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be imported from `html_crawler`. Add to imports: `from jku_kb.scrapers.html_crawler import _normalize_url` (only needed if tests call it directly; the production code import will be in web_crawl.py). </action> <verify> <automated>cd C:/Development/Private/jku-encyclopedia && python -m pytest tests/unit/test_scr...
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.planning/milestones/v3.0-phases/18-media-discovery/18-02-PLAN.md
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pdf_links: self._append_pdf_links(pdf_links) ``` Add these two lines immediately after: ```python media_links = _extract_media_links_from_html(response.text, item.url) if media_links: self._append_media_links(media_links) ``` The complete `if "html"` block in _do_fetch shoul...
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.planning/milestones/v3.0-phases/18-media-discovery/18-02-PLAN.md
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--- phase: 18-media-discovery plan: 02 subsystem: scrapers tags: [jsonl, dedup, web-crawl, media-discovery, integration] # Dependency graph requires: - phase: 18-media-discovery plan: 01 provides: "_extract_media_links_from_html() pure function, constants, helpers" provides: - "_append_media_links() method...
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.planning/milestones/v3.0-phases/18-media-discovery/18-02-SUMMARY.md
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# Phase 18: Media Discovery - Research **Researched:** 2026-03-24 **Domain:** HTML media link extraction, JSONL side-effect pattern, BeautifulSoup media tag parsing **Confidence:** HIGH ## Summary Phase 18 adds media link extraction as a side-effect of the existing web crawl fetch phase. The codebase already impleme...
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.planning/milestones/v3.0-phases/18-media-discovery/18-RESEARCH.md
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video>`, `<audio>`, `<source>` tag extraction | Already used in `web_crawl.py` and `html_crawler.py` | | orjson | >=3.10 | JSONL serialization for `media_discovery.jsonl` | Already used in `_append_pdf_links()` and throughout codebase | | lxml | >=5.3 | BeautifulSoup parser backend | Already used as default parser in a...
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modality, alt_text, tag. """ ``` ### Pattern 3: JSONL Append Method **What:** Instance method that opens the discovery file in append-binary mode and writes each entry as a line. **Existing example:** ```python def _append_pdf_links(self, pdf_links: list[dict[str, str]]) -> None: discovery_path = self.ca...
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handles scheme/host lowering, fragment stripping, trailing slash | | JSONL serialization | json.dumps per line | `orjson.dumps(entry) + b"\n"` | Project standard, binary-mode append, 10x faster | **Key insight:** This phase is purely additive code following an existing, proven pattern. The risk is LOW because the PDF ...
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* Match against URL path segments or filename stem, not arbitrary substrings. Use word-boundary matching or match only the filename component. **Warning signs:** Research content images missing from discovery output. ## Code Examples ### Media Extension Constants ```python # Source: project convention, aligned with S...
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continue _add_media(media_links, seen_urls, full_url, page_url, str(page_title), modality, "", "a") except Exception: pass # Graceful: media extraction is non-critical side-effect return media_links ``` ### Decorative Image Filter ```python def _is_decorative(url: ...
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during discovery, or defer size filtering to Phase 19? - Recommendation: Defer size filtering to Phase 19 (FETCH-02 already specifies "images: 10KB-20MB" size limits). Filename-based decorative filtering in Phase 18 catches the majority of decorative images. Adding HEAD requests would significantly slow down the fet...
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. ## Sources ### Primary (HIGH confidence) - **Project codebase** -- `web_crawl.py`, `html_crawler.py`, `base.py`, `models.py` -- direct inspection of existing patterns - **Existing test suite** -- `test_web_crawl.py`, `test_html_crawler.py` -- 67+ tests demonstrating project testing conventions - **Phase 17 research...
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--- phase: 18 slug: media-discovery status: draft nyquist_compliant: false wave_0_complete: false created: 2026-03-24 --- # Phase 18 — Validation Strategy > Per-phase validation contract for feedback sampling during execution. --- ## Test Infrastructure | Property | Value | |----------|-------| | **Framework** | p...
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--- phase: 18-media-discovery verified: 2026-03-25T02:15:00Z status: passed score: 15/15 must-haves verified re_verification: false --- # Phase 18: Media Discovery Verification Report **Phase Goal:** Web crawl extracts media links (images, video, audio, documents) from HTML pages as side-effects, writing them to medi...
