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 discard a17b6ed  refactor some params
 discard b98e8a6  feat(llm): support graph_rag_recall api
 discard 7f671b6  refact: fix some bugs & query logic
 discard 0b86093  refact(llm): enhance the graph/gremlin query phrase
    omit 6a68a07  Merge branch 'main' into main0831
    omit db8676c  feat: Added editing popup
    omit 4a8f873  Merge branch 'main' into pr/75
    omit 98ed3b2  fix code style
    omit 3e9d907  Merge branch 'refs/heads/tmp_083000000000' into 
main_apache0831
    omit 9feab8c  Add text box extraction method, reconstruct vector index, 
support differential deletion and incremental import, reconstruct demo 
interface, add buttons
    omit cfbf37a  tmp
     add 38acded  feat(llm): support multi-QA test/generate (#78)
     add d254d9e  refact(llm): separate user prompt configs (#77)
     add c89eb31  feat: refactor the vector index & enhance the UI for building 
KG (#75)

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Summary of changes:
 .gitignore                                         |   3 +
 hugegraph-llm/.gitignore                           |   2 +
 hugegraph-llm/README.md                            |  11 +-
 hugegraph-llm/requirements.txt                     |   2 +
 hugegraph-llm/setup.py                             |   2 +-
 .../src/hugegraph_llm/api/models/rag_requests.py   |  15 +-
 hugegraph-llm/src/hugegraph_llm/api/rag_api.py     |  51 +-
 hugegraph-llm/src/hugegraph_llm/config/__init__.py |  10 +-
 hugegraph-llm/src/hugegraph_llm/config/config.py   | 111 ++--
 .../src/hugegraph_llm/config/config_data.py        | 172 ++++++
 hugegraph-llm/src/hugegraph_llm/config/generate.py |   4 +-
 hugegraph-llm/src/hugegraph_llm/demo/css.py        |  48 --
 .../src/hugegraph_llm/demo/rag_web_demo.py         | 645 +++++++++++----------
 .../src/hugegraph_llm/indices/vector_index.py      |   3 +
 .../src/hugegraph_llm/models/llms/init_llm.py      |   4 +-
 .../src/hugegraph_llm/models/llms/openai.py        |   2 +-
 .../src/hugegraph_llm/models/rerankers/cohere.py   |   9 +-
 .../models/rerankers/init_reranker.py              |   5 +-
 .../hugegraph_llm/models/rerankers/siliconflow.py  |   7 +-
 .../operators/common_op/check_schema.py            |  11 +-
 .../operators/common_op/merge_dedup_rerank.py      |   5 +-
 .../operators/document_op/word_extract.py          |   3 +-
 .../src/hugegraph_llm/operators/graph_rag_task.py  |  36 +-
 .../operators/hugegraph_op/commit_to_hugegraph.py  |  96 +--
 .../operators/hugegraph_op/graph_rag_query.py      | 150 ++---
 .../operators/hugegraph_op/schema_manager.py       |  10 +-
 .../operators/index_op/semantic_id_query.py        |  56 +-
 .../operators/kg_construction_task.py              |   2 +-
 .../operators/llm_op/answer_synthesize.py          |  21 +-
 .../operators/llm_op/disambiguate_data.py          |   2 +-
 .../operators/llm_op/keyword_extract.py            |  53 +-
 .../operators/llm_op/property_graph_extract.py     | 116 ++--
 .../rag_response.py => resources/demo/css.py}      |  17 +-
 .../resources/demo/questions_template.xlsx         | Bin 0 -> 11747 bytes
 .../src/hugegraph_llm/utils/decorators.py          |   2 +-
 .../src/hugegraph_llm/utils/graph_index_utils.py   |  85 ++-
 .../src/hugegraph_llm/utils/hugegraph_utils.py     |   6 +-
 .../src/hugegraph_llm/utils/vector_index_utils.py  |   3 +-
 hugegraph-python-client/setup.py                   |   2 +-
 .../src/pyhugegraph/utils/huge_requests.py         |   5 +-
 .../src/pyhugegraph/utils/util.py                  |  16 +-
 41 files changed, 975 insertions(+), 828 deletions(-)
 create mode 100644 hugegraph-llm/.gitignore
 create mode 100644 hugegraph-llm/src/hugegraph_llm/config/config_data.py
 delete mode 100644 hugegraph-llm/src/hugegraph_llm/demo/css.py
 copy hugegraph-llm/src/hugegraph_llm/{api/models/rag_response.py => 
resources/demo/css.py} (77%)
 create mode 100644 
hugegraph-llm/src/hugegraph_llm/resources/demo/questions_template.xlsx

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