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21 Commits
Author SHA1 Message Date
Mohd Kaif 5d70d0c10d docs: replace Exported Classes import blocks with summary tables (all 25 modules) (#567) 
* docs: replace Exported Classes import blocks with summary tables across all 25 modules

* docs: add method/parameter tables to parse, ingest, ontology, normalize, triplet_store, change_management, conflicts, export, graph_store, provenance, and semantic_extract modules
 2026-05-24 15:49:58 +05:30
KaifAhmad1 68fcff5b3a docs: add Exported Classes blocks to all remaining reference docs 
Adds ## Exported Classes (or equivalent interface block) to:
- change_management.md, conflicts.md, context.md, embeddings.md
- graph_store.md, ingest.md, normalize.md, pipeline.md
- seed.md, split.md, triplet_store.md, vector_store.md
- visualization.md

Adds ## Launch Interface to explorer.md (CLI-only module).
Adds ## Server Interface to mcp_server.md (stdio process, not importable).

All blocks sourced from module __all__ with inline usage hints.
evals.md intentionally skipped (placeholder, __all__ = []).
 2026-05-24 14:56:11 +05:30
KaifAhmad1 6f726c708f fix: remove non-existent classes and fix wrong API signatures across reference docs 
- visualization.md: GraphVisualizer → KGVisualizer; fix method names (visualize_network,
  visualize_network_evolution, visualize_snapshot_comparison, visualize_temporal_patterns,
  visualize_2d_projection); remove DistanceVisualizer tab; fix start_explorer() reference
- kg.md: remove TemporalKnowledgeGraph and DistanceCalculator (don't exist); replace with
  TemporalGraphQuery and ConnectivityAnalyzer; fix query_at_time() signature
- ontology.md: remove OntologyManager, SKOSVocabulary, OntologyAligner, OntologyDiff,
  OntologyMigrator (none exist); fix SHACLValidator → OntologyValidator; fix OWLExporter
  → OWLGenerator.export_owl(); fix start_explorer() reference
- evals.md: replace entire file with coming-soon notice (module is a stub, __all__ = [])
- embeddings.md: fix EmbeddingGenerator constructor (takes config dict not model=);
  generate() → generate_embeddings(); similarity() → compare_embeddings()
- ingest.md: fix WebIngestor (rate_limit → delay, ingest() → ingest_url());
  FeedIngestor (ingest() → ingest_feed(), monitor() → monitor_feeds());
  StreamIngestor (backend= constructor → ingest_kafka/rabbitmq/kinesis/pulsar());
  DBIngestor constructor + ingest() → ingest_database(); SnowflakeIngestor.ingest() →
  ingest_query()/ingest_table(); OntologyIngestor.ingest() → ingest_ontology();
  DataSource → FileObject
- explorer.md: remove start_explorer() Python function (only CLI exists);
  replace with semantica-explorer CLI usage
- provenance.md: ActivityTracker → ProvenanceTracker in CardGroup
- semantic_extract.md: EventExtractor → EventDetector
- triplet_store.md: remove InMemoryTripletStore (doesn't exist); fix tip
- llms.md: fix providers (Anthropic/Gemini/Ollama/DeepSeek/NovitaAI → LiteLLM);
  HuggingFace → HuggingFaceLLM; remove create_provider()
 2026-05-24 13:11:57 +05:30
KaifAhmad1 5eefadaa7f docs: apply full Mintlify component overhaul to all 27 reference pages and concepts.md 
Replace plain markdown in every docs/reference/ file and docs/concepts.md with
rich Mintlify JSX components — CardGroup, Steps, Tabs, AccordionGroup, Tip,
Warning, Note, and CodeGroup — for a consistent, navigable, production-grade
developer experience.
 2026-05-23 23:02:03 +05:30
KaifAhmad1 9113ef3428 docs: premium overhaul of all reference pages and core docs 
