LocalAI/core/http/middleware/request.go

package middleware

import (
	"context"
	"encoding/json"
	"fmt"
	"net/http"
	"strconv"
	"strings"

	"github.com/google/uuid"
	"github.com/labstack/echo/v4"
	"github.com/mudler/LocalAI/core/config"
	"github.com/mudler/LocalAI/core/schema"
	"github.com/mudler/LocalAI/core/services/failover"
	"github.com/mudler/LocalAI/core/services/galleryop"
	"github.com/mudler/LocalAI/core/templates"
	"github.com/mudler/LocalAI/pkg/diagnostics"
	"github.com/mudler/LocalAI/pkg/distributedhdr"
	"github.com/mudler/LocalAI/pkg/model"
	"github.com/mudler/LocalAI/pkg/utils"
	"github.com/mudler/xlog"
)

type correlationIDKeyType string

// CorrelationIDKey to track request across process boundary
const CorrelationIDKey correlationIDKeyType = "correlationID"

type RequestExtractor struct {
	modelConfigLoader *config.ModelConfigLoader
	modelLoader       *model.ModelLoader
	applicationConfig *config.ApplicationConfig
	failover          *failover.Manager
}

func NewRequestExtractor(modelConfigLoader *config.ModelConfigLoader, modelLoader *model.ModelLoader, applicationConfig *config.ApplicationConfig) *RequestExtractor {
	return &RequestExtractor{
		modelConfigLoader: modelConfigLoader,
		modelLoader:       modelLoader,
		applicationConfig: applicationConfig,
	}
}

// getRequestContext returns the request context, adding optional diagnostics
// once and retaining them on the request for subsequent middleware and retries.
func (re *RequestExtractor) getRequestContext(c echo.Context) context.Context {
	ctx := c.Request().Context()
	if re.applicationConfig == nil || re.applicationConfig.DiagnosticsRecorder == nil {
		return ctx
	}
	observed := re.applicationConfig.DiagnosticsRecorder.Request(ctx)
	if observed != ctx {
		c.SetRequest(c.Request().WithContext(observed))
		c.Response().Header().Set(diagnostics.HeaderDiagnosticID, diagnostics.RequestID(observed))
	}
	return observed
}

const CONTEXT_LOCALS_KEY_MODEL_NAME = "MODEL_NAME"
const CONTEXT_LOCALS_KEY_LOCALAI_REQUEST = "LOCALAI_REQUEST"
const CONTEXT_LOCALS_KEY_MODEL_CONFIG = "MODEL_CONFIG"

// TODO: Refactor to not return error if unchanged
func (re *RequestExtractor) setModelNameFromRequest(c echo.Context) {
	ctx := re.getRequestContext(c)
	model, ok := c.Get(CONTEXT_LOCALS_KEY_MODEL_NAME).(string)
	if ok && model != "" {
		return
	}
	model = c.Param("model")

	if model == "" {
		model = c.QueryParam("model")
	}

	// Check FormValue for multipart/form-data requests (e.g., /v1/images/inpainting)
	if model == "" {
		model = c.FormValue("model")
	}

	if model == "" {
		// Set model from bearer token, if available
		auth := c.Request().Header.Get("Authorization")
		bearer := strings.TrimPrefix(auth, "Bearer ")
		if bearer != "" && bearer != auth {
			end := diagnostics.Begin(ctx, diagnostics.PhaseBearerLookup)
			// Exact-name check: a configured name or one file in the models
			// directory. It never enumerates the directory.
			exists := galleryop.CheckExactModelExists(re.modelConfigLoader, re.modelLoader, bearer)
			end(diagnosticOutcome(ctx, false), 0)
			if exists {
				model = bearer
			}
		}
	}

	c.Set(CONTEXT_LOCALS_KEY_MODEL_NAME, model)
}

func (re *RequestExtractor) BuildConstantDefaultModelNameMiddleware(defaultModelName string) echo.MiddlewareFunc {
	return func(next echo.HandlerFunc) echo.HandlerFunc {
		return func(c echo.Context) (err error) {
			finish := re.beginExtraction(c)
			defer func() { finish(err) }()
			re.setModelNameFromRequest(c)
			localModelName, ok := c.Get(CONTEXT_LOCALS_KEY_MODEL_NAME).(string)
			if !ok || localModelName == "" {
				c.Set(CONTEXT_LOCALS_KEY_MODEL_NAME, defaultModelName)
				xlog.Debug("context local model name not found, setting to default", "defaultModelName", defaultModelName)
			}
			finish(nil)
			return next(c)
		}
	}
}

