Allow retry 3 times for format response in Routing.
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hchen
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docs/agent/assets/routing-calling-stack.png
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docs/agent/assets/routing-calling-stack.png
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@ -48,4 +48,24 @@ public class TransferToCsrRoutingHandler : IRoutingHandler
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}
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```
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## Routing - Redirection
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Router will maintain an Agent call stack and automatically set the currently active Agent based on the conversation status and redirection configuration.
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You can configure redirection rules based on your business needs.
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```json
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{
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"routingRules": [
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{
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"field": "order_number",
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"required": true,
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"description": "pizza order number",
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"redirectTo": "c2b57a74-ae4e-4c81-b3ad-9ac5bff982bd"
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}
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]
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}
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```
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92
docs/architecture/assets/.$routing-redirection.drawio.bkp
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92
docs/architecture/assets/.$routing-redirection.drawio.bkp
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@ -0,0 +1,92 @@
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96
docs/architecture/assets/.$routing-redirection.drawio.dtmp
Normal file
96
docs/architecture/assets/.$routing-redirection.drawio.dtmp
Normal file
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@ -0,0 +1,96 @@
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BIN
docs/architecture/assets/routing-reasoner.png
Normal file
BIN
docs/architecture/assets/routing-reasoner.png
Normal file
Binary file not shown.
|
After Width: | Height: | Size: 84 KiB |
96
docs/architecture/assets/routing-redirection.drawio
Normal file
96
docs/architecture/assets/routing-redirection.drawio
Normal file
|
|
@ -0,0 +1,96 @@
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<mxCell id="X3GvA0o1aQpa0wGmxsrW-10" value="<b>Have Order Number?</b>" style="rhombus;whiteSpace=wrap;html=1;fillColor=#ffcc99;strokeColor=#36393d;sketch=1;curveFitting=1;jiggle=2;" parent="1" vertex="1">
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BIN
docs/architecture/assets/routing-redirection.png
Normal file
BIN
docs/architecture/assets/routing-redirection.png
Normal file
Binary file not shown.
|
After Width: | Height: | Size: 74 KiB |
|
|
@ -6,9 +6,12 @@ Routing is an important function that allows multiple Agents to work together to
|
|||
|
||||
The Routing feature is the core technology used by BotSharp to manage multiple Agents. BotSharp has a built-in intelligent Agent called `Router`. When you enable this function, all user requests will be pre-processed by the Router to determine which Agent to distribute the request to for processing. The advantage of Routing technology is that it can isolate different Agents and allow them to work together to achieve the user's goals. The adoption of `Routing` ensures that Agent can be scalable, flexible and robust enough in enterprise applications.
|
||||
|
||||
|
||||
|
||||
## Reasoner
|
||||
|
||||
For simple questions raised by users, the ordinary routing function can already handle it. However, for the scenario where the user has a long description and needs to disassemble the task, ordinary routing cannot handle it. At this time, the `Reasoning` feature needs to be turned on, and LLM will respond according to the problem. The complexity is broken down into different small tasks. These small tasks can be processed by the corresponding Agent. During the processing process, the Router will constantly adjust the next step plan to deal with the different results returned by the Agent.
|
||||
|
||||
|
||||
|
||||
For more **Routing** related information, please go to [Agent Routing](../agent/router.md).
|
||||
|
|
@ -7,6 +7,9 @@ namespace BotSharp.Core.Agents.Services;
|
|||
|
||||
public partial class AgentService
|
||||
{
|
||||
#if !DEBUG
|
||||
[MemoryCache(10 * 60)]
|
||||
#endif
|
||||
public async Task<List<Agent>> GetAgents()
|
||||
{
|
||||
var query = from a in _db.Agents
|
||||
|
|
|
|||
|
|
@ -34,20 +34,26 @@ public class RouteToAgentFn : IFunctionCallback
|
|||
}
|
||||
else
|
||||
{
|
||||
var db = _services.GetRequiredService<IBotSharpRepository>();
|
||||
var targetAgent = db.Agents.FirstOrDefault(x => x.Name.ToLower() == args.AgentName.ToLower());
|
||||
if (targetAgent == null)
|
||||
{
|
||||