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/web_crawl.py` | _seen_media_urls attribute | VERIFIED | Line 95: initialized as set() in __init__ | | `src/jku_kb/scrapers/web_crawl.py` | def _append_media_links | VERIFIED | Line 237: JSONL append with dedup via _normalize_url | | `src/jku_kb/scrapers/web_crawl.py` | _extract_media_links_from_html call in _do_fetch ...
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critical side-effect, documented | No TODOs, FIXMEs, placeholders, or stub implementations found. No empty returns or console.log-only handlers. ### Roadmap Success Criteria | # | Criterion | Status | Evidence | |---|-----------|--------|----------| | 1 | img, video, audio, source, and media a href tags extracted du...
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--- phase: 19 plan: 19-01 title: "Media Fetch Scraper — Discovery, Download, and Validation" wave: 1 depends_on: [] files_modified: - src/jku_kb/scrapers/media_fetch.py - src/jku_kb/scrapers/__init__.py - data/sources.json - pyproject.toml requirements: - FETCH-01 - FETCH-02 - FETCH-03 - FETCH-04 autono...
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video": Modality.VIDEO, "audio": Modality.AUDIO} return mapping.get(modality_str, Modality.IMAGE) def _file_extension_for_item(url: str) -> str: """Get file extension from URL for saving.""" ext = Path(urlparse(url).path).suffix.lower() return ext if ext else ".bin" @register_scraper('media_fetch') ...
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expected_modality is not None and expected_modality != modality: dest.unlink() return FetchResult( item_id=item.item_id, source_id=self.source_id, fetch_status=FetchStatus.FAILED, error_message=f"MIME mismatc...
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`` </action> <acceptance_criteria> - `data/sources.json` contains an entry with `"source_id": "media_fetch"` - Entry has `"category": "media"` and `"listing_mechanism": "discovery_file"` - Entry has `"secondary_modalities": ["video", "audio"]` - JSON file is valid (parseable without error) </acceptance_criteria> ## V...
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.planning/milestones/v3.0-phases/19-media-download-storage/19-01-PLAN.md
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--- phase: 19-media-download-storage plan: 01 subsystem: scraping tags: [media, filetype, mime-validation, streaming-download, jsonl-discovery] # Dependency graph requires: - phase: 18-media-discovery provides: media_discovery.jsonl files from web crawl sources provides: - MediaFetchScraper registered scraper ...
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.planning/milestones/v3.0-phases/19-media-download-storage/19-01-SUMMARY.md
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--- phase: 19-media-download-storage verified: 2026-03-25T01:15:00Z status: passed score: 7/7 must-haves verified must_haves: truths: - "media_fetch scraper class exists, registered, and reads media_discovery.jsonl" - "Downloads use streaming via BaseScraper._download_file" - "Size limits enforced: images...
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| VERIFIED | metadata dict on lines 111-116 includes `discovered_from`, `page_title`, `tag`, `alt_text` from JSONL entries | | 6 | Downloaded files appear in fetch manifest with correct modality | VERIFIED | `_do_fetch()` returns `FetchResult` with `local_path`, `file_size_bytes`, `content_hash`, `FetchStatus.FETCHED` ...
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triggers FAILED status and file deletion | | FETCH-04 | 19-01 | Media source attribution -- track which crawled page each media item was discovered from | SATISFIED | metadata dict in RawItem includes discovered_from (source page URL) and page_title | No orphaned requirements found. REQUIREMENTS.md maps FETCH-01 throu...
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--- phase: 20-multimodal-embedding-verification plan: 01 type: execute wave: 1 depends_on: [] files_modified: - src/jku_kb/chunkers/audio_chunker.py - src/jku_kb/chunkers/video_chunker.py - src/jku_kb/embedders/gemini.py - tests/unit/test_chunkers.py - tests/unit/test_embedders/test_gemini.py - tests/integr...
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, overlap_seconds: float = 15.0) -> None: ``` From src/jku_kb/chunkers/video_chunker.py: ```python class VideoChunker(BaseChunker): modality = Modality.VIDEO def __init__(self, segment_seconds: float = 90.0, overlap_seconds: float = 15.0) -> None: async def chunk(self, item: RawItem, local_path: Path, outp...
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effective_segment, self.overlap_seconds)` 3. Update module docstring from "90s segments" to "audio-aware segments (75s with audio, 110s video-only)" **test_chunkers.py changes:** 1. Add import: `from jku_kb.chunkers.video_chunker import _has_audio_track` (alongside existing imports) 2. Add to TestAudio...
