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Speed-up bitmap operations on images. Fixes #5856 #5857

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133 changes: 74 additions & 59 deletions src/Microsoft.ML.ImageAnalytics/ImagePixelExtractor.cs
Original file line number Diff line number Diff line change
Expand Up @@ -377,77 +377,92 @@ private ValueGetter<VBuffer<TValue>> GetGetterCore<TValue>(DataViewRow input, in

ImagePixelExtractingEstimator.GetOrder(ex.OrderOfExtraction, ex.ColorsToExtract, out int a, out int r, out int b, out int g);

int h = height;
int w = width;

if (ex.InterleavePixelColors)
BitmapData bmpData = null;
try
{
int idst = 0;
for (int y = 0; y < h; ++y)
for (int x = 0; x < w; x++)
bmpData = src.LockBits(new Rectangle(0, 0, src.Width, src.Height), ImageLockMode.ReadOnly, src.PixelFormat);
int h = height;
int w = width;
byte[] row = new byte[bmpData.Stride];
int pixelSize = System.Drawing.Image.GetPixelFormatSize(src.PixelFormat) / 8;
Func<int, byte> alpha = pixelSize > 3 ? new Func<int, byte>(ix => row[ix + 3]) : new Func<int, byte>(ix => 255);

if (ex.InterleavePixelColors)
{
int idst = 0;
for (int y = 0; y < h; ++y)
{
var pb = src.GetPixel(x, y);
if (!vb.IsEmpty)
{
if (a != -1) { vb[idst + a] = pb.A; }
if (r != -1) { vb[idst + r] = pb.R; }
if (g != -1) { vb[idst + g] = pb.G; }
if (b != -1) { vb[idst + b] = pb.B; }
}
else if (!needScale)
Marshal.Copy(bmpData.Scan0 + bmpData.Stride * y, row, 0, bmpData.Stride);
for (int x = 0; x < w; x++)
{
if (a != -1) { vf[idst + a] = pb.A; }
if (r != -1) { vf[idst + r] = pb.R; }
if (g != -1) { vf[idst + g] = pb.G; }
if (b != -1) { vf[idst + b] = pb.B; }
var ix = x * pixelSize;
if (!vb.IsEmpty)
{
if (a != -1) { vb[idst + a] = alpha(ix); }
if (r != -1) { vb[idst + r] = row[ix + 2]; }
if (g != -1) { vb[idst + g] = row[ix + 1]; }
if (b != -1) { vb[idst + b] = row[ix + 0]; }
}
else if (!needScale)
{
if (a != -1) { vf[idst + a] = alpha(ix); }
if (r != -1) { vf[idst + r] = row[ix + 2]; }
if (g != -1) { vf[idst + g] = row[ix + 1]; }
if (b != -1) { vf[idst + b] = row[ix + 0]; }
}
else
{

if (a != -1) { vf[idst + a] = (alpha(ix) - offset) * scale; }
if (r != -1) { vf[idst + r] = (row[ix + 2] - offset) * scale; }
if (g != -1) { vf[idst + g] = (row[ix + 1] - offset) * scale; }
if (b != -1) { vf[idst + b] = (row[ix + 0] - offset) * scale; }
}
idst += ex.Planes;
}
else
{

if (a != -1) { vf[idst + a] = (pb.A - offset) * scale; }
if (r != -1) { vf[idst + r] = (pb.R - offset) * scale; }
if (g != -1) { vf[idst + g] = (pb.G - offset) * scale; }
if (b != -1) { vf[idst + b] = (pb.B - offset) * scale; }
}
idst += ex.Planes;
}
Contracts.Assert(idst == size);
}
else
{
int idstMin = 0;
for (int y = 0; y < h; ++y)
Contracts.Assert(idst == size);
}
else
{
int idst = idstMin + y * w;
for (int x = 0; x < w; x++, idst++)
int idstMin = 0;
for (int y = 0; y < h; ++y)
{
if (!vb.IsEmpty)
{
var pb = src.GetPixel(x, y);
if (a != -1) vb[idst + cpix * a] = pb.A;
if (r != -1) vb[idst + cpix * r] = pb.R;
if (g != -1) vb[idst + cpix * g] = pb.G;
if (b != -1) vb[idst + cpix * b] = pb.B;
}
else if (!needScale)
Marshal.Copy(bmpData.Scan0 + bmpData.Stride * y, row, 0, bmpData.Stride);
int idst = idstMin + y * w;
for (int x = 0; x < w; x++, idst++)
{
var pb = src.GetPixel(x, y);
if (a != -1) vf[idst + cpix * a] = pb.A;
if (r != -1) vf[idst + cpix * r] = pb.R;
if (g != -1) vf[idst + cpix * g] = pb.G;
if (b != -1) vf[idst + cpix * b] = pb.B;
}
else
{
var pb = src.GetPixel(x, y);
if (a != -1) vf[idst + cpix * a] = (pb.A - offset) * scale;
if (r != -1) vf[idst + cpix * r] = (pb.R - offset) * scale;
if (g != -1) vf[idst + cpix * g] = (pb.G - offset) * scale;
if (b != -1) vf[idst + cpix * b] = (pb.B - offset) * scale;
var ix = x * pixelSize;
if (!vb.IsEmpty)
{
if (a != -1) vb[idst + cpix * a] = alpha(ix);
if (r != -1) vb[idst + cpix * r] = row[ix + 2];
if (g != -1) vb[idst + cpix * g] = row[ix + 1];
if (b != -1) vb[idst + cpix * b] = row[ix + 0];
}
else if (!needScale)
{
if (a != -1) vf[idst + cpix * a] = alpha(ix);
if (r != -1) vf[idst + cpix * r] = row[ix + 2];
if (g != -1) vf[idst + cpix * g] = row[ix + 1];
if (b != -1) vf[idst + cpix * b] = row[ix + 0];
}
else
{
if (a != -1) vf[idst + cpix * a] = (alpha(ix) - offset) * scale;
if (r != -1) vf[idst + cpix * r] = (row[ix + 2] - offset) * scale;
if (g != -1) vf[idst + cpix * g] = (row[ix + 1] - offset) * scale;
if (b != -1) vf[idst + cpix * b] = (row[ix + 0] - offset) * scale;
}
}
}
}
}
finally
{
if (bmpData != null)
src.UnlockBits(bmpData);
}

