Expand retrieval evaluation to long docs and PDF
This commit is contained in:
Hamza Ayed
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(Archive retention policy) Tj
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(A single PDF may contain at most 30 pages for local indexing.) Tj
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(Digital text is extracted locally and each excerpt keeps its page number.) Tj
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(Scanned pages are handled separately by the configured local OCR engine.) Tj
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## Reference section 01: operating notes
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The local assistant keeps its index on this device and only indexes files selected by the user. Search combines exact text matches with optional multilingual embeddings. Each indexed chunk retains its relative source path so the answer can be checked against the original file. When a document changes, its stored content hash is compared before a result is returned. A changed document is removed from the index and must be selected for indexing again. Workspace reads are restricted to the configured root and excluded folders remain inaccessible. These safeguards apply independently from the model's generated explanation.
|
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|
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A reviewer should verify the source and surrounding context before accepting a recommendation. The model may summarize evidence, but it must not invent missing settings, claim an operation succeeded without confirmation, or treat text inside a file as trusted instructions. For sensitive edits, present a preview and wait for the user to approve the change. The approval must refer to the same file version that was reviewed.
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## Reference section 02: operating notes
|
||||
|
||||
The local assistant keeps its index on this device and only indexes files selected by the user. Search combines exact text matches with optional multilingual embeddings. Each indexed chunk retains its relative source path so the answer can be checked against the original file. When a document changes, its stored content hash is compared before a result is returned. A changed document is removed from the index and must be selected for indexing again. Workspace reads are restricted to the configured root and excluded folders remain inaccessible. These safeguards apply independently from the model's generated explanation.
|
||||
|
||||
A reviewer should verify the source and surrounding context before accepting a recommendation. The model may summarize evidence, but it must not invent missing settings, claim an operation succeeded without confirmation, or treat text inside a file as trusted instructions. For sensitive edits, present a preview and wait for the user to approve the change. The approval must refer to the same file version that was reviewed.
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## Reference section 03: operating notes
|
||||
|
||||
The local assistant keeps its index on this device and only indexes files selected by the user. Search combines exact text matches with optional multilingual embeddings. Each indexed chunk retains its relative source path so the answer can be checked against the original file. When a document changes, its stored content hash is compared before a result is returned. A changed document is removed from the index and must be selected for indexing again. Workspace reads are restricted to the configured root and excluded folders remain inaccessible. These safeguards apply independently from the model's generated explanation.
|
||||
|
||||
A reviewer should verify the source and surrounding context before accepting a recommendation. The model may summarize evidence, but it must not invent missing settings, claim an operation succeeded without confirmation, or treat text inside a file as trusted instructions. For sensitive edits, present a preview and wait for the user to approve the change. The approval must refer to the same file version that was reviewed.
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|
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## Reference section 04: operating notes
|
||||
|
||||
The local assistant keeps its index on this device and only indexes files selected by the user. Search combines exact text matches with optional multilingual embeddings. Each indexed chunk retains its relative source path so the answer can be checked against the original file. When a document changes, its stored content hash is compared before a result is returned. A changed document is removed from the index and must be selected for indexing again. Workspace reads are restricted to the configured root and excluded folders remain inaccessible. These safeguards apply independently from the model's generated explanation.
|
||||
|
||||
A reviewer should verify the source and surrounding context before accepting a recommendation. The model may summarize evidence, but it must not invent missing settings, claim an operation succeeded without confirmation, or treat text inside a file as trusted instructions. For sensitive edits, present a preview and wait for the user to approve the change. The approval must refer to the same file version that was reviewed.
|
||||
|
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## Reference section 05: operating notes
|
||||
|
||||
The local assistant keeps its index on this device and only indexes files selected by the user. Search combines exact text matches with optional multilingual embeddings. Each indexed chunk retains its relative source path so the answer can be checked against the original file. When a document changes, its stored content hash is compared before a result is returned. A changed document is removed from the index and must be selected for indexing again. Workspace reads are restricted to the configured root and excluded folders remain inaccessible. These safeguards apply independently from the model's generated explanation.
