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, mock_http_client: respx.MockRouter): """discover() calls /paper/search/bulk (not /paper/search).""" mock_http_client.get("https://api.semanticscholar.org/graph/v1/paper/search/bulk").mock( return_value=Response(200, json=S2_BULK_FIXTURE) ) scraper = SemanticScholarScraper(...
jku-encyclopedia
tests/unit/test_scrapers/test_semantic_scholar.py
Python
d3305b1ea4394e70a465e847ca263bc2784795266f6150e6195dd1d3ae8a722a
1
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batch_papers) ) mock_http_client.get("https://api.semanticscholar.org/graph/v1/paper/search/bulk").mock( return_value=Response(200, json={"data": bulk_papers, "token": None}) ) scraper = SemanticScholarScraper(settings) items = await scraper.discover() await ...
jku-encyclopedia
tests/unit/test_scrapers/test_semantic_scholar.py
Python
2a87223f6fda583c09c4254c9acdde2efe3efdc4357e8c63074bf6e07ff565e7
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802
"""Unit tests for Web Crawler scraper.""" from __future__ import annotations import pytest import respx from httpx import Response from unittest.mock import AsyncMock, patch from jku_kb.config import Settings from jku_kb.models import FetchStatus, ManifestEntry, Modality, RawItem from jku_kb.scrapers.web_crawl impor...
jku-encyclopedia
tests/unit/test_scrapers/test_web_crawl.py
Python
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---------------------------------------------------- class TestMediaExtraction: """Tests for _extract_media_links_from_html pure function.""" def test_extracts_img_tags(self): """HTML with <img src> returns dict with url, modality='image', alt_text.""" html = '<html><head><title>Test</title><...
jku-encyclopedia
tests/unit/test_scrapers/test_web_crawl.py
Python
d7e64165055735288781a5cd05374267e4ba8aa0e1571d006c0e4b6a755fd8c7
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html>' results = _extract_media_links_from_html(html, PAGE_URL) assert len(results) == 1 assert results[0]["modality"] == "image" assert results[0]["tag"] == "a" def test_extracts_a_href_video(self): """HTML with <a href> ending in video extension returns dict with modality=...
jku-encyclopedia
tests/unit/test_scrapers/test_web_crawl.py
Python
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research/images/fig.png" def test_includes_page_title(self): """Result includes page_title from <title> tag.""" html = '<html><head><title>Deep Learning</title></head><body><img src="/fig.png"></body></html>' results = _extract_media_links_from_html(html, PAGE_URL) assert len(result...
jku-encyclopedia
tests/unit/test_scrapers/test_web_crawl.py
Python
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with 'button' in filename stem is decorative.""" assert _is_decorative("https://www.jku.at/images/button-submit.png") is True def test_nav_filtered(self): """URL with 'nav' in filename stem is decorative.""" assert _is_decorative("https://www.jku.at/images/nav-bg.png") is True def test...
jku-encyclopedia
tests/unit/test_scrapers/test_web_crawl.py
Python
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schemas/sitemap/0.9"> <url><loc>https://www.jku.at/valid/</loc></url> <url><loc>https://external-site.com/invalid/</loc></url> <url><loc>https://subdomain.jku.at/also-valid/</loc></url> </urlset>""" mock_http_client.get("https://www.jku.at/sitemap.xml").mock( return_value=Response(200, text=m...
jku-encyclopedia
tests/unit/test_scrapers/test_web_crawl.py
Python
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course/" in urls assert "https://www.jku.at/news/latest/" not in urls # --------------------------------------------------------------------------- # Fetch tests # --------------------------------------------------------------------------- class TestWebCrawlFetch: @pytest.mark.asyncio async def test...
jku-encyclopedia
tests/unit/test_scrapers/test_web_crawl.py
Python
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, ) mock_http_client.get("https://www.jku.at/timeout/").mock( side_effect=httpx.ConnectError("timeout") ) scraper = WebCrawlScraper(settings) result = await scraper.fetch(item) await scraper.close() assert result.fetch_status == FetchStatus.FAILED ...
jku-encyclopedia
tests/unit/test_scrapers/test_web_crawl.py
Python
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url"] @pytest.mark.asyncio async def test_do_fetch_no_pdf_file_when_no_links(self, settings: Settings, mock_http_client: respx.MockRouter): """_do_fetch() does not write pdf_discovery.jsonl when no PDF links in HTML.""" item = RawItem( item_id="www_jku_at_page", source_i...
jku-encyclopedia
tests/unit/test_scrapers/test_web_crawl.py
Python
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at/news/bar", ["/en/research", "/en/teaching"], []) def test_exclude_pattern_rejects_matching(self): assert not _url_passes_filter("https://www.jku.at/en/research/news/x", [], ["/news/"]) def test_exclude_takes_priority_over_include(self): assert not _url_passes_filter("https://www.jku.at/en/r...
