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[ShuhaoZhangTony]

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[ShuhaoZhangTony]

@copilot Run pre-commit run --all-files --show-diff-on-failure || {
[INFO] Initializing environment for https://github.com/pre-commit/pre-commit-hooks.
[INFO] Initializing environment for https://github.com/astral-sh/ruff-pre-commit.
[INFO] Installing environment for https://github.com/pre-commit/pre-commit-hooks.
[INFO] Once installed this environment will be reused.
[INFO] This may take a few minutes...
[INFO] Installing environment for https://github.com/astral-sh/ruff-pre-commit.
[INFO] Once installed this environment will be reused.
[INFO] This may take a few minutes...
trim trailing whitespace.................................................Passed
fix end of files.........................................................Passed
check yaml...............................................................Passed
check json...........................................(no files to check)Skipped
check toml...............................................................Passed
check for added large files..............................................Passed
check for merge conflicts................................................Passed
mixed line ending........................................................Passed
detect private key.......................................................Passed
ruff check...............................................................Failed

• hook id: ruff
• exit code: 1
• files were modified by this hook

Found 1 error (1 fixed, 0 remaining).

ruff format..............................................................Failed

• hook id: ruff-format
• files were modified by this hook

1 file reformatted, 28 files left unchanged

Check Python syntax......................................................Passed
pre-commit hook(s) made changes.
If you are seeing this message in CI, reproduce locally with: pre-commit run --all-files.
To run pre-commit as part of git workflow, use pre-commit install.
All changes made by hooks:
diff --git a/memory_collection/vdb_collection.py b/memory_collection/vdb_collection.py
index f96da36..9584962 100644
--- a/memory_collection/vdb_collection.py
+++ b/memory_collection/vdb_collection.py
@@ -883,8 +883,6 @@ if name == "main":

 from sage.common.components.sage_embedding.embedding_api import apply_embedding_model

• from sage.common.components.sage_embedding.embedding_api import apply_embedding_model
• def colored(text, color):
  colors = {
  "green": "\033[92m",

❌ 代码质量检查失败！

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
💡 本地复现和修复方法：
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

1️⃣ 安装 pre-commit（一次性）：
pip install pre-commit
pre-commit install # 安装 git hooks

2️⃣ 运行检查（与CI完全一致）：
pre-commit run --all-files

3️⃣ 自动修复大多数问题：
pre-commit run --all-files # 会自动修复格式问题

4️⃣ 手动修复特定问题：
ruff check --fix . # 修复linting问题
ruff format . # 格式化代码

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
📝 注意：安装 pre-commit hooks 后，每次提交时会自动检查
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

Error: Process completed with exit code 1.

[Copilot]

@ShuhaoZhangTony I've opened a new pull request, #11, to work on those changes. Once the pull request is ready, I'll request review from you.