Exemplo n.º 1
0
        public static float run(User user)
        {
            var writeRight = new WriteRight();
            var evaluation = new ExperimentEvaluation();

            /* Train the engine */

            User trainSet = user.GetTopKTweetsTrainSet(trainSetSize);

            while (trainSet.HasNext())
            {
                var ch = trainSet.ConsumeNext();
                writeRight.CharacterTyped(ch);
            }

            writeRight.CharacterTyped(' ');

            User testSet = user.GetTestSet();

            var totalChars   = 0;
            var guessedChars = 0;

            writeRight.InTestMode();

            while (testSet.HasNext())
            {
                var ch = testSet.ConsumeNext();
                writeRight.CharacterTyped(ch);

                var next        = Char.ToLower(testSet.PeekNext());
                var predictions = writeRight.GetTopKPredictions();

                if (writeRight.IsValidCharacter(next) == false ||
                    writeRight.IsWordSeparator(next))
                {
                    continue;
                }

                if (predictions == null || predictions.ContainsKey(next) == false)
                {
                    writeRight.BadPrediction();
                    totalChars++;

                    evaluation.Miss();
                }
                else if (writeRight.IsWordSeparator(next) == false)
                {
                    guessedChars++;
                    totalChars++;

                    evaluation.Hit(predictions.Count);
                }
            }

            return(evaluation.GetPrecission());
        }
Exemplo n.º 2
0
        public override bool Run()
        {
            for (var wordsSize = 1000; wordsSize <= 64000; wordsSize *= 2)
            {
                for (var k = 1; k <= 10; k++)
                {
                    this.writeRight = new WriteRight();

                    this.writeRight.SetWordsSize(wordsSize);
                    this.writeRight.SetK(k);

                    this.run();
                    this.stream.Reset();

                    Logger.Log("Words size: " + wordsSize + " k " + k + " result: " + this.result);
                }
            }

            return(true);
        }
Exemplo n.º 3
0
        public static float run(int k)
        {
            var dataSet = DataSet.GetInstance();

            float hitRatio   = 0.0f;
            float precission = 0.0f;

            memory = 0;

            foreach (User user in dataSet.Users)
            {
                var writeRight = new WriteRight();
                var evaluation = new ExperimentEvaluation();
                writeRight.LoadDB("");

                /* Train the engine */

                User trainSet = user.GetTopKTweetsTrainSet(k);

                while (trainSet.HasNext())
                {
                    var ch = trainSet.ConsumeNext();
                    writeRight.CharacterTyped(ch);
                }

                writeRight.CharacterTyped(' ');

                User testSet = user.GetTestSet();

                var totalChars   = 0;
                var guessedChars = 0;

                writeRight.InTestMode();

                while (testSet.HasNext())
                {
                    var ch = testSet.ConsumeNext();
                    writeRight.CharacterTyped(ch);

                    var next        = Char.ToLower(testSet.PeekNext());
                    var predictions = writeRight.GetTopKPredictions();

                    if (writeRight.IsValidCharacter(next) == false ||
                        writeRight.IsWordSeparator(next))
                    {
                        continue;
                    }

                    if (predictions == null || predictions.ContainsKey(next) == false)
                    {
                        writeRight.BadPrediction();
                        totalChars++;

                        evaluation.Miss();
                    }
                    else if (writeRight.IsWordSeparator(next) == false)
                    {
                        guessedChars++;
                        totalChars++;

                        evaluation.Hit(predictions.Count);
                    }
                }

                hitRatio   += (float)guessedChars / (float)totalChars;
                precission += evaluation.GetPrecission();
                memory     += writeRight.GetKnowledgeSize();
            }