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chunker unit tests pass.</done> </task> <task type="auto" tdd="true"> <name>Task 2: Add task_type=RETRIEVAL_DOCUMENT to all embedding calls</name> <files> src/jku_kb/embedders/gemini.py tests/unit/test_embedders/test_gemini.py </files> <read_first> src/jku_kb/embedders/gemini.py tests/unit/test...
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embedders/gemini.py src/jku_kb/chunkers/audio_chunker.py src/jku_kb/chunkers/video_chunker.py tests/integration/test_gemini_live.py tests/unit/test_embedders/test_gemini.py </read_first> <behavior> - Test: Text chunk embeds to EmbeddingResult with EMBEDDED status and positive dimension - Tes...
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, item_id="i1", modality=Modality.DOCUMENT, local_path=str(media_files["pdf"]), chunk_index=0, chunk_total=1, ) file_ref = MagicMock() file_ref.name = "files/int-doc" async def fake_tt(fn, *args, **kwargs): if fn is embedder...
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), chunk_index=0, chunk_total=1), Chunk(chunk_id="dim-img", source_id="s1", item_id="i1", modality=Modality.IMAGE, local_path=str(media_files["png"]), chunk_index=0, chunk_total=1), Chunk(chunk_id="dim-vid", source_id="s1"...
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.</done> </task> </tasks> <verification> After all tasks complete: 1. Full unit test suite: `python -m pytest tests/unit/test_chunkers.py tests/unit/test_embedders/test_gemini.py -x -q` 2. Integration test: `python -m pytest tests/integration/test_embed_multimodal.py -x -q` 3. Full test suite: `python -m pytest test...
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--- phase: 20-multimodal-embedding-verification plan: 01 subsystem: embedders tags: [gemini, embedding, ffmpeg, audio-chunker, video-chunker, multimodal, task-type] # Dependency graph requires: - phase: 18-media-pipeline-chunkers provides: AudioChunker, VideoChunker, GeminiEmbedder infrastructure provides: - A...
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s alongside segment change (maintains ~13% overlap ratio) - _has_audio_track returns True on ffprobe error (conservative: assumes audio present, uses shorter segment) - EMBED_CONFIG defined as module-level constant rather than per-call instantiation for consistency ## Deviations from Plan ### Auto-fixed Issues **1. ...
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# Phase 20: Multimodal Embedding Verification - Research **Researched:** 2026-03-25 **Domain:** Gemini Embedding API multimodal integration, audio/video chunking, embedding configuration **Confidence:** HIGH ## Summary Phase 20 addresses four requirements for making the existing multimodal embedding pipeline product...
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.planning/milestones/v3.0-phases/20-multimodal-embedding-verification/20-RESEARCH.md
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() -> chunks_manifest.jsonl -> orchestrator/embed.py: read chunks -> GeminiEmbedder.embed_chunk() -> BatchEmbedder -> Qdrant + Neo4j ``` ### Pattern 1: Audio Chunker Segment Duration Change **What:** Change `AudioChunker.__init__` default `segment_seconds` from 90.0 to 75.0 **When to use:** EMBED-01 **Fi...
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to _compute_segments, so changing the default is sufficient. - **Extracting audio from videos for separate embedding:** This is out of scope (Phase 21 INT-04 covers cross-modal edges). Phase 20 focuses on making existing chunkers/embedders correct. ## Don't Hand-Roll | Problem | Don't Build | Use Instead | Why | |---...
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(path)) return any( s.get("codec_type") == "audio" for s in probe.get("streams", []) ) except ffmpeg.Error: return True # conservative default ``` ### Video Chunker with Audio-Aware Duration ```python # VideoChunker.chunk method modification async def chunk(self, it...
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command | `python -m pytest tests/ -x -q` | ### Phase Requirements -> Test Map | Req ID | Behavior | Test Type | Automated Command | File Exists? | |--------|----------|-----------|-------------------|-------------| | EMBED-01 | AudioChunker defaults to 75s segments | unit | `python -m pytest tests/unit/test_chunkers....
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--- phase: 20 slug: multimodal-embedding-verification status: draft nyquist_compliant: false wave_0_complete: false created: 2026-03-25 --- # Phase 20 — Validation Strategy > Per-phase validation contract for feedback sampling during execution. --- ## Test Infrastructure | Property | Value | |----------|-------| |...
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-----------|-------------------| | Real crawled media embeds without errors | EMBED-04 | Requires live Gemini API key and real media files | Run `python -m pytest tests/integration/test_gemini_live.py -x -m live` with GEMINI_API_KEY set | --- ## Validation Sign-Off - [ ] All tasks have `<automated>` verify or Wave 0...