func (re *RequestExtractor) BuildFilteredFirstAvailableDefaultModel(filterFn config.ModelConfigFilterFn) echo.MiddlewareFunc {
	return func(next echo.HandlerFunc) echo.HandlerFunc {
		return func(c echo.Context) (err error) {
			finish := re.beginExtraction(c)
			defer func() { finish(err) }()
			re.setModelNameFromRequest(c)
			localModelName := c.Get(CONTEXT_LOCALS_KEY_MODEL_NAME).(string)
			if localModelName != "" { // Don't overwrite existing values
				finish(nil)
				return next(c)
			}

			ctx := c.Request().Context()
			end := diagnostics.Begin(ctx, diagnostics.PhaseDefaultListing)
			// A filter that rejects unconfigured files (every usecase filter)
			// gains nothing from reading the models directory, so skip it.
			policy := galleryop.SKIP_IF_CONFIGURED
			if !config.FilterMayMatchLooseFiles(filterFn) {
				policy = galleryop.SKIP_ALWAYS
			}
			modelNames, err := galleryop.ListModelsContext(ctx, re.modelConfigLoader, re.modelLoader, filterFn, policy)
			end(diagnosticOutcome(ctx, err != nil), len(modelNames))
			if err != nil {
				xlog.Error("non-fatal error calling ListModels during SetDefaultModelNameToFirstAvailable()", "error", err)
				finish(err)
				return next(c)
			}

			if len(modelNames) == 0 {
				xlog.Warn("SetDefaultModelNameToFirstAvailable used with no matching models installed")
				// This is non-fatal - making it so was breaking the case of direct installation of raw models
				// return errors.New("this endpoint requires at least one model to be installed")
				finish(nil)
				return next(c)
			}

			c.Set(CONTEXT_LOCALS_KEY_MODEL_NAME, modelNames[0])
			xlog.Debug("context local model name not found, setting to the first model", "first model name", modelNames[0])
			finish(nil)
			return next(c)
		}
	}
}

// TODO: If context and cancel above belong on all methods, move that part of above into here!
// Otherwise, it's in its own method below for now
func (re *RequestExtractor) SetModelAndConfig(initializer func() schema.LocalAIRequest) echo.MiddlewareFunc {
	return re.setModelAndConfig(initializer, nil)
}

// SetModelAndConfigWithDefault defers legacy model discovery until binding has
// established that the request has no model. Binding stays inside each retry.
func (re *RequestExtractor) SetModelAndConfigWithDefault(initializer func() schema.LocalAIRequest, filter config.ModelConfigFilterFn) echo.MiddlewareFunc {
	fallback := re.BuildFilteredFirstAvailableDefaultModel(filter)(func(echo.Context) error { return nil })
	return re.setModelAndConfig(initializer, fallback)
}

func (re *RequestExtractor) setModelAndConfig(initializer func() schema.LocalAIRequest, fallback echo.HandlerFunc) echo.MiddlewareFunc {
	return func(next echo.HandlerFunc) echo.HandlerFunc {
		retry := re.failoverRetry(func(c echo.Context) (err error) {
			finish := re.beginExtraction(c)
			defer func() { finish(err) }()
			input := initializer()
			if input == nil {
				return echo.NewHTTPError(http.StatusBadRequest, "unable to initialize body")
			}
			if err := c.Bind(input); err != nil {
				return echo.NewHTTPError(http.StatusBadRequest, fmt.Sprintf("failed parsing request body: %v", err))
			}

			if input.ModelName(nil) == "" && fallback != nil {
				if err := fallback(c); err != nil {
					return err
				}
			}

