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17 Commits

Author SHA1 Message Date
Luke Van Seters
fc67f9e349 Simplify arbitrage code 2021-08-05 12:26:20 -04:00
Luke Van Seters
9077ff6b74 Also remove constants 2021-08-05 12:26:20 -04:00
Luke Van Seters
bc0f7396ae Break out swap functions 2021-08-05 12:26:20 -04:00
Luke Van Seters
c73c4af901 Break out transfer and trace functions 2021-08-05 12:26:20 -04:00
Luke Van Seters
5f4c018066 Break out child trace check to traces.py. Remove unused nested code 2021-08-05 12:26:20 -04:00
Luke Van Seters
1e5c82eac1 Move objects to schemas 2021-08-05 12:26:20 -04:00
Luke Van Seters
374ceeb098 Parse arbitrages from swaps 2021-08-05 12:26:20 -04:00
Luke Van Seters
1555c260a3 Whoops 2021-08-05 12:26:20 -04:00
Luke Van Seters
eb1881d390 Remove some duplication 2021-08-05 12:26:20 -04:00
Luke Van Seters
37d61a6614 Get uniswap v2 working more generally 2021-08-05 12:26:20 -04:00
Luke Van Seters
1b22a67616 Add support for UniswapV3 swaps 2021-08-05 12:26:20 -04:00
Luke Van Seters
a865534187 Break out v2 into a function. Handle sender parameter 2021-08-05 12:26:20 -04:00
Luke Van Seters
ea07eb3a8f More clean up. Support ERC transfers with UniswapV2 2021-08-05 12:26:19 -04:00
Luke Van Seters
cde6bcaf3d Save progress before switching directions 2021-08-05 12:26:19 -04:00
Luke Van Seters
14469268d3 Add WETH ABI 2021-08-05 12:26:16 -04:00
Luke Van Seters
d33179d267 Change NestedTrace to use ClassifiedTraces 2021-08-05 12:25:13 -04:00
Luke Van Seters
9bb79f7001 Add the skeleton 2021-08-05 12:25:13 -04:00
16 changed files with 404 additions and 182 deletions

3
.gitignore vendored
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@ -13,3 +13,6 @@ __pycache__
# coverage
htmlcov
.coverage*
# don't commit cache
cache

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@ -0,0 +1 @@
[{"constant":true,"inputs":[],"name":"name","outputs":[{"name":"","type":"string"}],"payable":false,"stateMutability":"view","type":"function"},{"constant":false,"inputs":[{"name":"guy","type":"address"},{"name":"wad","type":"uint256"}],"name":"approve","outputs":[{"name":"","type":"bool"}],"payable":false,"stateMutability":"nonpayable","type":"function"},{"constant":true,"inputs":[],"name":"totalSupply","outputs":[{"name":"","type":"uint256"}],"payable":false,"stateMutability":"view","type":"function"},{"constant":false,"inputs":[{"name":"src","type":"address"},{"name":"dst","type":"address"},{"name":"wad","type":"uint256"}],"name":"transferFrom","outputs":[{"name":"","type":"bool"}],"payable":false,"stateMutability":"nonpayable","type":"function"},{"constant":false,"inputs":[{"name":"wad","type":"uint256"}],"name":"withdraw","outputs":[],"payable":false,"stateMutability":"nonpayable","type":"function"},{"constant":true,"inputs":[],"name":"decimals","outputs":[{"name":"","type":"uint8"}],"payable":false,"stateMutability":"view","type":"function"},{"constant":true,"inputs":[{"name":"","type":"address"}],"name":"balanceOf","outputs":[{"name":"","type":"uint256"}],"payable":false,"stateMutability":"view","type":"function"},{"constant":true,"inputs":[],"name":"symbol","outputs":[{"name":"","type":"string"}],"payable":false,"stateMutability":"view","type":"function"},{"constant":false,"inputs":[{"name":"dst","type":"address"},{"name":"wad","type":"uint256"}],"name":"transfer","outputs":[{"name":"","type":"bool"}],"payable":false,"stateMutability":"nonpayable","type":"function"},{"constant":false,"inputs":[],"name":"deposit","outputs":[],"payable":true,"stateMutability":"payable","type":"function"},{"constant":true,"inputs":[{"name":"","type":"address"},{"name":"","type":"address"}],"name":"allowance","outputs":[{"name":"","type":"uint256"}],"payable":false,"stateMutability":"view","type":"function"},{"payable":true,"stateMutability":"payable","type":"fallback"},{"anonymous":false,"inputs":[{"indexed":true,"name":"src","type":"address"},{"indexed":true,"name":"guy","type":"address"},{"indexed":false,"name":"wad","type":"uint256"}],"name":"Approval","type":"event"},{"anonymous":false,"inputs":[{"indexed":true,"name":"src","type":"address"},{"indexed":true,"name":"dst","type":"address"},{"indexed":false,"name":"wad","type":"uint256"}],"name":"Transfer","type":"event"},{"anonymous":false,"inputs":[{"indexed":true,"name":"dst","type":"address"},{"indexed":false,"name":"wad","type":"uint256"}],"name":"Deposit","type":"event"},{"anonymous":false,"inputs":[{"indexed":true,"name":"src","type":"address"},{"indexed":false,"name":"wad","type":"uint256"}],"name":"Withdrawal","type":"event"}]

