public string CovertData(DrawingInfo data)
{
var paths = GetSKPaths(data.Data, PickPointCount);
var points = new List <SKPoint>();
for (int i = 0; i < paths.Length; i++)
{
var pathPoints = GetPathPoints(paths[i]);
if (pathPoints?.Length > 0)
{
points.AddRange(pathPoints);
}
}
if (points?.Count > 0)
{
var dataStr = new StringBuilder();
dataStr.Append($"{data.Word}");
for (int i = 0; i < PickPointCount; i++)
{
var index = i > (points.Count - 1) ? points.Count - 1 : i;
var point = points[index];
dataStr.Append($",{point.X.ToString("f1")}");
dataStr.Append($",{point.Y.ToString("f1")}");
}
dataStr.Append(Environment.NewLine);
return(dataStr.ToString());
}
else
{
return(null);
}
}
public string CovertData(DrawingInfo data)
{
var image = DrawPath(data.Data, 255f / PixelWidth);
if (NeedSaveImage)
{
SaveImage($"{ImageSaveFolder.FullName}\\{data.KeyId}.png", image);
}
var dotArray = GetDotArray(image, PixelWidth, PixelWidth);
var dataStr = new StringBuilder();
dataStr.Append($"{data.Word}");
for (int j = 0; j < PixelWidth; j++)
{
for (int k = 0; k < PixelWidth; k++)
{
if (dotArray[j, k])
{
//Console.Write("?");
dataStr.Append($",1");
}
else
{
//Console.Write("|");
dataStr.Append($",0");
}
}
//Console.Write(Environment.NewLine);
}
dataStr.Append(Environment.NewLine);
return(dataStr.ToString());
}
static void Main(string[] args)
{
DirectoryInfo directoryInfo;
do
{
Console.WriteLine("键入ndjson文件夹地址：");
var folderStr = Console.ReadLine();
directoryInfo = new DirectoryInfo(folderStr);
if (!directoryInfo.Exists)
{
Console.WriteLine("文件夹地址非法！");
}
else
{
break;
}
} while (true);
Console.WriteLine("键入每个文件读取数据个数：");
if (!int.TryParse(Console.ReadLine(), out var numberLimit))
{
return;
}
IDataConverter dataConverter = null;
var useConverterV1 = true;
Console.WriteLine("键入使用V1还是V2数据转换：（输入1或者2，推荐使用V2，训练时间短，效果也好的多）");
if (int.TryParse(Console.ReadLine(), out var inputChoice))
{
if (inputChoice != 1)
{
useConverterV1 = false;
}
}
if (useConverterV1)
{
var dataConverterV1 = new DataConverterV1();
//Console.WriteLine("键入点阵图保存精度（例如28X28输入28,默认为28）：");
//if (!int.TryParse(Console.ReadLine(), out var pixelWidth))
//{
// pixelWidth = 28;
//}
//dataConverterV1.PixelWidth = pixelWidth;
dataConverterV1.PixelWidth = 28;
dataConverterV1.NeedSaveImage = false;
dataConverterV1.ImageSaveFolder = directoryInfo.CreateSubdirectory("Images");
dataConverter = dataConverterV1;
}
else
{
var dataConverterV2 = new DataConverterV2();
dataConverterV2.PickPointCount = 150;
dataConverter = dataConverterV2;
}
var files = directoryInfo.GetFiles("*.ndjson");
if (files?.Length > 0)
{
var streamReaders = new List <StreamReader>();
using (var dataFile = new FileStream($"{directoryInfo.FullName}\\data{numberLimit}.csv", FileMode.Create))
{
var header = dataConverter.GetHeader();
if (!string.IsNullOrEmpty(header))
{
var buf = Encoding.UTF8.GetBytes(header);
dataFile.Write(buf, 0, buf.Length);
}
foreach (var ndjson in files)
{
streamReaders.Add(ndjson.OpenText());
}
var rand = new Random();
for (int i = 0; i < numberLimit; i++)
{
var dataList = new List <DrawingInfo>();
foreach (var reader in streamReaders)
{
DrawingInfo data = null;
do
{
if (reader.EndOfStream)
{
break;
}
data = JsonConvert.DeserializeObject <DrawingInfo>(reader.ReadLine());
} while (data.Recognized == false);
if (data != null)
{
dataList.Add(data);
}
}
while (dataList.Count > 0)
{
var index = rand.Next(dataList.Count - 1);
var dataStr = dataConverter.CovertData(dataList[index]);
if (!string.IsNullOrEmpty(dataStr))
{
var buf = Encoding.UTF8.GetBytes(dataStr);
dataFile.Write(buf, 0, buf.Length);
}
dataList.RemoveAt(index);
}
}
dataFile.Flush();
dataFile.Close();
}
}
}