public LanguageIdentifier(string distroFile, int cap)
{
using (var br = new BinaryReader(new GZipStream(new FileStream(distroFile, FileMode.Open, FileAccess.Read), CompressionMode.Decompress)))
{
this.tokenizer = Tokenization.Tokenizer(br.ReadString());
this.lo = br.ReadInt32();
this.hi = br.ReadInt32();
this.tlc = br.ReadBoolean();
var numLangs = br.ReadInt32();
this.langs = new string[numLangs];
this.distros = new Dictionary <string, double> [numLangs];
this.numOccs = new long[numLangs];
for (int i = 0; i < numLangs; i++)
{
var distro = new Dictionary <string, double>();
this.langs[i] = br.ReadString();
var numGrams = br.ReadInt64();
var maxRank = (cap == -1 || numGrams < cap) ? numGrams : cap;
var arr = new GramFreq[maxRank];
for (int j = 0; j < numGrams; j++)
{
var gram = br.ReadString();
var occs = br.ReadInt64();
if (j < maxRank)
{
this.numOccs[i] += occs;
arr[j] = new GramFreq {
gram = gram, freq = (double)occs
};
}
}
this.distros[i] = PopulateDistro(arr);
}
}
}
public static void ProcessInline()
{
string[] args = new string[]
{
"char",
//"word",
"1",
"5",
"ncf",
"-1",
"none",
"langprofiles-char-1_5-nfc-all.bin.gz"
};
//var infils = new Dictionary<string, string>()
//{
// { "aa", "Abkhazian.txt" },
// { "ab", "Afar.txt" },
//};
//const string tmpFile = "xml-to-txt.tmp";
var tokenizer = Tokenization.Tokenizer(args[0]);
int lo = int.Parse(args[1]);
int hi = int.Parse(args[2]);
bool tlc = args[3] == "tlc";
int n = int.Parse(args[4]);
var cleaner = Cleaning.MakeCleaner(args[5]);
//var inFileNames = File.ReadAllLines(args[6]);
var inFileNames = Directory.EnumerateFiles(Path.Combine(Directory.GetCurrentDirectory(), "Data"), "*", SearchOption.AllDirectories);
var nfolds = args.Length == 7 ? -1 : int.Parse(args[7]);
var fold = args.Length == 7 ? -1 : int.Parse(args[8]);
string out_profile = Path.Combine(Directory.GetCurrentDirectory(), args[6]);
using (var bw = new BinaryWriter(new GZipStream(new FileStream(out_profile, FileMode.Create, FileAccess.Write), CompressionMode.Compress)))
{
bw.Write(args[0]);
bw.Write(lo);
bw.Write(hi);
bw.Write(tlc);
bw.Write(inFileNames.Count());
foreach (var inFileName in inFileNames)
{
//var langCode = inFileName.Substring(0, inFileName.IndexOf("_"));
var langCode = Path.GetFileNameWithoutExtension(inFileName).Substring(0, Path.GetFileNameWithoutExtension(inFileName).IndexOf("_"));
long absCnt = 0;
MemoryStream tmpFile = new MemoryStream();
using (var rd = new StreamReader(inFileName))
{
using (var wr = new StreamWriter(tmpFile))
{
for (; ;)
{
var text = rd.ReadLine();
if (text == null)
{
break;
}
if (fold == -1 || (absCnt % nfolds) != fold)
{
wr.WriteLine(cleaner(text));
}
absCnt++;
}
}
}
using (var rd = new StreamReader(new MemoryStream(tmpFile.ToArray())))
{
var distro = new Dictionary <string, long>();
foreach (var tok in tokenizer(EnumFromRd(rd), tlc, lo, hi))
{
if (!distro.ContainsKey(tok))
{
distro[tok] = 1;
}
else
{
distro[tok]++;
}
}
var orderedDistro = n > 0
? distro.OrderByDescending(x => x.Value).Take(n)
: distro.OrderByDescending(x => x.Value);
bw.Write(langCode);
bw.Write(orderedDistro.LongCount());
long grams = 0;
long occs = 0;
