package llm import ( "context" "encoding/json" "errors" "fmt" "strings" "sync" "time" "gitea.maximumdirect.net/eric/audita/v3/internal/framework/outcomes" "gitea.maximumdirect.net/eric/audita/v3/internal/framework/responseschema" "gitea.maximumdirect.net/eric/audita/v3/internal/framework/structuredoutput" "gitea.maximumdirect.net/eric/audita/v3/internal/prompts" pk "gitea.maximumdirect.net/eric/promptkit" ) // CallHooks receive one logical start and finish record and the execution // events for this call. Call records can contain transcript content. type CallHooks struct { OnCall func(structuredoutput.CallRecord) OnEvent pk.ExecutionObserver OnEventWithCall func(uint64, structuredoutput.DiagnosticContext, pk.ExecutionEvent) } type RoleClient struct { runtime *Runtime role string hooks CallHooks } var _ structuredoutput.Client = (*RoleClient)(nil) func (r *Runtime) NewRoleClient(role string, hooks CallHooks) (*RoleClient, error) { if _, ok := r.Profiles[role]; !ok { return nil, fmt.Errorf("unknown LLM role %q", role) } return &RoleClient{runtime: r, role: role, hooks: hooks}, nil } func (c *RoleClient) CompleteStructured(parent context.Context, req structuredoutput.Request, out any) (response structuredoutput.Response, err error) { ctx, cancel := context.WithTimeout(parent, c.runtime.Config.LLM.OperationTimeout) defer cancel() var terminalMu sync.Mutex var terminal pk.ExecutionEvent terminalAvailable := false defer func() { terminalMu.Lock() if terminalAvailable { response.Execution = outcomes.ExecutionCounts{ Available: true, ProviderAttempts: int(terminal.Attempts), TransientRetries: int(terminal.TransientRetries), StructuralRepairs: int(terminal.RepairCalls), RetriesExhausted: terminal.RetriesExhausted, } if terminal.StatusCode != 0 { status := terminal.StatusCode response.Execution.HTTPStatus = &status } } terminalMu.Unlock() }() record := structuredoutput.CallRecord{CallID: c.runtime.nextCallID.Add(1), Context: copyContext(req.Context), Started: time.Now().UTC()} record.Context.Role = c.role profile := c.runtime.Profiles[c.role] record.Prompt = structuredoutput.PromptMetadata{PromptID: req.PromptID, PromptVersion: req.PromptVersion, ProfileID: profile.ProfileID, BackendID: profile.EffectiveModelParams.BackendID, Model: profile.EffectiveModelParams.Model} if c.hooks.OnCall != nil { c.hooks.OnCall(record) } defer func() { record.Finished = time.Now().UTC() if err != nil { var failure *structuredoutput.Failure if errors.As(err, &failure) && failure.Reason == outcomes.ReasonInvalidOutputExhausted { record.Failure = structuredoutput.FailureMalformedOutput } else { record.Failure = structuredoutput.FailureRuntime } } if c.hooks.OnCall != nil { c.hooks.OnCall(record) } }() if parent.Err() != nil { return response, classifiedFailure(parent, ctx, parent.Err(), nil) } if err = validateOutputTarget(out); err != nil { return response, &structuredoutput.Failure{Class: structuredoutput.FailureFatal, Reason: outcomes.ReasonSetupFailure, Message: "invalid structured output target", Cause: err} } schemaPath, ok := responseschema.AssetPath(req.Schema) if !ok { return response, &structuredoutput.Failure{Class: structuredoutput.FailureFatal, Reason: outcomes.ReasonSetupFailure, Message: "unknown structured response schema", Cause: fmt.Errorf("schema %q", req.Schema)} } backend := c.runtime.Config.Backends[profile.EffectiveModelParams.BackendID] vars := make(map[string]string, len(req.Variables)+1) for key, value := range req.Variables { vars[key] = value } for key, value := range prompts.SharedVariables() { vars[key] = value } apiKey := "" if backend.Credential != nil { apiKey = backend.Credential.Value() } handle, prepErr := c.runtime.Engine.PrepareExecution(ctx, pk.RunRequest{ PromptID: req.PromptID, PromptVersion: req.PromptVersion, ProfileID: profile.ProfileID, APIKey: apiKey, Vars: vars, Validation: &pk.OutputContract{Format: pk.FormatJSON, ValidationMode: pk.ValidationJSONSchema, SchemaPath: schemaPath, RepairAttempts: c.runtime.Config.LLM.RepairAttempts}, Observer: func(event pk.ExecutionEvent) { if event.Kind == pk.ExecutionFinished { terminalMu.Lock() terminal = event terminalAvailable = true terminalMu.Unlock() } if c.hooks.OnEvent != nil { c.hooks.OnEvent(event) } if c.hooks.OnEventWithCall != nil { c.hooks.OnEventWithCall(record.CallID, record.Context, event) } }, }) if prepErr != nil { return response, classifiedFailure(parent, ctx, prepErr, nil) } defer handle.Discard() details := handle.Details() response.Prompt = promptMetadata(details) record.Prompt = response.Prompt response.Model = details.EffectiveModelParams.Model response.Prepared = preparedSnapshot(details) record.Prepared = response.Prepared selected, exists := c.runtime.Config.Backends[details.SelectedBackendID] endpoint := func(s string) string { return strings.TrimRight(strings.TrimSpace(s), "/") } if !exists || details.SelectedProfileID != profile.ProfileID || details.SelectedBackendID != profile.EffectiveModelParams.BackendID || endpoint(details.EffectiveModelParams.Endpoint) != endpoint(selected.Endpoint) || details.EffectiveModelParams.APIKeyEnv != "" { return response, &structuredoutput.Failure{Class: structuredoutput.FailureFatal, Reason: outcomes.ReasonSetupFailure, Message: "structured model target changed after configuration inspection", Cause: fmt.Errorf("prepared target does not match registered role backend")} } result, runErr := c.runtime.Engine.RunPrepared(ctx, handle) if result != nil { response.FinalContent = result.RawOutput record.FinalContent = result.RawOutput response.Model = result.ModelName response.PromptTokens = result.Usage.PromptTokens response.CompletionTokens = result.Usage.CompletionTokens response.TotalTokens = result.Usage.TotalTokens } if runErr != nil { return response, classifiedFailure(parent, ctx, runErr, result) } if result == nil { return response, &structuredoutput.Failure{Class: structuredoutput.FailureFatal, Reason: outcomes.ReasonInternalFailure, Message: "structured model call returned no result"} } if !result.Validation.IsValid { return response, classifiedFailure(parent, ctx, nil, result) } if decodeErr := json.Unmarshal([]byte(result.RawOutput), out); decodeErr != nil { var typeError *json.UnmarshalTypeError if errors.As(decodeErr, &typeError) { return response, &structuredoutput.Failure{Class: structuredoutput.FailureRecoverable, Reason: outcomes.ReasonInvalidOutput, Message: "structured output contains an unusable value", Cause: decodeErr} } return response, &structuredoutput.Failure{Class: structuredoutput.FailureFatal, Reason: outcomes.ReasonInternalFailure, Message: "validated structured output could not be decoded", Cause: decodeErr} } response.Content = json.RawMessage(result.RawOutput) response.Provider = "openai-compatible" return response, nil } // classifiedFailure deliberately checks setup defects before broad PromptKit // validation/generation wrappers. Provider text is kept only in the typed cause. func classifiedFailure(parent, local context.Context, cause error, result *pk.RunResult) *structuredoutput.Failure { failure := &structuredoutput.Failure{Class: structuredoutput.FailureFatal, Reason: outcomes.ReasonInternalFailure, Message: "structured model call failed", Cause: cause} if parent.Err() != nil { failure.Class = structuredoutput.FailureCanceled failure.Reason = outcomes.ReasonCanceled failure.Message = "processing canceled" failure.Cause = parent.Err() return failure } if isSetupFailure(cause) { failure.Reason = outcomes.ReasonSetupFailure failure.Message = "structured model setup failed" return failure } if errors.Is(local.Err(), context.DeadlineExceeded) || errors.Is(cause, context.DeadlineExceeded) { failure.Class = structuredoutput.FailureRecoverable failure.Reason = outcomes.ReasonOperationTimeout failure.Message = "model operation timed out" return failure } if errors.Is(cause, pk.ErrCapacityExceeded) { failure.Class = structuredoutput.FailureRecoverable failure.Reason = outcomes.ReasonCapacityExceeded failure.Message = "model capacity was unavailable" return failure } if errors.Is(cause, pk.ErrTransport) { failure.Class = structuredoutput.FailureRecoverable failure.Reason = outcomes.ReasonTransportFailed failure.Message = "model transport failed" return failure } if errors.Is(cause, pk.ErrMalformedResponse) { failure.Class = structuredoutput.FailureRecoverable failure.Reason = outcomes.ReasonProviderResponseInvalid failure.Message = "model provider response was invalid" return failure } var provider *pk.GenerationError if errors.As(cause, &provider) && provider.StatusCode() != 0 { failure.Class = structuredoutput.FailureRecoverable failure.Reason = outcomes.ReasonProviderFailed failure.Message = "model provider failed" return failure } if result != nil && !result.Validation.IsValid { failure.Class = structuredoutput.FailureRecoverable failure.Kind = structuredoutput.FailureMalformedOutput failure.Reason = outcomes.ReasonInvalidOutputExhausted failure.Message = "structured output remained invalid" return failure } if errors.Is(cause, pk.ErrValidation) { failure.Reason = outcomes.ReasonSetupFailure failure.Message = "structured validation contract failed" } return failure } func isSetupFailure(err error) bool { return errors.Is(err, pk.ErrInvalidConfig) || errors.Is(err, pk.ErrInvalidRequest) || errors.Is(err, pk.ErrPromptNotFound) || errors.Is(err, pk.ErrProfileNotFound) || errors.Is(err, pk.ErrPromptLoad) || errors.Is(err, pk.ErrProfileLoad) || errors.Is(err, pk.ErrArtifactLoad) || errors.Is(err, pk.ErrPromptRender) } func promptMetadata(details pk.PreparedRun) structuredoutput.PromptMetadata { return structuredoutput.PromptMetadata{ PromptID: details.PromptID, PromptVersion: details.PromptVersion, DefinitionHash: details.PromptHash, RenderedHash: details.RenderedPromptHash, ProfileID: details.SelectedProfileID, BackendID: details.SelectedBackendID, Model: details.EffectiveModelParams.Model, } } func preparedSnapshot(details pk.PreparedRun) *structuredoutput.PreparedSnapshot { messages := make([]structuredoutput.Message, len(details.Messages)) for i, message := range details.Messages { messages[i] = structuredoutput.Message{Role: string(message.Role), Content: message.Content} } return &structuredoutput.PreparedSnapshot{Messages: messages, Prompt: promptMetadata(details)} }