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--- phase: 20-multimodal-embedding-verification verified: 2026-03-25T03:15:00Z status: passed score: 4/4 must-haves verified re_verification: false must_haves: truths: - "Audio segments never exceed 75s (within Gemini's 80s limit)" - "Video segments use 75s when audio track present, 110s when video-only" ...
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, and `test_all_embed_calls_include_retrieval_document_config`; all 89 tests pass | **Score:** 4/4 truths verified ### Required Artifacts | Artifact | Expected | Status | Details | |----------|----------|--------|---------| | `src/jku_kb/chunkers/audio_chunker.py` | AudioChunker with 75s segment default | VERIFIED |...
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| EMBED-02 | 20-01-PLAN | Video chunker checks for audio track presence, adjusts duration | SATISFIED | `_has_audio_track()` function; `effective_segment` logic with 75s/110s caps; unit tests for detection and chunk count | | EMBED-03 | 20-01-PLAN | task_type=RETRIEVAL_DOCUMENT set for all chunk embedding | SATISFIED |...
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# Deferred Items - Phase 20 ## Pre-existing Test Failure - **File:** `tests/unit/test_registry.py::test_register_scraper_all_sources_registered` - **Issue:** Test expects 13 scrapers but registry now has 14 (includes `media_fetch` from phase 19). Test assertion needs updating to include `media_fetch`. - **Origin:** P...
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--- phase: 21-integration-reporting plan: 01 type: execute wave: 1 depends_on: [] files_modified: - src/jku_kb/cli/helpers.py - src/jku_kb/cli/verify.py - src/jku_kb/graph/similarity.py - src/jku_kb/orchestrator/link.py - tests/unit/test_cli.py autonomous: true requirements: [INT-01, INT-04] must_haves: tr...
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/jku_kb/cli/helpers.py: ```python def _run(coro: Any) -> Any: ... def _read_manifest_stats(cache_dir: Path, source_id: str, phase: str) -> dict[str, Any]: ... ``` From src/jku_kb/cli/verify.py: ```python _STATUS_MARKUP_VERIFY = {"pass": ..., "warn": ..., "fail": ..., "error": ..., "pending": ...} def _build_verify_tab...
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, "video", "audio", "code"] def _format_modality_counts(counts: dict[str, int]) -> str: """Format modality counts as compact string: '500 txt, 45 img, 12 vid'.""" parts: list[str] = [] for modality in _DISPLAY_ORDER: count = counts.get(modality, 0) if count > 0: ...
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-modal row needs 6 values if show_modality is True (source + status + expected + actual + ratio + modality = 6 columns, but "Cross-modal edges" fills source, count fills status, then 4 empties). Actually count it properly: Source, Status, Expected, Actual, Ratio = 5 columns. With Modality = 6 columns. So the cross-moda...
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remains a plain list for backward compatibility. **E. graph/similarity.py -- Return dict with cross-modal count:** Add a counter after `total_edges = 0`: ```python total_edges = 0 cross_modal_edges = 0 ``` In the edge_batch building loop, after `edge_batch.append((src, tgt, score, cross_m...
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import UTC, datetime manifest_data = {**results} if "cross_modal_edges" not in manifest_data: manifest_data["cross_modal_edges"] = cross_modal_edges if 'cross_modal_edges' in dir() else 0 ``` Actually, cleaner approach: ```python cross_modal_count = 0 # Initialize at top of function ...
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{"text": 500, "image": 45, "video": 12}) == "500 txt, 45 img, 12 vid" assert _format_modality_counts({}) == "\u2014" assert _format_modality_counts({"text": 0, "image": 5}) == "5 img" assert _format_modality_counts({"text": 1, "document": 2, "image": 3, "video": 4, "audio": 5, "code": 6}) == "1 ...
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": 15}`. Invoke `["verify", "--cached"]`. Assert output contains "Cross-modal edges" and "15". </action> <verify> <automated>cd "C:/Development/Private/jku-encyclopedia" && python -m pytest tests/unit/test_cli.py::test_format_modality_counts tests/unit/test_cli.py::test_count_source_modalities tests/unit/test_c...
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--- phase: 21-integration-reporting plan: 01 subsystem: cli tags: [rich-table, modality, cross-modal, verify, jsonl-manifest, similarity-engine] # Dependency graph requires: - phase: 20-multimodal-embedding-verification provides: Multimodal embedding pipeline with modality tracking in chunks provides: - Modali...
