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jin pushed a change to branch py-client-new
in repository https://gitbox.apache.org/repos/asf/incubator-hugegraph-ai.git


    from 5e0c268  feat(client): support graphspace & refactor the request logic 
(#61)
     add d6d7990  feat(llm): handle 'island nodes' extraction in 2-step graph 
queries and add asynchronous methods to the four types of generation functions 
in the rag web demo. (#58)
     new 51c162e  Merge branch 'main' into py-client-new

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Summary of changes:
 .../src/hugegraph_llm/demo/rag_web_demo.py         |  94 +++++++++--------
 .../src/hugegraph_llm/enums/id_strategy.py         |   1 +
 .../src/hugegraph_llm/indices/graph_index.py       |   4 +-
 .../src/hugegraph_llm/models/embeddings/base.py    |   7 ++
 .../src/hugegraph_llm/models/embeddings/ollama.py  |   9 ++
 .../src/hugegraph_llm/models/embeddings/openai.py  |   5 +
 .../src/hugegraph_llm/models/embeddings/qianfan.py |   8 ++
 .../src/hugegraph_llm/models/llms/base.py          |   8 ++
 .../src/hugegraph_llm/models/llms/ollama.py        |  21 ++++
 .../src/hugegraph_llm/models/llms/openai.py        |  30 ++++++
 .../src/hugegraph_llm/models/llms/qianfan.py       |  17 +++
 .../operators/common_op/check_schema.py            |   3 +-
 .../operators/common_op/merge_dedup_rerank.py      |   1 +
 .../src/hugegraph_llm/operators/graph_rag_task.py  |   3 +-
 .../operators/hugegraph_op/graph_rag_query.py      | 117 ++++++++++++---------
 .../operators/index_op/build_semantic_index.py     |  11 +-
 .../operators/index_op/semantic_id_query.py        |   9 +-
 .../operators/llm_op/answer_synthesize.py          |  66 ++++++++----
 .../operators/llm_op/disambiguate_data.py          |   4 +-
 .../hugegraph_llm/operators/llm_op/info_extract.py |   3 +-
 .../operators/llm_op/property_graph_extract.py     |  10 +-
 .../src/hugegraph_llm/utils/hugegraph_utils.py     |   6 +-
 style/pylint.conf                                  |   2 +-
 23 files changed, 303 insertions(+), 136 deletions(-)

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