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@ -99,10 +99,21 @@ ERC20_SPEC = ClassifierSpec(
},
)
WETH_SPEC = ClassifierSpec(
abi_name="WETH9",
protocol=Protocol.weth,
valid_contract_addresses=["0xC02aaA39b223FE8D0A0e5C4F27eAD9083C756Cc2"],
classifications={
"transferFrom(address,address,uint256)": Classification.transfer,
"transfer(address,uint256)": Classification.transfer,
},
)
CLASSIFIER_SPECS = [
*UNISWAP_V3_CONTRACT_SPECS,
*UNISWAPPY_V2_CONTRACT_SPECS,
WETH_SPEC,
ERC20_SPEC,
UNISWAP_V3_POOL_SPEC,
UNISWAPPY_V2_PAIR_SPEC,

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@ -1,2 +1,2 @@
from .abi import ABI
from .blocks import Block, NestedTrace, Trace, TraceType
from .blocks import Block, Trace, TraceType

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@ -0,0 +1,14 @@
from typing import List
from pydantic import BaseModel
from .swaps import Swap
class Arbitrage(BaseModel):
swaps: List[Swap]
account_address: str
profit_token_address: str
start_amount: int
end_amount: int
profit_amount: int

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@ -68,9 +68,3 @@ class Block(Web3Model):
return [trace for trace in self.traces if trace.transaction_hash == hash]
class NestedTrace(BaseModel):
trace: Trace
subtraces: List["NestedTrace"]
NestedTrace.update_forward_refs()

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@ -17,6 +17,7 @@ class Protocol(Enum):
uniswap_v2 = "uniswap_v2"
uniswap_v3 = "uniswap_v3"
sushiswap = "sushiswap"
weth = "weth"
class ClassifiedTrace(BaseModel):

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@ -0,0 +1,19 @@
from typing import List, Optional
from pydantic import BaseModel
from mev_inspect.schemas.classified_traces import Protocol
class Swap(BaseModel):
abi_name: str
transaction_hash: str
trace_address: List[int]
protocol: Optional[Protocol]
pool_address: str
from_address: str
to_address: str
token_in_address: str
token_in_amount: int
token_out_address: str
token_out_amount: int

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@ -0,0 +1,38 @@
from typing import List
from pydantic import BaseModel
from .classified_traces import Classification, ClassifiedTrace, Protocol
class Transfer(BaseModel):
transaction_hash: str
trace_address: List[int]
from_address: str
to_address: str
amount: int
token_address: str
@classmethod
def from_trace(cls, trace: ClassifiedTrace) -> "Transfer":
if trace.classification != Classification.transfer or trace.inputs is None:
raise ValueError("Invalid transfer")
if trace.protocol == Protocol.weth:
return cls(
transaction_hash=trace.transaction_hash,
trace_address=trace.trace_address,
amount=trace.inputs["wad"],
to_address=trace.inputs["dst"],
from_address=trace.from_address,
token_address=trace.to_address,
)
else:
return cls(
transaction_hash=trace.transaction_hash,
trace_address=trace.trace_address,
amount=trace.inputs["amount"],
to_address=trace.inputs["recipient"],
from_address=trace.inputs.get("sender", trace.from_address),
token_address=trace.to_address,
)

