using BotSharp.Abstraction.Agents; using BotSharp.Abstraction.Agents.Enums; using BotSharp.Abstraction.Loggers; using BotSharp.Abstraction.Routing; namespace BotSharp.Plugin.SparkDesk.Providers; public class ChatCompletionProvider : IChatCompletion { public string Provider => "sparkdesk"; private readonly SparkDeskSettings _settings; private readonly IServiceProvider _services; private readonly ILogger _logger; private string _model; public ChatCompletionProvider(IServiceProvider services, SparkDeskSettings settings, ILogger logger) { _services = services; _settings = settings; _logger = logger; _model = $"general{settings.ModelVersion.ToString()}"; } public async Task GetChatCompletions(Agent agent, List conversations) { var contentHooks = _services.GetServices().ToList(); // Before chat completion hook foreach (var hook in contentHooks) { await hook.BeforeGenerating(agent, conversations); } var client = new SparkDeskClient(appId: _settings.AppId, apiKey: _settings.ApiKey, apiSecret: _settings.ApiSecret); var (prompt, messages, funcall) = PrepareOptions(agent, conversations); var response = await client.ChatAsync(modelVersion:_settings.ModelVersion, messages,functions:funcall); var responseMessage = new RoleDialogModel(AgentRole.Assistant, response.Text) { CurrentAgentId = agent.Id, MessageId = conversations.Last().MessageId }; if (response.FunctionCall != null) { responseMessage = new RoleDialogModel(AgentRole.Function, response.Text) { CurrentAgentId = agent.Id, MessageId = conversations.Last().MessageId, FunctionName = response.FunctionCall.Name, FunctionArgs = response.FunctionCall.Arguments }; // Somethings LLM will generate a function name with agent name. if (!string.IsNullOrEmpty(responseMessage.FunctionName)) { responseMessage.FunctionName = responseMessage.FunctionName.Split('.').Last(); } } // After chat completion hook foreach (var hook in contentHooks) { await hook.AfterGenerated(responseMessage, new TokenStatsModel { Prompt = prompt, Provider = Provider, Model = _model, PromptCount = response.Usage.PromptTokens, CompletionCount = response.Usage.CompletionTokens }); } return responseMessage; } public async Task GetChatCompletionsAsync(Agent agent, List conversations, Func onMessageReceived, Func onFunctionExecuting) { var hooks = _services.GetServices().ToList(); // Before chat completion hook foreach (var hook in hooks) { await hook.BeforeGenerating(agent, conversations); } var client = new SparkDeskClient(appId: _settings.AppId, apiKey: _settings.ApiKey, apiSecret: _settings.ApiSecret); var (prompt, messages, funcall) = PrepareOptions(agent, conversations); var response = await client.ChatAsync(modelVersion: _settings.ModelVersion, messages, functions: funcall); var msg = new RoleDialogModel(AgentRole.Assistant, response.Text) { CurrentAgentId = agent.Id }; // After chat completion hook foreach (var hook in hooks) { await hook.AfterGenerated(msg, new TokenStatsModel { Prompt = prompt, Provider = Provider, Model = _model, PromptCount = response.Usage.PromptTokens, CompletionCount = response.Usage.CompletionTokens }); } if (response.FunctionCall != null) { _logger.LogInformation($"[{agent.Name}]: {response.FunctionCall.Name}({response.FunctionCall.Arguments})"); var funcContextIn = new RoleDialogModel(AgentRole.Function, response.Text) { CurrentAgentId = agent.Id, FunctionName = response.FunctionCall.Name, FunctionArgs = response.FunctionCall.Arguments }; // Somethings LLM will generate a function name with agent name. if (!string.IsNullOrEmpty(funcContextIn.FunctionName)) { funcContextIn.FunctionName = funcContextIn.FunctionName.Split('.').Last(); } // Execute functions await onFunctionExecuting(funcContextIn); } else { // Text response received await onMessageReceived(msg); } return true; } public async Task GetChatCompletionsStreamingAsync(Agent agent, List conversations, Func onMessageReceived) { var client = new SparkDeskClient(appId: _settings.AppId, apiKey: _settings.ApiKey, apiSecret: _settings.ApiSecret); var (prompt, messages, funcall) = PrepareOptions(agent, conversations); await foreach (StreamedChatResponse response in client.ChatAsStreamAsync(modelVersion: _settings.ModelVersion, messages, functions: funcall)) { if (response.FunctionCall !=null) { //Console.Write(choice.FunctionArgumentsUpdate); await onMessageReceived(new RoleDialogModel(AgentRole.Function, response.Text) { CurrentAgentId = agent.Id, FunctionName = response.FunctionCall.Name, FunctionArgs = response.FunctionCall.Arguments }); continue; } await onMessageReceived(new RoleDialogModel(AgentRole.Assistant, response.Text) { CurrentAgentId = agent.Id }); } return true; } public void SetModelName(string model) { _model = model; } private (string, ChatMessage[], FunctionDef[]?) PrepareOptions(Agent agent, List conversations) { var prompt = ""; var functions = new List(); var agentService = _services.GetRequiredService(); if (!string.IsNullOrEmpty(agent.Instruction)) { prompt += agentService.RenderedInstruction(agent); } var routing = _services.GetRequiredService(); var router = routing.Router; var messages = conversations.Select(c => new ChatMessage(c.Role == AgentRole.User ? "user" : "AI", c.Content)) .ToList(); if (agent.Functions != null && agent.Functions.Count > 0) { foreach (var function in agent.Functions) { functions.Add(ConvertToFunctionDef(function)); } prompt += "\r\n\r\n[Conversations]\r\n"; foreach (var dialog in conversations) { prompt += dialog.Role == AgentRole.Function ? $"{dialog.Role}: {dialog.FunctionName} => {dialog.Content}\r\n" : $"{dialog.Role}: {dialog.Content}\r\n"; } prompt += "\r\n\r\n" + router.Templates.FirstOrDefault(x => x.Name == "response_with_function").Content; return (prompt, new List { new ChatMessage("Which function should be used for the next step based on latest user or function response, output your response in JSON:", AgentRole.User), }.ToArray(), functions.ToArray()); } return (prompt, messages.ToArray(), null); } private FunctionDef ConvertToFunctionDef(BotSharp.Abstraction.Functions.Models.FunctionDef def) { var parameters = def.Parameters; var funcParamsProperties = parameters.Properties; var requiredList = parameters.Required; var fundef = new List(); if (funcParamsProperties != null) { var props = funcParamsProperties.RootElement.EnumerateObject(); while (props.MoveNext()) { var prop = props.Current; var name = prop.Name; bool required = requiredList.Contains(name); FunctionParametersDef parametersDef = new FunctionParametersDef(name, prop.Value.GetProperty("type").GetRawText(), prop.Value.GetProperty("description").GetRawText(), required); fundef.Add(parametersDef); } } FunctionDef functionDef = new FunctionDef(def.Name, def.Description, fundef.ToArray()); return functionDef; } }