chore: import upstream snapshot with attribution
CodeQL / Analyze (csharp) (push) Waiting to run
CodeQL / Analyze (python) (push) Waiting to run
dotnet-build-and-test / dotnet-test-functions (push) Has been cancelled
dotnet-build-and-test / paths-filter (push) Has been cancelled
dotnet-build-and-test / dotnet-build (Debug, windows-latest, net9.0) (push) Has been cancelled
dotnet-build-and-test / dotnet-build (Release, ubuntu-latest, net10.0) (push) Has been cancelled
dotnet-build-and-test / dotnet-build (Release, ubuntu-latest, net8.0) (push) Has been cancelled
dotnet-build-and-test / dotnet-build (Release, windows-latest, net472) (push) Has been cancelled
dotnet-build-and-test / dotnet-test (Release, integration, true, ubuntu-latest, net10.0) (push) Has been cancelled
dotnet-build-and-test / dotnet-test (Release, integration, true, windows-latest, net472) (push) Has been cancelled
dotnet-build-and-test / dotnet-foundry-hosted-it (push) Has been cancelled
dotnet-build-and-test / dotnet-build-and-test-check (push) Has been cancelled
dotnet-build-and-test / Integration Test Report (push) Has been cancelled
CodeQL / Analyze (csharp) (push) Waiting to run
CodeQL / Analyze (python) (push) Waiting to run
dotnet-build-and-test / dotnet-test-functions (push) Has been cancelled
dotnet-build-and-test / paths-filter (push) Has been cancelled
dotnet-build-and-test / dotnet-build (Debug, windows-latest, net9.0) (push) Has been cancelled
dotnet-build-and-test / dotnet-build (Release, ubuntu-latest, net10.0) (push) Has been cancelled
dotnet-build-and-test / dotnet-build (Release, ubuntu-latest, net8.0) (push) Has been cancelled
dotnet-build-and-test / dotnet-build (Release, windows-latest, net472) (push) Has been cancelled
dotnet-build-and-test / dotnet-test (Release, integration, true, ubuntu-latest, net10.0) (push) Has been cancelled
dotnet-build-and-test / dotnet-test (Release, integration, true, windows-latest, net472) (push) Has been cancelled
dotnet-build-and-test / dotnet-foundry-hosted-it (push) Has been cancelled
dotnet-build-and-test / dotnet-build-and-test-check (push) Has been cancelled
dotnet-build-and-test / Integration Test Report (push) Has been cancelled
This commit is contained in:
@@ -0,0 +1,444 @@
|
||||
// Copyright (c) Microsoft. All rights reserved.
|
||||
|
||||
using Azure.AI.Projects;
|
||||
using Azure.AI.Projects.Agents;
|
||||
using Azure.Identity;
|
||||
using Microsoft.Extensions.AI;
|
||||
using Microsoft.Extensions.Configuration;
|
||||
using OpenAI.Responses;
|
||||
using Shared.Foundry;
|
||||
using Shared.Workflows;
|
||||
|
||||
namespace Demo.Workflows.Declarative.CustomerSupport;
|
||||
|
||||
/// <summary>
|
||||
/// This workflow demonstrates using multiple agents to provide automated
|
||||
/// troubleshooting steps to resolve common issues with escalation options.
|
||||
/// </summary>
|
||||
/// <remarks>
|
||||
/// See the README.md file in the parent folder (../README.md) for detailed
|
||||
/// information about the configuration required to run this sample.
|
||||
/// </remarks>
|
||||
internal sealed class Program
|
||||
{
|
||||
public static async Task Main(string[] args)
|
||||
{
|
||||
// Initialize configuration
|
||||
IConfiguration configuration = Application.InitializeConfig();
|
||||
Uri foundryEndpoint = new(configuration.GetValue(Application.Settings.FoundryEndpoint));
|
||||
|
||||
// Create the ticketing plugin (mock functionality)
|
||||
TicketingPlugin plugin = new();
|
||||
|
||||
// Ensure sample agents exist in Foundry.
|
||||
await CreateAgentsAsync(foundryEndpoint, configuration, plugin);
|
||||
|
||||
// Get input from command line or console
|
||||
string workflowInput = Application.GetInput(args);
|
||||
|
||||
// Create the workflow factory. This class demonstrates how to initialize a
|
||||
// declarative workflow from a YAML file. Once the workflow is created, it
|
||||
// can be executed just like any regular workflow.
