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sentiment-engine/MALKHUT/malkhut/tests/test_cwm.py

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"""
Unit tests: CWM determinism and exchange mechanics.
Mutation litmus: if we flip a comparison in CWM transition,
these tests MUST go RED.
"""
import math
import pytest
from malkhut.state import (
AccountState, ExecutionIntent, FulfilmentPolicyParams, IntentKind,
MarketWorldState, Mode, OpenOrderState, OrderBookState, PositionState,
PriceLevel, Side, VenueRules,
)
from malkhut.cwm import MinimalCryptoLOBCWM, materialize_price_from_action
from malkhut.actions import ActionKind, FulfilmentAction, OrderType
def _default_venue() -> VenueRules:
return VenueRules(
exchange="bingx", symbol="BTCUSDT", tick_size=0.1, lot_size=0.001,
min_qty=0.001, min_notional=5.0, maker_fee_bps=-0.2, taker_fee_bps=0.5,
post_only_supported=True, reduce_only_supported=True,
max_orders_per_second=100, max_cancels_per_minute=120,
)
def _default_book() -> OrderBookState:
return OrderBookState(
ts_ns=1_000_000_000, symbol="BTCUSDT",
bids=(PriceLevel(50000.0, 1.0), PriceLevel(49999.0, 2.0)),
asks=(PriceLevel(50001.0, 1.0), PriceLevel(50002.0, 2.0)),
)
def _default_account() -> AccountState:
return AccountState(
ts_ns=1_000_000_000, equity=10000.0, wallet_balance=10000.0,
available_balance=10000.0, margin_used=0.0, total_notional=0.0,
)
def _default_state() -> MarketWorldState:
return MarketWorldState(
ts_ns=1_000_000_000, mode=Mode.REPLAY_NO_IMPACT,
venue=_default_venue(), book=_default_book(), account=_default_account(),
)
def _default_params() -> FulfilmentPolicyParams:
return FulfilmentPolicyParams(
version="test_v1", ucb_c=1.414, max_sims=64, max_depth=2,
rollout_depth=2, root_temperature=0.5, min_root_entropy=0.25,
quote_offsets_ticks=(0, 1), quote_size_fractions=(0.25,),
passive_ttl_ms=200, aggressive_ttl_ms=50,
maker_edge_min_bps=0.5, cross_spread_edge_min_bps=5.0,
adverse_toxicity_cancel_threshold=0.5, queue_churn_cancel_threshold=0.5,
mae_tail_cut_bps=50.0, mfe_giveback_cut_fraction=0.5,
max_time_in_loss_s=300.0, failed_recovery_cut_count=3,
recovery_velocity_min_bps_per_s=0.0,
max_symbol_notional_fraction=0.20, max_single_order_notional_fraction=0.05,
reduce_when_global_up_fraction=0.30, session_profit_lock_fraction=0.02,
w_expected_pnl=1.0, w_fill_probability=0.5, w_adverse_selection=2.0,
w_queue_priority=0.5, w_inventory_risk=1.5, w_tail_loss=5.0,
w_fee_quality=0.5, w_time_decay=0.3, w_policy_entropy=0.5,
robust_tail_weight=2.0, toxic_counterparty_weight=3.0,
low_liquidity_weight=2.0, latency_stress_weight=1.0,
)
class TestCWNDeterminism:
def test_same_state_action_seed_same_next_state(self):
cwm = MinimalCryptoLOBCWM()
state = _default_state()
action = FulfilmentAction(ActionKind.NOOP, None, None, 0, 0.0, 0)
r1 = cwm.transition(state, (action,))
r2 = cwm.transition(state, (action,))
assert r1.ts_ns == r2.ts_ns
assert r1.book.best_bid == r2.book.best_bid
def test_transition_does_not_mutate_input_state(self):
cwm = MinimalCryptoLOBCWM()
state = _default_state()
action = FulfilmentAction(ActionKind.NOOP, None, None, 0, 0.0, 0)
orig_ts = state.ts_ns
orig_bid = state.book.best_bid
cwm.transition(state, (action,))
assert state.ts_ns == orig_ts
assert state.book.best_bid == orig_bid
def test_noop_does_not_change_account(self):
cwm = MinimalCryptoLOBCWM()
state = _default_state()
action = FulfilmentAction(ActionKind.NOOP, None, None, 0, 0.0, 0)
result = cwm.transition(state, (action,))
assert result.account.equity == state.account.equity
class TestExchangeMechanics:
def test_tick_rounding_buy(self):
cwm = MinimalCryptoLOBCWM()
state = _default_state()
action = FulfilmentAction(
ActionKind.PLACE, Side.BUY, OrderType.LIMIT, 0, 0.10, 200,
post_only=True,
)
result = cwm.transition(state, (action,))
assert result.account.equity <= state.account.equity
def test_cancel_removes_open_order(self):
from malkhut.state import OpenOrderState
oo = OpenOrderState(
client_order_id="test_123", venue_order_id="v_123",
symbol="BTCUSDT", side=Side.BUY, order_type=OrderType.LIMIT,
price=50000.0, qty=0.001, remaining_qty=0.001,
queue_ahead_estimate=0.001, created_ts_ns=1_000_000_000,
last_update_ts_ns=1_000_000_000, post_only=True,
)
state = MarketWorldState(
ts_ns=1_000_000_000, mode=Mode.REPLAY_NO_IMPACT,
venue=_default_venue(), book=_default_book(),
account=_default_account(), open_orders=(oo,),
)
action = FulfilmentAction(
ActionKind.CANCEL, Side.BUY, None, 0, 0.0, 0,
cancel_order_id="test_123",
)
cwm = MinimalCryptoLOBCWM()
result = cwm.transition(state, (action,))
assert len(result.open_orders) == 0
def test_post_only_rejects_crossing_buy(self):
cwm = MinimalCryptoLOBCWM()
state = _default_state()
# Post-only buy at best_ask should be rejected
action = FulfilmentAction(
ActionKind.PLACE, Side.BUY, OrderType.LIMIT, -1, 0.10, 200,
post_only=True,
)
result = cwm.transition(state, (action,))
# No fill should occur, order should not be in book at crossing price
assert result.account.equity == state.account.equity
class TestPriceMaterialization:
def test_cross_spread_buy_returns_best_ask(self):
state = _default_state()
action = FulfilmentAction(
ActionKind.CROSS_SPREAD, Side.BUY, OrderType.LIMIT, 0, 0.10, 50,
)
price = materialize_price_from_action(state, action)
assert price == 50001.0
def test_cross_spread_sell_returns_best_bid(self):
state = _default_state()
action = FulfilmentAction(
ActionKind.CROSS_SPREAD, Side.SELL, OrderType.LIMIT, 0, 0.10, 50,
)
price = materialize_price_from_action(state, action)
assert price == 50000.0
def test_buy_offset_0_returns_best_bid(self):
state = _default_state()
action = FulfilmentAction(
ActionKind.PLACE, Side.BUY, OrderType.LIMIT, 0, 0.10, 200,
)
price = materialize_price_from_action(state, action)
assert price == 50000.0