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@ -0,0 +1,99 @@
from itertools import groupby
from typing import List, Optional
from mev_inspect.schemas.arbitrage import Arbitrage
from mev_inspect.schemas.classified_traces import ClassifiedTrace
from mev_inspect.schemas.swaps import Swap
from mev_inspect.swaps import get_swaps
def get_arbitrages(traces: List[ClassifiedTrace]) -> List[Arbitrage]:
get_transaction_hash = lambda t: t.transaction_hash
traces_by_transaction = groupby(
sorted(traces, key=get_transaction_hash),
key=get_transaction_hash,
)
all_arbitrages = []
for _, transaction_traces in traces_by_transaction:
all_arbitrages += _get_arbitrages_for_transaction(
list(transaction_traces),
)
return all_arbitrages
def _get_arbitrages_for_transaction(
traces: List[ClassifiedTrace],
) -> List[Arbitrage]:
swaps = get_swaps(traces)
return _get_arbitrages_from_swaps(swaps)
def _get_arbitrages_from_swaps(swaps: List[Swap]) -> List[Arbitrage]:
pool_addresses = {swap.pool_address for swap in swaps}
all_arbitrages = []
for index, first_swap in enumerate(swaps):
other_swaps = swaps[:index] + swaps[index + 1 :]
if first_swap.from_address not in pool_addresses:
arbitrage = _get_arbitrage_starting_with_swap(first_swap, other_swaps)
if arbitrage is not None:
all_arbitrages.append(arbitrage)
return all_arbitrages
def _get_arbitrage_starting_with_swap(
start_swap: Swap,
other_swaps: List[Swap],
) -> Optional[Arbitrage]:
swap_path = [start_swap]
current_swap: Swap = start_swap
while True:
next_swap = _get_swap_from_address(
current_swap.to_address,
current_swap.token_out_address,
other_swaps,
)
if next_swap is None:
return None
swap_path.append(next_swap)
current_swap = next_swap
if (
current_swap.to_address == start_swap.from_address
and current_swap.token_out_address == start_swap.token_in_address
):
start_amount = start_swap.token_in_amount
end_amount = current_swap.token_out_amount
profit_amount = end_amount - start_amount
return Arbitrage(
swaps=swap_path,
account_address=start_swap.from_address,
profit_token_address=start_swap.token_in_address,
start_amount=start_amount,
end_amount=end_amount,
profit_amount=profit_amount,
)
return None
def _get_swap_from_address(
address: str, token_address: str, swaps: List[Swap]
) -> Optional[Swap]:
for swap in swaps:
if swap.pool_address == address and swap.token_in_address == token_address:
return swap
return None

134
mev_inspect/swaps.py Normal file
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@ -0,0 +1,134 @@
from typing import List, Optional
from mev_inspect.schemas.classified_traces import (
ClassifiedTrace,
Classification,
)
from mev_inspect.schemas.swaps import Swap
from mev_inspect.schemas.transfers import Transfer
from mev_inspect.transfers import (
get_child_transfers,
filter_transfers,
remove_child_transfers,
)
UNISWAP_V2_PAIR_ABI_NAME = "UniswapV2Pair"
UNISWAP_V3_POOL_ABI_NAME = "UniswapV3Pool"
def get_swaps(traces: List[ClassifiedTrace]) -> List[Swap]:
ordered_traces = list(sorted(traces, key=lambda t: t.trace_address))
swaps: List[Swap] = []
prior_transfers: List[Transfer] = []
for trace in ordered_traces:
if trace.classification == Classification.transfer:
prior_transfers.append(Transfer.from_trace(trace))
elif trace.classification == Classification.swap:
child_transfers = get_child_transfers(trace.trace_address, traces)
swap = _build_swap(
trace,
remove_child_transfers(prior_transfers),
remove_child_transfers(child_transfers),
)
if swap is not None:
swaps.append(swap)
return swaps
def _build_swap(
trace: ClassifiedTrace,
prior_transfers: List[Transfer],
child_transfers: List[Transfer],
) -> Optional[Swap]:
if trace.abi_name == UNISWAP_V2_PAIR_ABI_NAME:
return _parse_uniswap_v2_swap(trace, prior_transfers, child_transfers)
elif trace.abi_name == UNISWAP_V3_POOL_ABI_NAME:
return _parse_uniswap_v3_swap(trace, child_transfers)
return None
def _parse_uniswap_v3_swap(
trace: ClassifiedTrace,
child_transfers: List[Transfer],
) -> Optional[Swap]:
pool_address = trace.to_address
recipient_address = (
trace.inputs["recipient"]
if trace.inputs is not None and "recipient" in trace.inputs
else trace.from_address
)
transfers_to_pool = filter_transfers(child_transfers, to_address=pool_address)
transfers_from_pool_to_recipient = filter_transfers(
child_transfers, to_address=recipient_address, from_address=pool_address
)
if len(transfers_to_pool) == 0:
return None
if len(transfers_from_pool_to_recipient) != 1:
return None
transfer_in = transfers_to_pool[-1]
transfer_out = transfers_from_pool_to_recipient[0]
return Swap(
abi_name=UNISWAP_V3_POOL_ABI_NAME,
transaction_hash=trace.transaction_hash,
trace_address=trace.trace_address,
pool_address=pool_address,
from_address=transfer_in.from_address,
to_address=transfer_out.to_address,
token_in_address=transfer_in.token_address,
token_in_amount=transfer_in.amount,
token_out_address=transfer_out.token_address,
token_out_amount=transfer_out.amount,
)
def _parse_uniswap_v2_swap(
trace: ClassifiedTrace,
prior_transfers: List[Transfer],
child_transfers: List[Transfer],
) -> Optional[Swap]:
pool_address = trace.to_address
recipient_address = (
trace.inputs["to"]
if trace.inputs is not None and "to" in trace.inputs
else trace.from_address
)
transfers_to_pool = filter_transfers(prior_transfers, to_address=pool_address)
transfers_from_pool_to_recipient = filter_transfers(
child_transfers, to_address=recipient_address, from_address=pool_address
)
if len(transfers_to_pool) == 0:
return None
if len(transfers_from_pool_to_recipient) != 1:
return None
transfer_in = transfers_to_pool[-1]
transfer_out = transfers_from_pool_to_recipient[0]
return Swap(
abi_name=UNISWAP_V2_PAIR_ABI_NAME,
transaction_hash=trace.transaction_hash,
trace_address=trace.trace_address,
pool_address=pool_address,
from_address=transfer_in.from_address,
to_address=transfer_out.to_address,
token_in_address=transfer_in.token_address,
token_in_amount=transfer_in.amount,
token_out_address=transfer_out.token_address,
token_out_amount=transfer_out.amount,
)

