/// <summary>
/// Create `TextureAsTensorData` from supplied `textures`
/// </summary>
/// <param name="textures">backing textures</param>
/// <param name="interpretPixelAsChannels">interpret pixel as channels</param>
/// <param name="flip">flip</param>
/// <param name="depthAs">depth as</param>
/// <param name="colorAs">color as</param>
/// <param name="scale">multiplies `scale` to texture values</param>
/// <param name="bias">substracts `bias` from texture values</param>
/// <exception cref="ArgumentException">thrown if textures array is empty or texture types are different</exception>
/// <exception cref="InvalidOperationException">thrown if unsupported texture type is supplied</exception>
public TextureAsTensorData(Texture[] textures,
Flip flip, InterpretDepthAs depthAs, InterpretColorAs colorAs, Vector4 scale, Vector4 bias,
int interpretPixelAsChannels)
{
if (textures.Length < 1)
{
throw new ArgumentException("Textures array must be non empty");
}
if (interpretPixelAsChannels < 0)
{
interpretPixelAsChannels = TextureFormatUtils.FormatToChannelCount(textures[0]);
// check that all textures have the same number of channels
foreach (var tex in textures)
{
if (interpretPixelAsChannels != TextureFormatUtils.FormatToChannelCount(tex))
{
throw new ArgumentException("All textures must have the same number of channels");
}
}
}
m_InterpretPixelAsChannels = interpretPixelAsChannels;
m_InterpretDepthAs = depthAs;
m_InterpretColorAs = colorAs;
m_Flip = flip;
m_scale = scale;
m_bias = bias;
var width = textures[0].width;
var height = textures[0].height;
var totalDepth = 0;
foreach (var tex in textures)
{
if (tex.width != width || tex.height != height)
{
throw new ArgumentException("All textures must have the same width and height dimensions");
}
var tex2D = tex as Texture2D;
var texArr = tex as Texture2DArray;
var tex3D = tex as Texture3D;
var rt = tex as RenderTexture;
if (tex2D)
{
totalDepth += 1;
}
else if (texArr)
{
totalDepth += texArr.depth;
}
else if (tex3D)
{
totalDepth += tex3D.depth;
}
else if (rt)
{
totalDepth += rt.volumeDepth;
}
else
{
throw new InvalidOperationException("Unsupported texture type");
}
}
m_Textures = textures;
int batch = 1;
int channels = interpretPixelAsChannels;
if (m_InterpretDepthAs == InterpretDepthAs.Batch)
{
batch *= totalDepth;
}
else if (m_InterpretDepthAs == InterpretDepthAs.Channels)
{
channels *= totalDepth;
}
m_Shape = new TensorShape(batch, height, width, channels);
}
/// <summary>
/// Create `TextureAsTensorData` from supplied `texture`
/// </summary>
/// <param name="texture">texture</param>
/// <param name="interpretPixelAsChannels">interpret pixel as channels</param>
/// <param name="flip">flip</param>
/// <param name="depthAs">depth as</param>
/// <param name="colorAs">color as</param>
public TextureAsTensorData(Texture texture, int interpretPixelAsChannels = -1,
Flip flip = Flip.Y, InterpretDepthAs depthAs = InterpretDepthAs.Batch,
InterpretColorAs colorAs = InterpretColorAs.AverageMultipleChannels)
: this(new[] { texture }, interpretPixelAsChannels, flip, depthAs, colorAs)
{
}
/// <summary>
/// Create `TextureAsTensorData` from supplied `textures`
/// </summary>
/// <param name="textures">backing textures</param>
/// <param name="interpretPixelAsChannels">interpret pixel as channels</param>
/// <param name="flip">flip</param>
/// <param name="depthAs">depth as</param>
/// <param name="colorAs">color as</param>
/// <exception cref="ArgumentException">thrown if textures array is empty or texture types are different</exception>
/// <exception cref="InvalidOperationException">thrown if unsupported texture type is supplied</exception>
public TextureAsTensorData(Texture[] textures, int interpretPixelAsChannels = -1,
Flip flip = Flip.Y, InterpretDepthAs depthAs = InterpretDepthAs.Batch,
InterpretColorAs colorAs = InterpretColorAs.AverageMultipleChannels) :
this(textures, flip, depthAs, colorAs, Vector4.one, Vector4.zero, interpretPixelAsChannels)
{
}