|
||||
WorkflowFactory workflowFactory =
|
||||
new("CustomerSupport.yaml", foundryEndpoint)
|
||||
{
|
||||
Functions =
|
||||
[
|
||||
AIFunctionFactory.Create(plugin.CreateTicket),
|
||||
AIFunctionFactory.Create(plugin.GetTicket),
|
||||
AIFunctionFactory.Create(plugin.ResolveTicket),
|
||||
AIFunctionFactory.Create(plugin.SendNotification),
|
||||
]
|
||||
};
|
||||
|
||||
// Execute the workflow: The WorkflowRunner demonstrates how to execute
|
||||
// a workflow, handle the workflow events, and providing external input.
|
||||
// This also includes the ability to checkpoint workflow state and how to
|
||||
// resume execution.
|
||||
WorkflowRunner runner = new();
|
||||
await runner.ExecuteAsync(workflowFactory.CreateWorkflow, workflowInput);
|
||||
}
|
||||
|
||||
private static async Task CreateAgentsAsync(Uri foundryEndpoint, IConfiguration configuration, TicketingPlugin plugin)
|
||||
{
|
||||
// WARNING: DefaultAzureCredential is convenient for development but requires careful consideration in production.
|
||||
// In production, consider using a specific credential (e.g., ManagedIdentityCredential) to avoid
|
||||
// latency issues, unintended credential probing, and potential security risks from fallback mechanisms.
|
||||
AIProjectClient aiProjectClient = new(foundryEndpoint, new DefaultAzureCredential());
|
||||
|
||||
await aiProjectClient.CreateAgentAsync(
|
||||
agentName: "SelfServiceAgent",
|
||||
agentDefinition: DefineSelfServiceAgent(configuration),
|
||||
agentDescription: "Service agent for CustomerSupport workflow");
|
||||
|
||||
await aiProjectClient.CreateAgentAsync(
|
||||
agentName: "TicketingAgent",
|
||||
agentDefinition: DefineTicketingAgent(configuration, plugin),
|
||||
agentDescription: "Ticketing agent for CustomerSupport workflow");
|
||||
|
||||
await aiProjectClient.CreateAgentAsync(
|
||||
agentName: "TicketRoutingAgent",
|
||||
agentDefinition: DefineTicketRoutingAgent(configuration, plugin),
|
||||
agentDescription: "Routing agent for CustomerSupport workflow");
|
||||
|
||||
await aiProjectClient.CreateAgentAsync(
|
||||
agentName: "WindowsSupportAgent",
|
||||
agentDefinition: DefineWindowsSupportAgent(configuration, plugin),
|
||||
agentDescription: "Windows support agent for CustomerSupport workflow");
|
||||
|
||||
await aiProjectClient.CreateAgentAsync(
|
||||
agentName: "TicketResolutionAgent",
|
||||
agentDefinition: DefineResolutionAgent(configuration, plugin),
|
||||
agentDescription: "Resolution agent for CustomerSupport workflow");
|
||||
|
||||
await aiProjectClient.CreateAgentAsync(
|
||||
agentName: "TicketEscalationAgent",
|
||||
agentDefinition: TicketEscalationAgent(configuration, plugin),
|
||||
agentDescription: "Escalate agent for human support");
|
||||
}
|
||||
|
||||
private static DeclarativeAgentDefinition DefineSelfServiceAgent(IConfiguration configuration) =>
|
||||
new(configuration.GetValue(Application.Settings.FoundryModel))
|
||||
{
|
||||
Instructions =
|
||||
"""
|
||||
Use your knowledge to work with the user to provide the best possible troubleshooting steps.
|
||||
|
||||
- If the user confirms that the issue is resolved, then the issue is resolved.
|
||||
- If the user reports that the issue persists, then escalate.
|
||||
""",
|
||||
TextOptions =
|
||||
new ResponseTextOptions
|
||||
{
|
||||
TextFormat =
|
||||
ResponseTextFormat.CreateJsonSchemaFormat(
|
||||
"TaskEvaluation",
|
||||
BinaryData.FromString(
|
||||
"""
|
||||
{
|
||||
"type": "object",
|
||||
"properties": {
|
||||
"IsResolved": {
|
||||
"type": "boolean",
|
||||
"description": "True if the user issue/ask has been resolved."
