mirror of
https://github.com/semantica-agi/semantica.git
synced 2026-08-30 04:40:16 +00:00
KaifAhmad1
31da5731b1
BREAKING CHANGE: Removed build() convenience function from semantic_extract module - Removed build() function from semantic_extract/__init__.py - Updated __all__ exports to remove 'build' - Resolved merge conflicts in named_entity_recognizer.py, relation_extractor.py, triple_extractor.py - Updated semantic_extract_usage.md with class-based examples - Updated docs/reference/semantic_extract.md with detailed parameter documentation - Fixed 01_GraphRAG_Complete.ipynb to use individual extractor classes - Enhanced 05_Entity_Extraction.ipynb with comprehensive examples (9 sections) - Enhanced 06_Relation_Extraction.ipynb with complete pipeline examples (9 sections) Users should now use individual classes (NERExtractor, RelationExtractor, TripleExtractor, etc.) instead of the build() function for better control and flexibility. Migration guide available in documentation.
44 lines
1.9 KiB
Python
44 lines
1.9 KiB
Python
import json
|
|
|
|
# Read the notebook
|
|
with open(r'c:\Users\Mohd Kaif\semantica\cookbook\use_cases\advanced_rag\01_GraphRAG_Complete.ipynb', 'r', encoding='utf-8') as f:
|
|
data = json.load(f)
|
|
|
|
# Find and update the cell that uses build function (cell 14, lines 522-546)
|
|
# Replace the build function usage with class-based approach
|
|
data['cells'][14]['source'] = [
|
|
"from semantica.semantic_extract import NamedEntityRecognizer, RelationExtractor, TripleExtractor\n",
|
|
"\n",
|
|
"print(\"Extracting entities, relationships, and triples...\")\n",
|
|
"\n",
|
|
"ner = NamedEntityRecognizer()\n",
|
|
"rel_extractor = RelationExtractor()\n",
|
|
"triple_extractor = TripleExtractor()\n",
|
|
"\n",
|
|
"flat_entities = []\n",
|
|
"flat_relationships = []\n",
|
|
"flat_triples = []\n",
|
|
"\n",
|
|
"for doc in normalized_documents:\n",
|
|
" text = str(doc.content) if hasattr(doc, 'content') else str(doc)\n",
|
|
" \n",
|
|
" entities = ner.extract_entities(text)\n",
|
|
" flat_entities.extend(entities if isinstance(entities, list) else [entities])\n",
|
|
" \n",
|
|
" relations = rel_extractor.extract_relations(text, entities=entities)\n",
|
|
" flat_relationships.extend(relations if isinstance(relations, list) else [relations])\n",
|
|
" \n",
|
|
" triples = triple_extractor.extract_triples(text, entities=entities, relationships=relations)\n",
|
|
" flat_triples.extend(triples if isinstance(triples, list) else [triples])\n",
|
|
"\n",
|
|
"print(f\"Extracted {len(flat_entities)} entities\")\n",
|
|
"print(f\"Extracted {len(flat_relationships)} relationships\")\n",
|
|
"print(f\"Extracted {len(flat_triples)} triples\")\n"
|
|
]
|
|
|
|
# Write back the notebook
|
|
with open(r'c:\Users\Mohd Kaif\semantica\cookbook\use_cases\advanced_rag\01_GraphRAG_Complete.ipynb', 'w', encoding='utf-8') as f:
|
|
json.dump(data, f, indent=1, ensure_ascii=False)
|
|
|
|
print("Updated notebook successfully!")
|