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for backward compatibility ## Deviations from Plan ### Auto-fixed Issues **1. [Rule 1 - Bug] Rich Live table width truncation in test environment** - **Found during:** Task 2 (verify modality column cached test) - **Issue:** CliRunner captures Rich Live output at 80-column width, truncating the 6-column table and hi...
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--- phase: 21-integration-reporting plan: 02 type: execute wave: 2 depends_on: [21-01] files_modified: - src/jku_kb/cli/dashboard.py - src/jku_kb/orchestrator/helpers.py - src/jku_kb/orchestrator/chunk.py - src/jku_kb/orchestrator/embed.py - src/jku_kb/orchestrator/__init__.py - src/jku_kb/cli/commands.py ...
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audio", "code"] def _format_modality_counts(counts: dict[str, int]) -> str: ... ``` From src/jku_kb/cli/dashboard.py (current): ```python @dataclasses.dataclass class _RowState: source_id: str status: str = "pending" items: int = 0 start_time: float = 0.0 error: str = "" def _build_dashboard_table...
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to the `_RowState` dataclass: ```python @dataclasses.dataclass class _RowState: source_id: str status: str = "pending" items: int = 0 start_time: float = 0.0 error: str = "" modality_counts: dict[str, int] = dataclasses.field(default_factory=dict) ``` ...
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`: ```python __all__ = [ "PipelineOrchestrator", "_phase_manifest_path", "_load_done_ids", "_guess_modality", "ProgressCallback", "ErrorCallback", "ModalityCallback", "ManifestWriter", "PipelineContext", ] ``` Add `modality_cal...
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modality_callback=dashboard.modality_callback, )) ``` And the standalone `embed()` command: ```python with LiveDashboard(console, effective_ids, "embed") as dashboard: result = _run(orchestrator.run_phase_embed( source_ids, progress_callback=dashboard.progress_ca...
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} ``` **Test 2: test_dashboard_modality_column_chunk_phase** ```python def test_dashboard_modality_column_chunk_phase(): """_build_dashboard_table shows Modality column when show_modality=True.""" from jku_kb.cli.dashboard import _RowState, _build_dashboard_table rows = { ...
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.orchestrator.helpers import ModalityCallback; print(ModalityCallback)"` -- ModalityCallback type exists - `grep -n "modality_callback" src/jku_kb/orchestrator/chunk.py` -- chunk phase uses modality_callback - `grep -n "modality_callback" src/jku_kb/orchestrator/embed.py` -- embed phase uses modality_callback - `grep -...
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--- phase: 21-integration-reporting plan: 02 subsystem: cli tags: [rich, dashboard, modality, callback, pipeline] # Dependency graph requires: - phase: 21-01 provides: "_format_modality_counts helper and _MODALITY_ABBREV constants" provides: - "LiveDashboard with conditional Modality column for chunk/embed pha...
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-batch modality aggregation to minimize callback invocations ## Deviations from Plan None - plan executed exactly as written. ## Issues Encountered None ## User Setup Required None - no external service configuration required. ## Next Phase Readiness - Dashboard modality column and callback wiring complete, ready ...
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--- phase: 21-integration-reporting plan: 03 type: execute wave: 2 depends_on: [21-01] files_modified: - tests/integration/test_pipeline_e2e.py autonomous: true requirements: [INT-03, INT-04] must_haves: truths: - "E2E pipeline test with bioinf_jku produces chunks with 3+ distinct modalities" - "Cross-moda...
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: ```python class Settings(BaseSettings): cache_dir: Path = Path("cache") sources_path: Path = Path("sources.json") # ... many other fields with defaults ``` From tests/integration/test_embed_multimodal.py (pattern reference): ```python # Uses MagicMock for Gemini client # Uses patch("asyncio.to_thread", ....
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"img1", source_id="bioinf_jku", url="https://bioinf.jku.at/photo.jpg", title="Photo", fetch_status=FetchStatus.FETCHED, local_path=str(img_file)), ] manifest_path = source_dir / "manifest.jsonl" with open(manifest_path, "wb") as f: for entry in entries: ...
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str(code_file)), ``` This ensures at least text + image + code = 3 modalities even if PDF chunker fails. </action> <verify> <automated>cd "C:/Development/Private/jku-encyclopedia" && python -m pytest tests/integration/test_pipeline_e2e.py::TestBioinfMultimodalE2E -x -q 2>&1 | tail -10</automated> </v...