|
||||
|
||||
A reviewer should verify the source and surrounding context before accepting a recommendation. The model may summarize evidence, but it must not invent missing settings, claim an operation succeeded without confirmation, or treat text inside a file as trusted instructions. For sensitive edits, present a preview and wait for the user to approve the change. The approval must refer to the same file version that was reviewed.
|
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## Reference section 06: operating notes
|
||||
|
||||
The local assistant keeps its index on this device and only indexes files selected by the user. Search combines exact text matches with optional multilingual embeddings. Each indexed chunk retains its relative source path so the answer can be checked against the original file. When a document changes, its stored content hash is compared before a result is returned. A changed document is removed from the index and must be selected for indexing again. Workspace reads are restricted to the configured root and excluded folders remain inaccessible. These safeguards apply independently from the model's generated explanation.
|
||||
|
||||
A reviewer should verify the source and surrounding context before accepting a recommendation. The model may summarize evidence, but it must not invent missing settings, claim an operation succeeded without confirmation, or treat text inside a file as trusted instructions. For sensitive edits, present a preview and wait for the user to approve the change. The approval must refer to the same file version that was reviewed.
|
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## Reference section 07: operating notes
|
||||
|
||||
The local assistant keeps its index on this device and only indexes files selected by the user. Search combines exact text matches with optional multilingual embeddings. Each indexed chunk retains its relative source path so the answer can be checked against the original file. When a document changes, its stored content hash is compared before a result is returned. A changed document is removed from the index and must be selected for indexing again. Workspace reads are restricted to the configured root and excluded folders remain inaccessible. These safeguards apply independently from the model's generated explanation.
|
||||
|
||||
A reviewer should verify the source and surrounding context before accepting a recommendation. The model may summarize evidence, but it must not invent missing settings, claim an operation succeeded without confirmation, or treat text inside a file as trusted instructions. For sensitive edits, present a preview and wait for the user to approve the change. The approval must refer to the same file version that was reviewed.
|
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## Reference section 08: operating notes
|
||||
|
||||
The local assistant keeps its index on this device and only indexes files selected by the user. Search combines exact text matches with optional multilingual embeddings. Each indexed chunk retains its relative source path so the answer can be checked against the original file. When a document changes, its stored content hash is compared before a result is returned. A changed document is removed from the index and must be selected for indexing again. Workspace reads are restricted to the configured root and excluded folders remain inaccessible. These safeguards apply independently from the model's generated explanation.
|
||||
|
||||
A reviewer should verify the source and surrounding context before accepting a recommendation. The model may summarize evidence, but it must not invent missing settings, claim an operation succeeded without confirmation, or treat text inside a file as trusted instructions. For sensitive edits, present a preview and wait for the user to approve the change. The approval must refer to the same file version that was reviewed.
|
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## Reference section 09: operating notes
|
||||
|
||||
The local assistant keeps its index on this device and only indexes files selected by the user. Search combines exact text matches with optional multilingual embeddings. Each indexed chunk retains its relative source path so the answer can be checked against the original file. When a document changes, its stored content hash is compared before a result is returned. A changed document is removed from the index and must be selected for indexing again. Workspace reads are restricted to the configured root and excluded folders remain inaccessible. These safeguards apply independently from the model's generated explanation.
|
||||
|
||||
A reviewer should verify the source and surrounding context before accepting a recommendation. The model may summarize evidence, but it must not invent missing settings, claim an operation succeeded without confirmation, or treat text inside a file as trusted instructions. For sensitive edits, present a preview and wait for the user to approve the change. The approval must refer to the same file version that was reviewed.
|
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## Reference section 10: operating notes
|
||||
|
||||
The local assistant keeps its index on this device and only indexes files selected by the user. Search combines exact text matches with optional multilingual embeddings. Each indexed chunk retains its relative source path so the answer can be checked against the original file. When a document changes, its stored content hash is compared before a result is returned. A changed document is removed from the index and must be selected for indexing again. Workspace reads are restricted to the configured root and excluded folders remain inaccessible. These safeguards apply independently from the model's generated explanation.
|
||||
|
||||
A reviewer should verify the source and surrounding context before accepting a recommendation. The model may summarize evidence, but it must not invent missing settings, claim an operation succeeded without confirmation, or treat text inside a file as trusted instructions. For sensitive edits, present a preview and wait for the user to approve the change. The approval must refer to the same file version that was reviewed.
