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Added the retrieval context validation

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This commit is contained in:
Thorsten Sommer 2025-02-22 20:45:34 +01:00
parent 3485d3cf5d
commit b2e3ddf555
Signed by: tsommer
GPG Key ID: 371BBA77A02C0108
1 changed files with 26 additions and 1 deletions
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27
app/MindWork AI Studio/Tools/RAG/AugmentationProcesses/AugmentationOne.cs
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@ -1,7 +1,9 @@
using System.Text;
using AIStudio.Agents;
using AIStudio.Chat;
using AIStudio.Provider;
using AIStudio.Settings;
namespace AIStudio.Tools.RAG.AugmentationProcesses;
@ -22,13 +24,36 @@ public sealed class AugmentationOne : IAugmentationProcess
public async Task<ChatThread> ProcessAsync(IProvider provider, IContent lastPrompt, ChatThread chatThread, IReadOnlyList<IRetrievalContext> retrievalContexts, CancellationToken token = default)
{
var logger = Program.SERVICE_PROVIDER.GetService<ILogger<AugmentationOne>>()!;
var settings = Program.SERVICE_PROVIDER.GetService<SettingsManager>()!;
if(retrievalContexts.Count == 0)
{
logger.LogWarning("No retrieval contexts were issued. Skipping the augmentation process.");
return chatThread;
}
var numTotalRetrievalContexts = retrievalContexts.Count;
// Want the user to validate all retrieval contexts?
if (settings.ConfigurationData.AgentRetrievalContextValidation.EnableRetrievalContextValidation)
{
// Let's get the validation agent & set up its provider:
var validationAgent = Program.SERVICE_PROVIDER.GetService<AgentRetrievalContextValidation>()!;
validationAgent.SetLLMProvider(provider);
// Let's validate all retrieval contexts:
var validationResults = await validationAgent.ValidateRetrievalContextsAsync(lastPrompt, chatThread, retrievalContexts, token);
//
// Now, filter the retrieval contexts to the most relevant ones:
//
var targetWindow = validationResults.DetermineTargetWindow(TargetWindowStrategy.TOP10_BETTER_THAN_GUESSING);
var threshold = validationResults.GetConfidenceThreshold(targetWindow);
// Filter the retrieval contexts:
retrievalContexts = validationResults.Where(x => x.RetrievalContext is not null && x.Confidence >= threshold).Select(x => x.RetrievalContext!).ToList();
}
logger.LogInformation($"Starting the augmentation process over {numTotalRetrievalContexts:###,###,###,###} retrieval contexts.");
//