mirror of
https://github.com/MindWorkAI/AI-Studio.git
synced 2026-10-13 06:53:48 +00:00
Tell whoever asked for a page what the search could not cover
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6 files changed
+168
-31
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@@ -54,6 +54,31 @@ public sealed class DataSourceLocalRetrievalService(
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int Rank);
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// ReSharper restore NotAccessedPositionalProperty.Local
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/// <summary>
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/// What kept one retrieval from covering the whole data source.
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/// </summary>
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/// <param name="queryWrittenByUser">Whether the query is the user's own message, which decides who hears about its problems.</param>
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private sealed class RetrievalRun(bool queryWrittenByUser)
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{
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// Both channels search at the same time:
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private readonly Lock gapLock = new();
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private readonly HashSet<RetrievalGap> gaps = [];
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public bool QueryWrittenByUser => queryWrittenByUser;
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public void Add(RetrievalGap gap)
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{
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lock (this.gapLock)
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this.gaps.Add(gap);
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}
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public IReadOnlyList<RetrievalGap> GetGaps()
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{
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lock (this.gapLock)
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return this.gaps.Order().ToList();
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}
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}
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public Task<IReadOnlyList<IRetrievalContext>> RetrieveDataAsync(DataSourceLocalFile dataSource, IContent lastUserPrompt, ChatThread thread, CancellationToken token = default) =>
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this.RetrieveDataAsync(dataSource, lastUserPrompt, token);
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@@ -61,19 +86,19 @@ public sealed class DataSourceLocalRetrievalService(
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this.RetrieveDataAsync(dataSource, lastUserPrompt, token);
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public Task<RetrievalPage> RetrieveDataAsync(DataSourceLocalFile dataSource, string query, int page, ChatThread thread, CancellationToken token = default) =>
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this.RetrievePageAsync(dataSource, query, page, token);
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this.RetrievePageAsync(dataSource, query, page, new RetrievalRun(queryWrittenByUser: false), token);
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public Task<RetrievalPage> RetrieveDataAsync(DataSourceLocalDirectory dataSource, string query, int page, ChatThread thread, CancellationToken token = default) =>
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this.RetrievePageAsync(dataSource, query, page, token);
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this.RetrievePageAsync(dataSource, query, page, new RetrievalRun(queryWrittenByUser: false), token);
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private async Task<IReadOnlyList<IRetrievalContext>> RetrieveDataAsync(IInternalDataSource dataSource, IContent lastUserPrompt, CancellationToken token)
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{
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// The first page is what this retrieval has always returned:
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var firstPage = await this.RetrievePageAsync(dataSource, GetQueryText(lastUserPrompt), 1, token);
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var firstPage = await this.RetrievePageAsync(dataSource, GetQueryText(lastUserPrompt), 1, new RetrievalRun(queryWrittenByUser: true), token);
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return firstPage.Contexts;
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}
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private async Task<RetrievalPage> RetrievePageAsync(IInternalDataSource dataSource, string query, int page, CancellationToken token)
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private async Task<RetrievalPage> RetrievePageAsync(IInternalDataSource dataSource, string query, int page, RetrievalRun run, CancellationToken token)
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{
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var pageSize = (int)dataSource.MaxMatches;
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var window = RetrievalPaging.GetWindowSize(page, pageSize);
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@@ -99,13 +124,13 @@ public sealed class DataSourceLocalRetrievalService(
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if (await embeddingService.IsAwaitingReindexAsync(dataSource, token))
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{
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logger.LogWarning("Skipping local retrieval for data source '{DataSourceName}' ({DataSourceId}) because its index has to be built anew.", dataSource.Name, dataSource.Id);
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await this.ReportRetrievalGapAsync(dataSource, "index-rebuilding", string.Format(TB("The data source '{0}' was left out of the answer: it is being indexed again and cannot be searched until that is finished."), dataSource.Name));
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return RetrievalPage.EMPTY;
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await this.ReportRetrievalGapAsync(dataSource, run, RetrievalGap.NOT_SEARCHED, "index-rebuilding", string.Format(TB("The data source '{0}' was left out of the answer: it is being indexed again and cannot be searched until that is finished."), dataSource.Name));
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return RetrievalPage.EMPTY with { Gaps = run.GetGaps() };
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}
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var collectionName = DataSourceEmbeddingNames.GetCollectionName(dataSource.Id);
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var vectorTask = this.SearchVectorAsync(dataSource, query, window, collectionName, token);
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var bm25Task = this.SearchBm25Async(dataSource, query, window, token);
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var vectorTask = this.SearchVectorAsync(dataSource, query, window, collectionName, run, token);
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var bm25Task = this.SearchBm25Async(dataSource, query, window, run, token);
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await Task.WhenAll(vectorTask, bm25Task);
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token.ThrowIfCancellationRequested();
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@@ -117,8 +142,9 @@ public sealed class DataSourceLocalRetrievalService(
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page,
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pageSize);
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var gaps = run.GetGaps();
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logger.LogInformation(