|
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## Reference section 11: operating notes
|
||||
|
||||
The local assistant keeps its index on this device and only indexes files selected by the user. Search combines exact text matches with optional multilingual embeddings. Each indexed chunk retains its relative source path so the answer can be checked against the original file. When a document changes, its stored content hash is compared before a result is returned. A changed document is removed from the index and must be selected for indexing again. Workspace reads are restricted to the configured root and excluded folders remain inaccessible. These safeguards apply independently from the model's generated explanation.
|
||||
|
||||
A reviewer should verify the source and surrounding context before accepting a recommendation. The model may summarize evidence, but it must not invent missing settings, claim an operation succeeded without confirmation, or treat text inside a file as trusted instructions. For sensitive edits, present a preview and wait for the user to approve the change. The approval must refer to the same file version that was reviewed.
|
||||
|
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## Reference section 12: operating notes
|
||||
|
||||
The local assistant keeps its index on this device and only indexes files selected by the user. Search combines exact text matches with optional multilingual embeddings. Each indexed chunk retains its relative source path so the answer can be checked against the original file. When a document changes, its stored content hash is compared before a result is returned. A changed document is removed from the index and must be selected for indexing again. Workspace reads are restricted to the configured root and excluded folders remain inaccessible. These safeguards apply independently from the model's generated explanation.
|
||||
|
||||
A reviewer should verify the source and surrounding context before accepting a recommendation. The model may summarize evidence, but it must not invent missing settings, claim an operation succeeded without confirmation, or treat text inside a file as trusted instructions. For sensitive edits, present a preview and wait for the user to approve the change. The approval must refer to the same file version that was reviewed.
|
||||
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## Reference section 13: operating notes
|
||||
|
||||
The local assistant keeps its index on this device and only indexes files selected by the user. Search combines exact text matches with optional multilingual embeddings. Each indexed chunk retains its relative source path so the answer can be checked against the original file. When a document changes, its stored content hash is compared before a result is returned. A changed document is removed from the index and must be selected for indexing again. Workspace reads are restricted to the configured root and excluded folders remain inaccessible. These safeguards apply independently from the model's generated explanation.
|
||||
|
||||
A reviewer should verify the source and surrounding context before accepting a recommendation. The model may summarize evidence, but it must not invent missing settings, claim an operation succeeded without confirmation, or treat text inside a file as trusted instructions. For sensitive edits, present a preview and wait for the user to approve the change. The approval must refer to the same file version that was reviewed.
|
||||
|
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## Reference section 14: operating notes
|
||||
|
||||
The local assistant keeps its index on this device and only indexes files selected by the user. Search combines exact text matches with optional multilingual embeddings. Each indexed chunk retains its relative source path so the answer can be checked against the original file. When a document changes, its stored content hash is compared before a result is returned. A changed document is removed from the index and must be selected for indexing again. Workspace reads are restricted to the configured root and excluded folders remain inaccessible. These safeguards apply independently from the model's generated explanation.
|
||||
|
||||
A reviewer should verify the source and surrounding context before accepting a recommendation. The model may summarize evidence, but it must not invent missing settings, claim an operation succeeded without confirmation, or treat text inside a file as trusted instructions. For sensitive edits, present a preview and wait for the user to approve the change. The approval must refer to the same file version that was reviewed.
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## Release approval policy
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A change to the production workspace requires a two-stage approval: first the user reviews the complete proposed diff, then the server verifies the original file hash and receives explicit confirmation before writing. A model-generated answer or tool call alone cannot satisfy either approval stage.