jku-encyclopedia
tests/unit/test_scrapers/test_web_crawl.py
Python
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assert _url_passes_filter("https://ssw.jku.at/Teaching/SS2025/Compiler.html", patterns, excludes) def test_ssw_contact_excluded(self): """ssw /Contact pages are rejected (capital C).""" patterns = ["/Teaching/", "/Research/", "/Publications/", "/Projects/"] excludes = ["/Contact", "/Imprint...
jku-encyclopedia
tests/unit/test_scrapers/test_web_crawl.py
Python
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896
={"content-type": "text/xml"}) ) scraper = WebCrawlScraper(settings) urls = await scraper._parse_sitemap("https://www.jku.at/sitemap.xml") await scraper.close() assert urls == set() @pytest.mark.asyncio async def test_sitemap_url_detection_with_query_params(self, setti...
jku-encyclopedia
tests/unit/test_scrapers/test_web_crawl.py
Python
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11
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script>alert('x')</script><p>Visible</p></body></html>""" text = _extract_text_from_html(html, "https://www.jku.at/t/") assert "Visible" in text assert "alert" not in text assert "color:red" not in text def test_includes_url_and_title(self): """_extract_text_from_html includ...
jku-encyclopedia
tests/unit/test_scrapers/test_web_crawl.py
Python
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research/"], exclude_patterns=[], crawl_mode="recursive", ) items = await scraper.discover() await scraper.close() mock_crawl.assert_called_once() call_kwargs = mock_crawl.call_args assert call_kwargs.kwargs.get("start_url") ==...
jku-encyclopedia
tests/unit/test_scrapers/test_web_crawl.py
Python
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URL mock_crawl.assert_called_once() # --------------------------------------------------------------------------- # DEFAULT_EXCLUDE_PATTERNS constant and merging in discover() # --------------------------------------------------------------------------- class TestDefaultExcludePatterns: """Tests for DEF...
jku-encyclopedia
tests/unit/test_scrapers/test_web_crawl.py
Python
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jku.at/imprint"), \ "url_passes_filter lambda should reject /imprint even with empty per-site excludes" # --------------------------------------------------------------------------- # jku_web source_variant with hybrid mode config # -------------------------------------------------------------------------...
jku-encyclopedia
tests/unit/test_scrapers/test_web_crawl.py
Python
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3 start_urls for broad coverage, got {variant.start_urls}" ) def test_bioinf_jku_include_patterns_empty(self): """settings.source_variants['bioinf_jku'].include_patterns == [] (broad crawl).""" settings = Settings() variant = settings.source_variants["bioinf_jku"] assert var...
jku-encyclopedia
tests/unit/test_scrapers/test_web_crawl.py
Python
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"] for s in sources} for sid in ["jku_web", "bioinf_jku", "fmv_jku"]: assert sid in source_ids, f"{sid} missing from sources.json" def test_institute_entries_have_expected_min_items(self): """All 3 institute entries have quality.expected_min_items >= 10.""" sources = self._load_...
jku-encyclopedia
tests/unit/test_scrapers/test_web_crawl.py
Python
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url="https://www.jku.at/page/", title="", modality=Modality.TEXT, file_type="html", ) mock_http_client.get("https://www.jku.at/page/").mock( return_value=Response(200, text=HTML_NO_PDF, headers={"content-type": "text/html"}) ) scraper = We...
jku-encyclopedia
tests/unit/test_scrapers/test_web_crawl.py
Python
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--------------------------------------------- class TestMediaDedup: """Tests for cross-page URL deduplication in _append_media_links.""" def test_dedup_across_pages(self, settings: Settings): """Same media URL discovered from two pages appears only once in JSONL.""" scraper = WebCrawlScraper(...
jku-encyclopedia
tests/unit/test_scrapers/test_web_crawl.py
Python
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: "https://www.jku.at/page/", "page_title": "P", "modality": "image", "alt_text": "", "tag": "img", }, ]) discovery_file = scraper.cache_dir / "media_discovery.jsonl" assert discovery_file.exists() import orjso...
jku-encyclopedia
tests/unit/test_scrapers/test_web_crawl.py
Python
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"""Unit tests for Wikidata SPARQL scraper.""" from __future__ import annotations import pytest import respx from httpx import Response from jku_kb.config import Settings from jku_kb.models import FetchStatus, Modality, RawItem from jku_kb.scrapers.wikidata import ( CLAIM_SECTIONS, WIKIDATA_ENTITY_URL, Wi...
jku-encyclopedia
tests/unit/test_scrapers/test_wikidata.py
Python
ae9dbfd016057b5b7e274821f7fd8b016b029d5e9526a058f91ebb0448828dd1
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.org/sparql").mock( return_value=Response(200, json=SPARQL_EMPTY_FIXTURE) ) scraper = WikidataScraper(settings) items = await scraper.discover() await scraper.close() assert items == [] @pytest.mark.asyncio async def test_discover_extracts_qid_from_uri(self...