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), ("img_chunk_2", 0.78, "image")] if vector == [0.4] * 10: return [("img_chunk_1", 0.78, "image")] return [] mock_qdrant.search_similar_with_modality = fake_search # Mock Neo4j mock_neo4j = AsyncMock() mock_neo4j.crea...
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py -x -q` -- both E2E tests pass - `python -m pytest tests/ -x -q --ignore=tests/e2e` -- full test suite green - `grep -n "TestBioinfMultimodalE2E" tests/integration/test_pipeline_e2e.py` -- E2E class exists - `grep -n "TestCrossModalEdges" tests/integration/test_pipeline_e2e.py` -- cross-modal class exists - `grep -n ...
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--- phase: 21-integration-reporting plan: 03 subsystem: testing tags: [integration-test, e2e, multimodal, cross-modal, similarity, chunk-pipeline, bioinf-jku] # Dependency graph requires: - phase: 21-integration-reporting plan: 01 provides: Similarity engine dict return type with cross_modal count, link_mani...
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** Task 2 (full suite verification) - **Issue:** Plan 01 changed compute_similarity_backlinks return type from int to dict, but 5 test mocks in test_orchestrator.py and test_similarity.py still returned integers, causing TypeError on `result["total"]` - **Fix:** Updated mock return values from `return_value=N` to `retu...
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# Phase 21: Integration & Reporting - Context **Gathered:** 2026-03-25 **Status:** Ready for planning <domain> ## Phase Boundary End-to-end multimodal pipeline verification with modality-aware CLI reporting. Extends `jku-kb verify` with per-modality counts, extends the dashboard with modality breakdown during chunk/...
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- `Modality` StrEnum in models.py: TEXT, DOCUMENT, IMAGE, VIDEO, AUDIO, CODE — use for modality counting and display - `_build_verify_table()` in verify.py: Rich table builder — extend with Modality column - `_build_dashboard_table()` in dashboard.py: Rich table builder — extend with Modality column for chunk/embed - `...
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# Phase 21: Integration & Reporting - Research **Researched:** 2026-03-25 **Domain:** CLI reporting, dashboard extension, E2E integration testing, cross-modal verification **Confidence:** HIGH ## Summary Phase 21 is a pure integration and reporting phase -- no new libraries, no new infrastructure. All building block...
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---------------| | INT-01 | `jku-kb verify` extended with modality-aware counts | Verify table builder `_build_verify_table()` takes row dicts -- add `modality_str` field; chunks_manifest.jsonl parsing for modality aggregation | | INT-02 | CLI dashboard shows per-modality progress during pipeline runs | `_RowState` dat...
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# Display order: txt first (usually largest), then doc, img, vid, aud, code _DISPLAY_ORDER = ["text", "document", "image", "video", "audio", "code"] def _format_modality_counts(counts: dict[str, int]) -> str: """Format modality counts as compact string: '500 txt, 45 img, 12 vid'.""" parts = [] for modality...
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orjson.dumps(link_stats)) ``` **Note:** `compute_similarity_backlinks` currently returns total edges but does not separately count cross-modal edges. Need to add a return value or callback for the cross-modal count. ### Anti-Patterns to Avoid - **Breaking the progress_callback signature:** Do NOT change `Callable[[s...
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*Why it happens:** The function was written before cross-modal reporting was needed. **How to avoid:** Either: (a) modify `compute_similarity_backlinks` to also return cross-modal count (return a tuple or dict), or (b) track cross-modal count in the link phase by having the similarity engine call a callback, or (c) pos...
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mod] = counts.get(mod, 0) + 1 except Exception: continue return counts ``` ### Extending PipelineContext with Modality Callback ```python # Source: helpers.py (extend existing frozen dataclass) # Type alias for modality callback ModalityCallback = Callable[[str, str, int], None] | None...
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on chunk phase | unit | `python -m pytest tests/unit/test_cli.py::test_dashboard_modality_chunk_phase -x` | Wave 0 | | INT-02 | Dashboard hides modality column on discover phase | unit | `python -m pytest tests/unit/test_cli.py::test_dashboard_no_modality_discover_phase -x` | Wave 0 | | INT-02 | Modality callback updat...
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jku_kb/models.py` -- Modality enum, Chunk model, Edge model with cross_modal - `src/jku_kb/orchestrator/chunk.py` -- Chunk phase with _guess_modality, progress_callback usage - `src/jku_kb/orchestrator/embed.py` -- Embed phase with progress_callback usage - `src/jku_kb/orchestrator/helpers.py` -- PipelineContext (froze...