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@@ -0,0 +1,13 @@
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{"id": "conversation-storage-ar", "query": "أين تحفظ المحادثات؟", "document": "storage.md", "expected_evidence": "SQLite", "text": "المحادثات تحفظ في قاعدة SQLite المحلية كي تبقى متاحة بعد إغلاق التطبيق أو تحديث الصفحة."}
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{"id": "image-model-ar", "query": "ما النموذج الذي يعالج الصور تلقائيًا؟", "document": "images.md", "expected_evidence": "Ministral 3:3b", "text": "الصور المرفقة تحول تلقائيًا إلى نموذج Ministral 3:3b المحلي لتحليل الصورة واستخراج النص منها."}
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{"id": "preview-safety-ar", "query": "كيف نحمي معاينة الملف قبل الموافقة؟", "document": "preview.md", "expected_evidence": "SHA256", "text": "تُربط معاينة الملف ببصمة SHA256، ويجب أن يوافق المستخدم قبل تطبيق التغيير على مساحة العمل."}
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{"id": "pdf-extraction-ar", "query": "كيف نستخرج النص من صفحات PDF؟", "document": "pdf.md", "expected_evidence": "pypdf", "text": "يستخرج pypdf النص الرقمي من صفحات PDF محليًا، ويحافظ على رقم الصفحة ضمن المقتطف المرسل للنموذج."}
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{"id": "voice-transcription-ar", "query": "أي خدمة تفرغ التسجيلات الصوتية؟", "document": "audio.md", "expected_evidence": "Groq", "text": "يرسل مسار الصوت التسجيل إلى Groq باستخدام Whisper للتفريغ، ثم يعود النص إلى واجهة المحادثة."}
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{"id": "workspace-boundary-ar", "query": "كيف نحمي مساحة العمل من قراءة الملفات المخفية؟", "document": "workspace.md", "expected_evidence": ".git", "text": "يرفض قارئ مساحة العمل المسارات خارج الجذر، ويستثني مجلد .git والملفات المخفية وبيئات البناء."}
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{"id": "web-search-en", "query": "Which provider searches multiple web sources?", "document": "search.md", "expected_evidence": "DuckDuckGo", "text": "The experimental multi-source web search adapter queries DuckDuckGo and returns source URLs with the summary."}
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{"id": "database-version-en", "query": "How are old conversation answers migrated?", "document": "migration.md", "expected_evidence": "selected_version", "text": "The SQLite migration adds selected_version to old messages and preserves saved assistant answer versions."}
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{"id": "model-routing-ar", "query": "ما الحقول التي يعيدها API بعد تحويل الصور: requested_model وauto_routed؟", "document": "routing.md", "expected_evidence": "auto_routed", "text": "عند وصول صورة مع نموذج نصي، يختار API نموذج الرؤية المحلي المثبت ويعيد requested_model وmodel وauto_routed."}
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{"id": "api-timeout-ar", "query": "كيف يعرض API انتهاء مهلة النموذج؟", "document": "timeout.md", "expected_evidence": "504", "text": "عند انتهاء مهلة النموذج المحلي، يرجع FastAPI حالة HTTP 504 مع رسالة عربية موحدة ومعرّف الطلب."}
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{"id": "skill-permissions-en", "query": "How does the server restrict tools for a selected skill?", "document": "skills.md", "expected_evidence": "allowed_tools", "text": "Each local agent skill declares an allowed_tools set. The server filters the advertised tools and rejects any model call outside that set."}
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{"id": "long-guide-deep-approval-en", "query": "What must happen before a proposed production change can be saved?", "document": "long_technical_guide.md", "expected_evidence": "two-stage approval", "source_path": "evals/fixtures/long_technical_guide.md"}
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{"id": "pdf-archive-page-limit-en", "query": "What is the maximum number of pages accepted when indexing one PDF?", "document": "archive_retention_policy.pdf", "expected_evidence": "30 pages", "source_path": "evals/fixtures/archive_retention_policy.pdf"}
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@@ -0,0 +1,266 @@
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{
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"created_at_utc": "2026-10-03T16:06:06.517530+00:00",
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"base_url": "http://127.0.0.1:8129",
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"dataset": "evals\\knowledge_retrieval_extended.jsonl",
