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    from 99cd5e40 feat(llm): support switch prompt language in EN/CN (#269)
     add 957283e6 feat(llm): support vector data for a graph instance by multi 
model (#265)

No new revisions were added by this update.

Summary of changes:
 hugegraph-llm/.gitignore                           |  8 ++-
 .../demo/rag_demo/text2gremlin_block.py            | 25 +++++++-
 .../src/hugegraph_llm/indices/vector_index.py      | 70 +++++++++++++++++-----
 .../models/embeddings/init_embedding.py            |  8 +--
 .../src/hugegraph_llm/models/embeddings/litellm.py | 14 ++---
 .../src/hugegraph_llm/models/embeddings/ollama.py  |  9 ++-
 .../src/hugegraph_llm/models/embeddings/openai.py  |  8 +--
 .../index_op/build_gremlin_example_index.py        | 10 ++--
 .../operators/index_op/build_semantic_index.py     | 16 ++---
 .../operators/index_op/build_vector_index.py       | 15 +++--
 .../index_op/gremlin_example_index_query.py        | 21 ++++---
 .../operators/index_op/semantic_id_query.py        |  9 ++-
 .../operators/index_op/vector_index_query.py       |  9 ++-
 .../src/hugegraph_llm/utils/embedding_utils.py     | 18 ++++++
 .../src/hugegraph_llm/utils/graph_index_utils.py   | 20 +++++--
 .../src/hugegraph_llm/utils/vector_index_utils.py  | 21 +++++--
 .../models/embeddings/test_ollama_embedding.py     |  4 +-
 17 files changed, 201 insertions(+), 84 deletions(-)

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