refine db knowledge

This commit is contained in:
Jicheng Lu 2024-09-03 15:41:12 -05:00
parent 949a2cce9f
commit e21a44ec3d
10 changed files with 221 additions and 21 deletions

View file

@ -23,10 +23,13 @@ public class VerboseLogHook : IContentGeneratingHook
{
if (!_convSettings.ShowVerboseLog) return;
var dialog = conversations.Last();
var log = $"{dialog.Role}: {dialog.Content} [msg_id: {dialog.MessageId}] ==>";
_logger.LogInformation(log);
var dialog = conversations.LastOrDefault();
if (dialog != null)
{
var log = $"{dialog.Role}: {dialog.Content} [msg_id: {dialog.MessageId}] ==>";
_logger.LogInformation(log);
}
await Task.CompletedTask;
}

View file

@ -142,6 +142,7 @@ public class KnowledgeBaseController : ControllerBase
}
#endregion
#region Knowledge
[HttpPost("/knowledge/search")]
public async Task<KnowledgeSearchViewModel> SearchKnowledge([FromBody] SearchKnowledgeRequest request)

View file

@ -49,7 +49,7 @@ public class ChatCompletionProvider : IChatCompletion
responseMessage = new RoleDialogModel(AgentRole.Function, text)
{
CurrentAgentId = agent.Id,
MessageId = conversations.Last().MessageId,
MessageId = conversations.LastOrDefault()?.MessageId ?? string.Empty,
FunctionName = value.FunctionCall.FunctionName,
FunctionArgs = value.FunctionCall.FunctionArguments
};
@ -66,7 +66,7 @@ public class ChatCompletionProvider : IChatCompletion
responseMessage = new RoleDialogModel(AgentRole.Function, text)
{
CurrentAgentId = agent.Id,
MessageId = conversations.Last().MessageId,
MessageId = conversations.LastOrDefault()?.MessageId ?? string.Empty,
FunctionName = toolCall?.FunctionName,
FunctionArgs = toolCall?.FunctionArguments
};
@ -76,7 +76,7 @@ public class ChatCompletionProvider : IChatCompletion
responseMessage = new RoleDialogModel(AgentRole.Assistant, text)
{
CurrentAgentId = agent.Id,
MessageId = conversations.Last().MessageId
MessageId = conversations.LastOrDefault()?.MessageId ?? string.Empty,
};
}

View file

@ -49,7 +49,7 @@ public class ChatCompletionProvider : IChatCompletion
responseMessage = new RoleDialogModel(AgentRole.Function, text)
{
CurrentAgentId = agent.Id,
MessageId = conversations.Last().MessageId,
MessageId = conversations.LastOrDefault()?.MessageId ?? string.Empty,
FunctionName = value.FunctionCall.FunctionName,
FunctionArgs = value.FunctionCall.FunctionArguments
};
@ -66,7 +66,7 @@ public class ChatCompletionProvider : IChatCompletion
responseMessage = new RoleDialogModel(AgentRole.Function, text)
{
CurrentAgentId = agent.Id,
MessageId = conversations.Last().MessageId,
MessageId = conversations.LastOrDefault()?.MessageId ?? string.Empty,
FunctionName = toolCall?.FunctionName,
FunctionArgs = toolCall?.FunctionArguments
};
@ -76,7 +76,7 @@ public class ChatCompletionProvider : IChatCompletion
responseMessage = new RoleDialogModel(AgentRole.Assistant, text)
{
CurrentAgentId = agent.Id,
MessageId = conversations.Last().MessageId
MessageId = conversations.LastOrDefault()?.MessageId ?? string.Empty,
};
}

