зеркало из https://github.com/microsoft/mwt-ds.git
added support for transforming marginal features via json
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Родитель
c1ef154019
Коммит
9b0d00c13a
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@ -123,6 +123,7 @@
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<Compile Include="AzureBlobDownloader.cs" />
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<Compile Include="FileTransformBlock.cs" />
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<Compile Include="MetricResult.cs" />
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<Compile Include="TupleList.cs" />
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<Compile Include="Util.cs" />
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<Compile Include="VowpalWabbitJsonToString.cs" />
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<Compile Include="JsonTransform.cs" />
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@ -1,4 +1,5 @@
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using Newtonsoft.Json;
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using Newtonsoft.Json.Linq;
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using System;
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using System.Collections.Generic;
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using System.IO;
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@ -27,6 +28,33 @@ namespace Experimentation
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});
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}
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public static void TransformFixMarginal(string fileOut, int numExpectedActions, char startingNamespace, TupleList<string, string> marginalProperties)
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{
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var serializer = JsonSerializer.CreateDefault();
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JsonTransform.Transform(fileOut, fileOut + ".fixed", (reader, writer) =>
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{
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var obj = (JObject)serializer.Deserialize(reader);
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var multi = (JArray)obj.SelectToken("$._multi");
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if (multi.Count == numExpectedActions)
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{
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foreach (var item in multi)
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{
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for (int i = 0; i < marginalProperties.Count; i++)
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{
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var parentNodeName = marginalProperties[i].Item1;
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var childNodeName = marginalProperties[i].Item2;
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var parentNode = (JObject)item[parentNodeName];
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var propertyValue = parentNode.SelectToken(childNodeName).Value<string>();
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parentNode.Add($"{(char)(startingNamespace + i)}{childNodeName}", JToken.FromObject(new { c = "onstant", id = propertyValue }));
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}
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}
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serializer.Serialize(writer, obj);
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}
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return true;
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});
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}
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public static void Transform(string fileIn, string fileOut, Func<JsonTextReader, JsonTextWriter, bool> transform)
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{
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using (var reader = new StreamReader(fileIn, Encoding.UTF8))
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@ -0,0 +1,13 @@
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using System;
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using System.Collections.Generic;
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namespace Experimentation
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{
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public class TupleList<T1, T2> : List<Tuple<T1, T2>>
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{
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public void Add(T1 item, T2 item2)
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{
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Add(new Tuple<T1, T2>(item, item2));
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}
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}
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}
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@ -48,16 +48,16 @@ namespace ExperimentationConsole
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outputFile += ".small";
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// filter broken events
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JsonTransform.Transform(outputFile, outputFile + ".fixed", (reader, writer) =>
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JsonTransform.TransformFixMarginal(outputFile,
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numExpectedActions: 10, // examples with different number of actions are ignored
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startingNamespace: 'G', // starting namespace of the marginal features, if more than one marginal features then the next letter is used, e.g. G for the first one, H for second, and so on.
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marginalProperties: new TupleList<string, string>
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{
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var serializer = JsonSerializer.CreateDefault();
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var obj = (JObject)serializer.Deserialize(reader);
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var multi = (JArray)obj.SelectToken("$._multi");
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if (multi.Count == 10)
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serializer.Serialize(writer, obj);
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return true;
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// The property parent and name to create marginal features for
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{ "DVideoFeatures", "VideoId" },
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//{ "DVideoFeatures", "VideoTitle" }, // uncomment if more marginal features are needed
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});
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outputFile += ".fixed";
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using (var reader = new StreamReader(outputFile))
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