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"Retrieved {MergedHits} local RAG hits on page {Page} for data source '{DataSourceName}' ({DataSourceId}). VectorCandidates={VectorHits}, BM25Candidates={BM25Hits}, RequestedPerChannel={RequestedPerChannel}, HasMore={HasMore}.",
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"Retrieved {MergedHits} local RAG hits on page {Page} for data source '{DataSourceName}' ({DataSourceId}). VectorCandidates={VectorHits}, BM25Candidates={BM25Hits}, RequestedPerChannel={RequestedPerChannel}, HasMore={HasMore}, Gaps=[{Gaps}].",
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hits.Count,
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page,
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dataSource.Name,
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@@ -126,14 +152,15 @@ public sealed class DataSourceLocalRetrievalService(
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vectorTask.Result.Count,
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bm25Task.Result.Count,
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window,
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hasMore);
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hasMore,
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string.Join(", ", gaps));
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var contexts = hits
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.Where(hit => !string.IsNullOrWhiteSpace(hit.Text))
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.Select(hit => ToRetrievalContext(hit, dataSource))
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.ToList();
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return new RetrievalPage(contexts, hasMore);
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return new RetrievalPage(contexts, hasMore) { Gaps = gaps };
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}
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private async Task<IReadOnlyList<VectorSearchResult>> SearchVectorAsync(
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@@ -141,6 +168,7 @@ public sealed class DataSourceLocalRetrievalService(
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string query,
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int maxMatches,
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string collectionName,
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RetrievalRun run,
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CancellationToken token)
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{
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try
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@@ -153,18 +181,18 @@ public sealed class DataSourceLocalRetrievalService(
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dataSource.Name,
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dataSource.Id,
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vectorStore.Name);
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await this.ReportRetrievalGapAsync(dataSource, "no-vector-store", string.Format(TB("The data source '{0}' was left out of the answer: its local index is not available."), dataSource.Name));
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await this.ReportRetrievalGapAsync(dataSource, run, RetrievalGap.PARTLY_SEARCHED, "no-vector-store", string.Format(TB("The data source '{0}' was left out of the answer: its local index is not available."), dataSource.Name));
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return [];
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}
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if (!DataSourceEmbeddingProviders.TryResolve(settingsManager, dataSource, out var embeddingProvider))
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{
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logger.LogWarning("Skipping vector retrieval for data source '{DataSourceName}' ({DataSourceId}) because the selected embedding provider is not available.", dataSource.Name, dataSource.Id);
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await this.ReportRetrievalGapAsync(dataSource, "no-embedding-provider", string.Format(TB("The data source '{0}' was left out of the answer: its embedding provider is not available. Please check it in the settings."), dataSource.Name));
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await this.ReportRetrievalGapAsync(dataSource, run, RetrievalGap.PARTLY_SEARCHED, "no-embedding-provider", string.Format(TB("The data source '{0}' was left out of the answer: its embedding provider is not available. Please check it in the settings."), dataSource.Name));
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return [];
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}
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if (!await this.QueryFitsEmbeddingProviderAsync(dataSource, embeddingProvider, query, token))
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if (!await this.QueryFitsEmbeddingProviderAsync(dataSource, embeddingProvider, query, run, token))
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return [];
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var provider = embeddingProvider.CreateProvider();
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@@ -174,7 +202,7 @@ public sealed class DataSourceLocalRetrievalService(
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if (vector is null || vector.Count == 0)
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{
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logger.LogWarning("Skipping vector retrieval for data source '{DataSourceName}' ({DataSourceId}) because query embedding returned no vector.", dataSource.Name, dataSource.Id);
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await this.ReportRetrievalGapAsync(dataSource, "no-query-vector", string.Format(TB("The data source '{0}' was left out of the answer: its embedding provider '{1}' did not return a vector for your message."), dataSource.Name, embeddingProvider.Name));
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await this.ReportRetrievalGapAsync(dataSource, run, RetrievalGap.PARTLY_SEARCHED, "no-query-vector", string.Format(TB("The data source '{0}' was left out of the answer: its embedding provider '{1}' did not return a vector to search with."), dataSource.Name, embeddingProvider.Name));
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return [];
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}
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@@ -200,7 +228,7 @@ public sealed class DataSourceLocalRetrievalService(
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exception,
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"Vector retrieval failed for data source '{DataSourceName}' ({DataSourceId}) because the embedding provider failed. FailureReason={FailureReason}, StatusCode={StatusCode}.",
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dataSource.Name, dataSource.Id, exception.FailureReason, exception.StatusCode);
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await this.ReportRetrievalGapAsync(dataSource, $"provider-{exception.FailureReason}", string.Format(TB("The data source '{0}' was left out of the answer. {1}"), dataSource.Name, exception.UserMessage));
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await this.ReportRetrievalGapAsync(dataSource, run, RetrievalGap.PARTLY_SEARCHED, $"provider-{exception.FailureReason}", string.Format(TB("The data source '{0}' was left out of the answer. {1}"), dataSource.Name, exception.UserMessage));
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return [];
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}
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catch (VectorStoreUnreadableException exception)
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@@ -211,31 +239,40 @@ public sealed class DataSourceLocalRetrievalService(
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// answer into one the user can do something about.
