package yolotriton import ( "bytes" "encoding/binary" "errors" "io" "math" "github.com/x448/float16" ) func bytesFP16ToFloat32Slice(data []byte) ([]float32, error) { if len(data)%2 != 0 { return nil, errors.New("byte slice length must be divisible by 2 for FP16") } count := len(data) / 2 floats := make([]float32, count) for i := 0; i < count; i++ { bits := uint16(data[i*2]) | uint16(data[i*2+1])<<8 floats[i] = float16.Frombits(bits).Float32() } return floats, nil } func bytesToFloat32Slice(data []byte) ([]float32, error) { t := []float32{} // Create a buffer from the input data buffer := bytes.NewReader(data) for { // Read the binary data from the buffer var binaryValue uint32 err := binary.Read(buffer, binary.LittleEndian, &binaryValue) if err != nil { if err == io.EOF { break } return nil, err } t = append(t, math.Float32frombits(binaryValue)) } return t, nil } func bytesToInt32Slice(data []byte) ([]int32, error) { t := []int32{} // Create a buffer from the input data buffer := bytes.NewReader(data) for { // Read the binary data from the buffer var binaryValue uint32 err := binary.Read(buffer, binary.LittleEndian, &binaryValue) if err != nil { if err == io.EOF { break } return nil, err } t = append(t, int32(binaryValue)) } return t, nil } type Box struct { X1 float64 Y1 float64 X2 float64 Y2 float64 Probability float64 Class string } func iou(box1, box2 Box) float64 { // Calculate the coordinates of the intersection rectangle intersectionX1 := math.Max(box1.X1, box2.X1) intersectionY1 := math.Max(box1.Y1, box2.Y1) intersectionX2 := math.Min(box1.X2, box2.X2) intersectionY2 := math.Min(box1.Y2, box2.Y2) // Calculate the area of the intersection rectangle intersectionArea := math.Max(0, intersectionX2-intersectionX1+1) * math.Max(0, intersectionY2-intersectionY1+1) // Calculate the area of each bounding box box1Area := (box1.X2 - box1.X1 + 1) * (box1.Y2 - box1.Y1 + 1) box2Area := (box2.X2 - box2.X1 + 1) * (box2.Y2 - box2.Y1 + 1) // Calculate the IoU iou := intersectionArea / (box1Area + box2Area - intersectionArea) return iou }