feat: add MACD, Bollinger, VWAP, ATR, EMA, SMA-200 indicator computations
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tests/test_indicators.py
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tests/test_indicators.py
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"""Tests for extended technical indicator computations in MarketDataManager."""
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from datetime import datetime, timezone
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import pytest
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from services.signal_generator.market_data import MarketDataManager
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from shared.schemas.trading import OHLCVBar
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# ---------------------------------------------------------------------------
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# Helpers
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# ---------------------------------------------------------------------------
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def _bar(
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close: float,
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volume: float = 1000.0,
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high: float | None = None,
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low: float | None = None,
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open_: float | None = None,
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) -> OHLCVBar:
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"""Create a single OHLCVBar with sensible defaults."""
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return OHLCVBar(
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timestamp=datetime.now(tz=timezone.utc),
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open=open_ if open_ is not None else close,
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high=high if high is not None else close,
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low=low if low is not None else close,
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close=close,
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volume=volume,
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)
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def _add_bars(
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mgr: MarketDataManager,
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ticker: str,
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closes: list[float],
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volume: float = 1000.0,
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) -> None:
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"""Add multiple bars (one per close) to the manager."""
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for c in closes:
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mgr.add_bar(ticker, _bar(c, volume=volume))
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# ---------------------------------------------------------------------------
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# EMA
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# ---------------------------------------------------------------------------
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class TestEMA:
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"""Tests for exponential moving average computation."""
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def test_ema_returns_none_insufficient_data(self) -> None:
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mgr = MarketDataManager(max_bars=300)
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_add_bars(mgr, "X", [100.0] * 5)
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snap = mgr.get_snapshot("X")
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assert snap is not None
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assert snap.ema_9 is None
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def test_ema_9_with_exact_data(self) -> None:
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mgr = MarketDataManager(max_bars=300)
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_add_bars(mgr, "X", [100.0] * 9)
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snap = mgr.get_snapshot("X")
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assert snap is not None
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assert snap.ema_9 == pytest.approx(100.0, abs=0.01)
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def test_ema_responds_to_recent_prices(self) -> None:
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mgr = MarketDataManager(max_bars=300)
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_add_bars(mgr, "X", [100.0] * 20 + [110.0])
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snap = mgr.get_snapshot("X")
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assert snap is not None
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assert snap.ema_9 is not None
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assert 100.0 < snap.ema_9 < 110.0
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def test_ema_21_returns_none_insufficient_data(self) -> None:
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mgr = MarketDataManager(max_bars=300)
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_add_bars(mgr, "X", [100.0] * 15)
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snap = mgr.get_snapshot("X")
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assert snap is not None
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assert snap.ema_21 is None
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def test_ema_21_computed_with_enough_data(self) -> None:
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mgr = MarketDataManager(max_bars=300)
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_add_bars(mgr, "X", [100.0] * 25)
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snap = mgr.get_snapshot("X")
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assert snap is not None
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assert snap.ema_21 == pytest.approx(100.0, abs=0.01)
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# ---------------------------------------------------------------------------
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# SMA-200
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# ---------------------------------------------------------------------------
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class TestSMA200:
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"""Tests for 200-period simple moving average."""
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def test_sma_200_returns_none_insufficient_data(self) -> None:
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mgr = MarketDataManager(max_bars=300)
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_add_bars(mgr, "X", [100.0] * 100)
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snap = mgr.get_snapshot("X")
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assert snap is not None
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assert snap.sma_200 is None
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def test_sma_200_computed_with_enough_data(self) -> None:
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mgr = MarketDataManager(max_bars=300)
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_add_bars(mgr, "X", [100.0] * 200)
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snap = mgr.get_snapshot("X")
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assert snap is not None
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assert snap.sma_200 == pytest.approx(100.0, abs=0.01)
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# ---------------------------------------------------------------------------
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# MACD
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# ---------------------------------------------------------------------------
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class TestMACD:
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"""Tests for MACD(12,26,9) computation."""
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def test_macd_returns_none_insufficient_data(self) -> None:
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mgr = MarketDataManager(max_bars=300)
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_add_bars(mgr, "X", [100.0] * 20)
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snap = mgr.get_snapshot("X")
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assert snap is not None
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assert snap.macd is None
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def test_macd_computed_with_enough_data(self) -> None:
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mgr = MarketDataManager(max_bars=300)
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_add_bars(mgr, "X", [100.0] * 40)
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snap = mgr.get_snapshot("X")
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assert snap is not None
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assert snap.macd == pytest.approx(0.0, abs=0.01)
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def test_macd_positive_in_uptrend(self) -> None:
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mgr = MarketDataManager(max_bars=300)
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rising = [50.0 + i for i in range(50)]
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_add_bars(mgr, "X", rising)
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snap = mgr.get_snapshot("X")
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assert snap is not None
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assert snap.macd is not None
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assert snap.macd > 0
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# ---------------------------------------------------------------------------
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# Bollinger Bands
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# ---------------------------------------------------------------------------
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class TestBollingerBands:
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"""Tests for Bollinger Bands (SMA-20 +/- 2 std dev)."""