|
||||
},
|
||||
"NeedsTicket": {
|
||||
"type": "boolean",
|
||||
"description": "True if the user issue/ask requires that a ticket be filed."
|
||||
},
|
||||
"IssueDescription": {
|
||||
"type": "string",
|
||||
"description": "A concise description of the issue."
|
||||
},
|
||||
"AttemptedResolutionSteps": {
|
||||
"type": "string",
|
||||
"description": "An outline of the steps taken to attempt resolution."
|
||||
}
|
||||
},
|
||||
"required": ["IsResolved", "NeedsTicket", "IssueDescription", "AttemptedResolutionSteps"],
|
||||
"additionalProperties": false
|
||||
}
|
||||
"""),
|
||||
jsonSchemaFormatDescription: null,
|
||||
jsonSchemaIsStrict: true),
|
||||
}
|
||||
};
|
||||
|
||||
private static DeclarativeAgentDefinition DefineTicketingAgent(IConfiguration configuration, TicketingPlugin plugin) =>
|
||||
new(configuration.GetValue(Application.Settings.FoundryModel))
|
||||
{
|
||||
Instructions =
|
||||
"""
|
||||
Always create a ticket in Azure DevOps using the available tools.
|
||||
|
||||
Include the following information in the TicketSummary.
|
||||
|
||||
- Issue description: {{IssueDescription}}
|
||||
- Attempted resolution steps: {{AttemptedResolutionSteps}}
|
||||
|
||||
After creating the ticket, provide the user with the ticket ID.
|
||||
""",
|
||||
Tools =
|
||||
{
|
||||
AIFunctionFactory.Create(plugin.CreateTicket).AsOpenAIResponseTool()
|
||||
},
|
||||
StructuredInputs =
|
||||
{
|
||||
["IssueDescription"] =
|
||||
new StructuredInputDefinition
|
||||
{
|
||||
IsRequired = false,
|
||||
DefaultValue = BinaryData.FromString(@"""unknown"""),
|
||||
Description = "A concise description of the issue.",
|
||||
},
|
||||
["AttemptedResolutionSteps"] =
|
||||
new StructuredInputDefinition
|
||||
{
|
||||
IsRequired = false,
|
||||
DefaultValue = BinaryData.FromString(@"""unknown"""),
|
||||
Description = "An outline of the steps taken to attempt resolution.",
|
||||
}
|
||||
},
|
||||
TextOptions =
|
||||
new ResponseTextOptions
|
||||
{
|
||||
TextFormat =
|
||||
ResponseTextFormat.CreateJsonSchemaFormat(
|
||||
"TaskEvaluation",
|
||||
BinaryData.FromString(
|
||||
"""
|
||||
{
|
||||
"type": "object",
|
||||
"properties": {
|
||||
"TicketId": {
|
||||
"type": "string",
|
||||
"description": "The identifier of the ticket created in response to the user issue."
|
||||
},
|
||||
"TicketSummary": {
|
||||
"type": "string",
|
||||
"description": "The summary of the ticket created in response to the user issue."
|
||||
}
|
||||
},
|
||||
"required": ["TicketId", "TicketSummary"],
|
||||
"additionalProperties": false
|
||||
}
|
||||
"""),
|
||||
jsonSchemaFormatDescription: null,
|
||||
jsonSchemaIsStrict: true),
|
||||
}
|
||||
};
|
||||
|
||||
private static DeclarativeAgentDefinition DefineTicketRoutingAgent(IConfiguration configuration, TicketingPlugin plugin) =>
|
||||
new(configuration.GetValue(Application.Settings.FoundryModel))
|
||||
{
|
||||
Instructions =
|
||||
"""
|
||||
Determine how to route the given issue to the appropriate support team.
