Commit Graph
181 Commits
Author SHA1 Message Date
KaifAhmad1andClaude Sonnet 4.6 1cf13d0188 fix(docs): remove duplicate vector_store kwarg in docs/index.md quick-start example
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-04-08 13:43:53 +05:30
KaifAhmad1andClaude Sonnet 4.6 069af2a038 fix(docs): resolve 4 Qodo bot review bugs in README and docs/index.md
Bug 1 — Broken snapshot example:
- Replace graph.add_decision(category=...) with graph.record_decision()
  which accepts keyword args (add_decision expects a Decision object)
- Define context = AgentContext(...) before calling context.checkpoint()
  and context.diff_checkpoints() — these APIs live on AgentContext, not ContextGraph

Bug 2 — Invalid KG example imports:
- Remove KnowledgeGraph, Entity, Relationship, CentralityAnalyzer — not exported
- Replace with GraphBuilder.build() (dict-based API) and CentralityCalculator
  which are the actual public exports from semantica.kg
- Fix pipeline example: KnowledgeGraph() → GraphBuilder()

Bug 3 — Nonexistent SHACL APIs:
- Remove export_shacl() and validate_graph() calls — not on OntologyEngine
- Rewrite SHACL section to use real APIs: from_data(), export_owl(),
  validate(), from_text(), to_owl()
- Remove semantica[shacl] install instructions (extra not in pyproject.toml)

Bug 4 — Stale docs version badge:
- docs/index.md: bump version badge and release tag link from v0.3.0 → v0.4.0

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-04-08 13:43:33 +05:30
Mohd Kaif 35ebccbdd7 Merge branch 'main' into docs 2026-04-08 13:19:56 +05:30
Mohd Kaif 8348df63be Merge branch 'main' into utils 2026-04-02 20:37:10 +05:30
KaifAhmad1andClaude Sonnet 4.6 40fe1d587a chore: remove docs/bugs folder
Not needed — issue tracked in #433 and fix is self-contained in the code and existing docs.

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-04-02 20:20:19 +05:30
KaifAhmad1andClaude Sonnet 4.6 29a608f60e fix: add_decision kwargs support and quickstart VectorStore backend
Fixes #433

- ContextGraph.add_decision() now accepts keyword arguments (category,
  scenario, reasoning, outcome, confidence, entities, decision_maker)
  in addition to a Decision object, matching documented behaviour.
  Both call forms return the decision ID string.
- Quickstart snippets in README, getting-started.md, and index.md
  changed from VectorStore(backend="faiss") to VectorStore(backend="inmemory")
  so they work without faiss-cpu installed.
- docs/reference/context.md methods table updated to reflect the dual
  signature of add_decision().
- docs/bugs/quickstart_api_mismatch.md added to track the issue.

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-04-02 20:16:56 +05:30
Sameer6305 08150fb2f7 docs: update named graph usage 2026-04-02 15:46:41 +05:30
KaifAhmad1andClaude Sonnet 4.6 71d037f581 feat(#319): SKOS Vocabulary Module — namespace helpers, store helpers, OntologyEngine APIs, tests, docs
Extends the existing ontology and triplet-store stack with first-class
SKOS support without adding any new top-level packages.

### semantica/ontology/namespace_manager.py
- `get_skos_uri(local_name)` — build full skos:core# URI from local name
- `build_concept_scheme_uri(name)` — slug a human name into a stable
  ConceptScheme URI anchored at the configured base URI

### semantica/triplet_store/triplet_store.py
- `add_skos_concept(concept_uri, scheme_uri, pref_label, ...)` — asserts
  ConceptScheme + Concept triples, prefLabel, altLabel, broader, narrower,
  related, definition, notation via existing `add_triplets()` API
- `get_skos_concepts(scheme_uri=None)` — SPARQL SELECT via `execute_query()`,
  collapses multi-valued bindings into concept dicts

### semantica/ontology/engine.py
- `list_vocabularies()` — list all skos:ConceptScheme instances
- `list_concepts(scheme_uri)` — list concepts in a scheme with alt labels
- `search_concepts(query, scheme_uri=None)` — case-insensitive substring
  search over prefLabel + altLabel; sanitises user input against SPARQL injection

### tests
- `TestSKOSOntologyEngine` (14 tests) in test_ontology_comprehensive.py
- `TestSKOSTripletStore` (6 tests) in test_triplet_store.py
- All 1162 existing + new tests pass, 0 failures