foreach (var kv in orderedDistro)
{
bw.Write(kv.Key);
bw.Write(kv.Value);
grams++;
occs += kv.Value;
}
Console.WriteLine("{0}\t{1}\t{2}\t{3}", langCode, absCnt, grams, occs);
}
}
}
}
public static void ProcesCmdLine(string[] args)
{
if (args.Length != 8 && args.Length != 10)
{
Console.Error.WriteLine("Usage: CompileDistro [char|word] lo hi [ncf|tlc] maxTokens [wiki|twit|none] files.txt distros.bin.gz [nfolds fold]");
Console.Error.WriteLine(" where [char|word] indicates whether to use character- or word-based n-grams");
Console.Error.WriteLine(" lo is the minimum gram length");
Console.Error.WriteLine(" lo is the maximum gram length");
Console.Error.WriteLine(" [ncf|tlc] incicate whether to do no-case-folding or to-lower-case");
Console.Error.WriteLine(" maxTokens is the maximum number of most-frequent tokens that should be retained per language");
Console.Error.WriteLine(" [wiki|twit|none] incicates which text cleaning scheme to use");
Console.Error.WriteLine(" file.txt contains a list of training file names, one per language, each file name of the form xx_*,");
Console.Error.WriteLine(" where xx is the ISO 639-1 language code");
Console.Error.WriteLine(" distros.bin.gz is the name of the languages profile file that is to be generated");
Console.Error.WriteLine(" nfolds (optionally) indicates the number of folds for n-fold cross validation");
Console.Error.WriteLine(" fold (optionally) indicates the number of the fold to exclude from the profile");
}
else
{
const string tmpFile = "xml-to-txt.tmp";
var tokenizer = Tokenization.Tokenizer(args[0]);
int lo = int.Parse(args[1]);
int hi = int.Parse(args[2]);
bool tlc = args[3] == "tlc";
int n = int.Parse(args[4]);
var cleaner = Cleaning.MakeCleaner(args[5]);
var inFileNames = File.ReadAllLines(args[6]);
var nfolds = args.Length == 8 ? -1 : int.Parse(args[8]);
var fold = args.Length == 8 ? -1 : int.Parse(args[9]);
using (var bw = new BinaryWriter(new GZipStream(new FileStream(args[7], FileMode.Create, FileAccess.Write), CompressionMode.Compress)))
{
bw.Write(args[0]);
bw.Write(lo);
bw.Write(hi);
bw.Write(tlc);
bw.Write(inFileNames.Length);
foreach (var inFileName in inFileNames)
{
var langCode = inFileName.Substring(0, inFileName.IndexOf("_"));
long absCnt = 0;
using (var rd = new StreamReader(inFileName))
{
using (var wr = new StreamWriter(tmpFile))
{
for (; ;)
{
var text = rd.ReadLine();
if (text == null)
{
break;
}
if (fold == -1 || (absCnt % nfolds) != fold)
{
wr.WriteLine(cleaner(text));
}
absCnt++;
}
}
}
using (var rd = new StreamReader(tmpFile))
{
var distro = new Dictionary <string, long>();
foreach (var tok in tokenizer(EnumFromRd(rd), tlc, lo, hi))
{
if (!distro.ContainsKey(tok))
{
distro[tok] = 1;
}
else
{
distro[tok]++;
}
}
var orderedDistro = n > 0
? distro.OrderByDescending(x => x.Value).Take(n)
: distro.OrderByDescending(x => x.Value);
bw.Write(langCode);
bw.Write(orderedDistro.LongCount());
long grams = 0;
long occs = 0;
foreach (var kv in orderedDistro)
{
bw.Write(kv.Key);
bw.Write(kv.Value);
grams++;
occs += kv.Value;
}
Console.WriteLine("{0}\t{1}\t{2}\t{3}", langCode, absCnt, grams, occs);
}
}
}
}
}