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add storage interface for ai app state #1621

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add storage interface for ai app state

add storage interface for ai app state #1621

Run time

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Job Run time
not llm w/ python 3.9 on ubuntu-latest
21s
not llm w/ python 3.9 on ubuntu-latest
21s
not llm w/ python 3.10 on ubuntu-latest
20s
not llm w/ python 3.10 on ubuntu-latest
20s
not llm w/ python 3.11 on ubuntu-latest
14s
not llm w/ python 3.11 on ubuntu-latest
14s
not llm w/ python 3.9 on macos-latest
25s
not llm w/ python 3.9 on macos-latest
25s
not llm w/ python 3.10 on macos-latest
26s
not llm w/ python 3.10 on macos-latest
26s
not llm w/ python 3.11 on macos-latest
23s
not llm w/ python 3.11 on macos-latest
23s
not llm w/ python 3.9 on windows-latest
59s
not llm w/ python 3.9 on windows-latest
59s
not llm w/ python 3.10 on windows-latest
54s
not llm w/ python 3.10 on windows-latest
54s
not llm w/ python 3.11 on windows-latest
55s
not llm w/ python 3.11 on windows-latest
55s
llm w/ python 3.9 on ubuntu-latest
1m 14s
llm w/ python 3.9 on ubuntu-latest
1m 14s
llm w/ python 3.9 on ubuntu-latest
1m 25s
llm w/ python 3.9 on ubuntu-latest
1m 38s
15m 25s