python-patterns

name	python-patterns
description	Python patterns for this repo — pure-stdlib trading core, typed dataclasses, no hidden dependencies, deterministic I/O.
metadata	{"origin":"adapted from ZMB-UZH/omero-docker-extended at 246110b1045cfd4ca318b4e870b5a38d213399b6; ECC v2.0.0 reviewed"}

Python Patterns

Use this skill whenever you add or refactor Python in src/simple_ai_trading/, tests/, or tools/.

Ground rules

• Keep exchange, risk, accounting, and artifact contracts lightweight and deterministic. Optional model acceleration may use the declared NumPy/PyTorch/DirectML stack, but every runtime dependency must be explicit and every accelerated inference path needs a CPU parity test.
• Every module exposes frozen dataclasses for data-in-motion (Candle, ModelRow, BacktestResult, ClassificationReport, …) and regular dataclasses for config. Keep that split.
• New public functions must carry type hints and a one-line docstring when the "why" is non-obvious. Do not document obvious behavior.
• Avoid hidden globals. Pass configuration explicitly. If you need a session-lived object (e.g. the shell state), inject it through the constructor.
• Prefer small files. Any module crossing ~300 logical lines should be split along clean responsibility lines (api, features, model, backtest, shell, chart, style, …).

Trading-specific rules

• Credential redaction is a contract, not a formatting choice. Any payload that could be printed, logged, or persisted runs through the existing redaction helpers (RuntimeConfig.public_dict, _redact_request_url, _redact_sensitive_text). New printable surfaces that skip this are blocking bugs.
• Deterministic artifacts: JSON written under data/ must use sort_keys=True and keep a stable top-level schema (command, timestamp, runtime, …). Never embed raw API keys.
• No side effects at import time — no network calls, no file writes, no environment variable mutation. Tests rely on import being free.
• Safety defaults survive: testnet=True, dry_run=True, conservative risk, and the BTC/ETH/SOL major-asset scope. A change that weakens any of these requires an explicit user opt-in path with a test.

Formatting / lint

• Ruff is the lint + format baseline (see pyproject.toml). Run ruff format and ruff check --fix on touched files before committing.
• Python ≥ 3.11 is required. Use X | Y unions, list[T], dict[K, V], and from __future__ import annotations consistently.

Don't

• Don't silently widen exception handling to make a test pass — catch only what you know you need to recover from.
• Don't add CLI output that isn't covered by a test. The repo runs coverage --fail-under=100; an uncovered branch will break CI, not just coverage drift.
• Don't stash config inside module-level mutable state — use config_paths() / load_runtime() each time.