private protected void SaveModelCore(ModelSaveContext ctx)
        {
            // *** Binary format ***
            // <base info>
            // stream: empty data view that contains train schema.

            ctx.SaveModel(Model, DirModel);
            ctx.SaveBinaryStream(DirTransSchema, writer =>
            {
                using (var ch = Host.Start("Saving train schema"))
                {
                    var saver = new BinarySaver(Host, new BinarySaver.Arguments {
                        Silent = true
                    });
                    DataSaverUtils.SaveDataView(ch, saver, new EmptyDataView(Host, TrainSchema), writer.BaseStream);
                }
            });
        }
 /// <summary>
 /// Creation of the pipeline knowing parameters _inDataFrame, _cacheFile, _reuse.
 /// </summary>
 protected IDataTransform CreatePipeline(IHostEnvironment env, IDataView input)
 {
     if (_inDataFrame)
     {
         if (_async)
         {
             var view = new CacheDataView(env, input, null);
             var tr   = new PassThroughTransform(env, new PassThroughTransform.Arguments(), view);
             return(tr);
         }
         else
         {
             var args = new SortInDataFrameTransform.Arguments()
             {
                 numThreads = _numThreads, sortColumn = null
             };
             var tr = new SortInDataFrameTransform(env, args, input);
             return(tr);
         }
     }
     else
     {
         string nt = _numThreads > 0 ? string.Format("{{t={0}}}", _numThreads) : string.Empty;
         using (var ch = Host.Start("Caching data..."))
         {
             if (_reuse && File.Exists(_cacheFile))
             {
                 ch.Info(MessageSensitivity.UserData, "Reusing cache '{0}'", _cacheFile);
             }
             else
             {
                 ch.Info(MessageSensitivity.UserData, "Building cache '{0}'", _cacheFile);
                 var saver = ComponentCreation.CreateSaver(env, _saverSettings);
                 using (var fs0 = Host.CreateOutputFile(_cacheFile))
                     DataSaverUtils.SaveDataView(ch, saver, input, fs0, true);
             }
         }
         var loader = ComponentCreation.CreateLoader(env, string.Format("binary{{{0}}}", nt),
                                                     new MultiFileSource(_cacheFile));
         SchemaHelper.CheckSchema(Host, input.Schema, loader.Schema);
         var copy = ComponentCreation.CreateTransform(env, "skip{s=0}", loader);
         return(copy);
     }
 }