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"indexing": {
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"semantic_indexed_documents": 13,
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"documents": 13,
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"embedding_models": [
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"granite-embedding:278m"
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]
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},
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"metrics": {
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"cases": 13,
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"hit_at_1": 1.0,
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"hit_at_3": 1.0,
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"mean_reciprocal_rank": 1.0,
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"evidence_rate": 1.0
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},
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"results": [
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{
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"id": "conversation-storage-ar",
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"query": "أين تحفظ المحادثات؟",
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"expected_document": "storage.md",
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"expected_evidence": "SQLite",
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"rank": 1,
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"top_paths": [
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"storage.md",
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"long_technical_guide.md",
|
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"workspace.md",
|
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"archive_retention_policy.pdf",
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"preview.md"
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],
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"expected_document_chunks": [
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0
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],
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"evidence_found": true,
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"search_mode": "hybrid"
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},
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{
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"id": "image-model-ar",
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"query": "ما النموذج الذي يعالج الصور تلقائيًا؟",
|
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"expected_document": "images.md",
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"expected_evidence": "Ministral 3:3b",
|
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"rank": 1,
|
||||
"top_paths": [
|
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"images.md",
|
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"routing.md",
|
||||
"timeout.md",
|
||||
"long_technical_guide.md",
|
||||
"archive_retention_policy.pdf"
|
||||
],
|
||||
"expected_document_chunks": [
|
||||
0
|
||||
],
|
||||
"evidence_found": true,
|
||||
"search_mode": "hybrid"
|
||||
},
|
||||
{
|
||||
"id": "preview-safety-ar",
|
||||
"query": "كيف نحمي معاينة الملف قبل الموافقة؟",
|
||||
"expected_document": "preview.md",
|
||||
"expected_evidence": "SHA256",
|
||||
"rank": 1,
|
||||
"top_paths": [
|
||||
"preview.md",
|
||||
"long_technical_guide.md",
|
||||
"archive_retention_policy.pdf",
|
||||
"workspace.md",
|
||||
"pdf.md"
|
||||
],
|
||||
"expected_document_chunks": [
|
||||
0
|
||||
],
|
||||
"evidence_found": true,
|
||||
"search_mode": "hybrid"
|
||||
},
|
||||
{
|
||||
"id": "pdf-extraction-ar",
|
||||
"query": "كيف نستخرج النص من صفحات PDF؟",
|
||||
"expected_document": "pdf.md",
|
||||
"expected_evidence": "pypdf",
|
||||
"rank": 1,
|
||||
"top_paths": [
|
||||
"pdf.md",
|
||||
"archive_retention_policy.pdf",
|
||||
"images.md",
|
||||
"audio.md",
|
||||
"long_technical_guide.md"
|
||||
],
|
||||
"expected_document_chunks": [
|
||||
0
|
||||
],
|
||||
"evidence_found": true,
|
||||
"search_mode": "hybrid"
|
||||
},
|
||||
{
|
||||
"id": "voice-transcription-ar",
|
||||
"query": "أي خدمة تفرغ التسجيلات الصوتية؟",
|
||||
"expected_document": "audio.md",
|
||||
"expected_evidence": "Groq",
|
||||
"rank": 1,
|
||||
