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Tests for Flash Loan Attack Detector
=====================================
Covers core detection heuristics: flash loan identification, attack type
classification, severity scoring, sophistication analysis, and trace
parsing — all without requiring network calls.
"""
import unittest
from datetime import UTC, datetime
from app.flash_loan_attack_detector import (
AAVE_V2_FLASHLOAN_SIG,
BALANCER_FLASHLOAN_SIG,
FLASHLOAN_PROVIDERS,
FLASHLOAN_SIGNATURES,
AttackSeverity,
AttackType,
DetectionMethod,
FlashLoanAttack,
FlashLoanAttackDetector,
FlashLoanCall,
FlashLoanProtocol,
TransactionTrace,
_calculate_severity,
_detect_attack_type,
_is_known_flashloan_provider,
_resolve_shared_aave_sig,
_score_sophistication,
)
class TestEnumsAndConstants(unittest.TestCase):
"""Enum and type classification."""
def test_severity_ordering(self):
"""Severity levels have correct values."""
self.assertEqual(AttackSeverity.CRITICAL.value, "critical")
self.assertEqual(AttackSeverity.HIGH.value, "high")
self.assertEqual(AttackSeverity.MEDIUM.value, "medium")
self.assertEqual(AttackSeverity.LOW.value, "low")
self.assertEqual(AttackSeverity.INFO.value, "info")
def test_attack_types(self):
"""All expected attack types are present."""
types = {t.value for t in AttackType}
expected = {
"price_oracle_manipulation",
"lp_drain",
"arbitrage",
"governance_attack",
"liquidation_manipulation",
"cross_protocol_chain",
"self_liquidation",
"reentrancy_exploit",
"borrow_manipulation",
"synthetic_position",
"unknown",
}
for e in expected:
self.assertIn(e, types, f"Missing attack type: {e}")
def test_flashloan_protocols(self):
"""All expected flash loan protocols are present."""
protocols = {p.value for p in FlashLoanProtocol}
expected = {
"aave_v2",
"aave_v3",
"dydx",
"uniswap_v3",
"balancer",
"euler",
"radiant",
"spark",
"maker",
"morpho",
"silo",
"unknown",
}
for e in expected:
self.assertIn(e, protocols, f"Missing protocol: {e}")
def test_flashloan_signatures(self):
"""All major flash loan signatures are defined."""
self.assertIn("0xab9c4b5d", FLASHLOAN_SIGNATURES)
self.assertIn("0x42b0b77c", FLASHLOAN_SIGNATURES)
self.assertIn("0x490e6c32", FLASHLOAN_SIGNATURES)
self.assertIn("0x52b0f4c1", FLASHLOAN_SIGNATURES)
def test_ethereum_providers_defined(self):
"""Ethereum has flash loan providers configured."""
self.assertIn("ethereum", FLASHLOAN_PROVIDERS)
self.assertGreater(len(FLASHLOAN_PROVIDERS["ethereum"]), 5)
def test_detection_methods(self):
"""All detection methods have correct values."""
self.assertEqual(DetectionMethod.DIRECT_CALL.value, "direct_call")
self.assertEqual(DetectionMethod.LIFECYCLE_PATTERN.value, "lifecycle_pattern")
class TestFlashLoanCall(unittest.TestCase):
"""FlashLoanCall data model."""
def test_valid_call(self):
"""Creating a valid flash loan call."""
call = FlashLoanCall(
protocol=FlashLoanProtocol.AAVE_V3,
provider_address="0x87870Bca3F3fD6335C3F4cE8392D69350B4fA4E2",
chain="ethereum",
block_number=20000000,
tx_index=5,
amount_borrowed_usd=1_000_000.0,
amount_repaid_usd=1_001_000.0,
)
self.assertEqual(call.protocol, FlashLoanProtocol.AAVE_V3)
self.assertEqual(call.amount_borrowed_usd, 1_000_000.0)
self.assertAlmostEqual(call.profit_usd(), -1000.0) # repaid more than borrowed
def test_negative_amount_raises(self):
"""Negative borrow amount should raise ValueError."""