View file

@ -1,4 +1,4 @@
<Project Sdk="Microsoft.NET.Sdk">
<Project Sdk="Microsoft.NET.Sdk">
<PropertyGroup>
<TargetFramework>$(TargetFramework)</TargetFramework>
@ -53,6 +53,7 @@
</ItemGroup>
<ItemGroup>
<PackageReference Include="Microsoft.AspNetCore.Mvc.Core" Version="2.2.5" />
<PackageReference Include="MySqlConnector" Version="2.3.7" />
</ItemGroup>

View file

@ -0,0 +1,24 @@
using BotSharp.Plugin.SqlDriver.Models;
using Microsoft.AspNetCore.Authorization;
using Microsoft.AspNetCore.Mvc;
namespace BotSharp.Plugin.SqlDriver.Controllers;
[Authorize]
[ApiController]
public class SqlDriverController : ControllerBase
{
private readonly IServiceProvider _services;
public SqlDriverController(IServiceProvider services)
{
_services = services;
}
[HttpPost("/knowledge/database/import")]
public async Task<bool> ImportDbKnowledge(ImportDbKnowledgeRequest request)
{
var dbKnowledge = _services.GetRequiredService<DbKnowledgeService>();
return await dbKnowledge.Import(request.Provider ?? "openai", request.Model ?? "gpt-4o", request.Schema);
}
}

View file

@ -20,25 +20,36 @@ public class GetTableDefinitionFn : IFunctionCallback
var settings = _services.GetRequiredService<SqlDriverSetting>();
// Get table DDL from database
using var connection = new MySqlConnection(settings.MySqlConnectionString);
var dictionary = new Dictionary<string, object>();
var tableDdls = new List<string>();
using var connection = new MySqlConnection(settings.MySqlConnectionString);
connection.Open();
foreach (var p in (List<string>)message.Data)
foreach (var table in (List<string>)message.Data)
{
var escapedTableName = MySqlHelper.EscapeString(p);
dictionary["@" + "table_name"] = p;
dictionary["table_name"] = escapedTableName;
var escapedTableName = MySqlHelper.EscapeString(table);
var sql = $"select * from information_schema.tables where table_name = @tableName";
var result = connection.QueryFirstOrDefault(sql, new
{
tableName = escapedTableName
});
var sql = $"select * from information_schema.tables where table_name ='{escapedTableName}'";
var result = connection.QueryFirstOrDefault(sql: sql, dictionary);
if (result == null) continue;
sql = $"SHOW CREATE TABLE `{escapedTableName}`";
result = connection.QueryFirstOrDefault(sql: sql, dictionary);
tableDdls.Add(result);
using var command = new MySqlCommand(sql, connection);
using var reader = command.ExecuteReader();
if (reader.Read())
{
result = reader.GetString(1);
tableDdls.Add(result);
}
reader.Close();
command.Dispose();
}
connection.Close();
message.Content = string.Join("\r\n", tableDdls);
return true;
}

View file

@ -0,0 +1,19 @@
using System.Text.Json.Serialization;
namespace BotSharp.Plugin.SqlDriver.Models;
public class RequestBase
{
[JsonPropertyName("provider")]
public string? Provider { get; set; }
[JsonPropertyName("model")]
public string? Model { get; set; }
}
public class ImportDbKnowledgeRequest : RequestBase
{
[JsonPropertyName("schema")]
public string Schema { get; set; }
}