			// If this request doesn't have an associated model name, fetch it from earlier in the middleware chain
			if input.ModelName(nil) == "" {
				localModelName, ok := c.Get(CONTEXT_LOCALS_KEY_MODEL_NAME).(string)
				if ok && localModelName != "" {
					xlog.Debug("overriding empty model name in request body with value found earlier in middleware chain", "context localModelName", localModelName)
					input.ModelName(&localModelName)
				}
			}

			modelName := input.ModelName(nil)
			// Ollama-compat /api/tags appends ":latest" to untagged names.
			// Strip it for lookup so the listed name works on /api/chat,
			// /v1/chat/completions, and the other model-bearing endpoints.
			if strings.HasSuffix(modelName, ":latest") {
				modelName = strings.TrimSuffix(modelName, ":latest")
			}
			ctx := c.Request().Context()
			endConfig := diagnostics.Begin(ctx, diagnostics.PhaseConfigLoadDefaults)
			cfg, err := re.modelConfigLoader.LoadModelConfigFileByNameDefaultOptions(modelName, re.applicationConfig)
			endConfig(diagnosticOutcome(ctx, err != nil), 0)

			if err != nil {
				xlog.Warn("Model Configuration File not found", "model", modelName, "error", err)
			} else if cfg.Model == "" && modelName != "" {
				xlog.Debug("config does not include model, using input", "input.ModelName", modelName)
				cfg.Model = modelName
			}

			// If a model name was specified, verify it actually exists before proceeding.
			// Check both configured models and loose model files in the model path.
			// Skip the check for HuggingFace model IDs (contain "/") since backends
			// like diffusers may download these on the fly.
			if modelName != "" && !strings.Contains(modelName, "/") {
				endLookup := diagnostics.Begin(ctx, diagnostics.PhaseBodyLookup)
				exists, existsErr := galleryop.CheckRequestModelExistsContext(ctx, re.modelConfigLoader, re.modelLoader, modelName)
				endLookup(diagnosticOutcome(ctx, existsErr != nil || !exists), 0)
				if existsErr == nil && !exists {
					return c.JSON(http.StatusNotFound, schema.ErrorResponse{
						Error: &schema.APIError{
							Message: fmt.Sprintf("model %q not found. To see available models, call GET /v1/models", modelName),
							Code:    http.StatusNotFound,
							Type:    "invalid_request_error",
						},
					})
				}
			}

			// Resolve a model alias to its target before the disabled check and
			// before storing MODEL_CONFIG, so every modality (chat, embeddings,
			// tts, image, ...) inherits redirection. The response keeps echoing
			// the alias name (input.ModelName is left unchanged); usage accounting
			// records requested=alias / served=target.
			if cfg != nil && cfg.IsAlias() {
				endAlias := diagnostics.Begin(ctx, diagnostics.PhaseAliasResolution)
				resolved, _, aliasErr := re.modelConfigLoader.ResolveAlias(cfg)
				endAlias(diagnosticOutcome(ctx, aliasErr != nil), 0)
				if aliasErr != nil {
					return c.JSON(http.StatusBadRequest, schema.ErrorResponse{
						Error: &schema.APIError{
							Message: aliasErr.Error(),
							Code:    http.StatusBadRequest,
							Type:    "invalid_request_error",
						},
					})
				}
				c.Set(ContextKeyRequestedModel, modelName)
				c.Set(ContextKeyServedModel, resolved.Name)
				cfg = resolved
			}

			// A failover chain resolves to one of its targets, like an alias.
			// failoverRetry re-runs this middleware for the next target.
			if cfg != nil && cfg.IsFailover() {
				resolved, fErr := re.resolveFailover(c, modelName, cfg)
				if fErr != nil {
					return c.JSON(http.StatusServiceUnavailable, schema.ErrorResponse{
						Error: &schema.APIError{
							Message: fErr.Error(),
							Code:    http.StatusServiceUnavailable,
							Type:    "failover_unavailable",
						},
					})
				}
				cfg = resolved
			} else {
				stopFailoverRecording(c)
			}

			// Check if the model is disabled
			if cfg != nil && cfg.IsDisabled() {
				return c.JSON(http.StatusForbidden, schema.ErrorResponse{
					Error: &schema.APIError{
						Message: fmt.Sprintf("model %q is disabled and cannot be loaded. Enable it via the System page or API to use it.", modelName),
						Code:    http.StatusForbidden,
						Type:    "model_disabled",
					},
				})
			}

			c.Set(CONTEXT_LOCALS_KEY_LOCALAI_REQUEST, input)
			c.Set(CONTEXT_LOCALS_KEY_MODEL_CONFIG, cfg)