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//
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logger.LogWarning(exception, "Vector retrieval failed for data source '{DataSourceName}' ({DataSourceId}) because its vector store cannot be read.", dataSource.Name, dataSource.Id);
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await this.ReportRetrievalGapAsync(dataSource, "vector-store-unreadable", string.Format(TB("The data source '{0}' was left out of the answer: its index cannot be read anymore. You can repair it in your data source settings."), dataSource.Name));
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await this.ReportRetrievalGapAsync(dataSource, run, RetrievalGap.PARTLY_SEARCHED, "vector-store-unreadable", string.Format(TB("The data source '{0}' was left out of the answer: its index cannot be read anymore. You can repair it in your data source settings."), dataSource.Name));
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return [];
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}
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catch (Exception exception)
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{
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logger.LogWarning(exception, "Vector retrieval failed for data source '{DataSourceName}' ({DataSourceId}).", dataSource.Name, dataSource.Id);
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await this.ReportRetrievalGapAsync(dataSource, "vector-search-failed", string.Format(TB("The data source '{0}' was left out of the answer because searching it failed."), dataSource.Name));
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await this.ReportRetrievalGapAsync(dataSource, run, RetrievalGap.PARTLY_SEARCHED, "vector-search-failed", string.Format(TB("The data source '{0}' was left out of the answer because searching it failed."), dataSource.Name));
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return [];
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}
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}
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/// <summary>
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/// Tells the user once that a data source cannot take part in answering.
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/// Records that a data source cannot fully take part in answering, and tells the user once.
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/// </summary>
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/// <remarks>
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/// A failed search is not an error of the chat: the model still answers, only without what
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/// this data source knows. Saying so once is what keeps somebody from trusting an answer
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/// which was put together without half of its sources. Saying it with every prompt would be
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/// worse than saying nothing, which is why every gap is reported once per session.
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///
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/// The retrieval records every gap regardless, cf. RetrievalPage.Gaps: whoever asked for the
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/// page has to know each time, not once per session.
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/// </remarks>
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/// <param name="dataSource">The data source which could not be searched.</param>
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/// <param name="run">The retrieval this gap belongs to.</param>
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/// <param name="gap">What the gap means for the search.</param>
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/// <param name="gapKey">What kind of gap this is, so a different problem is reported again.</param>
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/// <param name="userMessage">What to tell the user.</param>
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private async Task ReportRetrievalGapAsync(IInternalDataSource dataSource, string gapKey, string userMessage)
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private async Task ReportRetrievalGapAsync(IInternalDataSource dataSource, RetrievalRun run, RetrievalGap gap, string gapKey, string userMessage)
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{
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run.Add(gap);
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if (!IsForTheUser(gap, run.QueryWrittenByUser))
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return;
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lock (this.retrievalGapLock)
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{
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if (!this.reportedRetrievalGaps.Add($"{dataSource.Id}::{gapKey}"))
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@@ -245,23 +282,38 @@ public sealed class DataSourceLocalRetrievalService(
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await MessageBus.INSTANCE.SendWarning(new(Icons.Material.Filled.SearchOff, userMessage));
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}
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/// <summary>
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/// Whether the user has to hear about a gap.
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/// </summary>
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/// <remarks>
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/// Problems of the data source are for the user, since only the user can fix them. Problems of
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/// the query are for whoever wrote it. When the model worked the query out, telling the user
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/// their message was too long would be wrong, and the model learns about it from the page and
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/// can search with a shorter one.