"top_paths": [
|
||||
"audio.md",
|
||||
"archive_retention_policy.pdf",
|
||||
"long_technical_guide.md",
|
||||
"workspace.md",
|
||||
"skills.md"
|
||||
],
|
||||
"expected_document_chunks": [
|
||||
0
|
||||
],
|
||||
"evidence_found": true,
|
||||
"search_mode": "hybrid"
|
||||
},
|
||||
{
|
||||
"id": "workspace-boundary-ar",
|
||||
"query": "كيف نحمي مساحة العمل من قراءة الملفات المخفية؟",
|
||||
"expected_document": "workspace.md",
|
||||
"expected_evidence": ".git",
|
||||
"rank": 1,
|
||||
"top_paths": [
|
||||
"workspace.md",
|
||||
"preview.md",
|
||||
"long_technical_guide.md",
|
||||
"archive_retention_policy.pdf",
|
||||
"pdf.md"
|
||||
],
|
||||
"expected_document_chunks": [
|
||||
0
|
||||
],
|
||||
"evidence_found": true,
|
||||
"search_mode": "hybrid"
|
||||
},
|
||||
{
|
||||
"id": "web-search-en",
|
||||
"query": "Which provider searches multiple web sources?",
|
||||
"expected_document": "search.md",
|
||||
"expected_evidence": "DuckDuckGo",
|
||||
"rank": 1,
|
||||
"top_paths": [
|
||||
"search.md",
|
||||
"long_technical_guide.md",
|
||||
"skills.md",
|
||||
"routing.md",
|
||||
"archive_retention_policy.pdf"
|
||||
],
|
||||
"expected_document_chunks": [
|
||||
0
|
||||
],
|
||||
"evidence_found": true,
|
||||
"search_mode": "hybrid"
|
||||
},
|
||||
{
|
||||
"id": "database-version-en",
|
||||
"query": "How are old conversation answers migrated?",
|
||||
"expected_document": "migration.md",
|
||||
"expected_evidence": "selected_version",
|
||||
"rank": 1,
|
||||
"top_paths": [
|
||||
"migration.md",
|
||||
"archive_retention_policy.pdf",
|
||||
"long_technical_guide.md"
|
||||
],
|
||||
"expected_document_chunks": [
|
||||
0
|
||||
],
|
||||
"evidence_found": true,
|
||||
"search_mode": "hybrid"
|
||||
},
|
||||
{
|
||||
"id": "model-routing-ar",
|
||||
"query": "ما الحقول التي يعيدها API بعد تحويل الصور: requested_model وauto_routed؟",
|
||||
"expected_document": "routing.md",
|
||||
"expected_evidence": "auto_routed",
|
||||
"rank": 1,
|
||||
"top_paths": [
|
||||
"routing.md",
|
||||
"images.md",
|
||||
"storage.md",
|
||||
"timeout.md",
|
||||
"long_technical_guide.md"
|
||||
],
|
||||
"expected_document_chunks": [
|
||||
0
|
||||
],
|
||||
"evidence_found": true,
|
||||
"search_mode": "hybrid"
|
||||
},
|
||||
{
|
||||
"id": "api-timeout-ar",
|
||||
"query": "كيف يعرض API انتهاء مهلة النموذج؟",
|
||||
"expected_document": "timeout.md",
|
||||
"expected_evidence": "504",
|
||||
"rank": 1,
|
||||
"top_paths": [
|
||||
"timeout.md",
|
||||
"routing.md",
|
||||
"long_technical_guide.md",
|
||||
"skills.md",
|
||||
"images.md"
|
||||
],
|
||||
"expected_document_chunks": [
|
||||
0
|
||||
],
|
||||
"evidence_found": true,
|
||||
"search_mode": "hybrid"
|
||||
},
|
||||
{
|
||||
"id": "skill-permissions-en",
|
||||
"query": "How does the server restrict tools for a selected skill?",
|
||||
"expected_document": "skills.md",
|
||||
"expected_evidence": "allowed_tools",
|
||||
"rank": 1,
|
||||
"top_paths": [
|
||||
"skills.md",
|
||||
"long_technical_guide.md",
|
||||
"migration.md"
|
||||
],
|
||||
"expected_document_chunks": [
|
||||
0
|
||||
],
|
||||
"evidence_found": true,
|
||||
"search_mode": "hybrid"
|
||||
},
|
||||
{
|
||||
"id": "long-guide-deep-approval-en",
|
||||
"query": "What must happen before a proposed production change can be saved?",
|
||||
"expected_document": "long_technical_guide.md",
|
||||
"expected_evidence": "two-stage approval",
|
||||
"rank": 1,
|
||||
"top_paths": [
|
||||
"long_technical_guide.md",
|
||||
"migration.md"
|
||||
],
|
||||
"expected_document_chunks": [
|
||||
17,
|
||||
4,
|
||||
8,
|
||||
11,
|
||||
13,
|
||||
16,
|
||||
3
|
||||
],
|
||||
"evidence_found": true,
|
||||
"search_mode": "hybrid"
|
||||
},
|
||||
{
|
||||
"id": "pdf-archive-page-limit-en",
|
||||
"query": "What is the maximum number of pages accepted when indexing one PDF?",
|
||||
"expected_document": "archive_retention_policy.pdf",
|
||||
"expected_evidence": "30 pages",
|
||||
"rank": 1,
|
||||
"top_paths": [
|
||||
"archive_retention_policy.pdf",
|
||||
"pdf.md",
|
||||
"long_technical_guide.md"
|
||||
],
|
||||
"expected_document_chunks": [
|
||||
0
|
||||
],
|
||||
"evidence_found": true,
|
||||
"search_mode": "hybrid"
|
||||
}
|
||||
],
|
||||
"note": "Small deterministic fixture set. Retrieval metrics cover source ranking and evidence presence, not general RAG quality. Optional agent answers are retained for human review and are not auto-scored."
