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- 在 `record_request.py` 和 `group_handle/__init__.py` 中引入了 `CacheRoot`，实现请求缓存，避免重复处理相同请求。 - 在 `exception.py` 中更新 `ForceAddGroupError` 类，新增 `group_id` 属性以便于错误处理。 - 在 `data_source.py` 中修改 `ForceAddGroupError` 的抛出逻辑，包含 `group_id` 信息。 - 更新 `cache` 类，支持类型化缓存字典和列表，增强缓存的类型安全性。 此更新提升了请求处理的效率和准确性，同时增强了错误信息的可追溯性。 |
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