Exemplo n.º 1
0
        static void Main(string[] args)
        {
            var grammar = Helper.LoadGrammar("Annagrammer.syntax.grammar", true, typeof(StringOfLetters), typeof(Semantics));

            if (grammar != null)
            {
                var specification = ShouldConvert.Given(grammar).To(new StringOfLetters("Hallo"), new StringOfLetters("aHllo"));

                var result = Helper.LearnDeductive(grammar, specification, "learning.log.xml");

                if (result.RealizedPrograms != null)
                {
                    Console.WriteLine("No program found!");
                }
                else
                {
                    // TODO for ranking, define a feature
                    // for now, iterate over the programms without score or other features.
                    int i = 0;
                    foreach (var program in result.RealizedPrograms)
                    {
                        Console.WriteLine($"[{i}]: {program}");
                        i++;
                    }
                    // TODO programm auf neuen Input anwenden.
                }
            }
        }
Exemplo n.º 2
0
        private static void LoadAndTestSubstrings()
        {
            var grammar = LoadGrammar("ProseSample.Substrings.grammar");

            if (grammar == null)
            {
                return;
            }

            StringRegion prose = new StringRegion("Microsoft Program Synthesis using Examples SDK", Semantics.Tokens);
            StringRegion sdk   = prose.Slice(prose.End - 3, prose.End);
            Spec         spec  = ShouldConvert.Given(grammar).To(prose, sdk);

            Learn(grammar, spec, new Substrings.RankingScore(grammar), new Substrings.WitnessFunctions(grammar));

            TestFlashFillBenchmark(grammar, "emails");
        }
Exemplo n.º 3
0
        private static void LoadAndTestSubstrings()
        {
            var grammar = LoadGrammar("ProseSample.Substrings.grammar",
                                      CompilerReference.FromAssemblyFiles(typeof(StringRegion).GetTypeInfo().Assembly,
                                                                          typeof(Substrings.Semantics).GetTypeInfo().Assembly,
                                                                          typeof(Record).GetTypeInfo().Assembly));

            if (grammar == null)
            {
                return;
            }

            StringRegion prose = new StringRegion("Microsoft Program Synthesis using Examples SDK", Token.Tokens);
            StringRegion sdk   = prose.Slice(prose.End - 3, prose.End);
            Spec         spec  = ShouldConvert.Given(grammar).To(prose, sdk);

            Learn(grammar, spec, new Substrings.RankingScore(grammar), new Substrings.WitnessFunctions(grammar));

            TestFlashFillBenchmark(grammar, "emails");
        }
        private static void testLearning(Grammar grammar)
        {
            var inputList = new[] { "Hello", "World!!!!!!", "Eureka!!", "oh!!" };

            var outputLists = new String[][] {
                new [] { "oh!!", "Hello", "Eureka!!", "World!!!!!!" },
                new [] { "Eureka!!", "oh!!", "Hello", "World!!!!!!" },
                new [] { "Hello", "oh!!", "World!!!!!!", "Eureka!!" },
                new [] { "Eureka!!", "oh!!", "World!!!!!!", "Hello" },
                new [] { "Hello", "oh!!", "Eureka!!", "World!!!!!!" },
                new [] { "Hello", "Eureka!!", "oh!!", "World!!!!!!" },
            };

            foreach (var outputList in outputLists)
            {
                Spec spec = ShouldConvert.Given(grammar).To(inputList, outputList);

                Learn(grammar, spec,
                      new SortKeySynthesis.Learning.RankingScore(grammar),
                      new SortKeySynthesis.Learning.Learners(grammar));
            }
        }
Exemplo n.º 5
0
        static void Main()
        {
            var grammar = Helper.LoadGrammar("HelloWorld.syntax.grammar", true, typeof(HelloWorld.semantic.Semantics), typeof(System.Text.RegularExpressions.Regex));

            var Spec = ShouldConvert.Given(grammar).To("Hello World", "He").To("hello World", "Wo");

            var program = Helper.LearnDeductively(grammar, Spec, new WitnessFunctions(grammar), "learning_ded.log.xml");

            if (program.IsEmpty)
            {
                Console.WriteLine("Could not learn any program.");
                return;
            }

            /*var programs = Helper.Learn(grammar, ShouldConvert.Given(grammar).To("Hello World", "Wo"), "learning.log.xml"); //LearnProgram(grammar);
             * var bestPrograms = Helper.RankPrograms(programs, 10, new MyFeature(grammar));
             *
             * var scorer = new MyFeature(grammar);
             * var funcCounter = new FunctionCounter(grammar);
             * foreach (var p in bestPrograms)
             * {
             * Console.WriteLine($"[Score: {p.GetFeatureValue(scorer):F3}, Function calls: {p.GetFeatureValue(funcCounter)}] {p}");
             * }
             *
             * var bestProgram = bestPrograms.First();
             *
             * if (bestProgram != null)
             * {
             * Console.WriteLine("Execute the first realized Program on some more input:");
             * var input = "Dies ist ein Test";
             * var output = (string)Helper.ExecuteOn(bestProgram, input);
             * Console.WriteLine($"{input} -> {output}");
             * }
             * else
             * {
             * Console.WriteLine("No programm found");
             * }*/
        }
Exemplo n.º 6
0
        private static void LoadAndTestSubstrings()
        {
            var grammar = LoadGrammar("ProseSample.Substrings.grammar");

            if (grammar == null)
            {
                return;
            }

            ProgramNode p = grammar.ParseAST(@"SubStr(v, PosPair(AbsPos(v, -4), AbsPos(v, -1)))",
                                             ASTSerializationFormat.HumanReadable);
            StringRegion prose = StringRegion.Create("Microsoft Program Synthesis using Examples SDK");
            State        input = State.Create(grammar.InputSymbol, prose);

            Console.WriteLine(p.Invoke(input));

            StringRegion sdk  = prose.Slice(prose.End - 3, prose.End);
            Spec         spec = ShouldConvert.Given(grammar).To(prose, sdk);

            Learn(grammar, spec);

            TestFlashFillBenchmark(grammar, "emails");
        }
Exemplo n.º 7
0
        private static void LoadAndTestSubstrings()
        {
            var grammar = LoadGrammar("ProseSample.Substrings.grammar");

            if (grammar == null)
            {
                return;
            }

            ProgramNode p = ProgramNode.Parse(@"SubStr(v, PosPair(AbsPos(v, -4), AbsPos(v, -1)))",
                                              grammar, ASTSerializationFormat.HumanReadable);
            StringRegion data  = RegionLearner.CreateStringRegion("Microsoft PROSE SDK");
            State        input = State.Create(grammar.InputSymbol, data);

            Console.WriteLine(p.Invoke(input));

            StringRegion sdk  = data.Slice(data.End - 3, data.End);
            Spec         spec = ShouldConvert.Given(grammar).To(data, sdk);

            Learn(grammar, spec,
                  new Substrings.RankingScore(grammar), new Substrings.WitnessFunctions(grammar));

            TestTextTransformationBenchmark(grammar, "emails");
        }