt_processing,omitempty"`
TimingTokenGeneration float64 `json:"timing_token_generation,omitempty"`
}
type Item struct {
Embedding []float32 `json:"-"`
EmbeddingBase64 string `json:"-"`
Index int `json:"index"`
Object string `json:"object,omitempty"`
// Images
URL string `json:"url,omitempty"`
B64JSON string `json:"b64_json,omitempty"`
}
// MarshalJSON serialises Item so that the "embedding" field is either a float array
// or a base64 string depending on which field is populated. This satisfies the
// OpenAI API encoding_format contract: the Node.js SDK (v4+) sends
// encoding_format=base64 by default and expects a base64 string back.
func (item Item) MarshalJSON() ([]byte, error) {
type itemFields struct {
Embedding any `json:"embedding,omitempty"`
Index int `json:"index"`
Object string `json:"object,omitempty"`
URL string `json:"url,omitempty"`
B64JSON string `json:"b64_json,omitempty"`
}
f := itemFields{
Index: item.Index,
Object: item.Object,
URL: item.URL,
B64JSON: item.B64JSON,
}
if item.EmbeddingBase64 != "" {
f.Embedding = item.EmbeddingBase64
} else {
f.Embedding = item.Embedding
}
return json.Marshal(f)
}
type OpenAIResponse struct {
Created int `json:"created,omitempty"`
Object string `json:"object,omitempty"`
ID string `json:"id,omitempty"`
Model string `json:"model,omitempty"`
Choices []Choice `json:"choices,omitempty"`
Data []Item `json:"data,omitempty"`
// Usage is intentionally a pointer with omitempty: per the OpenAI
// chat-completion streaming spec, intermediate chunks must not carry
// a `usage` field. Marshalling a value-typed usage would emit
// `"usage":{"prompt_tokens":0,...}` on every chunk and break
// OpenAI-SDK consumers that filter on a truthy `result.usage`
// (continuedev/continue, Kilo Code, Roo Code, etc.).
Usage *OpenAIUsage `json:"usage,omitempty"`
}
// StreamOptions mirrors OpenAI's `stream_options` request field. The only
// member currently honored is IncludeUsage; when true, the streaming
// chat-completion response emits a trailing chunk with `choices:[]` and a
// populated `usage` object.
type StreamOptions struct {
IncludeUsage bool `json:"include_usage,omitempty" yaml:"include_usage,omitempty"`
}
type Choice struct {
Index int `json:"index"`
FinishReason *string `json:"finish_reason"`
Message *Message `json:"message,omitempty"`
Delta *Message `json:"delta,omitempty"`
Text string `json:"text,omitempty"`
Logprobs *Logprobs `json:"logprobs,omitempty"`
}
type Logprobs struct {
Content []LogprobContent `json:"content,omitempty"`
}
type LogprobContent struct {
ID int32 `json:"id"`
Token string `json:"token"`
Bytes []int `json:"bytes,omitempty"`
Logprob float64 `json:"logprob"`
TopLogprobs []LogprobContent `json:"top_logprobs,omitempty"`
}
type Content struct {
Type string `json:"type" yaml:"type"`
Text string `json:"text" yaml:"text"`
ImageURL ContentURL `json:"image_url" yaml:"image_url"`
AudioURL ContentURL `json:"audio_url" yaml:"audio_url"`
VideoURL ContentURL `json:"video_url" yaml:"video_url"`
InputAudio InputAudio `json:"input_audio" yaml:"input_audio"`
}
type ContentURL struct {
URL string `json:"url" yaml:"url"`
}
type InputAudio struct {
// Format identifies the audio format, e.g. 'wav'.
Format string `json:"format" yaml:"format"`
// Data holds the base64-encoded audio data.