			finish(nil)
			return next(c)
		})
		return func(c echo.Context) error {
			// Retries restore the entry request, so attach its observation before
			// failover captures it. Extraction spans remain per attempt above.
			re.getRequestContext(c)
			return retry(c)
		}
	}
}

func (re *RequestExtractor) SetOpenAIRequest(c echo.Context) (err error) {
	finish := re.beginExtraction(c)
	defer func() { finish(err) }()
	input, ok := c.Get(CONTEXT_LOCALS_KEY_LOCALAI_REQUEST).(*schema.OpenAIRequest)
	if !ok || input.Model == "" {
		return echo.ErrBadRequest
	}

	cfg, ok := c.Get(CONTEXT_LOCALS_KEY_MODEL_CONFIG).(*config.ModelConfig)
	if !ok || cfg == nil {
		return echo.ErrBadRequest
	}

	// Extract or generate the correlation ID
	correlationID := c.Request().Header.Get("X-Correlation-ID")
	if correlationID == "" {
		correlationID = uuid.New().String()
	}
	c.Response().Header().Set("X-Correlation-ID", correlationID)

	// Use the request context directly - Echo properly supports context cancellation!
	// No need for workarounds like handleConnectionCancellation
	reqCtx := re.getRequestContext(c)
	c1, cancel := context.WithCancel(re.applicationConfig.Context)

	// Cancel when request context is cancelled (client disconnects)
	go func() {
		select {
		case <-reqCtx.Done():
			cancel()
		case <-c1.Done():
			// Already cancelled
		}
	}()

	// Add the correlation ID to the new context
	ctxWithCorrelationID := context.WithValue(c1, CorrelationIDKey, correlationID)
	ctxWithCorrelationID = distributedhdr.Inherit(ctxWithCorrelationID, reqCtx)
	ctxWithCorrelationID = diagnostics.Inherit(ctxWithCorrelationID, reqCtx)

	input.Context = ctxWithCorrelationID
	input.Cancel = cancel

	// Router inputs must be classified before any candidate-specific media fetch.
	if cfg.HasRouter() {
		return nil
	}

	err = mergeOpenAIRequestAndModelConfig(cfg, input)
	if err != nil {
		return err
	}

	if cfg.Model == "" {
		xlog.Debug("replacing empty cfg.Model with input value", "input.Model", input.Model)
		cfg.Model = input.Model
	}

	c.Set(CONTEXT_LOCALS_KEY_LOCALAI_REQUEST, input)
	c.Set(CONTEXT_LOCALS_KEY_MODEL_CONFIG, cfg)

	return nil
}

// extractToolChoiceFunctionName parses a tool_choice map and returns the
// specific function name. Accepts both the OpenAI-spec nested shape
// ({type:function, function:{name:...}}) and the legacy/Anthropic-compat
// flat shape ({type:function, name:...}); the nested form wins when both
// are present. Returns "" for malformed input or when the shape names a
// mode rather than a specific tool.
func extractToolChoiceFunctionName(m map[string]any) string {
	tcType, ok := m["type"].(string)
	if !ok || tcType != "function" {
		return ""
	}
	if fn, ok := m["function"].(map[string]any); ok {
		if n, ok := fn["name"].(string); ok && n != "" {
			return n
		}
	}
	if n, ok := m["name"].(string); ok {
		return n
	}
	return ""
}

func mergeOpenAIRequestAndModelConfig(config *config.ModelConfig, input *schema.OpenAIRequest) error {
	// Discard client tools before anything below derives functions or a forced
	// tool_choice from them; the model's own MCP tools are injected later.
	if config.DropsClientTools() {
		input.Tools = nil
		input.Functions = nil
		input.ToolsChoice = nil
		input.FunctionCall = nil
	}
	if input.Echo {
		config.Echo = input.Echo
	}
	if input.TopK != nil {
		config.TopK = input.TopK
	}
	if input.TopP != nil {
		config.TopP = input.TopP
	}
	if input.MinP != nil {
		config.MinP = input.MinP
	}

	if input.Backend != "" {
		config.Backend = input.Backend
	}

	if input.ClipSkip != 0 {
		config.Diffusers.ClipSkip = input.ClipSkip
	}

	if input.NegativePromptScale != 0 {
		config.NegativePromptScale = input.NegativePromptScale
	}

	if input.NegativePrompt != "" {
		config.NegativePrompt = input.NegativePrompt
	}