### docs/reference/ontology.md
- New "SKOS Vocabulary Management" section: data-model table, import
  examples (add_skos_concept + rdflib bulk), list/search API, NamespaceManager helpers

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-03-28 13:59:23 +05:30
Mohd KaifandClaude Sonnet 4.6 b282487b17 docs: rewrite and polish documentation site (#413)
- Rewrote index.md to match README (tagline, badges, Problem/Solution text)
- Improved getting-started, concepts, quickstart, installation, faq, use-cases, contributing, glossary, learning-more, examples, modules, architecture, cookbook, deep-dive pages: tighter prose, fixed headings/bullets, removed inconsistencies and duplicate sections
- Removed overuse of emojis from headings in integration pages (docling, snowflake)
- Fixed change_management reference page: closed unclosed JSON code block that broke the right TOC, demoted noisy sub-headings to bold text
- CSS layout: widened content area (max-width 1440px grid, left sidebar 11rem, right TOC narrowed to 11rem for broader content), tightened TOC spacing and font size, fixed word-wrap/overflow on TOC links
- Added mkdocs_local.yml for local serving without mkdocs-jupyter plugin

Co-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-03-26 18:38:21 +05:30
KaifAhmad1andClaude Sonnet 4.6 129edaf05b docs: rewrite and polish documentation site
- Rewrote index.md to match README (tagline, badges, Problem/Solution text)
- Improved getting-started, concepts, quickstart, installation, faq, use-cases, contributing, glossary, learning-more, examples, modules, architecture, cookbook, deep-dive pages: tighter prose, fixed headings/bullets, removed inconsistencies and duplicate sections
- Removed overuse of emojis from headings in integration pages (docling, snowflake)
- Fixed change_management reference page: closed unclosed JSON code block that broke the right TOC, demoted noisy sub-headings to bold text
- CSS layout: widened content area (max-width 1440px grid, left sidebar 11rem, right TOC narrowed to 11rem for broader content), tightened TOC spacing and font size, fixed word-wrap/overflow on TOC links
- Added mkdocs_local.yml for local serving without mkdocs-jupyter plugin

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-03-26 18:31:39 +05:30
KaifAhmad1andClaude Sonnet 4.6 62c7970b32 feat(integrations): add Agno agentic framework integration (#249)
Implements the full Semantica × Agno integration stack as described in
issue #249, wiring Semantica's semantic intelligence layer into Agno's
agent/team primitives via five focused components.

## New components

### integrations/agno/
- `AgnoContextStore`    — graph-backed MemoryDb (AgentMemory/storage)
- `AgnoKnowledgeGraph`  — relational AgentKnowledge with multi-hop GraphRAG
- `AgnoDecisionKit`     — Agno Toolkit: 6 decision-intelligence tools
- `AgnoKGToolkit`       — Agno Toolkit: 7 knowledge-graph tools
- `AgnoSharedContext`   — team-level shared ContextGraph with role scoping

### tests/integrations/agno/
- 110 tests, 0 failures
- conftest.py installs comprehensive agno stubs for offline testing
- Covers MemoryDb protocol, tool registration, shared memory pool,
  thread-safety, GraphRAG search, NER/relation extraction, and inference

### cookbook/integrations/
- agno_decision_intelligence.ipynb     (finance/loan underwriting)
- agno_graphrag_context.ipynb          (regulatory compliance GraphRAG)
- agno_multi_agent_shared_context.ipynb (multi-agent product strategy team)

### docs/integrations/agno.md
- Full reference documentation with examples for all 5 components

## pyproject.toml
- Added `agno = ["agno>=1.0.0"]` optional dependency
- Added agno to the `all` extra

## Design notes
- Zero breaking changes — fully additive
- Graceful degradation when agno is not installed
- Auto-creates VectorStore(backend="faiss") when none provided
- _tools always populated for inspection regardless of agno install state
- Works with both real agno package and offline stubs

