Wrong model architecture in residual network? about agogo HOT 5 OPEN

func learn() error {
	conf := agogo.Config{
		Name:            "Tic Tac Toe",
		NNConf:          dual.DefaultConf(3, 3, 10),
		MCTSConf:        mcts.DefaultConfig(3),
		UpdateThreshold: 0.52,
	}
	conf.NNConf.BatchSize = 100
	conf.NNConf.Features = 2 // write a better encoding of the board, and increase features (and that allows you to increase K as well)
	conf.NNConf.K = 3
	conf.NNConf.SharedLayers = 3
	conf.MCTSConf = mcts.Config{
		PUCT:           1.0,
		M:              3,
		N:              3,
		Timeout:        50 * time.Millisecond,
		PassPreference: mcts.DontPreferPass,
		Budget:         1000,
		DumbPass:       true,
		RandomCount:    0,
	}

	outEnc := NewEncoder()
	go func(h http.Handler) {
		mux := http.NewServeMux()
		mux.Handle("/ws", h)
		mux.Handle("/static/", http.StripPrefix("/static/", http.FileServer(http.Dir("./htdocs"))))

		log.Println("go to http://localhost:8080/static")
		http.ListenAndServe(":8080", mux)
	}(outEnc)

	conf.Encoder = encodeBoard
	conf.OutputEncoder = outEnc

	g := mnk.TicTacToe()
	a := agogo.New(g, conf)
	reader := bufio.NewReader(os.Stdin)
	fmt.Print("press ented when ready")
	reader.ReadString('\n')

	//a.Learn(5, 30, 200, 30) // 5 epochs, 50 episode, 100 NN iters, 100 games.
	err := a.Learn(5, 50, 100, 100) // 5 epochs, 50 episode, 100 NN iters, 100 games.
	if err != nil {
		return err
	}
	err = a.Save("example.model")
	if err != nil {
		return err
	}
	return nil
}