with self.assertRaises(ValueError):
FlashLoanCall(
protocol=FlashLoanProtocol.UNISWAP_V3,
provider_address="0xdead",
chain="ethereum",
block_number=1,
tx_index=0,
amount_borrowed_usd=-100.0,
)
def test_summary_format(self):
"""Summary produces expected format."""
call = FlashLoanCall(
protocol=FlashLoanProtocol.AAVE_V3,
provider_address="0x87870Bca3F3fD6335C3F4cE8392D69350B4fA4E2",
chain="ethereum",
block_number=20000000,
tx_index=5,
amount_borrowed_usd=500_000.0,
token_symbol="USDC",
)
summary = call.summary()
self.assertIn("AAVE_V3", summary)
self.assertIn("500,000", summary)
self.assertIn("USDC", summary)
class TestTransactionTrace(unittest.TestCase):
"""TransactionTrace parsing and detection."""
def setUp(self):
self.valid_trace = TransactionTrace(
tx_hash="0x" + "ab" * 32,
chain="ethereum",
block_number=20000000,
tx_index=1,
from_address="0xattacker00000000000000000000000000000001",
to_address="0x7d2768De32b0b80b7a3454c06BdAc94A69DDc7A9",
value_eth=0.0,
gas_price_gwei=50.0,
gas_used=250000,
input_data=AAVE_V2_FLASHLOAN_SIG + "0" * 200,
)
def test_flashloan_sig_detection(self):
"""Trace with flash loan signature detected correctly."""
self.assertTrue(self.valid_trace.has_flashloan_sig())
def test_no_flashloan_sig(self):
"""Trace without flash loan signature."""
trace = TransactionTrace(
tx_hash="0x" + "cd" * 32,
chain="ethereum",
block_number=20000000,
tx_index=2,
from_address="0xnormal0000000000000000000000000000000001",
to_address="0xnormalcontract0000000000000000000000001",
input_data="0xa9059cbb" + "0" * 100, # ERC20 transfer
)
self.assertFalse(trace.has_flashloan_sig())
def test_flashloan_protocol_identification(self):
"""Correct protocol identified from signature."""
# Use a unique signature (BALANCER_V2) to avoid signature conflicts
trace = TransactionTrace(
tx_hash="0x" + "ab" * 32,
chain="ethereum",
block_number=20000000,
tx_index=1,
from_address="0xattacker00000000000000000000000000000001",
to_address="0x7d2768De32b0b80b7a3454c06BdAc94A69DDc7A9",
value_eth=0.0,
gas_price_gwei=50.0,
gas_used=250000,
input_data=BALANCER_FLASHLOAN_SIG + "0" * 200,
)
protocol = trace.flashloan_protocol()
self.assertEqual(protocol, FlashLoanProtocol.BALANCER)
def test_unknown_sig_returns_none(self):
"""Unknown signature returns None."""
trace = TransactionTrace(
tx_hash="0x" + "ef" * 32,
chain="ethereum",
block_number=1,
tx_index=0,
from_address="0x00",
to_address="0x01",
input_data="0xdeadbeef" + "0" * 100,
)
self.assertIsNone(trace.flashloan_protocol())
def test_short_input_data(self):
"""Short input data doesn't crash."""
trace = TransactionTrace(
tx_hash="0x" + "01" * 32,
chain="ethereum",
block_number=1,
tx_index=0,
from_address="0x00",
to_address="0x01",
input_data="0x1234",
)
self.assertFalse(trace.has_flashloan_sig())
self.assertIsNone(trace.flashloan_protocol())
class TestDetectionHeuristics(unittest.TestCase):
"""Core detection logic."""
def test_oracle_manipulation_detection(self):
"""Oracle manipulation is detected when oracle patterns present."""
