CreateExamples() публичный Метод

Creates the examples ready for learning or prediction.
public CreateExamples ( ) : VowpalWabbitExampleCollection
Результат VowpalWabbitExampleCollection
Пример #1
0
        public void TestJsonLabelExtraction()
        {
            using (var vw = new VowpalWabbit("--cb_adf --rank_all"))
            {
                using (var jsonSerializer = new VowpalWabbitJsonSerializer(vw))
                {
                    string eventId = null;
                    jsonSerializer.RegisterExtension((state, property) =>
                    {
                        Assert.AreEqual(property, "_eventid");
                        Assert.IsTrue(state.Reader.Read());

                        eventId = (string)state.Reader.Value;
                        return true;
                    });

                    jsonSerializer.Parse("{\"_eventid\":\"abc123\",\"a\":1,\"_label_cost\":-1,\"_label_probability\":0.3}");

                    Assert.AreEqual("abc123", eventId);

                    using (var examples = jsonSerializer.CreateExamples())
                    {
                        var single = examples as VowpalWabbitSingleLineExampleCollection;
                        Assert.IsNotNull(single);

                        var label = single.Example.Label as ContextualBanditLabel;
                        Assert.IsNotNull(label);

                        Assert.AreEqual(-1, label.Cost);
                        Assert.AreEqual(0.3, label.Probability, 0.0001);
                    }
                }

                using (var jsonSerializer = new VowpalWabbitJsonSerializer(vw))
                {
                    jsonSerializer.Parse("{\"_multi\":[{\"_text\":\"w1 w2\", \"a\":{\"x\":1}}, {\"_text\":\"w2 w3\"}], \"_labelindex\":1, \"_label_cost\":-1, \"_label_probability\":0.3}");

                    using (var examples = jsonSerializer.CreateExamples())
                    {
                        var multi = examples as VowpalWabbitMultiLineExampleCollection;
                        Assert.IsNotNull(multi);

                        Assert.AreEqual(2, multi.Examples.Length);
                        var label = multi.Examples[0].Label as ContextualBanditLabel;
                        Assert.AreEqual(0, label.Cost);
                        Assert.AreEqual(0, label.Probability);

                        label = multi.Examples[1].Label as ContextualBanditLabel;
                        Assert.IsNotNull(label);

                        Assert.AreEqual(-1, label.Cost);
                        Assert.AreEqual(0.3, label.Probability, 0.0001);
                    }
                }
            }
        }
        private void DelayedExampleCallback(VowpalWabbitJsonSerializer serializer)
        {
            try
            {
                this.perfCounters.Feature_Requests_Pending.IncrementBy(-1);

                var data = (PipelineData)serializer.UserContext;
                data.Example = serializer.CreateExamples();


                // fire and forget
                // must not block to avoid dead lock
                this.trainProcessorFactory.LearnBlock
                    .SendAsync(data)
                    .ContinueWith(async ret =>
                    {
                        if (!await ret)
                        {
                            this.telemetry.TrackTrace("Unable to enqueue delayed examples", SeverityLevel.Error);

                            // since we couldn't enqueue, need to dispose here
                            data.Example.Dispose();
                        }
                    });
            }
            catch (Exception e)
            {
                this.telemetry.TrackException(e);
            }
            finally
            {
                serializer.Dispose();
            }
        }