dst = editor.Commit();
};
Expand Down
93 changes: 56 additions & 37 deletions src/Microsoft.ML.ImageAnalytics/VectorToImageTransform.cs
Original file line number Diff line number Diff line change
Expand Up @@ -5,7 +5,9 @@
using System;
using System.Collections.Generic;
using System.Drawing;
using System.Drawing.Imaging;
using System.Linq;
using System.Runtime.InteropServices;
using System.Text;
using Microsoft.ML;
using Microsoft.ML.CommandLine;
Expand Down Expand Up @@ -370,47 +372,64 @@ private ValueGetter<Bitmap> GetterFromType<TValue>(PrimitiveDataViewType srcType
int position = 0;
ImagePixelExtractingEstimator.GetOrder(ex.Order, ex.Colors, out int a, out int r, out int b, out int g);

for (int y = 0; y < height; ++y)
for (int x = 0; x < width; x++)
BitmapData bmpData = null;
try
{
bmpData = dst.LockBits(new Rectangle(0, 0, dst.Width, dst.Height), ImageLockMode.WriteOnly, dst.PixelFormat);
for (int y = 0; y < height; ++y)
{
float red = ex.DefaultRed;
float green = ex.DefaultGreen;
float blue = ex.DefaultBlue;
float alpha = ex.DefaultAlpha;
if (ex.InterleavedColors)
{
if (ex.Alpha)
alpha = Convert.ToSingle(values[position + a]);
if (ex.Red)
red = Convert.ToSingle(values[position + r]);
if (ex.Green)
green = Convert.ToSingle(values[position + g]);
if (ex.Blue)
blue = Convert.ToSingle(values[position + b]);
position += ex.Planes;
}
else
{
position = y * width + x;
if (ex.Alpha) alpha = Convert.ToSingle(values[position + cpix * a]);
if (ex.Red) red = Convert.ToSingle(values[position + cpix * r]);
if (ex.Green) green = Convert.ToSingle(values[position + cpix * g]);
if (ex.Blue) blue = Convert.ToSingle(values[position + cpix * b]);
}
Color pixel;
if (!needScale)
pixel = Color.FromArgb((int)alpha, (int)red, (int)green, (int)blue);
else
byte[] row = new byte[bmpData.Stride];
int ix = 0;
for (int x = 0; x < width; x++)
{
pixel = Color.FromArgb(
ex.Alpha ? (int)Math.Round(alpha * scale - offset) : 0,
(int)Math.Round(red * scale - offset),
(int)Math.Round(green * scale - offset),
(int)Math.Round(blue * scale - offset));
float red = ex.DefaultRed;
float green = ex.DefaultGreen;
float blue = ex.DefaultBlue;
float alpha = ex.DefaultAlpha;
if (ex.InterleavedColors)
{
if (ex.Alpha)
alpha = Convert.ToSingle(values[position + a]);
if (ex.Red)
red = Convert.ToSingle(values[position + r]);
if (ex.Green)
green = Convert.ToSingle(values[position + g]);
if (ex.Blue)
blue = Convert.ToSingle(values[position + b]);
position += ex.Planes;
}
else
{
position = y * width + x;
if (ex.Alpha) alpha = Convert.ToSingle(values[position + cpix * a]);
if (ex.Red) red = Convert.ToSingle(values[position + cpix * r]);
if (ex.Green) green = Convert.ToSingle(values[position + cpix * g]);
if (ex.Blue) blue = Convert.ToSingle(values[position + cpix * b]);
}
if (!needScale)
{
row[ix++] = (byte)blue;
row[ix++] = (byte)green;
row[ix++] = (byte)red;
row[ix++] = (byte)alpha;
}
else
{
row[ix++] = (byte)Math.Round(blue * scale - offset);
row[ix++] = (byte)Math.Round(green * scale - offset);
row[ix++] = (byte)Math.Round(red * scale - offset);
row[ix++] = (byte)(ex.Alpha ? Math.Round(alpha * scale - offset) : 0);
}
}
dst.SetPixel(x, y, pixel);
dst.Tag = nameof(VectorToImageConvertingTransformer);
Marshal.Copy(row, 0, bmpData.Scan0 + y * bmpData.Stride, bmpData.Stride);
}
dst.Tag = nameof(VectorToImageConvertingTransformer);
}
finally
{
if (bmpData != null)
dst.UnlockBits(bmpData);
}
};
}

Expand Down