diff --git a/dashboard/api.go b/dashboard/api.go index ec72195..4c3f43b 100644 --- a/dashboard/api.go +++ b/dashboard/api.go @@ -12,9 +12,8 @@ import ( var neuralNetwork network.Network type Dashboard struct { - Layers Layers `json:"layers"` - LearningRate float64 `json:"learning_rate"` - ErrorLoss float64 `json:"error_loss"` + Layers Layers `json:"layers"` + Training Training `json:"training"` } type Layers struct { @@ -23,6 +22,12 @@ type Layers struct { OutputNodes int `json:"output"` } +type Training struct { + Rate float64 `json:"rate"` + Error float64 `json:"error"` + Time float64 `json:"time"` +} + // Serve serves the dashboard REST API on the port 8081 by default. func Serve(_neuralNetwork network.Network) { // Set the current global network as a global variable @@ -41,9 +46,8 @@ func GetDashboardData(w http.ResponseWriter, _ *http.Request) { w.Header().Set("Content-Type", "application/json") dashboard := Dashboard{ - Layers: GetLayers(), - LearningRate: neuralNetwork.Rate, - ErrorLoss: neuralNetwork.Error, + Layers: GetLayers(), + Training: GetTraining(), } err := json.NewEncoder(w).Encode(dashboard) @@ -52,7 +56,7 @@ func GetDashboardData(w http.ResponseWriter, _ *http.Request) { } } -// GetLayers returns the number of input, hidden and output layers +// GetLayers returns the number of input, hidden and output layers of the network func GetLayers() Layers { return Layers{ // Get the number of rows of the first layer to get the count of input nodes @@ -63,3 +67,13 @@ func GetLayers() Layers { OutputNodes: network.Columns(neuralNetwork.Output), } } + +// GetTraining returns the learning rate, training time and error loss for the network +func GetTraining() Training { + // Retrieve the information from the neural network + return Training{ + Rate: neuralNetwork.Rate, + Error: neuralNetwork.Error, + Time: neuralNetwork.Time, + } +} diff --git a/network/network.go b/network/network.go index 07ef374..5419e9b 100644 --- a/network/network.go +++ b/network/network.go @@ -3,8 +3,10 @@ package network import ( "encoding/json" "fmt" + "math" "os" "strconv" + "time" "github.com/gookit/color" "gopkg.in/cheggaaa/pb.v1" @@ -19,6 +21,7 @@ type Network struct { Output Matrix Rate float64 Error float64 + Time float64 } // LoadNetwork returns a Network from a specified file @@ -152,6 +155,9 @@ func (network *Network) ComputeError() float64 { // Train trains the neural network with a given number of iterations by executing // forward and back propagation func (network *Network) Train(iterations int) { + // Initialize the start time + start := time.Now() + // Create the progress bar bar := pb.New(iterations).Postfix(fmt.Sprintf( " - %s", @@ -179,5 +185,10 @@ func (network *Network) Train(iterations int) { errorLoss, _ := strconv.ParseFloat(arrangedError, 5) network.Error = errorLoss + // Calculate elapsed time + elapsed := time.Since(start) + // Round the elapsed time at two decimals + network.Time = math.Floor(elapsed.Seconds()*100) / 100 + fmt.Printf("The error rate is %s.\n", color.FgGreen.Render(arrangedError)) } diff --git a/res/training.json b/res/training.json index ed18d4a..2bc6f13 100755 --- a/res/training.json +++ b/res/training.json @@ -1 +1 @@ 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