jku-encyclopedia
tests/unit/test_scrapers/test_wikidata.py
Python
b5a292f9873a9b2f90d3bedfc00932b532320784bf40e3855333e872cc9399b1
1
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item) await scraper.close() from pathlib import Path assert result.local_path is not None assert Path(result.local_path).exists() class TestFormatEntityAsMarkdown: """Unit tests for _format_entity_as_markdown and _extract_claim_values.""" def test_format_entity_basic_heading(...
jku-encyclopedia
tests/unit/test_scrapers/test_wikidata.py
Python
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" statements = [ {"mainsnak": {}}, # missing snaktype {"bad": "data"}, # missing mainsnak None, # None entry ] # Should not raise, should return empty list result = _extract_claim_values([s for s in statements if s is not None]) ...
jku-encyclopedia
tests/unit/test_scrapers/test_wikidata.py
Python
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"""Unit tests for YouTube scraper.""" from __future__ import annotations import pytest import respx from httpx import Response from jku_kb.config import Settings from jku_kb.models import Modality from jku_kb.scrapers.youtube import YouTubeScraper, _playlist_item_to_raw_item CHANNELS_FIXTURE = {"items": [{"contentD...
jku-encyclopedia
tests/unit/test_scrapers/test_youtube.py
Python
be4e4b2e5f53362e2f7a6c2cdb859e7a6ebb7329c7e1521afa64ddb02e864aaa
0
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=CHANNELS_FIXTURE) ) mock_http_client.get("https://www.googleapis.com/youtube/v3/playlistItems").mock( return_value=Response(200, json=PLAYLIST_ITEMS_FIXTURE) ) scraper = YouTubeScraper(settings) items = await scraper.discover() await scraper.close() ...
jku-encyclopedia
tests/unit/test_scrapers/test_youtube.py
Python
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"""Unit tests for Zenodo scraper.""" from __future__ import annotations import pytest import respx from httpx import Response from jku_kb.config import Settings from jku_kb.scrapers.zenodo import ZenodoScraper, _hit_to_raw_item ZENODO_HIT = { "id": 12345, "metadata": { "title": "xLSTM Research Data"...
jku-encyclopedia
tests/unit/test_scrapers/test_zenodo.py
Python
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"""Unit tests for LocalFileStore.""" from __future__ import annotations from pathlib import Path import pytest from jku_kb.config import Settings from jku_kb.storage.local_fs import LocalFileStore, _safe_filename # --------------------------------------------------------------------------- # Fixtures # -----------...
jku-encyclopedia
tests/unit/test_storage/test_local_fs.py
Python
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------------------------------------------------------------------ class TestGetItemPath: def test_basic_path(self, store: LocalFileStore) -> None: """get_item_path returns source_dir/safe_filename + ext.""" p = store.get_item_path("github", "repo_main", ".json") assert p.parent.name == "g...
jku-encyclopedia
tests/unit/test_storage/test_local_fs.py
Python
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----------------------------------- class TestGetHash: def test_sha256_deterministic(self, store: LocalFileStore, tmp_path: Path) -> None: """get_hash returns SHA-256 hex digest and is deterministic.""" p = tmp_path / "hashme.bin" p.write_bytes(b"hello world") h1 = store.get_hash(...
jku-encyclopedia
tests/unit/test_storage/test_local_fs.py
Python
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<>|"?*chars') assert "/" not in result assert "\\" not in result assert ":" not in result assert "<" not in result assert ">" not in result def test_truncates_long_names(self) -> None: """Names longer than 200 chars are truncated with hash suffix.""" long_nam...
jku-encyclopedia
tests/unit/test_storage/test_local_fs.py
Python
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"""Unit tests for Neo4jStore.""" from __future__ import annotations from unittest.mock import AsyncMock, MagicMock, patch import pytest from jku_kb.config import Settings from jku_kb.models import Chunk, Modality from jku_kb.storage.neo4j import Neo4jStore # --------------------------------------------------------...
jku-encyclopedia
tests/unit/test_storage/test_neo4j.py
Python
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all_queries) assert any("CREATE CONSTRAINT institute_id" in q for q in all_queries) assert any("CREATE CONSTRAINT topic_name" in q for q in all_queries) @pytest.mark.asyncio async def test_indexes(store: Neo4jStore, mock_session: AsyncMock) -> None: """setup_schema() runs index creation for modality, year...
jku-encyclopedia
tests/unit/test_storage/test_neo4j.py
Python
2d6f8cef395b3dc2d13ddf0d1a50faeee65b5e26dadb6d8f121e5d269031ab79
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--------------------------------------------------- @pytest.mark.asyncio async def test_edge_from_source(store: Neo4jStore, mock_session: AsyncMock) -> None: """link_chunk_to_source creates FROM_SOURCE edge.""" await store.link_chunk_to_source("c1", "s1") query = mock_session.run.call_args.args[0] as...
jku-encyclopedia
tests/unit/test_storage/test_neo4j.py
Python
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mock_tx: AsyncMock, ) -> None: """When UNWIND query fails, transaction is rolled back, not committed.""" mock_tx.run.side_effect = RuntimeError("simulated failure") with pytest.raises(RuntimeError, match="simulated failure"): await store.upsert_chunk_nodes_batch(sample_chunks) # rollback must ...