flash_loans = [
FlashLoanCall(
protocol=FlashLoanProtocol.AAVE_V3,
provider_address="0xaave",
chain="ethereum",
block_number=1,
tx_index=0,
amount_borrowed_usd=1_000_000.0,
)
]
trace = TransactionTrace(
tx_hash="0x" + "ab" * 32,
chain="ethereum",
block_number=1,
tx_index=0,
from_address="0xattacker",
to_address="0xpool",
input_data="0x1234" + "oracle" * 10 + "price" * 10 + "twap" * 5,
)
attack_type, confidence = _detect_attack_type(flash_loans, trace)
self.assertEqual(attack_type, AttackType.PRICE_ORACLE_MANIPULATION)
self.assertGreater(confidence, 0.5)
def test_arbitrage_is_default(self):
"""Normal flash loan without suspicious patterns defaults to arbitrage."""
flash_loans = [
FlashLoanCall(
protocol=FlashLoanProtocol.UNISWAP_V3,
provider_address="0xuni",
chain="ethereum",
block_number=1,
tx_index=0,
amount_borrowed_usd=100_000.0,
)
]
trace = TransactionTrace(
tx_hash="0x" + "cd" * 32,
chain="ethereum",
block_number=1,
tx_index=0,
from_address="0xtrader",
to_address="0xpool",
input_data="0x1234" + "normal" * 5,
)
attack_type, confidence = _detect_attack_type(flash_loans, trace)
self.assertEqual(attack_type, AttackType.ARBITRAGE)
self.assertAlmostEqual(confidence, 0.5)
def test_governance_attack_detection(self):
"""Governance-related contracts trigger governance attack classification."""
flash_loans = [
FlashLoanCall(
protocol=FlashLoanProtocol.AAVE_V2,
provider_address="0xaave",
chain="ethereum",
block_number=1,
tx_index=0,
amount_borrowed_usd=10_000_000.0,
)
]
trace = TransactionTrace(
tx_hash="0x" + "ef" * 32,
chain="ethereum",
block_number=1,
tx_index=0,
from_address="0xgovattacker",
to_address="0xgov",
input_data="0x1234" + "propose" * 5 + "vote" * 3 + "execute" * 2,
)
attack_type, confidence = _detect_attack_type(flash_loans, trace)
self.assertEqual(attack_type, AttackType.GOVERNANCE_ATTACK)
self.assertGreater(confidence, 0.5)
def test_lp_drain_detection(self):
"""Multiple flash loans with LP interaction triggers LP drain."""
flash_loans = [
FlashLoanCall(
protocol=FlashLoanProtocol.BALANCER,
provider_address="0xbal",
chain="ethereum",
block_number=1,
tx_index=0,
amount_borrowed_usd=5_000_000.0,
),
FlashLoanCall(
protocol=FlashLoanProtocol.AAVE_V3,
provider_address="0xaave",
chain="ethereum",
block_number=1,
tx_index=0,
amount_borrowed_usd=3_000_000.0,
),
]
trace = TransactionTrace(
tx_hash="0x" + "01" * 32,
chain="ethereum",
block_number=1,
tx_index=0,
from_address="0xattacker",
to_address="0xpool",
input_data="0x1234" + "removeLiquidity" * 3 + "withdraw" * 2 + "burn" * 2,
)
attack_type, confidence = _detect_attack_type(flash_loans, trace)
self.assertEqual(attack_type, AttackType.LP_DRAIN)
self.assertGreater(confidence, 0.5)
def test_cross_protocol_chain_detection(self):
"""Three or more flash loans trigger cross-protocol classification."""
flash_loans = [
FlashLoanCall(
protocol=FlashLoanProtocol.AAVE_V3,
provider_address="0x1",
chain="ethereum",
block_number=1,
tx_index=0,
),
FlashLoanCall(
protocol=FlashLoanProtocol.UNISWAP_V3,
provider_address="0x2",
chain="ethereum",
block_number=1,
tx_index=0,
),
FlashLoanCall(
protocol=FlashLoanProtocol.BALANCER,
provider_address="0x3",
chain="ethereum",
block_number=1,
tx_index=0,
),
FlashLoanCall(
protocol=FlashLoanProtocol.DYDX,
provider_address="0x4",
chain="ethereum",
block_number=1,
tx_index=0,
),
]
trace = TransactionTrace(
tx_hash="0x" + "02" * 32,
chain="ethereum",
block_number=1,
tx_index=0,
from_address="0xattacker",
to_address="0xpool",
input_data="0x1234",
)
attack_type, confidence = _detect_attack_type(flash_loans, trace)
self.assertEqual(attack_type, AttackType.CROSS_PROTOCOL_CHAIN)
self.assertGreater(confidence, 0.5)
class TestSeverityScoring(unittest.TestCase):
"""Attack severity calculation."""