- Rewrote all 26 reference module pages: removed blockquote taglines and
  horizontal rule separators, added "What You Get" bullet summaries,
  added constructor/method parameter tables, expanded thin files
  (graph_store, triplet_store, visualization, provenance) with full API
  coverage, added backend comparison tables and real-world usage patterns
- Renamed Modules tab from "API Reference" and group from "Context &
  Knowledge" to "Context & Intelligence" in docs.json
- Fixed logo: copied "Semantica Logo.png" to web-safe semantica-logo.png
  and updated all 4 references in docs.json
- Improved core docs (index, modules, concepts, quickstart, installation,
  getting-started) with better fonts, bullet points, and complete module
  listings (mcp_server, evals, core, utils previously missing)
- Rewrote community pages (community, community-projects, contributing-guide,
  use-cases, architecture, faq, learning-more, glossary) with heading
  hierarchy fixes, expanded definitions, and better structure
- Fixed markdown linter warnings: MD036 bold-as-heading, MD001 heading
  skips, MD040 missing code fence language, MD032 blank lines around lists
 2026-05-23 13:10:09 +05:30
KaifAhmad1 3b637ea140 docs(reference): fix class names and expand API coverage across 8 modules 
- normalize: replace non-existent DataNormalizer with correct classes (TextNormalizer, EntityNormalizer, DateNormalizer, NumberNormalizer, DataCleaner)
- deduplication: replace non-existent EntityResolver with correct API (DuplicateDetector, EntityMerger, SimilarityCalculator, ClusterBuilder)
- reasoning: replace non-existent ReasoningEngine/DeductiveEngine/AbductiveEngine with correct classes (Reasoner, GraphReasoner, ReteEngine, SPARQLReasoner, DatalogReasoner, TemporalReasoningEngine, ExplanationGenerator)
- export: fix ArangoExporter->ArangoAQLExporter, GraphMLExporter->GraphExporter; add ArrowExporter, DistanceExporter, ReportGenerator
- conflicts: fix ResolutionStrategy enum values and add SourceTracker, ConflictAnalyzer, InvestigationGuideGenerator
- change_management: add OntologyVersionManager, VersionStorage backends, compute_checksum/verify_checksum
- embeddings: add TextEmbedder, GraphEmbeddingManager, VectorEmbeddingManager, all provider stores, all pooling strategies
- visualization: fix broken See Also href from evals to explorer
 2026-05-22 22:03:30 +05:30
KaifAhmad1andClaude Sonnet 4.6 946a1089c8 docs: premium redesign — Mintlify v4, dark/cream theme, full module coverage 
- Migrate from mint.json to docs.json (Mintlify v4)
- Theme: maple, emerald green + near-black dark / cream light palette
  (#059669 primary, #0A0A0A dark bg, #FAF7F0 light bg)
- Typography: Lexend headings, Inter body
- 5-tab navigation: Documentation, Quick Start, API Reference, Cookbook, FAQ
- Homepage: removed badge stickers, redundant h2, added blockquote tagline,
  full 27-module reference table with semantica.mcp_server added
- quickstart.md: CodeGroup per pipeline step, pattern vs LLM options,
  AccordionGroup for patterns and troubleshooting
- faq.md: full AccordionGroup structure across 5 sections
- reference/explorer.md: NEW — FastAPI explorer, Ontology Hub, Distance
  Intelligence, CLI reference, REST API endpoints
- reference/mcp_server.md: NEW — MCP stdio server, 12 tools with I/O
  examples, 3 resources, Claude Desktop/VS Code/Windsurf/Cline config
- docs.json: explorer added to Output group, mcp_server to Utilities group
- Chat, feedback (thumbs/suggest/raise), OG/Twitter metadata, search topbar
- All reference pages reformatted with Mintlify JSX components