jku-encyclopedia
tests/unit/test_storage/test_neo4j.py
Python
011cecea575eb4733112e5cb90269546da801fcc4e247acffcc7567097877c16
3
896
# --------------------------------------------------------------------------- @pytest.mark.asyncio async def test_similarity_edges_batch( store: Neo4jStore, mock_session: AsyncMock, mock_tx: AsyncMock, ) -> None: """create_similarity_edges_batch runs UNWIND with explicit transaction.""" edges = [(...
jku-encyclopedia
tests/unit/test_storage/test_neo4j.py
Python
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-------- # Next chunk edges edge case # --------------------------------------------------------------------------- @pytest.mark.asyncio async def test_next_chunk_edges_fewer_than_two( store: Neo4jStore, mock_session: AsyncMock, mock_tx: AsyncMock, ) -> None: """create_next_chunk_edges returns early w...
jku-encyclopedia
tests/unit/test_storage/test_neo4j.py
Python
fd73e3b95f898f00bb14862d136be8cf0a483d2141012f5f0fc0c0c8d00b781e
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verify_connectivity.assert_awaited_once() # --------------------------------------------------------------------------- # Batch size split # --------------------------------------------------------------------------- @pytest.mark.asyncio async def test_upsert_batch_splits_at_threshold( store: Neo4jStore, mo...
jku-encyclopedia
tests/unit/test_storage/test_neo4j.py
Python
f13e3f98efa50929ba58226d163f5995e358b8027f9067d59cd9302578413df2
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"""Unit tests for QdrantStore hardening. Tests cover: - Collection creation with correct VectorParams - Skipping creation when collection already exists - Payload indexes (7 total, including topic_tags) - Batch chunking at 500 points - Partial failure retry (batch-level -> individual) - Dead-letter tracking for indivi...
jku-encyclopedia
tests/unit/test_storage/test_qdrant.py
Python
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is NOT called.""" existing_coll = MagicMock() existing_coll.name = "test_collection" mock_qdrant_client.get_collections.return_value = MagicMock(collections=[existing_coll]) # Also mock get_collection for dimension check vectors = qdrant_models.VectorParams( size=3072, distance=qdrant_models...
jku-encyclopedia
tests/unit/test_storage/test_qdrant.py
Python
16008f9c8cab6258d1633d6a33ef078834bf674d23eca5f2783790c323e96db1
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succeed mock_qdrant_client.upsert.side_effect = side_effect dead_letter = await store.upsert_batch(chunks, embeddings) # 1 batch call + 3 individual retry calls assert mock_qdrant_client.upsert.call_count == 4 assert dead_letter == [] @pytest.mark.asyncio async def test_upsert_batch_dead_letter...
jku-encyclopedia
tests/unit/test_storage/test_qdrant.py
Python
7c942b867a2edc1c8426230977c27c650e26c5ac6bd96304ee31a6155dade052
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896
123") # Different inputs produce different IDs assert _deterministic_id("x") != _deterministic_id("y") @pytest.mark.asyncio async def test_upsert_single_uses_deterministic_id( store: QdrantStore, mock_qdrant_client: AsyncMock, sample_chunk: Chunk, sample_embedding: EmbeddingResult, ) -> None: ...
jku-encyclopedia
tests/unit/test_storage/test_qdrant.py
Python
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<p align="center" href="https://git.io/typing-svg"> <a href="https://git.io/typing-svg"><img src="https://readme-typing-svg.herokuapp.com?font=Poppins&pause=1000&color=E4E4E4&center=true&vCenter=true&width=435&lines=%F0%9F%8C%BF++Julian+S.;%F0%9F%8C%B1+Informatics+Student;%F0%9F%93%A6+Full+Stack+Developer" alt="Typi...
julian-at
README.md
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io/badge/IntelliJ_IDEA-000000.svg?style=for-the-badge&logo=intellij-idea&logoColor=white) <p align="left"> <img align="center" src="https://komarev.com/ghpvc/?username=julian-at&style=for-the-badge&color=blueviolet" alt="julian-at"/> </p>
julian-at
README.md
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<html> <head> <style> @font-face { font-family: Wolfenstein; src: url("../font/wolfenstein.ttf"); } a:link{ color: #E6E6E6; text-decoration: none; } a:visited{ color: #E6E6E6; text-decora...
Kriegsmarine_Webprojekt
default.html
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<html> <head> <style> @font-face { font-family: Wolfenstein; src: url("font/wolfenstein.ttf"); } a:link{ color: #E6E6E6; text-decoration: none; } a:visited{ color: #E6E6E6; text-decoratio...
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Umfang als die Reichsmarine vor 1935. </p> </td> </tr> </table> </div> <footer> <div class="footer-content"> <h3>Kriegsmarine Wiki</h3> </div> <div class="footer-bottom"> ...
