trading/tests/test_indicators.py

263 lines
9.3 KiB
Python

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