Created
October 13, 2021 15:09
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2 Gram model in C#
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using System; | |
using System.IO; | |
using System.Collections.Generic; | |
using System.Linq; | |
namespace generating_text | |
{ | |
class Model | |
{ | |
// A map of Word => {Words}. | |
// Note that words are duplicated according to the frequency they occur | |
private Dictionary<string, List<string>> _languageModel; | |
private Model(Dictionary<string,List<string>> languageModel) | |
{ | |
_languageModel = languageModel; | |
} | |
public static Model Build(IEnumerable<string> words) | |
{ | |
var m = new Dictionary<string, List<string>>(); | |
foreach (var (fst,snd) in words.Zip(words.Skip(1))) | |
{ | |
m[fst] = m.GetValueOrDefault(fst, new List<string>()); | |
m[fst].Add(snd); | |
} | |
return new Model(m); | |
} | |
private Random random = new Random(); | |
private string Next(string seed) | |
{ | |
if (!_languageModel.TryGetValue(seed, out var nextWords)) | |
return null; | |
return nextWords[random.Next(nextWords.Count())]; | |
} | |
public IEnumerable<string> Generate(string word) | |
{ | |
do { | |
yield return word; | |
} while (null != (word = Next(word))); | |
} | |
} | |
class Program | |
{ | |
static void Main(string[] args) | |
{ | |
// Read from standard in | |
var input = args.Length >= 1 ? File.ReadAllText(args[0]).ToLower() : Console.In.ReadToEnd().ToLower(); | |
// Split by whitespace and trim out blank words | |
var words = input.Split(null).Where(x => x.Trim().Length != 0); | |
// Create a language model | |
var model = Model.Build(words); | |
Console.Out.WriteLine(string.Join(" ", model.Generate("the").Take(100).ToArray())); | |
} | |
} | |
} |
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