message.ExecutionData = JsonSerializer.Deserialize<JsonElement>(message.FunctionArgs);
|
||||
return false;
|
||||
}
|
||||
|
||||
var missingfield = HasMissingRequiredField(message, out var agentId);
|
||||
if (missingfield && message.CurrentAgentId != agentId)
|
||||
{
|
||||
// Stack original Agent
|
||||
_context.Push(targetAgent.Id);
|
||||
|
||||
message.CurrentAgentId = agentId;
|
||||
}
|
||||
else
|
||||
{
|
||||
var db = _services.GetRequiredService<IBotSharpRepository>();
|
||||
var record = db.Agents.FirstOrDefault(x => x.Name.ToLower() == args.AgentName.ToLower());
|
||||
if (record != null)
|
||||
{
|
||||
message.CurrentAgentId = record.Id;
|
||||
message.ExecutionResult = $"Routing to {args.AgentName}";
|
||||
}
|
||||
message.CurrentAgentId = targetAgent.Id;
|
||||
message.ExecutionResult = $"Routing to {args.AgentName}";
|
||||
}
|
||||
}
|
||||
|
||||
|
|
|
|||
|
|
@ -18,9 +18,10 @@ public partial class RoutingService
|
|||
var content = $"{prompt} Response must be in JSON format {responseFormat}";
|
||||
|
||||
var state = _services.GetRequiredService<IConversationStateService>();
|
||||
|
||||
|
||||
RoleDialogModel response = default;
|
||||
var args = new FunctionCallFromLlm();
|
||||
|
||||
if (_settings.UseTextCompletion)
|
||||
{
|
||||
var completion = CompletionProvider.GetTextCompletion(_services,
|
||||
|
|
@ -37,47 +38,58 @@ public partial class RoutingService
|
|||
provider: _settings.Provider,
|
||||
model: _settings.Model);
|
||||
|
||||
response = completion.GetChatCompletions(_routerInstance.Router, new List<RoleDialogModel>
|
||||
int retryCount = 0;
|
||||
|
||||
while (retryCount < 3)
|
||||
{
|
||||
new RoleDialogModel(AgentRole.User, content)
|
||||
});
|
||||
try
|
||||
{
|
||||
response = completion.GetChatCompletions(_routerInstance.Router, new List<RoleDialogModel>
|
||||
{
|
||||
new RoleDialogModel(AgentRole.User, content)
|
||||
});
|
||||
|
||||
var pattern = @"\{(?:[^{}]|(?<open>\{)|(?<-open>\}))+(?(open)(?!))\}";
|
||||
response.Content = Regex.Match(response.Content, pattern).Value;
|
||||
args = JsonSerializer.Deserialize<FunctionCallFromLlm>(response.Content);
|
||||
break;
|
||||
}
|
||||
catch (Exception ex)
|
||||
{
|
||||
_logger.LogError($"{ex.Message}: {response.Content}");
|
||||
args.Function = "response_to_user";
|
||||
args.Answer = ex.Message;
|
||||
args.AgentName = _settings.RouterName;
|
||||
content += "\r\nPlease response in JSON format.";
|
||||
}
|
||||
finally
|
||||
{
|
||||
retryCount++;
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
var args = new FunctionCallFromLlm();
|
||||
try
|
||||
{
|
||||
#if DEBUG
|
||||
Console.WriteLine(response.Content, Color.Gray);
|
||||
Console.WriteLine(response.Content, Color.Gray);
|
||||
#else
|
||||
_logger.LogInformation(response.Content);
|
||||
_logger.LogInformation(response.Content);
|
||||
#endif
|
||||
var pattern = @"\{(?:[^{}]|(?<open>\{)|(?<-open>\}))+(?(open)(?!))\}";
|
||||
response.Content = Regex.Match(response.Content, pattern).Value;
|
||||
args = JsonSerializer.Deserialize<FunctionCallFromLlm>(response.Content);
|
||||
|
||||
// Sometimes it populate malformed Function in Agent name
|
||||
if (!string.IsNullOrEmpty(args.Function) && args.Function == args.AgentName)
|
||||
{
|
||||
args.Function = "route_to_agent";
|
||||
_logger.LogWarning($"Captured LLM malformed response");
|
||||
}
|
||||
|
||||
// Another case of malformed response
|
||||
var agentService = _services.GetRequiredService<IAgentService>();
|
||||
var agents = await agentService.GetAgents();
|
||||
if (string.IsNullOrEmpty(args.AgentName) && agents.Select(x => x.Name).Contains(args.Function))
|
||||
{
|
||||
args.AgentName = args.Function;
|
||||
args.Function = "route_to_agent";
|
||||
_logger.LogWarning($"Captured LLM malformed response");
|
||||
}
|
||||
}
|
||||
catch (Exception ex)
|
||||
// Sometimes it populate malformed Function in Agent name
|
||||
if (!string.IsNullOrEmpty(args.Function) && args.Function == args.AgentName)
|
||||
{
|
||||
_logger.LogError($"{ex.Message}: {response.Content}");
|
||||
args.Function = "response_to_user";
|
||||
args.Answer = ex.Message;
|
||||
args.AgentName = _settings.RouterName;
|
||||
args.Function = "route_to_agent";
|
||||
_logger.LogWarning($"Captured LLM malformed response");
|
||||
}
|
||||
|
||||
// Another case of malformed response
|
||||
var agentService = _services.GetRequiredService<IAgentService>();
|
||||
var agents = await agentService.GetAgents();
|
||||
if (string.IsNullOrEmpty(args.AgentName) && agents.Select(x => x.Name).Contains(args.Function))
|
||||
{
|
||||
args.AgentName = args.Function;
|
||||
args.Function = "route_to_agent";
|
||||
_logger.LogWarning($"Captured LLM malformed response");
|
||||
}
|
||||
|
||||
if (args.Arguments != null)
|
||||
|
|
|
|||
|
|
@ -62,7 +62,7 @@ public partial class RoutingService
|
|||
response.Role = recursiveResponse.Role;
|
||||
response.Content = recursiveResponse.Content;
|
||||
response.ExecutionResult = recursiveResponse.ExecutionResult;
|
||||
response.ExecutionData = recursiveResponse.ExecutionData;
|
||||
response.ExecutionData = recursiveResponse.ExecutionData ?? response.ExecutionData;
|
||||
response.StopCompletion = recursiveResponse.StopCompletion;
|
||||
}
|
||||
}
|
||||
|
|
|
|||
Loading…
Reference in a new issue