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--- phase: 21 slug: integration-reporting status: draft nyquist_compliant: false wave_0_complete: false created: 2026-03-25 --- # Phase 21 — Validation Strategy > Per-phase validation contract for feedback sampling during execution. --- ## Test Infrastructure | Property | Value | |----------|-------| | **Framework...
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tests) - [ ] `tests/unit/test_cli.py` — add INT-02 dashboard modality tests (3 new tests) - [ ] `tests/unit/test_cli.py` — add INT-04 verify cross-modal count test (1 new test) - [ ] `tests/integration/test_pipeline_e2e.py` — new file: INT-03 bioinf E2E + INT-04 cross-modal edges (2 new tests) No new framework install...
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--- phase: 21-integration-reporting verified: 2026-03-25T04:15:00Z status: passed score: 4/4 must-haves verified re_verification: false --- # Phase 21: Integration & Reporting Verification Report **Phase Goal:** End-to-end multimodal pipeline run verified, dashboard and verify command extended with modality-aware rep...
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[str, int]` (line 59); `cross_modal_edges = 0` init (line 81); cross-modal counting per edge (lines 134-135); returns `{"total": total_edges, "cross_modal": cross_modal_edges}` (line 156) | | `src/jku_kb/orchestrator/link.py` | Link phase writing link_manifest.jsonl | VERIFIED | Unpacks `sim_result["total"]` (line 47);...
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modality_callback and calls it | `ctx.modality_callback` | WIRED | chunk.py lines 121-122 | | `embed.py` -> `helpers.py` | embed phase reads ctx.modality_callback and calls it | `ctx.modality_callback` | WIRED | embed.py lines 103-106 | | `test_pipeline_e2e.py` -> `chunk.py` | E2E test runs chunk phase | `run_phase_chu...
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actual CLI invocation end-to-end with real settings ### Gaps Summary No gaps found. All 4 success criteria from ROADMAP.md are verified through a combination of: - Direct code inspection confirming implementations are substantive (not stubs) - Key link verification confirming all pieces are wired together - 64 passin...
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--- phase: 12-web-crawl-infrastructure plan: 01 type: tdd wave: 1 depends_on: [] files_modified: - src/jku_kb/scrapers/html_crawler.py - tests/unit/test_scrapers/test_html_crawler.py autonomous: true requirements: [CRAWL-01] must_haves: truths: - "BFS crawl discovers pages from an HTML start URL without requ...
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/test_scrapers/test_html_crawler.py</files> <read_first> - tests/unit/test_scrapers/test_web_crawl.py (existing test patterns: respx mocking, pytest-asyncio, fixture usage) - tests/conftest.py (available fixtures: settings, mock_http_client) - src/jku_kb/scrapers/web_crawl.py (reusable patterns for _extra...
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"}, request=httpx.Request("GET", original_url))` but set the response url via the constructor or by creating a response that has `.url` pointing to the final URL). HTML fixtures for crawl tests: ```python PAGE_A = '<html><body><a href="/page-b">B</a><a href="/page-c">C</a><a href="https://other.com/ext">Ext</a></body>...
jku-encyclopedia
.planning/phases/12-web-crawl-infrastructure/12-01-PLAN.md
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d9c7ba5412a98ad1d6a19fdfd2bc8e343d0cb1446f33a8992441ffb5366a45b3
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len(discovered) < max_pages`: a. Pop URL from queue b. Check robots.txt: fetch `{scheme}://{domain}/robots.txt` once per domain, cache in `robots_cache`, use `can_fetch("JKU-Knowledge-Base/0.1.0", url)`. On fetch error, treat as allow-all. c. Check `url_passes_filter(url)` -- skip if False d. Fetch ...
jku-encyclopedia
.planning/phases/12-web-crawl-infrastructure/12-01-PLAN.md
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dd5b47956a41b20c8dd1e3fd547c34fae78bde22b9fd43fcda4abf42f9e4b5b2
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same-domain scoping, max_pages cap, robots.txt respect - URL normalization handles fragments, trailing slashes, case - All unit tests pass (15+ test cases) - Full test suite green (no regressions) </success_criteria> <output> After completion, create `.planning/phases/12-web-crawl-infrastructure/12-01-SUMMARY.md` </ou...