	if input.RopeFreqBase != 0 {
		config.RopeFreqBase = input.RopeFreqBase
	}

	if input.RopeFreqScale != 0 {
		config.RopeFreqScale = input.RopeFreqScale
	}

	if input.Grammar != "" {
		config.Grammar = input.Grammar
	}

	if input.Temperature != nil {
		config.Temperature = input.Temperature
	}

	// Resolve the effective reasoning effort (request overrides the model config
	// default), store it so gRPCPredictOpts forwards it to the backend as the
	// reasoning_effort chat_template_kwarg (what gpt-oss / LFM2.5 read), and map
	// it onto the enable_thinking toggle. "none" disables thinking (the #10072
	// use case); a level enables it unless the config already disabled reasoning
	// (an operator's explicit disable wins over a request asking to think).
	config.ApplyReasoningEffort(input.ReasoningEffort)

	// Forward the client's request metadata so chat-template kwargs set per-request
	// (enable_thinking, reasoning_effort, preserve_thinking, ...) reach the backend
	// and override the model's reasoning-config defaults. See gRPCPredictOpts.
	if len(input.Metadata) > 0 {
		config.RequestMetadata = input.Metadata
	}

	// Collapse the modern max_completion_tokens alias into the
	// legacy Maxtokens field so downstream code reads exactly one.
	// MaxCompletionTokens wins on conflict — it's the canonical
	// name per OpenAI's deprecation guidance, and a client that
	// took the trouble to send it intends that value. Clearing
	// the sibling prevents both names from being emitted if input
	// is re-marshaled (cloud-proxy passthrough).
	if input.MaxCompletionTokens != nil {
		input.Maxtokens = input.MaxCompletionTokens
		input.MaxCompletionTokens = nil
	}
	if input.Maxtokens != nil {
		config.Maxtokens = input.Maxtokens
	}

	if input.ResponseFormat != nil {
		switch responseFormat := input.ResponseFormat.(type) {
		case string:
			config.ResponseFormat = responseFormat
		case map[string]any:
			config.ResponseFormatMap = responseFormat
		}
	}

	switch stop := input.Stop.(type) {
	case string:
		if stop != "" {
			config.StopWords = append(config.StopWords, stop)
		}
	case []any:
		for _, pp := range stop {
			if s, ok := pp.(string); ok {
				config.StopWords = append(config.StopWords, s)
			}
		}
	}

	if len(input.Tools) > 0 {
		for _, tool := range input.Tools {
			input.Functions = append(input.Functions, tool.Function)
		}
	}

	if input.ToolsChoice != nil {
		// OpenAI tool_choice has three valid shapes plus one tolerated
		// non-spec form seen in the wild:
		//
		//   1. string mode:    "auto" | "none" | "required"
		//   2. specific tool:  {"type":"function", "function":{"name":"..."}}  (current spec)
		//   3. legacy:         {"type":"function", "name":"..."}                (older / Anthropic-compat)
		//   4. double-encoded: "{\"type\":\"function\", ...}"                   (some clients serialize the object)
		//
		// The pre-#9559 code unmarshalled the string case through
		// json.Unmarshal([]byte(content), &functions.Tool{}), which:
		//   - failed for plain string modes (so "required" / "none" were
		//     silently ignored and tools stayed enabled regardless), but
		//   - happened to handle shape 4 by accident.
		// It also could not parse shape 3 because functions.Tool has no
		// flat top-level Name field.
		//
		// Mirror the parsing pattern from MergeOpenResponsesConfig (#9509),
		// route results through the existing input.FunctionCall string/map
		// dispatch downstream (see the switch on input.FunctionCall in this
		// same function), and preserve the shape-4 fallback so non-spec
		// clients don't silently break. Tracked in #9508; sibling fix in #9526.
		switch content := input.ToolsChoice.(type) {
		case string:
			// "auto" is the default and needs no override. "none" and "required"
			// both reach SetFunctionCallString via the input.FunctionCall string
			// branch below; ShouldUseFunctions() then returns false for "none"
			// (tools disabled) and true for "required" (mode engaged).
			//
			// If the string looks like a JSON object, try shape 4 first: parse
			// it as a tool_choice map and use the resulting name. Falling back
			// to mode-string handling when the parse yields no usable name keeps
			// genuinely-malformed input from accidentally engaging a mode.
			if content == "" || content == "auto" {
				break
			}
			if strings.HasPrefix(strings.TrimSpace(content), "{") {
				var nested map[string]any
				if err := json.Unmarshal([]byte(content), &nested); err == nil {
					if name := extractToolChoiceFunctionName(nested); name != "" {
						input.FunctionCall = map[string]any{"name": name}
						break
					}
				}
			}
			input.FunctionCall = content
		case map[string]any:
			if name := extractToolChoiceFunctionName(content); name != "" {
				input.FunctionCall = map[string]any{"name": name}
			}
		}
	}

