Implement custom chunking feature

This commit is contained in:
Gurjot Singh
2025-01-07 20:57:39 +05:30
parent 6c78c96854
commit a940251390

View File

@@ -458,6 +458,72 @@ class LightRAG:
# Ensure all indexes are updated after each document # Ensure all indexes are updated after each document
await self._insert_done() await self._insert_done()
def insert_custom_chunks(self, full_text: str, text_chunks: list[str]):
loop = always_get_an_event_loop()
return loop.run_until_complete(self.ainsert_custom_chunks(full_text, text_chunks))
async def ainsert_custom_chunks(self, full_text: str, text_chunks: list[str]):
update_storage = False
try:
doc_key = compute_mdhash_id(full_text.strip(), prefix="doc-")
new_docs = {
doc_key: {"content": full_text.strip()}
}
_add_doc_keys = await self.full_docs.filter_keys([doc_key])
new_docs = {k: v for k, v in new_docs.items() if k in _add_doc_keys}
if not len(new_docs):
logger.warning("This document is already in the storage.")
return
update_storage = True
logger.info(f"[New Docs] inserting {len(new_docs)} docs")
inserting_chunks = {}
for chunk_text in text_chunks:
chunk_text_stripped = chunk_text.strip()
chunk_key = compute_mdhash_id(chunk_text_stripped, prefix="chunk-")
inserting_chunks[chunk_key] = {
"content": chunk_text_stripped,
"full_doc_id": doc_key,
}
_add_chunk_keys = await self.text_chunks.filter_keys(list(inserting_chunks.keys()))
inserting_chunks = {
k: v for k, v in inserting_chunks.items() if k in _add_chunk_keys
}
if not len(inserting_chunks):
logger.warning("All chunks are already in the storage.")
return
logger.info(f"[New Chunks] inserting {len(inserting_chunks)} chunks")
await self.chunks_vdb.upsert(inserting_chunks)
logger.info("[Entity Extraction]...")
maybe_new_kg = await extract_entities(
inserting_chunks,
knowledge_graph_inst=self.chunk_entity_relation_graph,
entity_vdb=self.entities_vdb,
relationships_vdb=self.relationships_vdb,
global_config=asdict(self),
)
if maybe_new_kg is None:
logger.warning("No new entities and relationships found")
return
else:
self.chunk_entity_relation_graph = maybe_new_kg
await self.full_docs.upsert(new_docs)
await self.text_chunks.upsert(inserting_chunks)
finally:
if update_storage:
await self._insert_done()
async def _insert_done(self): async def _insert_done(self):
tasks = [] tasks = []
for storage_inst in [ for storage_inst in [