|
||||
|
||||
Choose from the available teams and their functions:
|
||||
- Windows Activation Support: Windows license activation issues
|
||||
- Windows Support: Windows related issues
|
||||
- Azure Support: Azure related issues
|
||||
- Network Support: Network related issues
|
||||
- Hardware Support: Hardware related issues
|
||||
- Microsoft Office Support: Microsoft Office related issues
|
||||
- General Support: General issues not related to the above categories
|
||||
""",
|
||||
Tools =
|
||||
{
|
||||
AIFunctionFactory.Create(plugin.GetTicket).AsOpenAIResponseTool(),
|
||||
},
|
||||
TextOptions =
|
||||
new ResponseTextOptions
|
||||
{
|
||||
TextFormat =
|
||||
ResponseTextFormat.CreateJsonSchemaFormat(
|
||||
"TaskEvaluation",
|
||||
BinaryData.FromString(
|
||||
"""
|
||||
{
|
||||
"type": "object",
|
||||
"properties": {
|
||||
"TeamName": {
|
||||
"type": "string",
|
||||
"description": "The name of the team to route the issue"
|
||||
}
|
||||
},
|
||||
"required": ["TeamName"],
|
||||
"additionalProperties": false
|
||||
}
|
||||
"""),
|
||||
jsonSchemaFormatDescription: null,
|
||||
jsonSchemaIsStrict: true),
|
||||
}
|
||||
};
|
||||
|
||||
private static DeclarativeAgentDefinition DefineWindowsSupportAgent(IConfiguration configuration, TicketingPlugin plugin) =>
|
||||
new(configuration.GetValue(Application.Settings.FoundryModel))
|
||||
{
|
||||
Instructions =
|
||||
"""
|
||||
Use your knowledge to work with the user to provide the best possible troubleshooting steps
|
||||
for issues related to Windows operating system.
|
||||
|
||||
- Utilize the "Attempted Resolutions Steps" as a starting point for your troubleshooting.
|
||||
- Never escalate without troubleshooting with the user.
|
||||
- If the user confirms that the issue is resolved, then the issue is resolved.
|
||||
- If the user reports that the issue persists, then escalate.
|
||||
|
||||
Issue: {{IssueDescription}}
|
||||
Attempted Resolution Steps: {{AttemptedResolutionSteps}}
|
||||
""",
|
||||
StructuredInputs =
|
||||
{
|
||||
["IssueDescription"] =
|
||||
new StructuredInputDefinition
|
||||
{
|
||||
IsRequired = false,
|
||||
DefaultValue = BinaryData.FromString(@"""unknown"""),
|
||||
Description = "A concise description of the issue.",
|
||||
},
|
||||
["AttemptedResolutionSteps"] =
|
||||
new StructuredInputDefinition
|
||||
{
|
||||
IsRequired = false,
|
||||
DefaultValue = BinaryData.FromString(@"""unknown"""),
|
||||
Description = "An outline of the steps taken to attempt resolution.",
|
||||
}
|
||||
},
|
||||
Tools =
|
||||
{
|
||||
AIFunctionFactory.Create(plugin.GetTicket).AsOpenAIResponseTool(),
|
||||
},
|
||||
TextOptions =
|
||||
new ResponseTextOptions
|
||||
{
|
||||
TextFormat =
|
||||
ResponseTextFormat.CreateJsonSchemaFormat(
|
||||
"TaskEvaluation",
|
||||
BinaryData.FromString(
|
||||
"""
|
||||
{
|
||||
"type": "object",
|
||||
"properties": {
|
||||
"IsResolved": {
|
||||
"type": "boolean",
|
||||
"description": "True if the user issue/ask has been resolved."
|
||||
},
|
||||
"NeedsEscalation": {
|
||||
"type": "boolean",
|
||||
"description": "True resolution could not be achieved and the issue/ask requires escalation."
|
||||
},
|
||||
"ResolutionSummary": {
|
||||
"type": "string",
|
||||
"description": "The summary of the steps that led to resolution."
|
||||
}
|
||||
},
|
||||
"required": ["IsResolved", "NeedsEscalation", "ResolutionSummary"],
|
||||
"additionalProperties": false
|
||||
}
|
||||
"""),
|
||||
jsonSchemaFormatDescription: null,
|
||||
jsonSchemaIsStrict: true),
|
||||
}
|
||||
};
|
||||
|
||||
private static DeclarativeAgentDefinition DefineResolutionAgent(IConfiguration configuration, TicketingPlugin plugin) =>
|
||||
new(configuration.GetValue(Application.Settings.FoundryModel))
|
||||
{
|
||||
Instructions =
|
||||
"""
|
||||
Resolve the following ticket in Azure DevOps.
|
||||
Always include the resolution details.