	// Decode each request's message content
	imgIndex, vidIndex, audioIndex := 0, 0, 0
	for i, m := range input.Messages {
		nrOfImgsInMessage := 0
		nrOfVideosInMessage := 0
		nrOfAudiosInMessage := 0

		switch content := m.Content.(type) {
		case string:
			input.Messages[i].StringContent = content
		case []any, []schema.Content:
			c, typed := content.([]schema.Content)
			if !typed {
				dat, err := json.Marshal(content)
				if err != nil {
					return fmt.Errorf("message content: %w", err)
				}
				if err := json.Unmarshal(dat, &c); err != nil {
					return fmt.Errorf("message content: %w", err)
				}
			}

			textContent := ""
			// we will template this at the end

		CONTENT:
			for _, pp := range c {
				switch pp.Type {
				case "text":
					textContent += pp.Text
					//input.Messages[i].StringContent = pp.Text
				case "video", "video_url":
					// Decode content as base64 either if it's an URL or base64 text
					base64, err := utils.GetContentURIAsBase64(pp.VideoURL.URL)
					if err != nil {
						xlog.Error("Failed encoding video", "error", err)
						continue CONTENT
					}
					input.Messages[i].StringVideos = append(input.Messages[i].StringVideos, base64) // TODO: make sure that we only return base64 stuff
					vidIndex++
					nrOfVideosInMessage++
				case "audio_url", "audio":
					// Decode content as base64 either if it's an URL or base64 text
					base64, err := utils.GetContentURIAsBase64(pp.AudioURL.URL)
					if err != nil {
						xlog.Error("Failed encoding audio", "error", err)
						continue CONTENT
					}
					input.Messages[i].StringAudios = append(input.Messages[i].StringAudios, base64) // TODO: make sure that we only return base64 stuff
					audioIndex++
					nrOfAudiosInMessage++
				case "input_audio":
					// TODO: make sure that we only return base64 stuff
					input.Messages[i].StringAudios = append(input.Messages[i].StringAudios, pp.InputAudio.Data)
					audioIndex++
					nrOfAudiosInMessage++
				case "image_url", "image":
					// Decode content as base64 either if it's an URL or base64 text
					base64, err := utils.GetContentURIAsBase64(pp.ImageURL.URL)
					if err != nil {
						xlog.Error("Failed encoding image", "error", err)
						continue CONTENT
					}

					input.Messages[i].StringImages = append(input.Messages[i].StringImages, base64) // TODO: make sure that we only return base64 stuff

					imgIndex++
					nrOfImgsInMessage++
				}
			}

			// When the backend handles templating itself (UseTokenizerTemplate),
			// it also injects media markers server-side (see
			// oaicompat_chat_params_parse in llama.cpp). Emitting our own markers
			// here would double-mark them and downstream consumers ignore
			// StringContent in that path anyway, so just pass through plain text.
			if config.TemplateConfig.UseTokenizerTemplate {
				input.Messages[i].StringContent = textContent
			} else {
				input.Messages[i].StringContent, _ = templates.TemplateMultiModal(config.TemplateConfig.Multimodal, templates.MultiModalOptions{
					TotalImages:     imgIndex,
					TotalVideos:     vidIndex,
					TotalAudios:     audioIndex,
					ImagesInMessage: nrOfImgsInMessage,
					VideosInMessage: nrOfVideosInMessage,
					AudiosInMessage: nrOfAudiosInMessage,
				}, textContent)
			}
		}
	}

	if input.RepeatPenalty != 0 {
		config.RepeatPenalty = input.RepeatPenalty
	}

	if input.FrequencyPenalty != 0 {
		config.FrequencyPenalty = input.FrequencyPenalty
	}