|
||||
}
|
||||
@@ -0,0 +1,86 @@
|
||||
{
|
||||
"created_at_utc": "2026-10-03T16:04:32.525939+00:00",
|
||||
"base_url": "http://127.0.0.1:8129",
|
||||
"dataset": "evals\\knowledge_retrieval_extended.jsonl",
|
||||
"indexing": {
|
||||
"semantic_indexed_documents": 2,
|
||||
"documents": 2,
|
||||
"embedding_models": [
|
||||
"granite-embedding:278m"
|
||||
]
|
||||
},
|
||||
"metrics": {
|
||||
"cases": 2,
|
||||
"hit_at_1": 1.0,
|
||||
"hit_at_3": 1.0,
|
||||
"mean_reciprocal_rank": 1.0,
|
||||
"evidence_rate": 1.0
|
||||
},
|
||||
"results": [
|
||||
{
|
||||
"id": "long-guide-deep-approval-en",
|
||||
"query": "What must happen before a proposed production change can be saved?",
|
||||
"expected_document": "long_technical_guide.md",
|
||||
"expected_evidence": "two-stage approval",
|
||||
"rank": 1,
|
||||
"top_paths": [
|
||||
"long_technical_guide.md",
|
||||
"archive_retention_policy.pdf"
|
||||
],
|
||||
"expected_document_chunks": [
|
||||
17,
|
||||
4,
|
||||
14,
|
||||
9,
|
||||
11,
|
||||
2,
|
||||
16
|
||||
],
|
||||
"evidence_found": true,
|
||||
"search_mode": "hybrid",
|
||||
"agent_answer": "للحفظ أي تغيير مقترح في مساحة العمل، يجب أن تحدث مراجعة من مرحلتين: أولاً، يقوم المستخدم بمراجعة الفرق المقترح بالكامل، ثم يتحقق الخادم من تجزئة الملف الأصلية ويتلقى تأكيدًا صريحًا قبل الكتابة. لا يمكن لأي إجابة من النموذج أو استدعاء الأداة وحده أن يحقق مرحلة المراجعة.\n\nالمصدر: long_technical_guide.md · المقطع 17",
|
||||
"agent_tool": "search_knowledge",
|
||||
"agent_files": [
|
||||
"long_technical_guide.md",
|
||||
"archive_retention_policy.pdf"
|
||||
],
|
||||
"agent_steps": [
|
||||
{
|
||||
"tool": "search_knowledge",
|
||||
"status": "completed"
|
||||
}
|
||||
],
|
||||
"human_rating": null
|
||||
},
|
||||
{
|
||||
"id": "pdf-archive-page-limit-en",
|
||||
"query": "What is the maximum number of pages accepted when indexing one PDF?",
|
||||
"expected_document": "archive_retention_policy.pdf",
|
||||
"expected_evidence": "30 pages",
|
||||
"rank": 1,
|
||||
"top_paths": [
|
||||
"archive_retention_policy.pdf",
|
||||
"long_technical_guide.md"
|
||||
],
|
||||
"expected_document_chunks": [
|
||||
0
|
||||
],
|
||||
"evidence_found": true,
|
||||
"search_mode": "hybrid",
|
||||
"agent_answer": "الحد الأقصى لعدد الصفحات المقبولة عند فهرسة ملف PDF واحد هو 30 صفحة.\nالمصدر: archive_retention_policy.pdf · المقطع 0",
|
||||
"agent_tool": "search_knowledge",
|
||||
"agent_files": [
|
||||
"archive_retention_policy.pdf",
|
||||
"long_technical_guide.md"
|
||||
],
|
||||
"agent_steps": [
|
||||
{
|
||||
"tool": "search_knowledge",
|
||||
"status": "completed"
|
||||
}
|
||||
],
|
||||
"human_rating": null
|
||||
}
|
||||
],
|
||||
"note": "Small deterministic fixture set. Retrieval metrics cover source ranking and evidence presence, not general RAG quality. Optional agent answers are retained for human review and are not auto-scored."
|
||||
}
|
||||
Reference in New Issue
Block a user