mirror of
https://github.com/MindWorkAI/AI-Studio.git
synced 2026-09-13 21:13:37 +00:00
Co-authored-by: krut_ni <nils.kruthoff@dlr.de> Co-authored-by: Thorsten Sommer <SommerEngineering@users.noreply.github.com>
171 lines
7.8 KiB
C#
171 lines
7.8 KiB
C#
using System.Runtime.CompilerServices;
|
|
|
|
using AIStudio.Provider;
|
|
|
|
namespace AIStudio.Tools.ToolCallingSystem.Harness;
|
|
|
|
/// <summary>
|
|
/// The sequential tool calling loop: ask the model, run what it asked for, ask again.
|
|
/// </summary>
|
|
/// <remarks>
|
|
/// One implementation for every provider API. Everything that differs between Chat Completions,
|
|
/// the Responses API, and Anthropic's messages lives in the adapter, so adding a provider means
|
|
/// writing an adapter, not another loop.<br/><br/>
|
|
/// Tool calls run one after another. A tool may of course work concurrently inside itself, as the
|
|
/// web search does when it loads several pages.
|
|
/// </remarks>
|
|
public sealed class ToolCallingLoop(ILogger<ToolCallingLoop> logger) : IToolCallingLoop
|
|
{
|
|
private const string NO_ANSWER_AFTER_TOOL_CALL = "The model completed the tool call but did not return a final answer.";
|
|
private const string NO_ANSWER_AFTER_LIMIT = "The model did not return a final answer after completing the available tool calls.";
|
|
|
|
/// <inheritdoc />
|
|
public async IAsyncEnumerable<ContentStreamChunk> RunAsync(
|
|
IToolCallingProviderAdapter adapter,
|
|
ToolCallingLoopContext context,
|
|
[EnumeratorCancellation] CancellationToken token = default)
|
|
{
|
|
var toolCallCount = 0;
|
|
var toolResultCharacterCount = 0L;
|
|
var toolSources = new List<Source>();
|
|
|
|
while (true)
|
|
{
|
|
//
|
|
// Both limits end the conversation the same way: the model is told that it has no
|
|
// tools left and is asked for its best answer from what it already has.
|
|
//
|
|
var finalResponseInstruction = ToolSelectionRules.GetToolCallsUnavailableInstruction(toolCallCount, toolResultCharacterCount);
|
|
var finalResponseRequired = finalResponseInstruction is not null;
|
|
|
|
var round = await adapter.ExecuteRoundAsync(finalResponseInstruction, !finalResponseRequired, token);
|
|
if (round is null)
|
|
{
|
|
await context.ResetToolRuntimeStatusAsync();
|
|
yield break;
|
|
}
|
|
|
|
toolSources.MergeSources(round.Sources);
|
|
|
|
//
|
|
// A call without an ID cannot be answered: the provider correlates the result by that
|
|
// ID, and inventing one would have the next request rejected. Nothing can be salvaged
|
|
// from this round, so the conversation ends here.
|
|
//
|
|
if (round.Calls.Any(call => string.IsNullOrWhiteSpace(call.CallId)))
|
|
{
|
|
toolCallCount++;
|
|
var (unanswerableContent, unanswerableTrace, _, _) = context.ToolExecutor.CreateInvalidToolCallResult(string.Empty, toolCallCount);
|
|
await context.AddToolInvocationAsync(unanswerableTrace);
|
|
await context.ResetToolRuntimeStatusAsync();
|
|
yield return new ContentStreamChunk(unanswerableContent, [..toolSources]);
|
|
yield break;
|
|
}
|
|
|
|
if (finalResponseRequired)
|
|
{
|
|
await context.ResetToolRuntimeStatusAsync();
|
|
yield return new ContentStreamChunk(
|
|
string.IsNullOrWhiteSpace(round.TextOutput) ? NO_ANSWER_AFTER_LIMIT : round.TextOutput,
|
|
[..toolSources]);
|
|
|
|
yield break;
|
|
}
|
|
|
|
if (round.Calls.Count is 0)
|
|
{
|
|
await context.ResetToolRuntimeStatusAsync();
|
|
if (!string.IsNullOrWhiteSpace(round.TextOutput))
|
|
{
|
|
yield return new ContentStreamChunk(round.TextOutput, [..toolSources]);
|
|
yield break;
|
|
}
|
|
|
|
if (toolCallCount > 0)
|
|
{
|
|
yield return new ContentStreamChunk(NO_ANSWER_AFTER_TOOL_CALL, [..toolSources]);
|
|
yield break;
|
|
}
|
|
|
|
//
|
|
// Neither text nor a tool call on the very first round: there is nothing to show
|
|
// and nothing to run. Staying silent would look like a hung request, so this is
|
|
// reported as what it is — a provider that did not answer.
