mirror of
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Co-authored-by: krut_ni <nils.kruthoff@dlr.de> Co-authored-by: Thorsten Sommer <SommerEngineering@users.noreply.github.com>
241 lines
10 KiB
C#
241 lines
10 KiB
C#
using AIStudio.Settings;
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using AIStudio.Tools.PluginSystem;
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using AIStudio.Tools.Services;
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namespace AIStudio.Tools.Security;
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/// <summary>
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/// Filters prompt injections out of external content before it reaches a model.
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/// </summary>
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/// <remarks>
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/// The detection itself lives in the Rust runtime. File content is filtered while the runtime
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/// streams it, so it never passes through here; what this service adds is the path for content
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/// the runtime does not read itself — web pages and retrieval contexts — and the reporting the
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/// user sees.
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/// </remarks>
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public sealed class PromptInjectionGuardService(
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RustService rustService,
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SettingsManager settingsManager,
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ILogger<PromptInjectionGuardService> logger,
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ILoggerFactory loggerFactory)
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{
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public const string WIKI_URL = "https://en.wikipedia.org/wiki/Prompt_engineering#Prompt_injection";
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private const string DETECTION_LOG_CATEGORY = "PromptInjectionProtection";
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private static string TB(string fallbackEN) => I18N.I.T(fallbackEN, typeof(PromptInjectionGuardService).Namespace, nameof(PromptInjectionGuardService));
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private readonly ILogger detectionLogger = loggerFactory.CreateLogger(DETECTION_LOG_CATEGORY);
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private readonly Lock reportLock = new();
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private readonly List<PromptInjectionScanResult> pendingResults = [];
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private int openActions;
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/// <summary>
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/// Filters prompt injections out of a text the runtime did not read itself, such as a web
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/// page or a retrieval context.
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/// </summary>
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/// <remarks>
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/// Returns usable text in every case. When the runtime cannot be reached, the text is passed
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/// through unchanged: refusing the user's content because a check could not run would cost
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/// them their work over a check that is best-effort anyway. The failure is logged and shown,
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/// so it does not pass silently.
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/// </remarks>
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/// <param name="text">The content to filter.</param>
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/// <param name="source">Where the content came from, for the report shown to the user.</param>
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/// <returns>The content with any suspicious passages removed.</returns>
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public async Task<string> SanitizeAsync(string text, PromptInjectionSource source)
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{
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if (string.IsNullOrWhiteSpace(text))
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return text;
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if (await rustService.SanitizePromptInjections(text) is not { } response)
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{
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logger.LogError("Could not check {SourceKind} '{SourceLabel}' for prompt injections. The content is used unchanged.", source.Kind, source.Label);
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await MessageBus.INSTANCE.SendWarning(new(
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Icons.Material.Filled.GppMaybe,
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string.Format(TB("AI Studio could not check '{0}' for prompt injections. The content is used as it is."), source.NotificationLabel)));
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return text;
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}
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if (response.RedactedCount > 0)
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await this.ReportAsync(new(source, response.Findings, response.RedactedCount));
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return response.SanitizedText;
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}
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/// <summary>
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/// Filters prompt injections out of several texts in one runtime request.
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/// </summary>
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/// <remarks>
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/// For content that belongs to one user action, such as every page a web search returned.
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/// The user gets a single report for the whole action, and texts sharing a source are
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/// reported as that one source.<br/><br/>
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/// Returns usable text in every case, for the reason given on the single-text overload. When
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/// the check cannot run, every text is passed through unchanged.
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/// </remarks>
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/// <param name="texts">The contents to filter, each with its source.</param>
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/// <returns>The contents with any suspicious passages removed, in the order they came in.</returns>
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public async Task<IReadOnlyList<string>> SanitizeAsync(IReadOnlyList<PromptInjectionText> texts)
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{
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if (texts.Count is 0)
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return [];
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//
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// Empty fields are common — many pages have no description or authors — and the runtime
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// has nothing to do with them. Only the texts with content are sent, and their positions
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// are remembered so the answer can be put back in the caller's order.
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//
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var sanitizedTexts = texts.Select(x => x.Text).ToArray();
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List<int> indicesToScan = [];
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for (var index = 0; index < texts.Count; index++)
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{
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if (!string.IsNullOrWhiteSpace(texts[index].Text))
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indicesToScan.Add(index);
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}
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if (indicesToScan.Count is 0)
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return sanitizedTexts;
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var responses = await rustService.SanitizePromptInjectionsBatch(indicesToScan.Select(index => texts[index].Text).ToList());
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if (responses is null)
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{
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var sources = texts.Select(x => x.Source).Distinct().ToList();
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logger.LogError("Could not check {SourceCount} content source(s) for prompt injections. The content is used unchanged. Sources: {SourceLabels}", sources.Count, string.Join(", ", sources.Select(x => $"{x.Kind} '{x.Label}'")));
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await MessageBus.INSTANCE.SendWarning(new(
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Icons.Material.Filled.GppMaybe,
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sources.Count is 1
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? string.Format(TB("AI Studio could not check '{0}' for prompt injections. The content is used as it is."), sources[0].NotificationLabel)
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: string.Format(TB("AI Studio could not check {0} sources for prompt injections. The content is used as it is."), sources.Count)));
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return sanitizedTexts;
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}
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//
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// Findings are collected per source, not per text: a page whose content and title were
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// both filtered is one thing that happened to the user, not two.
