Modify the functions
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@ -25,13 +25,12 @@ public class RoutingSpeederController : ControllerBase
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public IActionResult TrainIntentClassifier(TrainingParams trainingParams)
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public IActionResult TrainIntentClassifier(TrainingParams trainingParams)
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{
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{
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var intentClassifier = _service.GetRequiredService<IntentClassifier>();
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var intentClassifier = _service.GetRequiredService<IntentClassifier>();
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// intentClassifier.InitClassifer(trainingParams.Inference);
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intentClassifier.Train(trainingParams);
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intentClassifier.Train(trainingParams);
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return Ok(intentClassifier.Labels);
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return Ok(intentClassifier.Labels);
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}
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}
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[HttpPost("/routing-speeder/classifier/inference")]
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[HttpPost("/routing-speeder/classifier/inference")]
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public IActionResult TrainIntentClassifier([FromBody] DialoguePredictionModel message)
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public IActionResult InferenceIntentClassifier([FromBody] DialoguePredictionModel message)
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{
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{
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var intentClassifier = _service.GetRequiredService<IntentClassifier>();
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var intentClassifier = _service.GetRequiredService<IntentClassifier>();
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var vector = intentClassifier.GetTextEmbedding(message.Text);
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var vector = intentClassifier.GetTextEmbedding(message.Text);
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@ -15,12 +15,14 @@ using Microsoft.Extensions.DependencyInjection;
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using System.Linq;
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using System.Linq;
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using Tensorflow.Keras;
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using Tensorflow.Keras;
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using BotSharp.Abstraction.Agents;
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using BotSharp.Abstraction.Agents;
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using Microsoft.Extensions.Logging;
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namespace BotSharp.Plugin.RoutingSpeeder.Providers;
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namespace BotSharp.Plugin.RoutingSpeeder.Providers;
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public class IntentClassifier
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public class IntentClassifier
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{
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{
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private readonly IServiceProvider _services;
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private readonly IServiceProvider _services;
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private readonly ILogger _logger;
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private KnowledgeBaseSettings _knowledgeBaseSettings;
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private KnowledgeBaseSettings _knowledgeBaseSettings;
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Model _model;
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Model _model;
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public Model model => _model;
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public Model model => _model;
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@ -31,11 +33,15 @@ public class IntentClassifier
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private string[] _labels;
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private string[] _labels;
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public string[] Labels => _labels == null ? GetLabels() : _labels;
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public string[] Labels => _labels == null ? GetLabels() : _labels;
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public IntentClassifier(IServiceProvider services, ClassifierSetting settings, KnowledgeBaseSettings knowledgeBaseSettings)
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public IntentClassifier(IServiceProvider services,
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ClassifierSetting settings,
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KnowledgeBaseSettings knowledgeBaseSettings,
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ILogger logger)
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{
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{
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_services = services;
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_services = services;
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_settings = settings;
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_settings = settings;
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_knowledgeBaseSettings = knowledgeBaseSettings;
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_knowledgeBaseSettings = knowledgeBaseSettings;
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_logger = logger;
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}
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}
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private void Reset()
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private void Reset()
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@ -121,7 +127,7 @@ public class IntentClassifier
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{
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{
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var logInfo = _inferenceMode ? "No available weights." : "Will implement model training process and write trained weights into local";
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var logInfo = _inferenceMode ? "No available weights." : "Will implement model training process and write trained weights into local";
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_isModelReady = false;
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_isModelReady = false;
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Console.WriteLine(logInfo);
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_logger.LogInformation(logInfo);
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}
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}
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return weightsFile;
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return weightsFile;
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