package wrapper import ( "bytes" "encoding/binary" "errors" "fmt" "reflect" "unsafe" gotch "github.com/sugarme/gotch" ) var nativeEndian binary.ByteOrder func init() { buf := [2]byte{} *(*uint16)(unsafe.Pointer(&buf[0])) = uint16(0xABCD) switch buf { case [2]byte{0xCD, 0xAB}: nativeEndian = binary.LittleEndian case [2]byte{0xAB, 0xCD}: nativeEndian = binary.BigEndian default: panic("Could not determine native endianness.") } } func EncodeTensor(w *bytes.Buffer, v reflect.Value, shape []int64) error { switch v.Kind() { case reflect.Bool: b := byte(0) if v.Bool() { b = 1 } if err := w.WriteByte(b); err != nil { return err } case reflect.Int8, reflect.Int16, reflect.Int32, reflect.Int64, reflect.Uint8, reflect.Uint16, reflect.Uint32, reflect.Uint64, reflect.Float32, reflect.Float64, reflect.Complex64, reflect.Complex128: if err := binary.Write(w, nativeEndian, v.Interface()); err != nil { return err } case reflect.Array, reflect.Slice: // If current dimension is a slice, verify that it has the expected size // Go's type system makes that guarantee for arrays. if v.Kind() == reflect.Slice { expected := int(shape[0]) if v.Len() != expected { return fmt.Errorf("mismatched slice lengths: %d and %d", v.Len(), expected) } } // Optimisation: if only one dimension is left we can use binary.Write() directly for this slice if len(shape) == 1 && v.Len() > 0 { switch v.Index(0).Kind() { case reflect.Int8, reflect.Int16, reflect.Int32, reflect.Int64, reflect.Uint8, reflect.Uint16, reflect.Uint32, reflect.Uint64, reflect.Float32, reflect.Float64, reflect.Complex64, reflect.Complex128: return binary.Write(w, nativeEndian, v.Interface()) } } subShape := shape[1:] for i := 0; i < v.Len(); i++ { err := EncodeTensor(w, v.Index(i), subShape) if err != nil { return err } } default: return fmt.Errorf("unsupported type %v", v.Type()) } return nil } // DecodeTensor decodes the Tensor from the buffer to ptr using the format // specified in c_api.h. Use stringDecoder for String tensors. func DecodeTensor(r *bytes.Reader, shape []int64, typ reflect.Type, ptr reflect.Value) error { switch typ.Kind() { case reflect.Bool: b, err := r.ReadByte() if err != nil { return err } ptr.Elem().SetBool(b == 1) case reflect.Int8, reflect.Int16, reflect.Int32, reflect.Int64, reflect.Uint8, reflect.Uint16, reflect.Uint32, reflect.Uint64, reflect.Float32, reflect.Float64, reflect.Complex64, reflect.Complex128: if err := binary.Read(r, nativeEndian, ptr.Interface()); err != nil { return err } case reflect.Slice: val := reflect.Indirect(ptr) val.Set(reflect.MakeSlice(typ, int(shape[0]), int(shape[0]))) // Optimization: if only one dimension is left we can use binary.Read() directly for this slice if len(shape) == 1 && val.Len() > 0 { switch val.Index(0).Kind() { case reflect.Int8, reflect.Int16, reflect.Int32, reflect.Int64, reflect.Uint8, reflect.Uint16, reflect.Uint32, reflect.Uint64, reflect.Float32, reflect.Float64, reflect.Complex64, reflect.Complex128: return binary.Read(r, nativeEndian, val.Interface()) } } for i := 0; i < val.Len(); i++ { if err := DecodeTensor(r, shape[1:], typ.Elem(), val.Index(i).Addr()); err != nil { return err } } default: return fmt.Errorf("unsupported type %v", typ) } return nil } func numElements(shape []int64) int64 { n := int64(1) for _, d := range shape { n *= d } return n } // GetKind returns data type `Kind` (a element of tensor can hold) // v - a value of a data element func GetKind(v interface{}) (retVal gotch.Kind, err error) { switch { case reflect.TypeOf(v) == int: retVal = gotch.Int case reflect.TypeOf(v) == uint8: retVal = gotch.Uint8 default: err = fmt.Errorf("Unsupported data type for %v\n", reflect.TypeOf(v)) return retVal, err } return retVal, nil } // // TypeOf converts from a DType and Shape to the equivalent Go type. // func TypeOf(dt DType, shape []int64) reflect.Type { // var ret reflect.Type // for _, t := range types { // if dt == DType(t.dataType) { // ret = t.typ // break // } // } // if ret == nil { // // TODO get tensor name // panic(fmt.Sprintf("Unsupported DType %d", int(dt))) // } // for range shape { // ret = reflect.SliceOf(ret) // } // return ret // }