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//
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var findingsBySource = new Dictionary<PromptInjectionSource, (List<PromptInjectionFinding> Findings, int RedactedCount)>();
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for (var responseIndex = 0; responseIndex < indicesToScan.Count; responseIndex++)
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{
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var response = responses[responseIndex];
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var textIndex = indicesToScan[responseIndex];
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sanitizedTexts[textIndex] = response.SanitizedText;
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if (response.RedactedCount is 0)
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continue;
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var source = texts[textIndex].Source;
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if (!findingsBySource.TryGetValue(source, out var aggregate))
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aggregate = ([], 0);
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aggregate.Findings.AddRange(response.Findings);
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findingsBySource[source] = (aggregate.Findings, aggregate.RedactedCount + response.RedactedCount);
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}
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if (findingsBySource.Count is 0)
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return sanitizedTexts;
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//
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// One scope around all sources, so a search across five pages reports once instead of
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// five times:
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//
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await using var reportingScope = this.BeginAction();
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foreach (var (source, aggregate) in findingsBySource)
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await this.ReportAsync(new(source, aggregate.Findings, aggregate.RedactedCount));
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return sanitizedTexts;
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}
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/// <summary>
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/// Records what was filtered out of one piece of content and tells the user about it.
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/// </summary>
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/// <remarks>
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/// Within a BeginAction scope the result is collected and reported together
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/// with the rest of that action. Outside of one it is reported immediately: a result that
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/// simply waited for the next scope would either never reach the user, or reach them as
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/// part of an unrelated action later on.
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/// </remarks>
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public async Task ReportAsync(PromptInjectionScanResult result)
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{
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if (!result.WasFiltered)
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return;
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bool reportNow;
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lock (this.reportLock)
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{
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this.pendingResults.Add(result);
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reportNow = this.openActions is 0;
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}
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if (reportNow)
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await this.ReportPendingAsync();
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}
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/// <summary>
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/// Marks the start of one user action, such as attaching a batch of files or sending a
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/// message.
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/// </summary>
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/// <remarks>
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/// Results are collected until the action finishes, so the user gets one report about
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/// twenty documents instead of twenty reports. Actions may nest: only the outermost one
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/// reports.
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/// </remarks>
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/// <returns>A scope that reports what was filtered once it is disposed.</returns>
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public ReportingScope BeginAction()
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{
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lock (this.reportLock)
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this.openActions++;
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return new(this);
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}
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private async Task EndActionAsync()
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{
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lock (this.reportLock)
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{
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this.openActions--;
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// An inner scope reports nothing: the action the user started is still running.
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if (this.openActions > 0)
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return;
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}
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await this.ReportPendingAsync();
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}
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private async Task ReportPendingAsync()
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{
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List<PromptInjectionScanResult> results;
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lock (this.reportLock)
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{
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if (this.pendingResults.Count is 0)
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return;
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results = [..this.pendingResults];
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this.pendingResults.Clear();
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}
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var totalCount = results.Sum(result => result.RedactedCount);
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this.detectionLogger.LogWarning(
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"Detected and removed {PassageCount} potentially dangerous passage(s) in {SourceCount} content source(s).",
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totalCount,
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results.Count);
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await MessageBus.INSTANCE.SendWarning(new(
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Icons.Material.Filled.GppMaybe,
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results.Count is 1
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? string.Format(TB("AI Studio removed suspicious instructions from '{0}' before using it."), results[0].Source.NotificationLabel)
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: string.Format(TB("AI Studio removed suspicious instructions from {0} sources before using them."), results.Count)));
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if (settingsManager.ConfigurationData.App.ShowPromptInjectionAlert)
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await MessageBus.INSTANCE.SendMessage<PromptInjectionAlertMessage>(null, Event.SHOW_PROMPT_INJECTION_ALERT, new(results));
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}
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/// <summary>
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/// Reports everything filtered during one user action when it goes out of scope.
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/// </summary>
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public sealed class ReportingScope(PromptInjectionGuardService guardService) : IAsyncDisposable
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{
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public async ValueTask DisposeAsync() => await guardService.EndActionAsync();
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}
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} |