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    from 760a4150 [ci] Update CI to test under jdk21
     new 83ed79b8 [fix][runtime] Fix attach mismatch attribute of memory set 
item.
     new 55199471 [runtime] Report token usage metric out of compaction for 
long-term memory.

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Summary of changes:
 python/flink_agents/api/memory/long_term_memory.py |  4 ++
 python/flink_agents/api/runner_context.py          |  5 +-
 .../long_term_memory_test.py                       | 15 +++--
 .../flink_agents/runtime/flink_runner_context.py   | 47 +++++++++------
 python/flink_agents/runtime/local_runner.py        |  2 +-
 .../runtime/memory/compaction_functions.py         | 22 ++++---
 .../memory/internal_base_long_term_memory.py}      | 43 +++++---------
 .../tests/test_vector_store_long_term_memory.py    |  4 ++
 .../memory/vector_store_long_term_memory.py        | 68 +++++++++++++++++++---
 .../runtime/python/utils/PythonActionExecutor.java |  8 +--
 10 files changed, 142 insertions(+), 76 deletions(-)
 rename python/flink_agents/e2e_tests/{ => 
e2e_tests_integration}/long_term_memory_test.py (96%)
 copy python/flink_agents/{e2e_tests/e2e_tests_integration/react_agent_tools.py 
=> runtime/memory/internal_base_long_term_memory.py} (62%)

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