def test_critical_over_1m(self):
"""Losses over $1M are critical."""
severity = _calculate_severity(
attacker_profit=1_500_000,
victim_loss=500_000,
sophistication=5.0,
)
self.assertEqual(severity, AttackSeverity.CRITICAL)
def test_critical_high_sophistication(self):
"""High sophistication alone can trigger critical."""
severity = _calculate_severity(
attacker_profit=100_000,
victim_loss=50_000,
sophistication=9.0,
)
self.assertEqual(severity, AttackSeverity.CRITICAL)
def test_high_between_100k_and_1m(self):
"""Losses between $100K and $1M are high."""
severity = _calculate_severity(
attacker_profit=500_000,
victim_loss=0,
sophistication=4.0,
)
self.assertEqual(severity, AttackSeverity.HIGH)
def test_medium_between_10k_and_100k(self):
"""Losses between $10K and $100K are medium."""
severity = _calculate_severity(
attacker_profit=50_000,
victim_loss=0,
sophistication=3.0,
)
self.assertEqual(severity, AttackSeverity.MEDIUM)
def test_low_under_10k(self):
"""Losses under $10K are low."""
severity = _calculate_severity(
attacker_profit=5_000,
victim_loss=0,
sophistication=2.0,
)
self.assertEqual(severity, AttackSeverity.LOW)
def test_info_no_loss(self):
"""No profit/loss gives info severity."""
severity = _calculate_severity(
attacker_profit=0,
victim_loss=0,
sophistication=0.0,
)
self.assertEqual(severity, AttackSeverity.INFO)
class TestSophisticationScoring(unittest.TestCase):
"""Attack sophistication scoring."""
def test_single_flashloan_low_sophistication(self):
"""Single flash loan has low sophistication."""
flash_loans = [
FlashLoanCall(
protocol=FlashLoanProtocol.UNISWAP_V3,
provider_address="0x1",
chain="ethereum",
block_number=1,
tx_index=0,
)
]
score = _score_sophistication(
flash_loans,
[],
AttackType.ARBITRAGE,
)
self.assertLessEqual(score, 3.0)
def test_multiple_flashloans_higher_sophistication(self):
"""Multiple flash loans increase sophistication."""
flash_loans = [
FlashLoanCall(
protocol=FlashLoanProtocol.AAVE_V3,
provider_address="0x1",
chain="ethereum",
block_number=1,
tx_index=0,
),
FlashLoanCall(
protocol=FlashLoanProtocol.UNISWAP_V3,
provider_address="0x2",
chain="ethereum",
block_number=1,
tx_index=0,
),
FlashLoanCall(
protocol=FlashLoanProtocol.BALANCER,
provider_address="0x3",
chain="ethereum",
block_number=1,
tx_index=0,
),
]
score = _score_sophistication(
flash_loans,
[DetectionMethod.LIFECYCLE_PATTERN, DetectionMethod.ORACLE_DEVIATION],
AttackType.CROSS_PROTOCOL_CHAIN,
)
self.assertGreater(score, 4.0)
def test_max_sophistication_capped(self):
"""Sophistication score is capped at 10.0."""
flash_loans = [
FlashLoanCall(
protocol=FlashLoanProtocol.AAVE_V3,
provider_address="0x1",
chain="ethereum",
block_number=1,
tx_index=0,
)
for _ in range(10)
]
score = _score_sophistication(
flash_loans,
[
DetectionMethod.MULTIPLE_CALLS,
DetectionMethod.ORACLE_DEVIATION,
DetectionMethod.LIFECYCLE_PATTERN,
],
AttackType.GOVERNANCE_ATTACK,
)
self.assertLessEqual(score, 10.0)
class TestFlashLoanAttackModel(unittest.TestCase):
"""FlashLoanAttack data model."""
