Esempio n. 1
0
        public void ExtractEntityLinking()
        {
            string endpoint        = Environment.GetEnvironmentVariable("TEXT_ANALYTICS_ENDPOINT");
            string subscriptionKey = Environment.GetEnvironmentVariable("TEXT_ANALYTICS_SUBSCRIPTION_KEY");

            // Instantiate a client that will be used to call the service.
            var client = new TextAnalyticsClient(new Uri(endpoint), subscriptionKey);

            string input = "Microsoft was founded by Bill Gates and Paul Allen.";

            Debug.WriteLine($"Linking entities for input: \"{input}\"");
            ExtractLinkedEntitiesResult result = client.ExtractEntityLinking(input);

            Debug.WriteLine($"Extracted {result.LinkedEntities.Count()} linked entit{(result.LinkedEntities.Count() > 1 ? "ies" : "y")}:");
            foreach (LinkedEntity linkedEntity in result.LinkedEntities)
            {
                Debug.WriteLine($"Name: {linkedEntity.Name}, Id: {linkedEntity.Id}, Language: {linkedEntity.Language}, Data Source: {linkedEntity.DataSource}, Uri: {linkedEntity.Uri.ToString()}");
                foreach (LinkedEntityMatch match in linkedEntity.Matches)
                {
                    Debug.WriteLine($"    Match Text: {match.Text}, Score: {match.Score:0.00}, Offset: {match.Offset}, Length: {match.Length}.");
                }
            }
        }
        public void ExtractEntityLinkingBatch()
        {
            string endpoint        = Environment.GetEnvironmentVariable("TEXT_ANALYTICS_ENDPOINT");
            string subscriptionKey = Environment.GetEnvironmentVariable("TEXT_ANALYTICS_SUBSCRIPTION_KEY");

            // Instantiate a client that will be used to call the service.
            var client = new TextAnalyticsClient(new Uri(endpoint), subscriptionKey);

            var inputs = new List <string>
            {
                "Microsoft was founded by Bill Gates and Paul Allen.",
                "Text Analytics is one of the Azure Cognitive Services.",
                "Pike place market is my favorite Seattle attraction.",
            };

            ExtractLinkedEntitiesResultCollection results = client.ExtractEntityLinking(inputs);

            Debug.WriteLine($"Linked entities for each input are:\n");
            int i = 0;

            foreach (var result in results)
            {
                Debug.Write($"For input: \"{inputs[i++]}\", ");
                Debug.WriteLine($"extracted {result.LinkedEntities.Count()} linked entit{(result.LinkedEntities.Count() > 1 ? "ies" : "y")}:");

                foreach (LinkedEntity linkedEntity in result.LinkedEntities)
                {
                    Debug.WriteLine($"    Name: \"{linkedEntity.Name}\", Id: \"{linkedEntity.Id}\", Language: {linkedEntity.Language}, Data Source: {linkedEntity.DataSource}, Uri: {linkedEntity.Uri.ToString()}");
                    foreach (LinkedEntityMatch match in linkedEntity.Matches)
                    {
                        Debug.WriteLine($"        Match Text: \"{match.Text}\", Score: {match.Score:0.00}, Offset: {match.Offset}, Length: {match.Length}.");
                    }
                }

                Debug.WriteLine("");
            }
        }
        public void ExtractEntityLinkingBatchAdvanced()
        {
            string endpoint        = Environment.GetEnvironmentVariable("TEXT_ANALYTICS_ENDPOINT");
            string subscriptionKey = Environment.GetEnvironmentVariable("TEXT_ANALYTICS_SUBSCRIPTION_KEY");

            // Instantiate a client that will be used to call the service.
            var client = new TextAnalyticsClient(new Uri(endpoint), subscriptionKey);

            var inputs = new List <DocumentInput>
            {
                new DocumentInput("1")
                {
                    Language = "en",
                    Text     = "Microsoft was founded by Bill Gates and Paul Allen."
                },
                new DocumentInput("2")
                {
                    Language = "en",
                    Text     = "Text Analytics is one of the Azure Cognitive Services."
                },
                new DocumentInput("3")
                {
                    Language = "en",
                    Text     = "Pike place market is my favorite Seattle attraction."
                }
            };

            var resultCollection = client.ExtractEntityLinking(inputs, new TextAnalyticsRequestOptions(showStatistics: true)).Value;

            int i = 0;

            Debug.WriteLine($"Results of Azure Text Analytics \"Entity Linking\", version: \"{resultCollection.ModelVersion}\"");
            Debug.WriteLine("");

            foreach (var result in resultCollection)
            {
                var document = inputs[i++];

                Debug.WriteLine($"On document (Id={document.Id}, Language=\"{document.Language}\", Text=\"{document.Text}\"):");
                Debug.WriteLine($"    Extracted the following {result.Count()} linked entities:");

                foreach (var linkedEntity in result)
                {
                    Debug.WriteLine($"    Name: \"{linkedEntity.Name}\", Id: \"{linkedEntity.Id}\", Language: {linkedEntity.Language}, Data Source: {linkedEntity.DataSource}, Uri: {linkedEntity.Uri.ToString()}");
                    foreach (LinkedEntityMatch match in linkedEntity.Matches)
                    {
                        Debug.WriteLine($"        Match Text: \"{match.Text}\", Score: {match.Score:0.00}, Offset: {match.Offset}, Length: {match.Length}.");
                    }
                }

                Debug.WriteLine($"    Document statistics:");
                Debug.WriteLine($"        Character count: {result.Statistics.CharacterCount}");
                Debug.WriteLine($"        Transaction count: {result.Statistics.TransactionCount}");
                Debug.WriteLine("");
            }

            Debug.WriteLine($"Batch operation statistics:");
            Debug.WriteLine($"    Document count: {resultCollection.Statistics.DocumentCount}");
            Debug.WriteLine($"    Valid document count: {resultCollection.Statistics.ValidDocumentCount}");
            Debug.WriteLine($"    Invalid document count:{resultCollection.Statistics.InvalidDocumentCount}");
            Debug.WriteLine($"    Transaction count:{resultCollection.Statistics.TransactionCount}");
            Debug.WriteLine("");
        }