Ci
MLX-LM 回歸評測：版本化題庫、逐題差異與 CI Gate
·8 分鐘·
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MLX-LM
LLM
Regression-Testing
Evaluation
Ci
Apple-Silicon
Python warnings 實戰：棄用通知、篩選規則與 CI 防線
·8 分鐘·
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Python
Warnings
DeprecationWarning
Pytest
Ci
API Migration
Developer-Tools
uv Dependency Groups 實戰：dev、test、docs 與 production 依賴分層
·9 分鐘·
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Python
Uv
Dependency Groups
PEP 735
Pyproject.toml
Ci
DevOps
GitHub Pull Request 實戰：Draft、Review、Checks 與安全合併
·9 分鐘·
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GitHub
Pull Request
Code Review
Branch Protection
Ci
Git
Streamlit AppTest 實戰：用 pytest 測 Widgets、Session State 與 CI
·9 分鐘·
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Python
Streamlit
AppTest
Pytest
Testing
Session State
Ci
uv + GitHub Actions 實戰：Lockfile、Cache 與可重現 CI
·5 分鐘·
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Python
Uv
GitHub Actions
Ci
Lockfile
Cache
Developer-Tools
開發的好習慣 Unit Test
·5 分鐘·
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Python
Pytest
Ci
Unittest