def test_valid_attack(self):
"""Creating a valid attack with all fields."""
now = datetime.now(UTC).isoformat()
attack = FlashLoanAttack(
chain="ethereum",
block_number=20000000,
tx_hash="0x" + "ab" * 32,
attacker_address="0xattacker00000000000000000000000000000001",
attack_type=AttackType.PRICE_ORACLE_MANIPULATION,
protocol_used=FlashLoanProtocol.AAVE_V3,
total_borrowed_usd=5_000_000.0,
attacker_profit_usd=1_200_000.0,
victim_loss_usd=4_000_000.0,
severity=AttackSeverity.CRITICAL,
confidence=0.85,
tags=["price_oracle_manipulation", "flash_loan_used"],
detected_at=now,
)
self.assertEqual(attack.chain, "ethereum")
self.assertEqual(attack.severity, AttackSeverity.CRITICAL)
self.assertAlmostEqual(attack.total_borrowed_usd, 5_000_000.0)
def test_negative_profit_raises(self):
"""Negative profit should raise ValueError."""
with self.assertRaises(ValueError):
FlashLoanAttack(
chain="ethereum",
block_number=1,
tx_hash="0x" + "01" * 32,
attacker_address="0x00",
attacker_profit_usd=-100.0,
)
def test_summary_format(self):
"""Attack summary produces expected format."""
attack = FlashLoanAttack(
chain="ethereum",
block_number=20000000,
tx_hash="0x" + "ab" * 32,
attacker_address="0xattacker00000000000000000000000000000001",
attack_type=AttackType.PRICE_ORACLE_MANIPULATION,
protocol_used=FlashLoanProtocol.AAVE_V3,
attacker_profit_usd=1_200_000.0,
victim_loss_usd=4_000_000.0,
severity=AttackSeverity.CRITICAL,
)
summary = attack.summary()
self.assertIn("CRITICAL", summary)
self.assertIn("FLASH LOAN ATTACK", summary)
self.assertIn("1,200,000", summary)
self.assertIn("4,000,000", summary)
def test_to_dict_serialization(self):
"""to_dict produces JSON-serializable output."""
attack = FlashLoanAttack(
chain="ethereum",
block_number=20000000,
tx_hash="0x" + "ab" * 32,
attacker_address="0xattacker00000000000000000000000000000001",
attack_type=AttackType.LP_DRAIN,
protocol_used=FlashLoanProtocol.BALANCER,
attacker_profit_usd=500_000.0,
victim_loss_usd=2_000_000.0,
severity=AttackSeverity.HIGH,
)
d = attack.to_dict()
self.assertEqual(d["type"], "flash_loan_attack")
self.assertEqual(d["chain"], "ethereum")
self.assertEqual(d["attack_type"], "lp_drain")
self.assertEqual(d["protocol"], "balancer")
self.assertEqual(d["severity"], "high")
self.assertAlmostEqual(d["attacker_profit_usd"], 500_000.0)
class TestProviderIdentification(unittest.TestCase):
"""Known flash loan provider identification."""
def test_known_provider_matches(self):
"""Known Aave V2 address is identified on Ethereum."""
result = _is_known_flashloan_provider(
"0x7d2768De32b0b80b7a3454c06BdAc94A69DDc7A9",
"ethereum",
)
self.assertTrue(result)
def test_unknown_provider_returns_false(self):
"""Unknown address returns False."""
result = _is_known_flashloan_provider(
"0x0000000000000000000000000000000000000001",
"ethereum",
)
self.assertFalse(result)
def test_case_insensitive(self):
"""Address matching is case-insensitive."""
result = _is_known_flashloan_provider(
"0x7D2768DE32B0B80B7A3454C06BDAC94A69DDC7A9", # uppercase
"ethereum",
)
self.assertTrue(result)
def test_chain_specific_providers(self):
"""Chain specific providers (e.g., Base) are resolved correctly."""