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-03-18 03:25:14 +05:30
KaifAhmad1andZohaibHassan16 665771f230 fix: address all review feedback on ontology diff implementation
- Fix typo in ChangeCategory enum: "potenitally_breaking" → "potentially_breaking"
- Fix missing space in _classify_change description string: "New{type}" → "New {type}"
- Add null-value guard in _analyze_field_changes for unset constraint fields
- Make ChangeLogAnalyzer stateless: pass report as arg to _generate_recommendations
- Remove no-op __init__ from ChangeLogAnalyzer
- Replace non-portable emoji markers in recommendations with plain-text tags
- Extend diff_ontologies to cover individuals and axioms (not just classes/properties)
- Fix exception chaining in compare_versions: raise ... from e
- Remove silent ImportError swallow for GraphValidator (it is a first-party module)
- Add comment on deferred VersionManager import explaining circular-import reason
- Fix import-before-docstring in test_managers.py
- Add tests: version-not-found error path, individuals/axioms diff coverage,
  null constraint flagged as breaking
- Fix broken Markdown link syntax in docs JSON example block
- Update docs recommendations example to match new plain-text tag format

Co-authored-by: ZohaibHassan16 <zohaib179949@gmail.com>
Co-authored-by: KaifAhmad1 <kaifahmad087@gmail.com>
2026-03-16 22:05:12 +05:30
Mohd Kaif 9d4d682883 Merge branch 'main' into clean-ontology-diff 2026-03-16 21:48:47 +05:30
Mohd Kaif 0dc5eb6075 Merge branch 'main' into onto-alignment 2026-03-13 00:04:28 +05:30
ZohaibHassan16 9a2b2b9cd1 fix: resolve code review feedback for diff engine and report format 2026-03-10 00:37:48 +05:00
ZohaibHassan16 c842af65d0 feat: implement ontology dif 2026-03-10 00:01:36 +05:00
Mohd KaifandClaude Sonnet 4.6 e8d0d7a2cf feat: add 105 real-world context graph tests + update Discord link (#365)
- Add tests/test_030_context_graph_realworld_extended.py (105 tests, 0 failed)
  - ContextGraph advanced methods: analyze_decision_influence,
    get_decision_insights, trace_decision_causality,
    enforce_decision_policy, find_precedents_by_scenario
  - Research paper citation KG (arXiv provenance: Transformer, BERT,
    GPT-3, GPT-4, LLaMA, PaLM — source URLs as entity provenance)
  - E-commerce KG with pricing / supply-chain causal decision chains
  - GraphBuilderWithProvenance with GitHub + arXiv web-sourced data
  - AlgorithmTrackerWithProvenance: all 10 methods incl. 9 domain-specific
    ones added in 0.3.0-alpha (track_cross_domain_similarity, etc.)
  - Parquet export: entities, relationships, full KG, all codecs (PR #343)
  - ArangoDB AQL export: INSERT content, custom collections (PR #342)
  - Deduplication v2: two-stage prefilter, phonetic blocking, hybrid_v2,
    budget limiting (PR #339); semantic rel dedup v2 (PR #340)
  - AgentMemory: store, retrieve, statistics, conversation history
  - Full E2E workflow: build → decisions → influence → export → dedup
  - Multi-domain precedent search (SEC EDGAR, AMA, M&A news sources)
  - Graph serialization round-trips (research, ecommerce, GitHub domains)
  - Incremental/delta processing simulation (PR #349)
  - All 190 tests (85 existing + 105 new) pass, 0 failed

- Fix Discord invite link — replace expiring links with permanent invite
  across all docs and GitHub files:
  Old: discord.gg/N7WmAuDH, discord.gg/ggb7vWeP
  New: discord.gg/sV34vps5hH (never-expire, unlimited invites)
  Files: README.md, CONTRIBUTING.md, CONTRIBUTORS.md, SUPPORT.md,
         .github/SUPPORT.md, docs/index.md, docs/getting-started.md,
         docs/CodeExamples.md, docs/reference/provenance.md,
         semantica/change_management/change_management_usage.md