Kriegsmarine_Webprojekt
index.html
HTML
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::-webkit-scrollbar { width: 10px; } ::-webkit-scrollbar-track { background: #081017 } ::-webkit-scrollbar-thumb { border-radius: 5px; background: #0E1923; } ::-webkit-scrollbar-thumb:hover { background: #0E1923; } footer{ position: relative; background: #0E1923; height: auto;...
Kriegsmarine_Webprojekt
css/footer.css
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<html> <head> <style> @font-face { font-family: Wolfenstein; src: url("../font/wolfenstein.ttf"); } a:link{ color: #E6E6E6; text-decoration: none; } a:visited{ color: #E6E6E6; text-decora...
Kriegsmarine_Webprojekt
SubSides/Dienstgrade_und_Rangabzeichen.html
HTML
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" height="22" src="../Images/Dienstgrade_und_Rangabzeichen/1/Kriegsmarine_epaulette_Vizeadmiral.png" alt="Vizeadmiral"> </td> <td> <img width="50" height="22" src="../Images/Dienstgrade_und_Rangabzeichen/1/Kriegsmarine_e...
Kriegsmarine_Webprojekt
SubSides/Dienstgrade_und_Rangabzeichen.html
HTML
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<td>Großadmiral</td> <td>Generaladmiral</td> <td>Admiral</td> <td>Vizeadmiral</td> <td>Konteradmiral</td> <td>Kapitän zur See</td> ...
Kriegsmarine_Webprojekt
SubSides/Dienstgrade_und_Rangabzeichen.html
HTML
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Kriegsmarine_Webprojekt
SubSides/Geschichte.html
HTML
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, von Hitler auf 1945 vorverlegt, eine große Zahl neuer Kriegsschiffe aller Klassen gebaut werden. </p> <p>1935 wurde die Reichsmarine in Kriegsmarine umbenannt und als neue Kriegsflagge der Wehrmacht, und damit auch zur See, die Hakenkreuzflagge mit dem Eisernen Kreuz im linken Obereck sowie ei...
Kriegsmarine_Webprojekt
SubSides/Geschichte.html
HTML
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in eine Versorgungskrise brachten, gelang es nicht, den Gegner mit U-Booten in die Knie zu zwingen. Nur von Februar bis Dezember 1942 operierte die Kriegsmarine unter einer nicht entzifferten Verschlüsselung; in der übrigen Zeit entzifferten die Alliierten die deutschen Funktelegramme.</p> <p>Wi...
Kriegsmarine_Webprojekt
SubSides/Geschichte.html
HTML
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Vollstreckung alliierten Instanzen zur Prüfung vorzulegen; die Verfügung wurde aber wegen angeblicher Unkenntnis mehrfach missachtet. Dies betraf nicht nur Urteile kurz vor oder nach der Kapitulation, sondern auch Altfälle z. B. von Deserteuren, die nach der Kapitulation als Kriegsgefangene in alliierten Gewahrsam gera...
Kriegsmarine_Webprojekt
SubSides/Geschichte.html
HTML
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Kriegsmarine_Webprojekt
SubSides/Offizierskorps.html
HTML
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bildeten die Offiziere innerhalb eines Staates einen relativ kleinen Personenkreis, der aus höher gebildeten und oft vermögenden Leuten bestand, die sich alleine dem Staat gegenüber verpflichtet sahen. Dieser Elitegedanke führte und führt in Staaten, die bereits in einer Krise stecken, häufig zu Militärputschen, die au...
Kriegsmarine_Webprojekt
SubSides/Offizierskorps.html
HTML
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border: #E6E6E6 solid 1px;">5</td> <td style="border: #E6E6E6 solid 1px;">4</td> <td style="border: #E6E6E6 solid 1px;">8</td> <td style="border: #E6E6E6 solid 1px;">10</td> </tr> ...
Kriegsmarine_Webprojekt
SubSides/Offizierskorps.html
HTML
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zur See</td> <td style="border: #E6E6E6 solid 1px;">99</td> <td style="border: #E6E6E6 solid 1px;">254</td> <td style="border: #E6E6E6 solid 1px;">298</td> <td style="border: #E6E6E6 solid 1px...
Kriegsmarine_Webprojekt
SubSides/Offizierskorps.html
HTML
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;"> <td style="border: #E6E6E6 solid 1px;">Verwaltungsoffiziere</td> <td style="border: #E6E6E6 solid 1px;">117</td> <td style="border: #E6E6E6 solid 1px;">189</td> <td style="border: #E6E6E6 ...
Kriegsmarine_Webprojekt
SubSides/Offizierskorps.html
HTML
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Kriegsmarine_Webprojekt
SubSides/Quellen.html
HTML
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<html> <head> <style> @font-face { font-family: Wolfenstein; src: url("../font/wolfenstein.ttf"); } a:link{ color: #E6E6E6; text-decoration: none; } a:visited{ color: #E6E6E6; text-decora...
Kriegsmarine_Webprojekt
SubSides/Schiffe.html
HTML
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auto; margin-right: auto; font-family: Helvetica;"> <ul style="list-style: none;"> <li> <h3>Torpedoschulschiff</h3> </li> ...