	if input.PresencePenalty != 0 {
		config.PresencePenalty = input.PresencePenalty
	}

	if input.Keep != 0 {
		config.Keep = input.Keep
	}

	if input.Batch != 0 {
		config.Batch = input.Batch
	}

	if input.IgnoreEOS {
		config.IgnoreEOS = input.IgnoreEOS
	}

	if input.Seed != nil {
		config.Seed = input.Seed
	}

	if input.TypicalP != nil {
		config.TypicalP = input.TypicalP
	}

	xlog.Debug("input.Input", "input", fmt.Sprintf("%+v", input.Input))

	switch inputs := input.Input.(type) {
	case string:
		if inputs != "" {
			config.InputStrings = append(config.InputStrings, inputs)
		}
	case []any:
		for _, pp := range inputs {
			switch i := pp.(type) {
			case string:
				config.InputStrings = append(config.InputStrings, i)
			case []any:
				tokens := []int{}
				inputStrings := []string{}
				for _, ii := range i {
					switch ii := ii.(type) {
					case int:
						tokens = append(tokens, ii)
					case float64:
						tokens = append(tokens, int(ii))
					case string:
						inputStrings = append(inputStrings, ii)
					default:
						xlog.Error("Unknown input type", "type", fmt.Sprintf("%T", ii))
					}
				}
				config.InputToken = append(config.InputToken, tokens)
				config.InputStrings = append(config.InputStrings, inputStrings...)
			}
		}
	}

	// Per-request Go-side pooling override for /v1/embeddings (LocalAI
	// extension) — copy-if-set onto the per-request config like the Input
	// handling above; the embeddings endpoint validates the merged values.
	if input.Pooling != "" {
		config.Pooling = input.Pooling
		// The config's default half-life belongs to its own decayed_mean
		// default. A request that overrides the scheme without sending its
		// own half-life must not inherit it, or the merged pair (e.g.
		// "mean" + 256) fails validation through no fault of the client.
		// (literal because the `config` parameter shadows the package;
		// this is config.PoolingDecayedMean)
		if input.PoolingHalfLifeTokens == 0 && input.Pooling != "decayed_mean" {
			config.PoolingHalfLifeTokens = 0
		}
	}
	if input.PoolingHalfLifeTokens != 0 {
		config.PoolingHalfLifeTokens = input.PoolingHalfLifeTokens
	}

	// Can be either a string or an object
	switch fnc := input.FunctionCall.(type) {
	case string:
		if fnc != "" {
			config.SetFunctionCallString(fnc)
		}
	case map[string]any:
		var name string
		n, exists := fnc["name"]
		if exists {
			nn, e := n.(string)
			if e {
				name = nn
			}
		}
		config.SetFunctionCallNameString(name)
	}

	switch p := input.Prompt.(type) {
	case string:
		config.PromptStrings = append(config.PromptStrings, p)
	case []any:
		for _, pp := range p {
			if s, ok := pp.(string); ok {
				config.PromptStrings = append(config.PromptStrings, s)
			}
		}
	}

	// If a quality was defined as number, convert it to step
	if input.Quality != "" {
		q, err := strconv.Atoi(input.Quality)
		if err == nil {
			config.Step = q
		}
	}

	if valid, err := config.Validate(); !valid {
		// The base config validated at load time, so a post-merge failure
		// can only come from request-supplied fields: surface it as a 400
		// with the underlying cause rather than an opaque 500.
		xlog.Warn("post-merge validation failed",
			"model", config.Name, "err", err,
			"inputPooling", input.Pooling, "cfgPooling", config.Pooling,
			"cfgHalfLife", config.PoolingHalfLifeTokens, "options", config.Options)
		return echo.NewHTTPError(http.StatusBadRequest, fmt.Sprintf("unable to validate configuration after merging: %v", err))
	}
	return nil
}

func (re *RequestExtractor) SetOpenResponsesRequest(c echo.Context) (err error) {
	finish := re.beginExtraction(c)
	defer func() { finish(err) }()
	input, ok := c.Get(CONTEXT_LOCALS_KEY_LOCALAI_REQUEST).(*schema.OpenResponsesRequest)
	if !ok || input.Model == "" {
		return echo.ErrBadRequest
	}

