197 lines
6.7 KiB
C#
197 lines
6.7 KiB
C#
using BotSharp.Core;
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using BotSharp.Core.Agents;
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using BotSharp.Core.Engines;
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using BotSharp.Core.Entities;
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using BotSharp.Core.Intents;
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using BotSharp.Core.Models;
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using BotSharp.Platform.Abstraction;
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using BotSharp.Platform.Models;
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using DotNetToolkit;
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using Platform.Articulate.Models;
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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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using System.Linq;
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using System.Text;
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using System.Threading.Tasks;
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namespace Platform.Articulate
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{
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/// <summary>
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/// A platform for building conversational interfaces with intelligent agents (chatbots)
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/// http://spg.ai/projects/articulate
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/// This implementation takes over APIs of Articulate's 7500 port.
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/// </summary>
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public class ArticulateAi<TAgent> :
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PlatformBuilderBase<TAgent>,
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IPlatformBuilder<TAgent>
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where TAgent : AgentBase
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{
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public DialogRequestOptions RequestOptions { get; set; }
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public Tuple<TAgent, DomainModel> GetAgentByDomainId(String domainId)
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{
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var results = GetAllAgents();
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foreach (TAgent agent in results)
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{
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var domain = (agent as AgentModel).Domains.FirstOrDefault(x => x.Id == domainId);
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if (domain != null)
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{
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return new Tuple<TAgent, DomainModel>(agent, domain);
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}
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}
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return null;
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}
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public Tuple<TAgent, DomainModel, IntentModel> GetAgentByIntentId(String intentId)
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{
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var results = GetAllAgents();
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foreach (TAgent agent in results)
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{
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foreach (DomainModel domain in (agent as AgentModel).Domains)
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{
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var intent = domain.Intents.FirstOrDefault(x => x.Id == intentId);
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if (intent != null)
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{
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return new Tuple<TAgent, DomainModel, IntentModel>(agent, domain, intent);
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}
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}
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}
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return null;
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}
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public List<IntentModel> GetReferencedIntentsByEntity(string entityId)
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{
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var intents = new List<IntentModel>();
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var allAgents = GetAllAgents();
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foreach (TAgent agt in allAgents)
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{
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var agent = agt as AgentModel;
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foreach (DomainModel domain in agent.Domains)
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{
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foreach (IntentModel intent in domain.Intents)
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{
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if(intent.Examples.Exists(x => x.Entities.Exists(y => y.EntityId == entityId)))
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{
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intents.Add(intent);
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}
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}
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}
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}
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return intents;
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}
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public TrainingCorpus ExtractorCorpus(TAgent agent)
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{
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var corpus = new TrainingCorpus();
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var agt = agent as AgentModel;
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corpus.Entities = agt.Entities.Select(x => new TrainingEntity
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{
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Entity = x.EntityName,
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Values = x.Examples.Select(y => new TrainingEntitySynonym
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{
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Value = y.Value,
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Synonyms = y.Synonyms
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}).ToList()
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}).ToList();
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corpus.UserSays = new List<TrainingIntentExpression<TrainingIntentExpressionPart>>();
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foreach(DomainModel domain in agt.Domains)
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{
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foreach(IntentModel intent in domain.Intents)
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{
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foreach(IntentExampleModel example in intent.Examples)
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{
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var say = new TrainingIntentExpression<TrainingIntentExpressionPart>()
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{
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Intent = intent.IntentName,
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Text = example.UserSays,
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Entities = example.Entities.Select(x => new TrainingIntentExpressionPart
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{
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Entity = x.Entity,
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Start = x.Start,
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Value = x.Value
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}).ToList()
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};
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corpus.UserSays.Add(say);
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}
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}
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}
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return corpus;
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}
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public async Task<bool> Train(TAgent agent, TrainingCorpus corpus)
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{
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string agentDir = Path.Combine(AppDomain.CurrentDomain.GetData("DataPath").ToString(), "Projects", agent.Id);
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// save corpus to agent dir
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var projectPath = Path.Combine(AppDomain.CurrentDomain.GetData("DataPath").ToString(), "Projects", agent.Id);
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var model = "model_" + DateTime.UtcNow.ToString("yyyyMMdd");
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var modelPath = Path.Combine(projectPath, model);
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var trainer = new BotTrainer();
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var parsedAgent = agent.ToObject<Agent>();
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var intents = new List<TrainingIntentExpression<TrainingIntentExpressionPart>>();
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foreach (DomainModel domain in (agent as AgentModel).Domains)
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{
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foreach (IntentModel intent in domain.Intents)
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{
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foreach (IntentExampleModel example in intent.Examples)
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{
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var parsedIntent = new TrainingIntentExpression<TrainingIntentExpressionPart>
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{
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Intent = intent.IntentName,
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Text = example.UserSays,
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Entities = example.Entities.Select(x => new TrainingIntentExpressionPart
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{
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Entity = x.Entity,
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Start = x.Start,
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Value = x.Value
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}).ToList()
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};
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intents.Add(parsedIntent);
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}
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}
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}
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parsedAgent.Corpus = new TrainingCorpus
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{
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Entities = (agent as AgentModel).Entities.Select(x => new TrainingEntity
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{
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Entity = x.EntityName,
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Values = x.Examples.Select(y => new TrainingEntitySynonym
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{
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Value = y.Value,
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Synonyms = y.Synonyms
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}).ToList()
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}).ToList(),
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UserSays = intents
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};
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var trainOptions = new BotTrainOptions
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{
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AgentDir = projectPath,
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Model = model
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};
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var info = await trainer.Train(parsedAgent, trainOptions);
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return true;
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}
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}
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}
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