self.assertIn("base", FLASHLOAN_PROVIDERS)
self.assertGreater(len(FLASHLOAN_PROVIDERS["base"]), 0)
class TestSharedSigResolution(unittest.TestCase):
"""Shared AAVE signature disambiguation."""
def test_aave_v2_by_address(self):
"""Known Aave V2 address resolves to AAVE_V2."""
result = _resolve_shared_aave_sig(
"0x7d2768De32b0b80b7a3454c06BdAc94A69DDc7A9",
"ethereum",
)
self.assertEqual(result, FlashLoanProtocol.AAVE_V2)
def test_aave_v3_by_address(self):
"""Known Aave V3 address resolves to AAVE_V3."""
result = _resolve_shared_aave_sig(
"0x87870Bca3F3fD6335C3F4cE8392D69350B4fA4E2",
"ethereum",
)
self.assertEqual(result, FlashLoanProtocol.AAVE_V3)
def test_unknown_address_returns_unknown(self):
"""Unrecognized provider address returns UNKNOWN."""
result = _resolve_shared_aave_sig(
"0x0000000000000000000000000000000000000000",
"ethereum",
)
self.assertEqual(result, FlashLoanProtocol.UNKNOWN)
def test_case_insensitive_resolution(self):
"""Address matching is case-insensitive."""
result = _resolve_shared_aave_sig(
"0x7D2768DE32B0B80B7A3454C06BDAC94A69DDC7A9",
"ethereum",
)
self.assertEqual(result, FlashLoanProtocol.AAVE_V2)
class TestDetectorInitialization(unittest.TestCase):
"""FlashLoanAttackDetector initialization."""
def test_default_chains(self):
"""Default initialization covers all supported chains."""
detector = FlashLoanAttackDetector()
self.assertGreater(len(detector.chains), 5)
self.assertIn("ethereum", detector.chains)
self.assertIn("bsc", detector.chains)
def test_custom_chains(self):
"""Custom chain list is used."""
detector = FlashLoanAttackDetector(chains=["ethereum", "base"])
self.assertEqual(detector.chains, ["ethereum", "base"])
def test_cache_starts_empty(self):
"""Cache is empty on initialization."""
detector = FlashLoanAttackDetector()
self.assertEqual(len(detector._cache), 0)
def test_clear_cache(self):
"""Clearing cache works correctly."""
detector = FlashLoanAttackDetector()
detector._cache["test"] = []
count = detector.clear_cache()
self.assertEqual(count, 1)
self.assertEqual(len(detector._cache), 0)
class TestInternalMethods(unittest.TestCase):
"""Internal helper methods."""
def setUp(self):
self.detector = FlashLoanAttackDetector()
def test_extract_amount_from_input(self):
"""Amount extraction from flash loan calldata."""
# Aave flashLoan sig + 32 bytes amount
input_data = AAVE_V2_FLASHLOAN_SIG + "00" * 32 + "ff" * 32
amount = self.detector._extract_amount_from_input(input_data)
self.assertEqual(amount, "0x" + "00" * 32)
def test_extract_amount_short_input(self):
"""Short input returns '0'."""
amount = self.detector._extract_amount_from_input("0x1234")
self.assertEqual(amount, "0")
def test_identify_known_provider(self):
"""Known provider address is identified."""
protocol = self.detector._identify_provider(
"0x7d2768De32b0b80b7a3454c06BdAc94A69DDc7A9",
"ethereum",
)
self.assertEqual(protocol, FlashLoanProtocol.AAVE_V2)
def test_identify_unknown_provider(self):
"""Unknown address returns None."""
protocol = self.detector._identify_provider(
"0x0000000000000000000000000000000000000001",
"ethereum",
)
self.assertIsNone(protocol)
def test_generate_tags(self):
"""Tags generation includes all expected tags."""