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
 2026-05-22 21:52:50 +05:30
KaifAhmad1 04eea7e7eb Update documentation: reduce code examples, add cookbook links, improve structure 
- Reduced code examples in all guide pages (getting-started, quickstart, concepts, modules, examples, use-cases, learning-more)
- Added comprehensive cookbook links with descriptions (topics, difficulty, time, use cases)
- Improved structure and organization across all guide pages
- Updated use-cases.md to only include use cases with corresponding cookbooks
- Removed 'Last Updated: 2024' from all documentation files
- Enhanced navigation with better 'Next Steps' sections
 2025-12-31 15:19:08 +05:30
KaifAhmad1 dd6b341fb9 Refactor: Rename Adapter to Store across Vector, Graph, and Triplet stores. Update docs and tests. 2025-12-16 20:45:11 +05:30
KaifAhmad1 f3dd7a05bd Refactor: Remove Pinecone and enhance vector store backend support 
- Removed all Pinecone references, adapters, and documentation to align with open-source, self-hosted focus.
- Removed PineconeAdapter and related dependencies.
- Updated VectorStore to enforce supported backends (FAISS, Weaviate, Qdrant, Milvus, InMemory).
- Updated cookbooks (e.g., 13_Vector_Store.ipynb) to use Weaviate/FAISS examples instead of Pinecone.
- Updated core documentation (modules.md, rchitecture.md, etc.) to reflect backend changes.
- Added new tests (	est_pinecone_removal.py, 	est_vector_store_deepdive.py) to verify removal and validate remaining backends.
- Verified all vector store tests pass.
 2025-12-12 20:19:17 +05:30
KaifAhmad1 6ee19d971e feat: enhance embeddings with dynamic model switching, updated docs and tests 2025-12-10 17:32:43 +05:30
KaifAhmad1 732729e707 refactor(docs): improve format and organization of context and embeddings reference 2025-12-09 21:08:55 +05:30
KaifAhmad1 9445d96fff docs: Update context and embeddings reference docs with grid cards 2025-12-09 20:23:12 +05:30
KaifAhmad1 cf56dad82a docs: update cookbook links to absolute GitHub URLs in reference docs 2025-12-09 16:51:28 +05:30
Mohd Kaif 7c660e299d Update embeddings.md 2025-12-05 18:02:59 +05:30
KaifAhmad1 8b6e9a1e36 refactor: update embedding API in all notebooks and documentation 
- Update all notebooks to use generate_embeddings() instead of generate()
- Update docs/reference/embeddings.md to remove references to removed components
- All notebooks now use data_type='text' parameter for embedding generation
- Updated 11 notebooks across introduction, use_cases, and advanced directories
 2025-12-05 17:54:09 +05:30
KaifAhmad1 6ebc094f56 Merge main into staging, resolve conflicts keeping local changes 2025-12-02 15:28:41 +05:30
KaifAhmad1 f1699c4f80 feat(semantic_extract): Update module with explicit parameters and docs 
## Code Changes
- NamedEntityRecognizer: Added methods, confidence_threshold, merge_overlapping, include_standard_types
- RelationExtractor: Added relation_types, bidirectional, confidence_threshold, max_distance
- EventDetector: Added event_types, extract_participants, extract_location, extract_time
- TripleExtractor: Added include_temporal, include_provenance
- CoreferenceResolver: Added resolve() alias method
- Removed deprecated build() functions from all modules

## Documentation Changes
- docs/reference/semantic_extract.md: Added parameter tables and detailed examples
- docs/reference/kg.md: Updated examples after build removal
- docs/reference/embeddings.md: Updated examples after build removal
- docs/concepts.md: Updated GraphRAG and core concepts examples
- docs/LIBS_README.md: Updated all references to build functions
 2025-12-02 15:22:44 +05:30
KaifAhmad1 a8edbfbfb3 docs: enhance reference documentation for all modules 2025-11-30 19:23:25 +05:30
KaifAhmad1 409f3fdd27 Enhance documentation visual appeal and fix build errors 
- Added grid‑card layouts, icons, and admonitions to all reference pages
- Removed all mkdocstrings ::: directives that caused alias‑resolution errors
- Fixed export module alias issue (RDFExporter) by cleaning the docs
- Updated README‑style sections for better readability
- Added a PowerShell helper script (remove_mkdocstrings.ps1) for future clean‑ups
 2025-11-23 19:23:13 +05:30
KaifAhmad1 b716b17bde Upgrade documentation: mkdocstrings, jupyter notebooks, and theme fix 2025-11-22 14:49:08 +05:30