Co-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-03-10 00:00:44 +05:30
ZohaibHassan16 bcdf3c357a changed struct approach and an e2e test 2026-03-07 22:39:21 +05:00
ZohaibHassan16 2be45a01f1 feat: implement ontology alignment API(#324) 2026-03-07 17:24:05 +05:00
Mohd Kaif 1405f85d62 Merge branch 'main' into feat/incremental-delta-processing 2026-03-04 01:41:03 +05:30
ZohaibHassan16 59ff25fc06 feat: implement incremental delta processing 2026-02-25 02:55:12 +05:00
ZohaibHassan16 bb1ac5eb99 docs: add Dedupliaction v2 migration guide 2026-02-22 12:36:48 +05:00
KaifAhmad1 8aa2ee3dc8 Merge main into docs and resolve README Discord badge conflict 2026-02-18 16:36:23 +05:30
KaifAhmad1 3f211dfb23 Update Discord invite links across docs and community files 2026-02-18 16:32:12 +05:30
KaifAhmad1 59ae0bdf44 Fix documentation snippets: Add missing imports and correct parameter names
- Add 'from datetime import datetime' import in e-commerce examples
- Change 'max_results=5' to 'limit=5' for find_precedents_by_scenario calls
- Fix docs/reference/context.md e-commerce example
- Fix semantica/context/context_usage.md e-commerce example
- Ensure documentation examples are self-contained and copy-paste ready
- Match actual API parameter names for correct behavior
- All 62 tests still passing successfully
2026-02-17 14:35:17 +05:30
KaifAhmad1 33c90d8277 Fix Context Graph features - resolve method conflicts and integration issues
- Fix method name conflicts: add_decision -> add_decision_simple, find_precedents -> find_precedents_by_scenario
- Fix Decision ID handling: align tests with Decision model UUID generation behavior
- Fix AgentContext integration: proper handling of context_graph backend in get_causal_chain
- Fix Policy engine: remove invalid auto_generate_id parameter from deserialization
- Fix node type consistency: handle lowercase 'decision' type across all methods
- Fix timestamp handling: proper conversion for string and datetime objects
- Update documentation: correct method names and Decision model usage in examples
- All 62 Context Graph tests passing successfully
- Production ready with comprehensive verification
2026-02-17 13:43:08 +05:30
KaifAhmad1 14f5e05336 Update context documentation with user-friendly approach and strategic emoji placement
- Enhanced README.md with strategic emojis for better visual appeal
- Updated context_usage.md with detailed, user-friendly examples
- Improved docs/reference/context.md with accessible language
- Added AgentContext sections with progressive learning approach
- Maintained professional appearance while improving readability
- Consistent documentation across all context module files
2026-02-16 17:40:50 +05:30
Sameer Kadam 20755e69e2 feat(graph): add Apache AGE backend integration with configuration, registration, tests and documentation (#311) 2026-02-15 15:57:07 +05:30
KaifAhmad1 db64dce596 fix: Remove broken link to non-existent decision_tracking.md
- Remove broken link from reference/context.md that was causing CI failure
- Decision tracking functionality is now integrated into the context module
- Fix mkdocs build strict mode warning about missing target file
- Ensure documentation builds successfully in CI pipeline
2026-02-13 18:41:29 +05:30
KaifAhmad1 7ad48df600 feat: Add comprehensive context engineering with decision tracking, KG algorithms, and context graphs
- Add decision tracking system with DecisionRecorder, DecisionQuery, CausalChainAnalyzer, PolicyEngine
- Implement KG algorithm integration with centrality, community detection, embeddings, path finding
- Add vector store integration with hybrid search and custom similarity weights
- Enhance context graphs with advanced analytics and decision support
- Update documentation with comprehensive context module reference
- Add production examples for banking and healthcare use cases
- Update README to highlight context graph framework capabilities
- Add comprehensive test suite for all new features
2026-02-12 23:04:29 +05:30
KaifAhmad1 bbbc2fb126 fix(docs): Correct broken link in pgvector documentation
- Fix relative link to vector_store_usage.md
- Resolve MkDocs strict mode warning
- Ensure docs build passes CI
2026-02-12 14:14:34 +05:30
Sameer6305 99b3c1524a docs(vector_store): Add pgvector documentation
- Setup instructions with Docker
- Connection string format
- Usage examples
- Index types (HNSW, IVFFlat)
- Migration notes
2026-02-11 14:32:05 +05:30
KaifAhmad1 6fc69aef2e [FEATURE] Enhanced Graph Algorithms in KG Module #292
This commit introduces comprehensive enhancements to the Knowledge Graph (KG) module with:

Major Enhancements:
- Complete algorithm suite with 30+ graph algorithms
- Unified provenance tracking system for all operations
- Comprehensive documentation and test coverage
- Enterprise-grade functionality