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def test_bollinger_returns_none_insufficient_data(self) -> None:
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mgr = MarketDataManager(max_bars=300)
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_add_bars(mgr, "X", [100.0] * 10)
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snap = mgr.get_snapshot("X")
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assert snap is not None
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assert snap.bollinger_upper is None
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def test_bollinger_computed_with_enough_data(self) -> None:
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mgr = MarketDataManager(max_bars=300)
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_add_bars(mgr, "X", [100.0] * 25)
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snap = mgr.get_snapshot("X")
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assert snap is not None
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assert snap.bollinger_mid == pytest.approx(100.0, abs=0.01)
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assert snap.bollinger_upper is not None
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assert snap.bollinger_lower is not None
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assert snap.bollinger_upper >= snap.bollinger_mid
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assert snap.bollinger_lower <= snap.bollinger_mid
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def test_bollinger_width_increases_with_volatility(self) -> None:
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# Stable prices -> narrow bands
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mgr_stable = MarketDataManager(max_bars=300)
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_add_bars(mgr_stable, "X", [100.0] * 25)
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snap_stable = mgr_stable.get_snapshot("X")
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# Alternating prices -> wider bands
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mgr_volatile = MarketDataManager(max_bars=300)
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alternating = [100.0 + (10.0 if i % 2 == 0 else -10.0) for i in range(25)]
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_add_bars(mgr_volatile, "X", alternating)
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snap_volatile = mgr_volatile.get_snapshot("X")
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assert snap_stable is not None and snap_volatile is not None
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assert snap_stable.bollinger_upper is not None
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assert snap_stable.bollinger_lower is not None
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assert snap_volatile.bollinger_upper is not None
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assert snap_volatile.bollinger_lower is not None
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width_stable = snap_stable.bollinger_upper - snap_stable.bollinger_lower
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width_volatile = snap_volatile.bollinger_upper - snap_volatile.bollinger_lower
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assert width_volatile > width_stable
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# ---------------------------------------------------------------------------
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# VWAP
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# ---------------------------------------------------------------------------
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class TestVWAP:
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"""Tests for Volume-Weighted Average Price."""
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def test_vwap_computed(self) -> None:
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mgr = MarketDataManager(max_bars=300)
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for _ in range(5):
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mgr.add_bar("X", _bar(close=100.0, high=100.0, low=100.0, volume=1000.0))
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snap = mgr.get_snapshot("X")
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assert snap is not None
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assert snap.vwap == pytest.approx(100.0, abs=0.01)
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def test_vwap_weighted_by_volume(self) -> None:
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mgr = MarketDataManager(max_bars=300)
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# Bar 1: typical price = (110+90+100)/3 = 100, volume = 100
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mgr.add_bar("X", _bar(close=100.0, high=110.0, low=90.0, volume=100.0))
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# Bar 2: typical price = (220+180+200)/3 = 200, volume = 900
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mgr.add_bar("X", _bar(close=200.0, high=220.0, low=180.0, volume=900.0))
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snap = mgr.get_snapshot("X")
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assert snap is not None
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assert snap.vwap is not None
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# Expected: (100*100 + 200*900) / (100+900) = 190
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assert snap.vwap == pytest.approx(190.0, abs=0.01)
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# ---------------------------------------------------------------------------
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# ATR
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# ---------------------------------------------------------------------------
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class TestATR:
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"""Tests for Average True Range."""
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def test_atr_returns_none_insufficient_data(self) -> None:
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mgr = MarketDataManager(max_bars=300)
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for _ in range(5):
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mgr.add_bar("X", _bar(close=100.0, high=105.0, low=95.0))
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snap = mgr.get_snapshot("X")
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assert snap is not None
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assert snap.atr is None
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def test_atr_computed_with_enough_data(self) -> None:
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mgr = MarketDataManager(max_bars=300)
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for _ in range(15):
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mgr.add_bar("X", _bar(close=100.0, high=105.0, low=95.0))
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snap = mgr.get_snapshot("X")
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assert snap is not None
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assert snap.atr is not None
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assert snap.atr >= 0
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def test_atr_increases_with_volatility(self) -> None:
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# Tight range
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mgr_tight = MarketDataManager(max_bars=300)
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for _ in range(15):
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mgr_tight.add_bar("X", _bar(close=100.0, high=101.0, low=99.0))
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snap_tight = mgr_tight.get_snapshot("X")
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# Wide range
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mgr_wide = MarketDataManager(max_bars=300)
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for _ in range(15):
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mgr_wide.add_bar("X", _bar(close=100.0, high=120.0, low=80.0))
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snap_wide = mgr_wide.get_snapshot("X")
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assert snap_tight is not None and snap_wide is not None
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assert snap_tight.atr is not None and snap_wide.atr is not None
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assert snap_wide.atr > snap_tight.atr
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