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@ -1,80 +1,32 @@
from itertools import groupby
from typing import Iterable, List
from typing import List
from mev_inspect.schemas import Trace, NestedTrace
from mev_inspect.schemas.classified_traces import ClassifiedTrace
def as_nested_traces(traces: Iterable[Trace]) -> List[NestedTrace]:
nested_traces = []
def is_child_trace_address(
child_trace_address: List[int],
parent_trace_address: List[int],
) -> bool:
parent_trace_length = len(parent_trace_address)
sorted_by_transaction_hash = sorted(traces, key=_get_transaction_hash)
for _, transaction_traces in groupby(
sorted_by_transaction_hash, _get_transaction_hash
return (
len(child_trace_address) > parent_trace_length
and child_trace_address[:parent_trace_length] == parent_trace_address
)
def get_child_traces(
parent_trace_address: List[int],
traces: List[ClassifiedTrace],
) -> List[ClassifiedTrace]:
ordered_traces = sorted(traces, key=lambda t: t.trace_address)
child_traces = []
for trace in ordered_traces:
if is_child_trace_address(
trace.trace_address,
parent_trace_address,
):
nested_traces += _as_nested_traces_by_transaction(transaction_traces)
child_traces.append(trace)
return nested_traces
def _get_transaction_hash(trace) -> str:
return trace.transaction_hash
def _as_nested_traces_by_transaction(traces: Iterable[Trace]) -> List[NestedTrace]:
"""
Turns a list of Traces into a a tree of NestedTraces
using their trace addresses
Right now this has an exponential (?) runtime because we rescan
most traces at each level of tree depth
TODO to write a better implementation if it becomes a bottleneck
Should be doable in linear time
"""
nested_traces = []
parent = None
children: List[Trace] = []
sorted_traces = sorted(traces, key=lambda t: t.trace_address)
for trace in sorted_traces:
if parent is None:
parent = trace
children = []
continue
elif not _is_subtrace(trace, parent):
nested_traces.append(
NestedTrace(
trace=parent,
subtraces=as_nested_traces(children),
)
)
parent = trace
children = []
else:
children.append(trace)
if parent is not None:
nested_traces.append(
NestedTrace(
trace=parent,
subtraces=as_nested_traces(children),
)
)
return nested_traces
def _is_subtrace(trace: Trace, parent: Trace):
parent_trace_length = len(parent.trace_address)
if len(trace.trace_address) > parent_trace_length:
prefix = trace.trace_address[:parent_trace_length]
return prefix == parent.trace_address
return False
return child_traces