New Algorithm Components:
- NodeEmbedder: Node2Vec, DeepWalk, Word2Vec algorithms
- SimilarityCalculator: Cosine, Euclidean, Manhattan, Correlation metrics
- PathFinder: Dijkstra, A*, BFS, K-shortest paths
- LinkPredictor: Preferential attachment, Jaccard, Adamic-Adar
- CentralityCalculator: Degree, Betweenness, Closeness, PageRank
- CommunityDetector: Louvain, Leiden, Label propagation
- ConnectivityAnalyzer: Components, bridges, density analysis

Provenance System:
- GraphBuilderWithProvenance: Graph construction with tracking
- AlgorithmTrackerWithProvenance: Algorithm execution tracking
- Execution IDs and metadata tracking for reproducibility

Test Coverage:
- 5 comprehensive test suites with 40+ test methods
- End-to-end testing for all algorithms
- Real-world scenario testing
- Provenance integration testing

Documentation:
- Updated all module documentation with algorithm listings
- Enhanced KG reference documentation
- Comprehensive usage examples and API documentation

Technical Improvements:
- Unified provenance system integration
- Enhanced error handling and recovery
- Performance optimizations
- NetworkX compatibility with fallback implementations

Resolves: #292
Parent: Context Graphs feature
2026-02-10 21:49:11 +05:30
KaifAhmad1 affe3aa8bd release: v0.2.7 with Snowflake connector, Arrow export, and benchmark suite
- Add Snowflake connector with multi-authentication support (PR #276)
- Add Apache Arrow export with explicit schemas (PR #273)
- Add comprehensive benchmark suite with regression CLI (PR #289)
- Update version to 0.2.7 across all files
- Update documentation and citations
- 44/44 tests passing, zero breaking changes
2026-02-09 12:55:23 +05:30
KaifAhmad1 ad06957f93 Fix card icons and remove unused files
- Replace problematic Material Design Icons with verified working icons
- Fix icon rendering issues in provenance.md and change_management.md
- Replace :material-route: with :material-link-variant: for Complete Lineage
- Replace :material-account-tree: with :material-graph: for Knowledge Graph Versioning
- Replace :material-schema: with :material-shape: for Ontology Versioning
- Replace :material-audit: with :material-clipboard-check: for Audit Trail Compliance
- Replace :material-bridge: with :material-share-variant: for Bridge Axiom Support
- Remove PR_DESCRIPTION.md and SNOWFLAKE_IMPLEMENTATION.md unused files
- All cards now display consistently with proper icons
2026-02-05 22:06:46 +05:30
KaifAhmad1 f45b7a26ba Fix card icons and replace logo across documentation
- Fix invalid Material Design Icons in provenance.md reference cards
- Replace old 'Semantica Updated Logo.png' with new 'Semantica Logo.png'
- Update README.md, docs/index.md, and docs/DOCS_README.md logo references
- Remove old logo files and add new logo to docs assets
- All documentation now uses consistent, valid icons and new branding
2026-02-05 21:16:51 +05:30
KaifAhmad1 d3b579208c Comprehensive documentation cleanup and improvements
## Documentation Changes

### 📚 Major Improvements
- **Cleaned up all documentation files** - Removed redundant content and improved clarity
- **Restructured Resources section** - Removed unnecessary files, kept only essential ones
- **Added Snowflake integration** - Complete integration guide with examples
- **Improved navigation** - Better organization and user experience

### 🗂️ File Changes
- **docs/concepts.md** - Rewritten to be clean and user-friendly
- **docs/modules.md** - Updated with current modules and removed emojis
- **docs/glossary.md** - Reorganized thematically instead of alphabetically
- **docs/getting-started.md** - Made more concise and practical
- **docs/community.md** - Clean, focused community guide
- **docs/contributing.md** - Clear contribution guidelines
- **docs/faq.md** - Comprehensive FAQ with practical answers
- **docs/license.md** - Clean license explanation
- **docs/css/custom.css** - Fixed CSS syntax and organization

### 🔧 Technical Changes
- **mkdocs.yml** - Updated navigation, removed redundant files
- **docs/integrations/snowflake.md** - New comprehensive Snowflake guide
- **docs/reference/ingest.md** - Added Snowflake references
- **Removed files**: changelog.md, release-guide.md, change_management_usage.md, community-projects.md, architecture.md, governance.md, citation.md

### 🎯 Benefits
- **Better user experience** - Clean, easy to navigate documentation
- **Reduced redundancy** - No duplicate or unnecessary content
- **Professional quality** - Enterprise-ready documentation
- **Consistent style** - Uniform formatting across all files

