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# Repository Guidelines
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This repository contains a small teaching Lakehouse stack (Spark + Trino + Iceberg + MinIO) intended for demos and mentoring.
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## Project Structure & Module Organization
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- `docker-compose.yml`: orchestrates Spark, Trino, MinIO, PostgreSQL, and Jupyter.
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- `spark/`: Spark image (`Dockerfile`) and `spark-defaults.conf`.
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- `jupyter/`: Jupyter image (`Dockerfile`) based on the Spark image.
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- `trino/`: catalog config, e.g. `trino/catalog/lakehouse.properties`.
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- `src/`: PySpark and SQL examples split by engine (`src/spark/...`, `src/trino/...`).
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- `notebooks/`: demo notebooks (mounted into Jupyter at `/opt/work`).
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Keep new examples in `src/` or `notebooks/`, and avoid mixing configuration and code.
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## Build, Test, and Development Commands
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Run from the repo root:
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- `docker compose build`: build custom Spark and Jupyter images.
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- `docker compose up -d`: start the full stack in the background.
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- `docker compose ps`: check container status.
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- `docker compose down -v`: stop the stack and remove volumes (for a clean slate).
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Use `docker compose logs -f <service>` when debugging (`spark-master`, `trino`, `minio`, etc.).
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## Coding Style & Naming Conventions
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- Python: PEP 8, 4-space indentation, snake_case for functions, lower_snake_case for files (e.g. `spark_join_demo.py`).
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- SQL: uppercase keywords, `schema.table` naming, short English identifiers; comments may be in Russian.
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- Compose/Docker: service names kebab-case (`spark-master`), env vars UPPER_SNAKE_CASE.
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- Prefer small, focused examples; reuse helpers from `src/` in notebooks where possible.
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## Testing Guidelines
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There is no formal automated test suite yet. Validate changes by:
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- building and starting the stack, then
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- running `src/spark/cluster_smoke.py` or the SQL in `src/spark/iceberg_demo.sql`,
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- opening `notebooks/spark-basic-test.ipynb` in Jupyter and checking it runs end-to-end.
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If you add tests, prefer `pytest` under `tests/` and mark slow, integration-heavy tests clearly.
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## Commit & Pull Request Guidelines
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- Commits: short, descriptive subject in Russian or English, present tense (e.g. `Спарк запускается, создаётся тестовая таблица`, `Add Iceberg join demo`).
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- Keep changes small and focused; update `README.md` when behavior, ports, or images change.
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- PRs should describe the problem, the solution, and any impact on local setup; include screenshots (Trino UI, MinIO, Jupyter) when UI changes are relevant.
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## Agent-Specific Instructions
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When editing as an automated agent:
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- Respect this file and avoid large refactors without an explicit request.
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- Preserve Russian user-facing text unless the change is explicitly about translation.
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- Prefer minimal changes that keep the demo simple and robust for newcomers.
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