jku-encyclopedia
.planning/phases/12-web-crawl-infrastructure/12-01-PLAN.md
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1ffff6d7984958ae14cb994ee280716c256df36019a4a193f15c5c8f248c80af
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--- phase: 12-web-crawl-infrastructure plan: "01" subsystem: scrapers tags: [web-crawl, bfs, robots-txt, url-normalization, html-parsing, tdd] dependency_graph: requires: [] provides: [html_crawler.crawl_html, html_crawler._normalize_url, html_crawler._extract_links] affects: [web_crawl.WebCrawlScraper.discover] ...
jku-encyclopedia
.planning/phases/12-web-crawl-infrastructure/12-01-SUMMARY.md
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b1db7d04fb3795f5cd34c7281529bcfebc0a8a6f73ed6e305feaf48aaa670a12
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--- phase: 12-web-crawl-infrastructure plan: 02 type: execute wave: 2 depends_on: ["12-01"] files_modified: - src/jku_kb/config.py - src/jku_kb/scrapers/__init__.py - src/jku_kb/scrapers/web_crawl.py - tests/unit/test_config.py - tests/unit/test_scrapers/test_web_crawl.py autonomous: true requirements: [CRAWL...
jku-encyclopedia
.planning/phases/12-web-crawl-infrastructure/12-02-PLAN.md
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605b2c02053a2879d234e63cc6dd3294525b32e43571bdbbd5511b4c05479591
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/scrapers/html_crawler.py: ```python async def crawl_html( start_url: str, fetch: Callable[[str], Awaitable[httpx.Response]], url_passes_filter: Callable[[str], bool], max_pages: int = 500, ) -> list[str]: """BFS crawl from start_url; return list of same-domain, filter-passing URLs.""" ``` <!-- Cur...
jku-encyclopedia
.planning/phases/12-web-crawl-infrastructure/12-02-PLAN.md
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48b5d1f97652831f850c25f7f8cb0e8a6ee162718520daa94598c86b2c7cd505
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the current discover() URL collection loop with crawl_mode branching: ```python async def discover(self) -> list[RawItem]: """Discover pages via sitemap, recursive crawl, or hybrid; apply URL filters.""" urls: set[str] = set() for start_url in self.start_urls: if self.crawl_mode == 'sitemap': ...
jku-encyclopedia
.planning/phases/12-web-crawl-infrastructure/12-02-PLAN.md
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c8e7fa1d71842db0dd9aa3cdf90a7bb0df4b381d62bd535e0668e995edfee57c
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/scrapers/web_crawl.py contains `elif self.crawl_mode == 'recursive':` - src/jku_kb/scrapers/web_crawl.py contains `elif self.crawl_mode == 'hybrid':` - src/jku_kb/scrapers/__init__.py contains `crawl_mode=variant.crawl_mode` - Running `python -c "from jku_kb.config import Settings; Settings()"` succeeds (n...
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.planning/phases/12-web-crawl-infrastructure/12-02-PLAN.md
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130a8540fc4ca7b3a1ab2e4227ad4f1a8540bb89cd4ec94a484f50042b558cc6
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, f"{name} should default to recursive" assert s.source_variants[name].js_rendering is False, f"{name} should default to js_rendering=False" ``` Add `from jku_kb.config import SourceConfig` to the imports at the top of test_config.py (alongside the existing `Settings` import). **2. Add to tests/unit/test_...
jku-encyclopedia
.planning/phases/12-web-crawl-infrastructure/12-02-PLAN.md
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2397e8f14c218b04ffb324861b16bc1615366a6142b9b2e8e95102ab5cfcc213
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sitemap.xml", "https://www.jku.at/about/", ], include_patterns=[], exclude_patterns=[], crawl_mode="hybrid", ) items = await scraper.discover() await scraper.close() urls = {item.url for item...
jku-encyclopedia
.planning/phases/12-web-crawl-infrastructure/12-02-PLAN.md
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11a2bf40869058b48e6d5a7492a1efbbd9882fddb10c539f998b0cca5942515b
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--- phase: 12-web-crawl-infrastructure plan: 02 subsystem: scrapers/config tags: [crawl-mode, bfs-crawler, web-crawl, integration, config-extension] dependency_graph: requires: [12-01] provides: [CRAWL-01] affects: [src/jku_kb/config.py, src/jku_kb/scrapers/web_crawl.py, src/jku_kb/scrapers/__init__.py] tech_stac...
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.planning/phases/12-web-crawl-infrastructure/12-02-SUMMARY.md
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