            /*
             * this.hitRatioWriter.WriteLine (hitRatio / dataSet.Users.Count);
             * this.evalWriter.WriteLine (evaluationScore / dataSet.Users.Count);
             *
             * this.hitRatioWriter.Flush ();
             * this.evalWriter.Flush ();
             */

            memory = memory / dataSet.Users.Count;

            return((float)precission / dataSet.Users.Count);
        }
Exemplo n.º 4
0
        public static void Main(string[] args)
        {
            var writeRight = new WriteRight();
            writeRight.LoadDB(WriteRightDb);

            var buffer = "";
            var character = '\0';
            var foregroundColor = Console.ForegroundColor;

            var topKPredictions = new Dictionary<char, float>();

            do
            {
                var key = Console.ReadKey();
                character = key.KeyChar;

                if (character == ShellExit)
                {
                    break;
                }

                if (writeRight.IsValidCharacter(character) == false)
                {
                    continue;
                }

                writeRight.CharacterTyped(character);

                buffer += character;

                Console.Clear();
                Console.WriteLine(buffer);

                topKPredictions = writeRight.GetTopKPredictions();

                if (writeRight.IsUnknownWord())
                {
                    Console.WriteLine("Unknown word!");

                    continue;
                }

                Console.ForegroundColor = ConsoleColor.Green;

                foreach (var prediction in topKPredictions)
                {
                    Console.WriteLine("P(" + prediction.Key + ") = " + prediction.Value);
                }

                Console.WriteLine("\n");
                Console.ForegroundColor = ConsoleColor.Red;

                var predictions = writeRight.GetPredictions();

                foreach (var prediction in predictions)
                {
                    if (topKPredictions.ContainsKey(prediction.Key) == false)
                    {
                        Console.WriteLine("P(" + prediction.Key + ") = " + prediction.Value);
                    }
                }

                Console.ForegroundColor = foregroundColor;

            } while (true);

            writeRight.SaveDB(WriteRightDb);
        }
Exemplo n.º 5
0
        public static float run(int k)
        {
            var dataSet = DataSet.GetInstance ();

            float hitRatio = 0.0f;
            float precission = 0.0f;
            memory = 0;

            foreach (User user in dataSet.Users)
            {
                var writeRight = new WriteRight();
                var evaluation = new ExperimentEvaluation ();
                writeRight.LoadDB ("");

                /* Train the engine */

                User trainSet = user.GetTopKTweetsTrainSet (k);

                while (trainSet.HasNext ())
                {
                    var ch = trainSet.ConsumeNext ();
                    writeRight.CharacterTyped (ch);
                }

                writeRight.CharacterTyped (' ');

                User testSet = user.GetTestSet ();

                var totalChars = 0;
                var guessedChars = 0;

                writeRight.InTestMode ();

                while (testSet.HasNext ())
                {
                    var ch = testSet.ConsumeNext ();
                    writeRight.CharacterTyped (ch);

                    var next = Char.ToLower (testSet.PeekNext ());
                    var predictions = writeRight.GetTopKPredictions ();

                    if (writeRight.IsValidCharacter (next) == false ||
                        writeRight.IsWordSeparator (next))
                    {
                        continue;
                    }

                    if (predictions == null || predictions.ContainsKey (next) == false)
                    {
                        writeRight.BadPrediction ();
                        totalChars++;

                        evaluation.Miss ();
                    }
                    else if (writeRight.IsWordSeparator (next) == false)
                    {
                        guessedChars++;
                        totalChars++;

                        evaluation.Hit (predictions.Count);
                    }
                }

                hitRatio += (float)guessedChars / (float)totalChars;
                precission += evaluation.GetPrecission ();
                memory += writeRight.GetKnowledgeSize ();
            }
            /*
            this.hitRatioWriter.WriteLine (hitRatio / dataSet.Users.Count);
            this.evalWriter.WriteLine (evaluationScore / dataSet.Users.Count);

            this.hitRatioWriter.Flush ();
            this.evalWriter.Flush ();
            */

            memory = memory / dataSet.Users.Count;

            return (float) precission / dataSet.Users.Count;
        }