55
mev_inspect/transfers.py Normal file
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@ -0,0 +1,55 @@
from typing import List, Optional
from mev_inspect.schemas.classified_traces import Classification, ClassifiedTrace
from mev_inspect.schemas.transfers import Transfer
from mev_inspect.traces import is_child_trace_address, get_child_traces
def get_child_transfers(
parent_trace_address: List[int],
traces: List[ClassifiedTrace],
) -> List[Transfer]:
child_transfers = []
for child_trace in get_child_traces(parent_trace_address, traces):
if child_trace.classification == Classification.transfer:
child_transfers.append(Transfer.from_trace(child_trace))
return child_transfers
def filter_transfers(
transfers: List[Transfer],
to_address: Optional[str] = None,
from_address: Optional[str] = None,
) -> List[Transfer]:
filtered_transfers = []
for transfer in transfers:
if to_address is not None and transfer.to_address != to_address:
continue
if from_address is not None and transfer.from_address != from_address:
continue
filtered_transfers.append(transfer)
return filtered_transfers
def remove_child_transfers(transfers: List[Transfer]) -> List[Transfer]:
updated_transfers = []
transfer_trace_addresses: List[List[int]] = []
sorted_transfers = sorted(transfers, key=lambda t: t.trace_address)
for transfer in sorted_transfers:
if not any(
is_child_trace_address(transfer.trace_address, parent_address)
for parent_address in transfer_trace_addresses
):
updated_transfers.append(transfer)
transfer_trace_addresses.append(transfer.trace_address)
return updated_transfers

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@ -11,6 +11,7 @@ from mev_inspect.crud.classified_traces import (
from mev_inspect.db import get_session
from mev_inspect.classifier_specs import CLASSIFIER_SPECS
from mev_inspect.trace_classifier import TraceClassifier
from mev_inspect.strategies.arbitrage import get_arbitrages
@click.command()
@ -39,6 +40,9 @@ def inspect_block(block_number: int, rpc: str):
write_classified_traces(db_session, classified_traces)
db_session.close()
arbitrages = get_arbitrages(classified_traces)
print(f"Found {len(arbitrages)} arbitrages")
stats = get_stats(classified_traces)
print(json.dumps(stats, indent=4))

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@ -1,103 +0,0 @@
import unittest
from typing import List
from mev_inspect.schemas import Trace, TraceType, NestedTrace
from mev_inspect.traces import as_nested_traces
DEFAULT_BLOCK_NUMBER = 123
class TestTraces(unittest.TestCase):
def test_nested_traces(self):
trace_hash_address_pairs = [
("abc", [0, 2]),
("abc", []),
("abc", [2]),
("abc", [0]),
("abc", [0, 0]),
("abc", [0, 1]),
("abc", [1]),
("efg", []),
("abc", [1, 0]),
("abc", [0, 1, 0]),
("efg", [0]),
]
traces = [
build_trace_at_address(hash, address)
for (hash, address) in trace_hash_address_pairs
]
nested_traces = as_nested_traces(traces)
assert len(nested_traces) == 2
abc_trace = nested_traces[0]
efg_trace = nested_traces[1]
# abc
assert abc_trace.trace.transaction_hash == "abc"
assert_trace_address(abc_trace, [])
assert len(abc_trace.subtraces) == 3
[trace_0, trace_1, trace_2] = abc_trace.subtraces
assert_trace_address(trace_0, [0])
assert_trace_address(trace_1, [1])
assert_trace_address(trace_2, [2])
assert len(trace_0.subtraces) == 3
assert len(trace_1.subtraces) == 1
assert len(trace_2.subtraces) == 0
[trace_0_0, trace_0_1, trace_0_2] = trace_0.subtraces
[trace_1_0] = trace_1.subtraces
assert_trace_address(trace_0_0, [0, 0])
assert_trace_address(trace_0_1, [0, 1])
assert_trace_address(trace_0_2, [0, 2])
assert_trace_address(trace_1_0, [1, 0])
assert len(trace_0_0.subtraces) == 0
assert len(trace_0_1.subtraces) == 1
assert len(trace_0_2.subtraces) == 0
assert len(trace_1_0.subtraces) == 0
[trace_0_1_0] = trace_0_1.subtraces
assert_trace_address(trace_0_1_0, [0, 1, 0])
assert len(trace_0_1_0.subtraces) == 0
# efg
assert efg_trace.trace.transaction_hash == "efg"
assert_trace_address(efg_trace, [])
assert len(efg_trace.subtraces) == 1
[efg_subtrace] = efg_trace.subtraces
assert_trace_address(efg_subtrace, [0])
assert len(efg_subtrace.subtraces) == 0
def build_trace_at_address(
transaction_hash: str,
trace_address: List[int],
) -> Trace:
return Trace(
# real values
transaction_hash=transaction_hash,
trace_address=trace_address,
# placeholders
action={},
block_hash="",
block_number=DEFAULT_BLOCK_NUMBER,
result=None,
subtraces=0,
transaction_position=None,
type=TraceType.call,
error=None,
)
def assert_trace_address(nested_trace: NestedTrace, trace_address: List[int]):
assert nested_trace.trace.trace_address == trace_address