|
|
//
|
|
logger.LogError(
|
|
"The tool calling response contained neither text nor tool calls. ProviderInstanceName={ProviderInstanceName}, ProviderType={ProviderType}, ModelId={ModelId}",
|
|
context.ProviderInstanceName,
|
|
context.ProviderType,
|
|
context.ModelId);
|
|
|
|
throw ToolCallingMessages.InvalidToolCallingResponse(context.ProviderInstanceName);
|
|
}
|
|
|
|
try
|
|
{
|
|
var validToolNames = round.Calls
|
|
.Where(call => call.IsValid)
|
|
.Select(call => GetDisplayName(context, call.ToolName))
|
|
.ToList();
|
|
|
|
if (validToolNames.Count > 0)
|
|
await context.ShowToolRuntimeStatusAsync(validToolNames);
|
|
|
|
// The model's turn has to be recorded before its results, or the provider sees
|
|
// results for a turn it does not know about:
|
|
adapter.RecordAssistantTurn();
|
|
|
|
foreach (var call in round.Calls)
|
|
{
|
|
if (!call.IsValid)
|
|
{
|
|
toolCallCount++;
|
|
var (invalidContent, invalidTrace, _, _) = context.ToolExecutor.CreateInvalidToolCallResult(call.CallId, toolCallCount);
|
|
toolResultCharacterCount += invalidContent.Length;
|
|
await context.AddToolInvocationAsync(invalidTrace);
|
|
adapter.RecordToolResult(call.CallId, invalidContent, isError: true);
|
|
continue;
|
|
}
|
|
|
|
//
|
|
// The limits are checked again per call, because one round may ask for
|
|
// several tools and the earlier ones can exhaust the budget:
|
|
//
|
|
var callsUnavailableInstruction = ToolSelectionRules.GetToolCallsUnavailableInstruction(toolCallCount, toolResultCharacterCount);
|
|
if (callsUnavailableInstruction is not null)
|
|
{
|
|
adapter.RecordToolResult(call.CallId, callsUnavailableInstruction);
|
|
continue;
|
|
}
|
|
|
|
toolCallCount++;
|
|
var (toolContent, trace, requiredProviderConfidence, sources) = await context.ToolExecutor.ExecuteAsync(
|
|
call.CallId,
|
|
call.ToolName,
|
|
call.ArgumentsJson,
|
|
context.RunnableTools,
|
|
context.Provider,
|
|
toolCallCount,
|
|
token);
|
|
|
|
toolResultCharacterCount += toolContent.Length;
|
|
context.ChatThread.RequireProviderConfidence(requiredProviderConfidence);
|
|
toolSources.MergeSources(sources);
|
|
await context.AddToolInvocationAsync(trace);
|
|
|
|
// A blocked call counts as a failure towards the model as much as an errored
|
|
// one does: in both cases it did not get the data it asked for.
|
|
adapter.RecordToolResult(call.CallId, toolContent, trace.Status is not ToolInvocationTraceStatus.SUCCESS);
|
|
}
|
|
}
|
|
finally
|
|
{
|
|
await context.ResetToolRuntimeStatusAsync();
|
|
}
|
|
}
|
|
}
|
|
|
|
private static string GetDisplayName(ToolCallingLoopContext context, string toolName) => context.RunnableTools
|
|
.FirstOrDefault(tool => tool.Definition.Function.Name.Equals(toolName, StringComparison.Ordinal))
|
|
.Implementation?.GetDisplayName() ?? toolName;
|
|
} |