Updated QA notebook (#6801)
Description: `all_metadatas` was not defined, `OpenAIEmbeddings` was not
imported,
Issue: #6723 the issue # it fixes (if applicable),
Dependencies: lark,
Tag maintainer: @vowelparrot , @dev2049
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Co-authored-by: rlm <pexpresss31@gmail.com>
