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Feat/merge api refactor to dev#514

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CaralHsi merged 17 commits intoMemTensor:devfrom
Wang-Daoji:feat/merge_api_refactor_to_dev
Nov 22, 2025
Merged

Feat/merge api refactor to dev#514
CaralHsi merged 17 commits intoMemTensor:devfrom
Wang-Daoji:feat/merge_api_refactor_to_dev

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Description

Summary: (summary)

Fix: #(issue)

Docs Issue/PR: (docs-issue-or-pr-link)

Reviewer: @(reviewer)

Checklist:

  • I have performed a self-review of my own code | 我已自行检查了自己的代码
  • I have commented my code in hard-to-understand areas | 我已在难以理解的地方对代码进行了注释
  • I have added tests that prove my fix is effective or that my feature works | 我已添加测试以证明我的修复有效或功能正常
  • I have created related documentation issue/PR in MemOS-Docs (if applicable) | 我已在 MemOS-Docs 中创建了相关的文档 issue/PR(如果适用)
  • I have linked the issue to this PR (if applicable) | 我已将 issue 链接到此 PR(如果适用)
  • I have mentioned the person who will review this PR | 我已提及将审查此 PR 的人

"vllm": VLLMLLM,
"qwen": QwenLLM,
"deepseek": DeepSeekLLM,
"openai_new": OpenAIResponsesLLM,
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maybe rename later

@timed(log=True, log_prefix="OpenAI LLM")
def generate_stream(self, messages: MessageList, **kwargs) -> Generator[str, None, None]:
"""Stream response from OpenAI LLM with optional reasoning support."""
if kwargs.get("tools"):
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why tool calling not supported when using streaming generation?

read_item_i.metadata.memory_type = "OuterMemory"
read_item_i.metadata.sources = [SourceMessage(type="web", url=url)] if url else []
read_item_i.metadata.visibility = "public"
read_item_i.metadata.internet_info = {
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maybe add Internet_info metadata type later

@CaralHsi CaralHsi merged commit 3f87a63 into MemTensor:dev Nov 22, 2025
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