View file

@ -0,0 +1,140 @@
using static Dapper.SqlMapper;
using Microsoft.Extensions.Logging;
using BotSharp.Core.Infrastructures;
using MySqlConnector;
using BotSharp.Abstraction.Agents.Enums;
using BotSharp.Abstraction.Knowledges.Settings;
using BotSharp.Abstraction.Knowledges.Enums;
using BotSharp.Abstraction.VectorStorage.Models;
namespace BotSharp.Plugin.SqlDriver.Services;
public class DbKnowledgeService
{
private readonly IServiceProvider _services;
private readonly ILogger<DbKnowledgeService> _logger;
public DbKnowledgeService(
IServiceProvider services,
ILogger<DbKnowledgeService> logger)
{
_services = services;
_logger = logger;
}
public async Task<bool> Import(string provider, string model, string schema)
{
var sqlDriverSettings = _services.GetRequiredService<SqlDriverSetting>();
var knowledgeSettings = _services.GetRequiredService<KnowledgeBaseSettings>();
var knowledgeService = _services.GetRequiredService<IKnowledgeService>();
var collectionName = knowledgeSettings.Default.CollectionName ?? KnowledgeCollectionName.BotSharp;
var tables = new HashSet<string>();
using var connection = new MySqlConnection(sqlDriverSettings.MySqlConnectionString);
var sql = $"select table_name from information_schema.tables where table_schema = @tableSchema";
var results = connection.Query(sql, new
{
tableSchema = schema
});
foreach (var item in results)
{
if (item == null) continue;
tables.Add(item.TABLE_NAME);
}
foreach (var table in tables)
{
try
{
_logger.LogInformation($"Start processing table {table}\r\n");
var ddl = GetTableStructure(table);
if (string.IsNullOrEmpty(ddl)) continue;
var prompt = await GetPrompt(ddl);
var response = await GetAiResponse(prompt, provider, model);
var knowledges = response.Content.JsonArrayContent<ExtractedKnowledge>();
if (knowledges.IsNullOrEmpty())
{
_logger.LogInformation($"No knowledge for table {table}");
continue;
}
foreach (var item in knowledges)
{
await knowledgeService.CreateVectorCollectionData(collectionName, new VectorCreateModel
{
Text = item.Question,
Payload = new Dictionary<string, string>
{
{ KnowledgePayloadName.Answer, item.Answer }
}
});
_logger.LogInformation($"Knowledge {table} is saved =>\r\nQuestion: {item.Question}\r\nAnswer: {item.Answer}\r\n");
}
}
catch (Exception ex)
{
var note = $"Error processing table {table}: {ex.Message}\r\n{ex.InnerException}";
_logger.LogWarning(note);
}
}
return true;
}
private string GetTableStructure(string table)
{
var settings = _services.GetRequiredService<SqlDriverSetting>();
using var connection = new MySqlConnection(settings.MySqlConnectionString);
connection.Open();
var result = string.Empty;
var escapedTableName = MySqlHelper.EscapeString(table);
var sql = $"SHOW CREATE TABLE `{escapedTableName}`";
using var command = new MySqlCommand(sql, connection);
using var reader = command.ExecuteReader();
if (reader.Read())
{
result = reader.GetString(1);
}
reader.Close();
command.Dispose();
connection.Close();
return result;
}
private async Task<string> GetPrompt(string content)
{
var agentService = _services.GetRequiredService<IAgentService>();
var render = _services.GetRequiredService<ITemplateRender>();
var aiAssistant = await agentService.GetAgent(BuiltInAgentId.AIAssistant);
var template = aiAssistant.Templates.FirstOrDefault(x => x.Name == "database_knowledge")?.Content ?? string.Empty;
return render.Render(template, new Dictionary<string, object>
{
{ "table_structure", content }
});
}
private async Task<RoleDialogModel> GetAiResponse(string prompt, string provider, string model)
{
var agent = new Agent
{
Id = string.Empty,
Name = "Db knowledge",
Instruction = prompt,
};
var completion = CompletionProvider.GetChatCompletion(_services, provider, model);
return await completion.GetChatCompletions(agent, new List<RoleDialogModel>());
}
}

View file

@ -16,6 +16,7 @@ public class SqlDriverPlugin : IBotSharpPlugin
});
services.AddScoped<SqlDriverService>();
services.AddScoped<DbKnowledgeService>();
services.AddScoped<IKnowledgeHook, SqlDriverKnowledgeHook>();
services.AddScoped<IAgentHook, SqlExecutorHook>();
services.AddScoped<IAgentUtilityHook, SqlExecutorUtilityHook>();