Dev test

[whipser030]

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

[CaralHsi]

maybe merge two functions like this:

def generate(self, messages: MessageList, **kwargs) -> str:
"""Generate a response from OpenAI LLM, optionally overriding generation params."""
temperature = kwargs.get("temperature", self.config.temperature)
max_tokens = kwargs.get("max_tokens", self.config.max_tokens)
top_p = kwargs.get("top_p", self.config.top_p)

response = self.client.chat.completions.create(
model=self.config.model_name_or_path,
messages=messages,
extra_body=self.config.extra_body,
temperature=temperature,
max_tokens=max_tokens,
top_p=top_p,
)

logger.info(f"Response from OpenAI: {response.model_dump_json()}")

response_content = response.choices[0].message.content
if self.config.remove_think_prefix:
return remove_thinking_tags(response_content)
return response_content

[CaralHsi]

I noticed there’s quite a bit of overlap between StrategyStructMemReader and SimpleStructMemReader — particularly in the shared logic for parsing and memory generation.
Would it make sense to consolidate them or refactor into a shared base class for clarity and easier maintenance?

[fridayL]

def find_project_root(marker=".git"):
"""Find the project root directory by marking the file"""
current = Path(file).resolve()
while current != current.parent:
if (current / marker).exists():
return current
current = current.parent
logger.warn(f"The project root directory tag file was not found: {marker}")

PROJECT_ROOT = find_project_root()
DEFAULT_STOPWORD_FILE = (
PROJECT_ROOT / "examples" / "data" / "config" / "stopwords.txt"
) # cause time delay

maybe at product env will not exist this path "examples" / "data" / "config" / "stopwords.txt"