diff --git a/.dockerignore b/.dockerignore
new file mode 100644
index 0000000..e9992af
--- /dev/null
+++ b/.dockerignore
@@ -0,0 +1,75 @@
+# Python
+__pycache__/
+*.py[cod]
+*$py.class
+*.so
+.Python
+*.egg-info/
+.eggs/
+dist/
+build/
+*.egg
+
+# Virtual environments
+.venv/
+venv/
+ENV/
+env/
+.pixi/
+
+# IDE
+.idea/
+.vscode/
+*.swp
+*.swo
+.cursor/
+
+# Git
+.git/
+.gitignore
+
+# Data (不需要打包到镜像)
+data/
+!data/.gitkeep
+
+# Notebooks
+notebooks/
+*.ipynb
+
+# Documentation
+docs/
+
+# Reports
+reports/
+
+# References
+references/
+
+# Scripts (训练脚本不需要)
+scripts/
+
+# Lock files
+pixi.lock
+
+# Tests
+tests/
+.pytest_cache/
+
+# Logs
+*.log
+logs/
+
+# Temporary files
+*.tmp
+*.temp
+.DS_Store
+
+# Models (will be mounted as volume or copied explicitly)
+# Note: models/final/ is copied in Dockerfile
+models/finetune_cv/
+models/pretrain_cv/
+models/mpnn/
+models/*.pt
+models/*.json
+!models/final/
+
diff --git a/requirements.txt b/requirements.txt
index 130ef26..ee8553a 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -18,4 +18,4 @@ fastapi>=0.124.4,<0.125
 streamlit>=1.40.1,<2
 httpx>=0.28.1,<0.29
 uvicorn>=0.33.0,<0.34
-optuna>=4.5.0,<5
\ No newline at end of file
+optuna>=4.5.0,<5