tags = self.detector._generate_tags(
AttackType.PRICE_ORACLE_MANIPULATION,
[
FlashLoanCall(
protocol=FlashLoanProtocol.AAVE_V3,
provider_address="0x1",
chain="ethereum",
block_number=1,
tx_index=0,
),
FlashLoanCall(
protocol=FlashLoanProtocol.UNISWAP_V3,
provider_address="0x2",
chain="ethereum",
block_number=1,
tx_index=0,
),
],
[DetectionMethod.DIRECT_CALL, DetectionMethod.ORACLE_DEVIATION],
)
self.assertIn("price_oracle_manipulation", tags)
self.assertIn("flash_loan_used", tags)
self.assertIn("cross_protocol", tags)
self.assertIn("oracle_attack", tags)
def test_generate_timeline(self):
"""Timeline generation includes relevant events."""
flash_loans = [
FlashLoanCall(
protocol=FlashLoanProtocol.AAVE_V3,
provider_address="0x1",
chain="ethereum",
block_number=100,
tx_index=0,
amount_borrowed_usd=500_000.0,
),
]
trace = TransactionTrace(
tx_hash="0x" + "01" * 32,
chain="ethereum",
block_number=100,
tx_index=5,
from_address="0xattacker",
to_address="0xpool",
internal_calls=[{"to": "0xswap"}],
)
timeline = self.detector._generate_timeline(flash_loans, trace)
self.assertGreater(len(timeline), 2)
self.assertTrue(any("Step 1" in t for t in timeline))
self.assertTrue(any("Internal calls" in t for t in timeline))
class TestHighValueAttackScenarios(unittest.TestCase):
"""Real-world attack scenario simulations."""
def test_typical_flash_loan_arbitrage(self):
"""Normal arbitrage should NOT be flagged as an attack."""
detector = FlashLoanAttackDetector()
trace = TransactionTrace(
tx_hash="0x" + "aa" * 32,
chain="ethereum",
block_number=20000000,
tx_index=3,
from_address="0xmevbot0000000000000000000000000000000001",
to_address="0x7d2768De32b0b80b7a3454c06BdAc94A69DDc7A9",
input_data=AAVE_V2_FLASHLOAN_SIG + "00" * 100,
internal_calls=[
{"to": "0xuniswap", "input": "0x"},
{"to": "0xcurve", "input": "0x"},
],
)
# Simulate analysis
flash_loans = detector._find_flash_loans(trace)
attack_type, _confidence = _detect_attack_type(flash_loans, trace)
# Without oracle/LP patterns, should default to arbitrage
self.assertEqual(attack_type, AttackType.ARBITRAGE)
def test_sophisticated_oracle_attack_scenario(self):
"""Sophisticated multi-step oracle manipulation should score high."""
flash_loans = [
FlashLoanCall(
protocol=FlashLoanProtocol.AAVE_V3,
provider_address="0x1",
chain="ethereum",
block_number=1,
tx_index=0,
amount_borrowed_usd=10_000_000.0,
),
FlashLoanCall(
protocol=FlashLoanProtocol.UNISWAP_V3,
provider_address="0x2",
chain="ethereum",
block_number=1,
tx_index=0,
amount_borrowed_usd=5_000_000.0,
),
]
trace = TransactionTrace(
tx_hash="0x" + "bb" * 32,
chain="ethereum",
block_number=1,
tx_index=0,
from_address="0xattacker",
to_address="0xmanipulator",
input_data="0x" + "oracle" * 20 + "price" * 20 + "twap" * 10 + "getRoundData" * 10,
internal_calls=[{"to": "0xpricefeed"}, {"to": "0xlp"}, {"to": "0xdex"}] * 5,
)
attack_type, confidence = _detect_attack_type(flash_loans, trace)
self.assertEqual(attack_type, AttackType.PRICE_ORACLE_MANIPULATION)
self.assertGreater(confidence, 0.7)
# Profit > $1M should be critical
severity = _calculate_severity(
attacker_profit=2_000_000,
victim_loss=8_000_000,
sophistication=8.5,
)
self.assertEqual(severity, AttackSeverity.CRITICAL)
if __name__ == "__main__":
unittest.main()
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