Data string `json:"data" yaml:"data"`
}
type OpenAIModel struct {
ID string `json:"id"`
Object string `json:"object"`
}
type ImageGenerationResponseFormat string
type ChatCompletionResponseFormatType string
type TranscriptionResponseFormatType string
const (
TranscriptionResponseFormatText = TranscriptionResponseFormatType("txt")
TranscriptionResponseFormatSrt = TranscriptionResponseFormatType("srt")
TranscriptionResponseFormatVtt = TranscriptionResponseFormatType("vtt")
TranscriptionResponseFormatLrc = TranscriptionResponseFormatType("lrc")
TranscriptionResponseFormatJson = TranscriptionResponseFormatType("json")
TranscriptionResponseFormatJsonVerbose = TranscriptionResponseFormatType("verbose_json")
)
type ChatCompletionResponseFormat struct {
Type ChatCompletionResponseFormatType `json:"type,omitempty"`
}
type JsonSchemaRequest struct {
Type string `json:"type"`
JsonSchema JsonSchema `json:"json_schema"`
}
type JsonSchema struct {
Name string `json:"name"`
Strict bool `json:"strict"`
Schema functions.Item `json:"schema"`
}
type OpenAIRequest struct {
PredictionOptions
Context context.Context `json:"-"`
Cancel context.CancelFunc `json:"-"`
// OpenAIRequest is a union over chat / completion / embedding /
// edit / image / whisper endpoints. Most fields apply to only one
// endpoint family — they MUST be omitempty so the re-marshal path
// in cloud-proxy passthrough doesn't ship whisper's `file:""` or
// embedding's `input:null` to an upstream chat endpoint, which
// strict providers (OpenAI) reject as unknown parameters.
// whisper
File string `json:"file,omitempty" validate:"required"`
// Multiple input images for img2img or inpainting
Files []string `json:"files,omitempty"`
// Reference images for models that support them (e.g., Flux Kontext)
RefImages []string `json:"ref_images,omitempty"`
//whisper/image
ResponseFormat any `json:"response_format,omitempty"`
// image
Size string `json:"size,omitempty"`
// Prompt is read only by completion/image API calls
Prompt any `json:"prompt,omitempty" yaml:"prompt"`
// Edit endpoint
Instruction string `json:"instruction,omitempty" yaml:"instruction"`
Input any `json:"input,omitempty" yaml:"input"`
Stop any `json:"stop,omitempty" yaml:"stop"`
// Messages is read only by chat/completion API calls
Messages []Message `json:"messages,omitempty" yaml:"messages"`
// A list of available functions to call
Functions functions.Functions `json:"functions,omitempty" yaml:"functions"`
FunctionCall any `json:"function_call,omitempty" yaml:"function_call"` // might be a string or an object
Tools []functions.Tool `json:"tools,omitempty" yaml:"tools"`
ToolsChoice any `json:"tool_choice,omitempty" yaml:"tool_choice"`
Stream bool `json:"stream,omitempty"`
// StreamOptions opts into OpenAI streaming extensions, e.g. include_usage.
StreamOptions *StreamOptions `json:"stream_options,omitempty" yaml:"stream_options,omitempty"`
// Image (not supported by OpenAI)
Quality string `json:"quality,omitempty"`
Step int `json:"step,omitempty"`
// LocalAI-specific request fields below. They carry server-side
// routing/templating hints and are NOT part of the OpenAI surface
// — leaking them upstream as zero values trips strict providers
// (e.g. OpenAI 400s with "Unknown parameter: 'backend'."), so
// they must use omitempty to disappear from re-marshaled bodies
// in the cloud-proxy passthrough path.
// A grammar to constrain the LLM output
Grammar string `json:"grammar,omitempty" yaml:"grammar"`
JSONFunctionGrammarObject *functions.JSONFunctionStructure `json:"grammar_json_functions,omitempty" yaml:"grammar_json_functions"`
Backend string `json:"backend,omitempty" yaml:"backend"`
ModelBaseName string `json:"model_base_name,omitempty" yaml:"model_base_name"`
ReasoningEffort string `json:"reasoning_effort,omitempty" yaml:"reasoning_effort"`
Metadata map[string]string `json:"metadata,omitempty" yaml:"metadata"`
}
type ModelsDataResponse struct {
Object string `json:"object"`
Data []OpenAIModel `json:"data"`
}