public SentimentAnalyzeResult Analyze()
{
var model = Train();
var category = new DocumentCategorizerME(model);
var evaluator = new DocumentCategorizerEvaluator(category);
//var expectedDocumentCategory = "Movies";
var content = GetSourceText();
var sample = new DocumentSample("Call", content);
var distribution = category.Categorize(content);
var predictedCategory = category.GetBestCategory(distribution);
using (var stream = new FileStream(Path.Combine(AppConfig.GetAppBasePath(), "en-sentiment.bin"), FileMode.Append))
SerializeHelper.Serialize(stream, model);
return(predictedCategory.ConvertRawResultAsSentimentResult());
}
public override void run(string[] args)
{
if (0 == args.Length)
{
Console.WriteLine(Help);
}
else
{
DoccatModel model = (new DoccatModelLoader()).load(new File(args[0]));
DocumentCategorizerME doccat = new DocumentCategorizerME(model);
ObjectStream <string> documentStream = new ParagraphStream(new PlainTextByLineStream(new InputStreamReader(Console.OpenStandardInput)));
PerformanceMonitor perfMon = new PerformanceMonitor(System.err, "doc");
perfMon.start();
try
{
string document;
while ((document = documentStream.read()) != null)
{
double[] prob = doccat.categorize(WhitespaceTokenizer.INSTANCE.tokenize(document));
string category = doccat.getBestCategory(prob);
DocumentSample sample = new DocumentSample(category, document);
Console.WriteLine(sample.ToString());
perfMon.incrementCounter();
}
}
catch (IOException e)
{
CmdLineUtil.handleStdinIoError(e);
}
perfMon.stopAndPrintFinalResult();
}
}
private static void Main(string[] args)
{
Thread.CurrentThread.CurrentCulture = new System.Globalization.CultureInfo("en-US");
//Paragraphs
ParagraphSample.SimpleFormattedParagraphs();
ParagraphSample.ForceParagraphOnSinglePage();
ParagraphSample.ForceMultiParagraphsOnSinglePage();
ParagraphSample.TextActions();
ParagraphSample.Heading();
////Document
DocumentSample.AddCustomProperties();
DocumentSample.ReplaceText();
DocumentSample.ApplyTemplate();
DocumentSample.AppendDocument();
//Images
ImageSample.AddPicture();
ImageSample.CopyPicture();
ImageSample.ModifyImage();
//Indentation/Direction/Margins
MarginSample.SetDirection();
MarginSample.Indentation();
MarginSample.Margins();
//Header/Footers
HeaderFooterSample.HeadersFooters();
//Tables
TableSample.InsertRowAndImageTable();
TableSample.TextDirectionTable();
TableSample.CreateRowsFromTemplate();
TableSample.ColumnsWidth();
TableSample.MergeCells();
//Hyperlink
HyperlinkSample.Hyperlinks();
//Section
SectionSample.InsertSections();
//Lists
ListSample.AddList();
//Equations
EquationSample.InsertEquation();
//Bookmarks
BookmarkSample.InsertBookmarks();
BookmarkSample.ReplaceText();
//Charts
ChartSample.BarChart();
ChartSample.LineChart();
ChartSample.PieChart();
ChartSample.Chart3D();
//Tale of Content
TableOfContentSample.InsertTableOfContent();
TableOfContentSample.InsertTableOfContentWithReference();
//Lines
LineSample.InsertHorizontalLine();
//Protection
ProtectionSample.AddPasswordProtection();
ProtectionSample.AddProtection();
//Parallel
ParallelSample.DoParallelActions();
//Others
MiscellaneousSample.CreateRecipe();
MiscellaneousSample.CompanyReport();
MiscellaneousSample.CreateInvoice();
Console.WriteLine("\nPress any key to exit.");
Console.ReadKey();
}
public async Task <IActionResult> Create(DocumentSample documentSample, IFormFile uploadedFile)
{
await _documentSamplesRepository.AddDocumentSampleAsync(documentSample, uploadedFile);
return(RedirectToAction(nameof(Index)));
}