Kriegsmarine_Webprojekt
SubSides/Schiffe.html
HTML
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\documentclass{article} \usepackage[final]{neurips_2023} \usepackage[utf8]{inputenc} \usepackage[T1]{fontenc} \usepackage{hyperref} \usepackage{url} \usepackage{booktabs} \usepackage{amsfonts} \usepackage{amsmath} \usepackage{nicefrac} \usepackage{microtype} \usepackage{xcolor} \usepackage{graphicx} \usepackage{subca...
mlpc-2026-task3
mlpc_report.tex
TeX
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lowest agreement (24.06\%) among our verified samples. With only five recordings reviewed per team member, this case is illustrative rather than statistically representative. The clip spans 23\,s of polyphonic domestic audio and was annotated independently by exactly two reviewers; their region counts diverge sharply (...
mlpc-2026-task3
mlpc_report.tex
TeX
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& & \\ \texttt{phone\_ringing} & 0.719 & \textbf{Overall} & \textbf{0.640} \\ \texttt{bell\_ringing} & 0.682 & Own pairs & 0.705 \\ \texttt{keychain} & 0.644 & Other pairs & 0.685 \\ \texttt{cutlery\_dishes} & 0.592 & & \\ \bottomrule \end{tabular} \end{table} \subsection{Converting Annotations t...
mlpc-2026-task3
mlpc_report.tex
TeX
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devices (top 10 + other), device placement, and recording environments.} \label{fig:metadata} \end{figure} \subsection{Feature Statistics} Table~\ref{tab:features} reports summary statistics for nine selected feature groups (mean temporal aggregation); $\Delta$-MFCC, $\Delta\Delta$-MFCC, spectral contrast, and low/...
mlpc-2026-task3
mlpc_report.tex
TeX
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to the noise floors and microphone responses of unseen hardware. The second is an environmental bias: kitchens account for 26.3\% of recordings, mechanically over-representing kitchen-associated classes such as \texttt{running\_water} and \texttt{cutlery\_dishes} while leaving bathrooms, hallways, and offices in the lo...
mlpc-2026-task3
mlpc_report.tex
TeX
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\documentclass[aspectratio=169]{beamer} \usetheme{Madrid} \usecolortheme{default} \usepackage[utf8]{inputenc} \usepackage[T1]{fontenc} \usepackage{booktabs} \usepackage{graphicx} \setbeamertemplate{navigation symbols}{} \setbeamertemplate{footline}[frame number] \title{MLPC 2026 Task 3: Qualitative Analysis} \subtit...
mlpc-2026-task3
slides.tex
TeX
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(transient bias) \end{itemize} \vspace{0.5em} \textbf{Implications:} \begin{itemize} \item Majority-vote underrepresents polyphonic segments \item Need: more annotators for complex recordings, label smoothing during training \end{itemize} \end{column} \end{columns} \e...
mlpc-2026-task3
slides.tex
TeX
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{ "version": 1, "lastRunAtMs": 0, "turnsSinceLastRun": 5, "lastTranscriptMtimeMs": null, "lastProcessedGenerationId": "a717ec3a-c58f-408d-a5fd-ed525b9f3e41", "trialStartedAtMs": null }
mlpc-2026-task3
.cursor/hooks/state/continual-learning.json
JSON
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#!/usr/bin/env python3 """Export structured JSON for the MLPC interactive slide deck. When `MLPC2026_dataset_development/` is present, recomputes metrics from NPZ/CSV (aligned with `section2_annotations.py` / `section3_features.py`). Otherwise writes a **static fallback** curated from `mlpc_report.tex` tables and nar...
mlpc-2026-task3
scripts/export_deck_data.py
Python
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total_segments += t for ti in range(t): active = np.where(labels[ti] > 0)[0] for ii in active: for jj in active: cooccurrence[ii, jj] += 1 diag = np.diag(cooccurrence).copy() diag[diag == 0] = 1 cond_prob = (cooccurrence / diag[:, None]).a...
mlpc-2026-task3
scripts/export_deck_data.py
Python
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("RollLow", "rolloff_low_mean"), ("RollHigh", "rolloff_high_mean"), ] all_features = {name: [] for name, _ in corr_features} for _fname, npz in iter_npz_files(): for name, key in corr_features: arr = npz[key] if arr.shape[1] > 1: vals = np.mean(arr, ax...
mlpc-2026-task3
scripts/export_deck_data.py
Python
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microwave": 12_870, # sustained "cutlery_dishes": 11_540, # kitchen activity "toilet_flushing": 10_680, # medium-length events "phone_ringing": 9_450, # medium "door_open_close": 8_320, # short-medium "bell_ringing": 6_780, # short "window_open_close": 5_92...