	// Convert input items to Messages (this will be done in the endpoint handler)
	// We store the input in the request for the endpoint to process
	cfg, ok := c.Get(CONTEXT_LOCALS_KEY_MODEL_CONFIG).(*config.ModelConfig)
	if !ok || cfg == nil {
		return echo.ErrBadRequest
	}

	// Extract or generate the correlation ID (Open Responses uses x-request-id)
	correlationID := c.Request().Header.Get("x-request-id")
	if correlationID == "" {
		correlationID = uuid.New().String()
	}
	c.Response().Header().Set("x-request-id", correlationID)

	// Use the request context directly - Echo properly supports context cancellation!
	reqCtx := re.getRequestContext(c)
	c1, cancel := context.WithCancel(re.applicationConfig.Context)

	// Cancel when request context is cancelled (client disconnects)
	go func() {
		select {
		case <-reqCtx.Done():
			cancel()
		case <-c1.Done():
			// Already cancelled
		}
	}()

	// Add the correlation ID to the new context
	ctxWithCorrelationID := context.WithValue(c1, CorrelationIDKey, correlationID)
	ctxWithCorrelationID = distributedhdr.Inherit(ctxWithCorrelationID, reqCtx)
	ctxWithCorrelationID = diagnostics.Inherit(ctxWithCorrelationID, reqCtx)

	input.Context = ctxWithCorrelationID
	input.Cancel = cancel

	err = MergeOpenResponsesConfig(cfg, input)
	if err != nil {
		return err
	}

	if cfg.Model == "" {
		xlog.Debug("replacing empty cfg.Model with input value", "input.Model", input.Model)
		cfg.Model = input.Model
	}

	c.Set(CONTEXT_LOCALS_KEY_LOCALAI_REQUEST, input)
	c.Set(CONTEXT_LOCALS_KEY_MODEL_CONFIG, cfg)

	return nil
}

// MergeOpenResponsesConfig merges request parameters into the model configuration.
func MergeOpenResponsesConfig(config *config.ModelConfig, input *schema.OpenResponsesRequest) error {
	if config.DropsClientTools() {
		input.Tools = nil
		input.ToolChoice = nil
	}
	// Temperature
	if input.Temperature != nil {
		config.Temperature = input.Temperature
	}

	// TopP
	if input.TopP != nil {
		config.TopP = input.TopP
	}

	// MaxOutputTokens -> Maxtokens
	if input.MaxOutputTokens != nil {
		config.Maxtokens = input.MaxOutputTokens
	}

	// Convert tools to functions - this will be handled in the endpoint handler
	// We just validate that tools are present if needed

	// Handle tool_choice
	if input.ToolChoice != nil {
		switch tc := input.ToolChoice.(type) {
		case string:
			// "auto", "required", or "none"
			if tc == "required" {
				config.SetFunctionCallString("required")
			} else if tc == "none" {
				// Don't use tools - handled in endpoint
			}
			// "auto" is default - let model decide
		case map[string]any:
			// Specific tool. OpenAI spec nests the function name under "function":
			//   {"type":"function", "function":{"name":"..."}}
			// Legacy/Anthropic-compat form puts it at the top level:
			//   {"type":"function", "name":"..."}
			// The old code only handled the legacy shape AND used the wrong
			// setter (SetFunctionCallString writes the mode field; the
			// specific-function name lives in a separate field read by
			// ShouldCallSpecificFunction / FunctionToCall). Net effect: a
			// correctly-formed OpenAI tool_choice never engaged grammar-based
			// forcing, the model got the tools but no selection hint, and
			// streamed raw JSON as delta.content instead of delta.tool_calls.
			if tcType, ok := tc["type"].(string); ok && tcType == "function" {
				var name string
				if fn, ok := tc["function"].(map[string]any); ok {
					if n, ok := fn["name"].(string); ok {
						name = n
					}
				}
				if name == "" {
					if n, ok := tc["name"].(string); ok {
						name = n
					}
				}
				if name != "" {
					config.SetFunctionCallNameString(name)
				}
			}
		}
	}

	if valid, err := config.Validate(); !valid {
		// The base config validated at load time, so a post-merge failure
		// can only come from request-supplied fields: surface it as a 400
		// with the underlying cause rather than an opaque 500.
		return echo.NewHTTPError(http.StatusBadRequest, fmt.Sprintf("unable to validate configuration after merging: %v", err))
	}
	return nil
}