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/// </remarks>
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/// <param name="gap">What the gap means for the search.</param>
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/// <param name="queryWrittenByUser">Whether the query is the user's own message.</param>
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/// <returns>True when the user has to be told.</returns>
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internal static bool IsForTheUser(RetrievalGap gap, bool queryWrittenByUser) => gap is not RetrievalGap.QUERY_NOT_SEARCHABLE || queryWrittenByUser;
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private async Task<bool> QueryFitsEmbeddingProviderAsync(
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IInternalDataSource dataSource,
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EmbeddingProvider embeddingProvider,
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string query,
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RetrievalRun run,
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CancellationToken token)
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{
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var providerTokenLimit = Math.Max(1, embeddingProvider.EffectiveTokenLimit);
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if (query.Length > RustService.MAX_TOKEN_COUNT_REQUEST_TEXT_LENGTH)
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{
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logger.LogWarning(
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"Skipping vector retrieval for data source '{DataSourceName}' ({DataSourceId}) because the latest prompt has {CharacterCount} characters and exceeds the safe tokenizer request length of {MaxCharacterCount}. ProviderTokenLimit={ProviderTokenLimit}.",
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"Skipping vector retrieval for data source '{DataSourceName}' ({DataSourceId}) because the query has {CharacterCount} characters and exceeds the safe tokenizer request length of {MaxCharacterCount}. ProviderTokenLimit={ProviderTokenLimit}.",
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dataSource.Name,
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dataSource.Id,
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query.Length,
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RustService.MAX_TOKEN_COUNT_REQUEST_TEXT_LENGTH,
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providerTokenLimit);
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await this.ReportRetrievalGapAsync(dataSource, "query-too-long", string.Format(TB("The data source '{0}' was left out of the answer because your message is too long to search with."), dataSource.Name));
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await this.ReportRetrievalGapAsync(dataSource, run, RetrievalGap.QUERY_NOT_SEARCHABLE, "query-too-long", string.Format(TB("The data source '{0}' was left out of the answer because your message is too long to search with."), dataSource.Name));
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return false;
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}
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@@ -274,7 +326,7 @@ public sealed class DataSourceLocalRetrievalService(
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dataSource.Id,
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embeddingProvider.Name,
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tokenCountResponse?.Message ?? "No response was returned by the tokenizer service.");
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await this.ReportRetrievalGapAsync(dataSource, "no-token-count", string.Format(TB("The data source '{0}' was left out of the answer: the tokenizer of its embedding provider '{1}' is not available."), dataSource.Name, embeddingProvider.Name));
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await this.ReportRetrievalGapAsync(dataSource, run, RetrievalGap.PARTLY_SEARCHED, "no-token-count", string.Format(TB("The data source '{0}' was left out of the answer: the tokenizer of its embedding provider '{1}' is not available."), dataSource.Name, embeddingProvider.Name));
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return false;
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}
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@@ -282,20 +334,20 @@ public sealed class DataSourceLocalRetrievalService(
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if (queryTokenCount > providerTokenLimit)
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{
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logger.LogWarning(
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"Skipping vector retrieval for data source '{DataSourceName}' ({DataSourceId}) because the latest prompt has {QueryTokenCount} tokens, exceeding embedding provider '{EmbeddingProviderName}' limit of {ProviderTokenLimit} tokens.",
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"Skipping vector retrieval for data source '{DataSourceName}' ({DataSourceId}) because the query has {QueryTokenCount} tokens, exceeding embedding provider '{EmbeddingProviderName}' limit of {ProviderTokenLimit} tokens.",
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dataSource.Name,
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dataSource.Id,
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queryTokenCount,
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embeddingProvider.Name,
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providerTokenLimit);
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await this.ReportRetrievalGapAsync(dataSource, "query-over-token-limit", string.Format(TB("The data source '{0}' was left out of the answer because your message is longer than its embedding provider '{1}' accepts."), dataSource.Name, embeddingProvider.Name));
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await this.ReportRetrievalGapAsync(dataSource, run, RetrievalGap.QUERY_NOT_SEARCHABLE, "query-over-token-limit", string.Format(TB("The data source '{0}' was left out of the answer because your message is longer than its embedding provider '{1}' accepts."), dataSource.Name, embeddingProvider.Name));
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return false;
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}
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return true;
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}
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private async Task<IReadOnlyList<IndexStoreSearchResult>> SearchBm25Async(IInternalDataSource dataSource, string query, int maxMatches, CancellationToken token)
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private async Task<IReadOnlyList<IndexStoreSearchResult>> SearchBm25Async(IInternalDataSource dataSource, string query, int maxMatches, RetrievalRun run, CancellationToken token)
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{
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try
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{
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@@ -307,6 +359,7 @@ public sealed class DataSourceLocalRetrievalService(
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dataSource.Name,
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dataSource.Id,
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indexStore.Name);
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run.Add(RetrievalGap.PARTLY_SEARCHED);
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return [];
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}
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@@ -325,6 +378,7 @@ public sealed class DataSourceLocalRetrievalService(
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catch (Exception exception)
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{
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logger.LogWarning(exception, "BM25 retrieval failed for data source '{DataSourceName}' ({DataSourceId}).", dataSource.Name, dataSource.Id);
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run.Add(RetrievalGap.PARTLY_SEARCHED);
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return [];
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}
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}
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