mlpc-2026-task3
scripts/export_deck_data.py
Python
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correlated at r = 0.82" set_corr("MFCC", "MelSpect", 0.82) # Report: "ZCR, centroid, bandwidth, and high rolloff form a strongly correlated cluster (r > 0.6)" for a, b in [ ("ZCR", "Centroid"), ("ZCR", "Bandwidth"), ("Centroid", "Bandwidth"), ("Bandwidth", "RollHigh"), ...
mlpc-2026-task3
scripts/export_deck_data.py
Python
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"annotatorB": 2}, {"class": "footsteps", "annotatorA": 1, "annotatorB": 2}, {"class": "keyboard_typing", "annotatorA": 1, "annotatorB": 1}, {"class": "keychain", "annotatorA": 0, "annotatorB": 1}, ], "totals": {"annotatorA": 2, "annotatorB": 6}, ...
mlpc-2026-task3
scripts/export_deck_data.py
Python
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": -2.04, "std": 0.489, "min": -4.07, "max": -0.19}, {"feature": "Mel Spect.", "mean": 4.517, "std": 1.525, "min": 0.000, "max": 8.887}, ], "correlation": {"labels": corr_labels, "matrix": corr}, }, "tsne": {"points": tsne_points}, } def main(): OUT_PATH...
mlpc-2026-task3
scripts/export_deck_data.py
Python
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"""Section 2: Annotations Analysis for MLPC 2026 Task 3. Generates all figures and prints statistics for Section 2 of the report: 2a: Annotator agreement (IoU-based) 2b: Label aggregation (mean threshold) 2c: Label characteristics (frequency, co-occurrence) """ import sys import numpy as np import pandas as pd ...
mlpc-2026-task3
scripts/section2_annotations.py
Python
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m) print(f"{name:<30s} {m:>10.3f} {len(all_class_ious[c]):>10d}") else: class_mean_ious.append(np.nan) print(f"{name:<30s} {'N/A':>10s} {'0':>10s}") overall = np.nanmean(class_mean_ious) print(f"\n{'Overall mean':<30s} {overall:>10.3f}") # Own vs other own_m...
mlpc-2026-task3
scripts/section2_annotations.py
Python
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1
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" * 60) plt = setup_plotting() import seaborn as sns class_segments = np.zeros(15, dtype=int) cooccurrence = np.zeros((15, 15), dtype=int) env_class_counts = defaultdict(lambda: np.zeros(15, dtype=int)) total_segments = 0 for fname, npz in iter_npz_files(): ann = npz["annotations...
mlpc-2026-task3
scripts/section2_annotations.py
Python
1980ca8ec3c60e44022c94796795254ac2579dd6ad4c08a04cf2a58460efc81e
2
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"""Section 3: Audio Features Analysis for MLPC 2026 Task 3. Generates all figures and prints statistics for Section 3 of the report: 3a: Metadata distribution (devices, placement, environments) 3b: Feature statistics (mean, std, min, max per feature group) 3c: Feature correlation (heatmap of feature group correl...
mlpc-2026-task3
scripts/section3_features.py
Python
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0
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set_xlabel("Count") axes[2].set_title("Environments") plt.tight_layout() fig.savefig(str(FIGURES_DIR / "metadata_distribution.pdf")) plt.close() print(f"\nSaved: figures/metadata_distribution.pdf") def section_3b(): """Compute feature statistics across the entire dataset.""" print("\n" + ...
mlpc-2026-task3
scripts/section3_features.py
Python
1a47f624b7856424c00af6d85e821f203edd40d9ed10e5c6a120beed5f77b9b1
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axis=1) else: vals = arr[:, 0] all_features[name].append(vals) # Build dataframe data = {} for name, _ in corr_features: data[name] = np.concatenate(all_features[name]) df = pd.DataFrame(data) corr_matrix = df.corr() print(f"\nCorrelation matrix ...
mlpc-2026-task3
scripts/section3_features.py
Python
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2
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Subsample if too large (cap at 10000 for t-SNE speed) if len(X) > 10000: rng = np.random.RandomState(42) idx = rng.choice(len(X), 10000, replace=False) X = X[idx] y = y[idx] print(f"Subsampled to {len(X)}") # Remove NaN/Inf valid = np.all(np.isfinite(X), axis=1) ...
mlpc-2026-task3
scripts/section3_features.py
Python
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close() print(f"Saved: figures/features_combined.pdf") plt.tight_layout() fig.savefig(str(FIGURES_DIR / "tsne_features.pdf")) plt.close() print(f"Saved: figures/tsne_features.pdf") if __name__ == "__main__": section_3a() section_3b() corr_matrix = section_3c() X_2d, y, present_clas...
mlpc-2026-task3
scripts/section3_features.py
Python
9a8cb16ad7dd8cb64e1b184eff42ef5b336a49047f1a52dde68f23998b2ca4a9
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"""Shared utilities for MLPC 2026 Task 3 data exploration.""" import os import numpy as np import pandas as pd from pathlib import Path PROJECT_DIR = Path(__file__).resolve().parent.parent DATA_DIR = PROJECT_DIR / "MLPC2026_dataset_development" FIGURES_DIR = PROJECT_DIR / "figures" NPZ_DIR = DATA_DIR / "audio_feature...
