package core import ( "context" "fmt" "ragflow/internal/harness/core/schema" ) // ---- ReAct run function ---- func (a *ReActAgent[M]) buildReActRunFunc() typedRunFunc[M] { return func(ctx context.Context, p *typedRunParams[M]) { maxIter := a.config.MaxIterations if maxIter <= 0 { maxIter = 10 } var state *TypedReActAgentState[M] if p.interruptState != nil { state = p.interruptState } else { state = NewReActAgentState(p.input.Messages, a.exeCtx.toolInfos, maxIter) } // Deep copy input messages to prevent middleware side-effects if len(state.Messages) > 0 { copied := make([]M, len(state.Messages)) for i, m := range state.Messages { copied[i] = copyMessage(m) } state.Messages = copied } // Apply history modifier for resume if p.historyModifier != nil && len(state.Messages) > 0 { switch any(state.Messages[0]).(type) { case *schema.Message: msgs := make([]Message, len(state.Messages)) for i, m := range state.Messages { msgs[i] = any(m).(Message) } modified := p.historyModifier(ctx, msgs) state.Messages = make([]M, len(modified)) for i, m := range modified { state.Messages[i] = any(m).(M) } } } // BeforeAgent middlewares rc := &ReActAgentContext{Instruction: a.exeCtx.instruction, Tools: a.config.Tools, ReturnDirectly: a.exeCtx.returnDirectly, ToolSearchTool: a.exeCtx.toolSearchTool} if err := a.runBeforeAgent(&ctx, rc, p.generator); err != nil { return } model := BuildModelWrapperChain(a.config.Model, nil, a.config) var tn *ToolsNode[M] if a.config.ToolsConfig != nil { tn = NewToolsNode[M](a.config.ToolsConfig) } else if len(a.config.Tools) > 0 { // Auto-create ToolsNode from Tools list if ToolsConfig not set. tn = NewToolsNode[M](&ToolsNodeConfig{Tools: a.config.Tools}) } for state.RemainingIterations > 0 { state.RemainingIterations-- mc := &TypedModelContext[M]{Tools: state.ToolInfos, DeferredToolInfos: state.DeferredToolInfos, ModelRetryConfig: a.config.RetryConfig, ModelFailoverConfig: a.config.FailoverConfig} if err := a.runBeforeModelRewrite(&ctx, &state, mc, p.generator); err != nil { return } var modelMsgs []M if a.config.StateModifier != nil { var err error state, err = a.config.StateModifier(ctx, state) if err != nil { p.generator.Send(&TypedAgentEvent[M]{Err: fmt.Errorf("StateModifier: %w", err)}); return } } if a.config.GenModelInput != nil { var err error modelMsgs, err = a.config.GenModelInput(ctx, rc.Instruction, &TypedAgentInput[M]{Messages: state.Messages}) if err != nil { p.generator.Send(&TypedAgentEvent[M]{Err: fmt.Errorf("GenModelInput: %w", err)}) return } } else { modelMsgs = buildModelInputFromState(state.Messages, rc.Instruction) } resp, err := model.Generate(ctx, modelMsgs) if err != nil { p.generator.Send(&TypedAgentEvent[M]{Err: fmt.Errorf("model: %w", err)}); return } p.generator.Send(typedModelOutputEvent(resp, nil)) state.Messages = append(state.Messages, resp) if err := a.runAfterModelRewrite(&ctx, &state, mc, p.generator); err != nil { return } toolCalls := extractToolCalls(resp) if len(toolCalls) == 0 || tn == nil { break } var action *AgentAction results, act, err := tn.Execute(ctx, resp, state, nil) if err != nil { p.generator.Send(&TypedAgentEvent[M]{Err: err}); return } for _, tr := range results { state.Messages = append(state.Messages, tr) } action = act if action != nil && action.Exit { break } } if state.RemainingIterations <= 0 { p.generator.Send(&TypedAgentEvent[M]{Err: fmt.Errorf("exceeded max iterations (%d)", a.config.MaxIterations)}) } if a.config.OutputKey != "" && len(state.Messages) > 0 { if last := state.Messages[len(state.Messages)-1]; !isNilMessage(last) { setOutputToSession(ctx, last, a.config.OutputKey) } } if p.afterToolCallsHook != nil { if err := p.afterToolCallsHook(ctx); err != nil { p.generator.Send(&TypedAgentEvent[M]{Err: fmt.Errorf("after_tool_calls_hook: %w", err)}) } } a.runAfterAgent(&ctx, state, p.generator) } }