This commit includes all documentation improvements while maintaining the main branch's stability.
2026-02-05 17:43:16 +05:30
KaifAhmad1 e47327ebb5 Remove version selector from documentation header
- Delete version-selector.js file
- Remove version selector styles from custom.css
- Update mkdocs.yml to remove version-selector.js reference
- Clean up header for better user experience
2026-02-05 14:48:53 +05:30
Sameer6305 0a66e1c6ea fix: address Copilot review feedback for Snowflake ingestor 2026-02-04 00:17:25 +05:30
Sameer6305 06d5fad6b9 feat: add Snowflake ingestor for native data warehouse ingestion 2026-02-03 23:27:25 +05:30
Mohd Kaif e9dfcff873 Merge pull request #273 from Sameer6305/feature/arrow-exporter
feat: add Apache Arrow exporter
2026-02-03 21:29:45 +05:30
KaifAhmad1 a4ab3fd9e3 Release v0.2.6 2026-02-03 10:38:40 +05:30
Sameer6305 4ab8b4d72b feat: add Apache Arrow exporter 2026-02-02 22:56:53 +05:30
KaifAhmad1 78e552853d [DOCS] Replace Semantica Logo with New Clean Design - Fixes #266
- Updated README.md with new logo reference
- Updated docs/index.md with new logo reference
- Updated docs/DOCS_README.md documentation
- Added new clean, professional logo (Semantica Updated Logo.png)
- Removed old illustrated logo (semantica_logo.png)

The new logo is minimal, scales well, and better represents Semantica as an enterprise-grade semantic layer.
2026-02-02 15:15:55 +05:30
KaifAhmad1 079ae5cd10 Fix MkDocs CI: Add provenance to nav, update CHANGELOG, add PR description 2026-01-31 20:29:03 +05:30
KaifAhmad1 6391dcdf72 Add comprehensive W3C PROV-O compliant provenance tracking module
- Implemented provenance tracking across all 17 Semantica modules
- Added W3C PROV-O compliant schemas (prov:Entity, prov:Activity, prov:Agent, prov:wasDerivedFrom)
- Created ProvenanceManager with InMemory and SQLite storage backends
- Implemented SHA-256 integrity verification for tamper detection
- Added bridge axiom support for domain transformations (L1→L2→L3)
- Created provenance-enabled versions of all modules (opt-in with provenance=True)
- Added comprehensive test suite (237 tests covering edge cases and real scenarios)
- Updated README with accurate claims and compliance disclaimers
- Added complete documentation (usage guide and API reference)
- Zero breaking changes - fully backward compatible
2026-01-31 20:11:38 +05:30
KaifAhmad1 b3f3ac413c Add Enhanced Change Management Module with comprehensive testing and documentation
- New semantica.change_management module with persistent version storage
- Core classes: TemporalVersionManager, OntologyVersionManager, ChangeLogEntry
- Storage backends: SQLite (persistent) and InMemory (fast)
- Features: SHA-256 checksums, detailed entity/relationship diffs, email validation
- Compliance: HIPAA, SOX, FDA 21 CFR Part 11 support with audit trails
- Testing: 104 tests (100% pass) - unit, integration, compliance, performance
- Performance: 17.6ms for 10k entities, 510+ ops/sec concurrent
- Documentation: Complete usage guide and API reference
- Backward compatible with simplified class names
2026-01-30 15:51:07 +05:30
KaifAhmad1 3968a450a8 chore: release v0.2.5 2026-01-27 22:01:25 +05:30
KaifAhmad1 37bc3add62 Update documentation and changelog for Pinecone support 2026-01-26 21:44:44 +05:30
KaifAhmad1 b3a239ccb1 feat: enhance semantic extraction with BYOM support, NER aggregation, RE implementation, and Triplet improvements
- Implemented 'Bring Your Own Model' (BYOM) support for NER, Relation, and Triplet extraction
- Added NER aggregation strategies (simple, max, average)
- Implemented Relation Extraction via Sequence Classification with entity markers
- Enhanced Triplet Extraction with REBEL post-processing and lazy loading
- Updated all extractors to prioritize runtime options over config defaults
- Added extensive tests and examples (huggingface_demo.py)
- Updated documentation and CHANGELOG
2026-01-24 20:53:21 +05:30