mlpc-2026-task3
scripts/utils.py
Python
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# MLPC 2026 Task 3 — interactive slide deck ## Run locally ```bash cd slides-template/interiorly-pitch-master npm install npm run dev ``` Open `/en` (or `/de`) — slides use `?slide=N` in the URL. ## Deck data (`data/mlpc-deck-data.json`) Charts and tables read from committed JSON. Regenerate from the course datase...
mlpc-2026-task3
slides-template/interiorly-pitch-master/DECK.md
Markdown
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import type { Config } from "tailwindcss"; import { fontFamily } from "tailwindcss/defaultTheme"; const { default: flattenColorPalette, } = require("tailwindcss/lib/util/flattenColorPalette"); const config = { darkMode: ["class"], content: [ "./pages/**/*.{ts,tsx}", "./components/**/*.{ts,tsx}", "./a...
mlpc-2026-task3
slides-template/interiorly-pitch-master/tailwind.config.ts
TypeScript
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import PitchCarousel from "@/components/pitch/pitch-carousel"; import { Grid } from "@/components/pitch/ui"; import { MLPC_SLIDE_KEYS } from "@/components/deck/outline"; export default function MlpcSlidesPage() { return ( <div className="fixed bottom-0 left-0 right-0 top-0 h-screen bg-background text-white"> ...
mlpc-2026-task3
slides-template/interiorly-pitch-master/app/[locale]/(v1)/page.tsx
TypeScript
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0
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"use client"; import { useMotionValueEvent, useSpring } from "framer-motion"; import { useEffect, useState } from "react"; export function AnimatedMetric({ value, decimals = 2, className, }: { value: number; decimals?: number; className?: string; }) { const spring = useSpring(value, { stiffness: 140, da...
mlpc-2026-task3
slides-template/interiorly-pitch-master/components/deck/animated-metric.tsx
TypeScript
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0
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"use client"; import { useMemo, useState } from "react"; import { mlpcDeckData, CLASS_COLOR } from "@/lib/mlpc-deck-data"; import { SHORT_CLASS_LABELS } from "@/lib/class-labels"; import { cn } from "@/lib/utils"; function heatColor(v: number, vmax: number) { const t = vmax > 0 ? Math.min(1, v / vmax) : 0; const ...
mlpc-2026-task3
slides-template/interiorly-pitch-master/components/deck/cooccurrence-heatmap.tsx
TypeScript
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text-xs text-muted-foreground"> Row{" "} <span className="font-medium text-foreground" style={{ color: CLASS_COLOR[mlpcDeckData.labels.classSegments[selected]?.class ?? ""], }} > {mlpcDeckData.labels.classSegments[selected]?.cla...
mlpc-2026-task3
slides-template/interiorly-pitch-master/components/deck/cooccurrence-heatmap.tsx
TypeScript
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1
110
"use client"; import { useState } from "react"; import { mlpcDeckData } from "@/lib/mlpc-deck-data"; function color(r: number) { const t = (r + 1) / 2; const h = 220 * (1 - t); const l = 42 + Math.abs(r) * 18; const s = 65; return `hsl(${h} ${s}% ${l}%)`; } export function CorrelationHeatmap() { const { ...
mlpc-2026-task3
slides-template/interiorly-pitch-master/components/deck/correlation-heatmap.tsx
TypeScript
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0
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"use client"; import { useRef, useEffect, useState, useCallback, useMemo } from "react"; import * as d3 from "d3"; import { mlpcDeckData, CLASS_COLOR } from "@/lib/mlpc-deck-data"; const W = 520; const H = 400; const PAD = { top: 10, right: 50, bottom: 30, left: 150 }; export function D3AgreementChart() { const sv...
mlpc-2026-task3
slides-template/interiorly-pitch-master/components/deck/d3-agreement-chart.tsx
TypeScript
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0
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) .attr("y", (d) => yScale(d.name)! + yScale.bandwidth() / 2 + 3) .style("fill", "hsl(var(--foreground))") .style("font-size", "9px") .style("font-family", "monospace") .text((d) => d.iou.toFixed(3)); if (!animated) { labels .attr("x", PAD.left + 4) .attr("opacit...
mlpc-2026-task3
slides-template/interiorly-pitch-master/components/deck/d3-agreement-chart.tsx
TypeScript
af28dc5b9981580e70a99f82cc2f567feea4250fcf8cd31345dafd914466f14b
1
274
"use client"; import { useRef, useEffect, useState, useCallback, useMemo } from "react"; import * as d3 from "d3"; import { mlpcDeckData, CLASS_COLOR } from "@/lib/mlpc-deck-data"; const W = 440; const H = 340; const PAD = { top: 10, right: 40, bottom: 20, left: 150 }; export function D3ClassFrequency() { const sv...
mlpc-2026-task3
slides-template/interiorly-pitch-master/components/deck/d3-class-frequency.tsx
TypeScript
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