|
||||
|
||||
- Ticket ID: #{{TicketId}}
|
||||
- Resolution Summary: {{ResolutionSummary}}
|
||||
""",
|
||||
Tools =
|
||||
{
|
||||
AIFunctionFactory.Create(plugin.ResolveTicket).AsOpenAIResponseTool(),
|
||||
},
|
||||
StructuredInputs =
|
||||
{
|
||||
["TicketId"] =
|
||||
new StructuredInputDefinition
|
||||
{
|
||||
IsRequired = false,
|
||||
DefaultValue = BinaryData.FromString(@"""unknown"""),
|
||||
Description = "The identifier of the ticket being resolved.",
|
||||
},
|
||||
["ResolutionSummary"] =
|
||||
new StructuredInputDefinition
|
||||
{
|
||||
IsRequired = false,
|
||||
DefaultValue = BinaryData.FromString(@"""unknown"""),
|
||||
Description = "The steps taken to resolve the issue.",
|
||||
}
|
||||
}
|
||||
};
|
||||
|
||||
private static DeclarativeAgentDefinition TicketEscalationAgent(IConfiguration configuration, TicketingPlugin plugin) =>
|
||||
new(configuration.GetValue(Application.Settings.FoundryModel))
|
||||
{
|
||||
Instructions =
|
||||
"""
|
||||
You escalate the provided issue to human support team by sending an email if the issue is not resolved.
|
||||
|
||||
Here are some additional details that might help:
|
||||
- TicketId : {{TicketId}}
|
||||
- IssueDescription : {{IssueDescription}}
|
||||
- AttemptedResolutionSteps : {{AttemptedResolutionSteps}}
|
||||
|
||||
Before escalating, gather the user's email address for follow-up.
|
||||
If not known, ask the user for their email address so that the support team can reach them when needed.
|
||||
|
||||
When sending the email, include the following details:
|
||||
- To: support@contoso.com
|
||||
- Cc: user's email address
|
||||
- Subject of the email: "Support Ticket - {TicketId} - [Compact Issue Description]"
|
||||
- Body:
|
||||
- Issue description
|
||||
- Attempted resolution steps
|
||||
- User's email address
|
||||
- Any other relevant information from the conversation history
|
||||
|
||||
Assure the user that their issue will be resolved and provide them with a ticket ID for reference.
|
||||
""",
|
||||
Tools =
|
||||
{
|
||||
AIFunctionFactory.Create(plugin.GetTicket).AsOpenAIResponseTool(),
|
||||
AIFunctionFactory.Create(plugin.SendNotification).AsOpenAIResponseTool(),
|
||||
},
|
||||
StructuredInputs =
|
||||
{
|
||||
["TicketId"] =
|
||||
new StructuredInputDefinition
|
||||
{
|
||||
IsRequired = false,
|
||||
DefaultValue = BinaryData.FromString(@"""unknown"""),
|
||||
Description = "The identifier of the ticket being escalated.",
|
||||
},
|
||||
["IssueDescription"] =
|
||||
new StructuredInputDefinition
|
||||
{
|
||||
IsRequired = false,
|
||||
DefaultValue = BinaryData.FromString(@"""unknown"""),
|
||||
Description = "A concise description of the issue.",
|
||||
},
|
||||
["ResolutionSummary"] =
|
||||
new StructuredInputDefinition
|
||||
{
|
||||
IsRequired = false,
|
||||
DefaultValue = BinaryData.FromString(@"""unknown"""),
|
||||
Description = "An outline of the steps taken to attempt resolution.",
|
||||
}
|
||||
},
|
||||
TextOptions =
|
||||
new ResponseTextOptions
|
||||
{
|
||||
TextFormat =
|
||||
ResponseTextFormat.CreateJsonSchemaFormat(
|
||||
"TaskEvaluation",
|
||||
BinaryData.FromString(
|
||||
"""
|
||||
{
|
||||
"type": "object",
|
||||
"properties": {
|
||||
"IsComplete": {
|
||||
"type": "boolean",
|
||||
"description": "Has the email been sent and no more user input is required."
|
||||
},
|
||||
"UserMessage": {
|
||||
"type": "string",
|
||||
"description": "A natural language message to the user."
|
||||
}
|
||||
},
|
||||
"required": ["IsComplete", "UserMessage"],
|
||||
"additionalProperties": false
|
||||
}
|
||||
"""),
|
||||
jsonSchemaFormatDescription: null,
|
||||
jsonSchemaIsStrict: true),
|
||||
}
|
||||
};
|
||||
}
|
||||
Reference in New Issue
Block a user