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simulate.py
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import os
import json
import asyncio
import aiohttp
import argparse
import logging
from google.cloud import bigquery, storage
from datetime import datetime, timedelta
from dotenv import load_dotenv
from web3 import AsyncWeb3
import decimal
from label import add_labels
w3 = AsyncWeb3(AsyncWeb3.AsyncHTTPProvider('https://cloudflare-eth.com'))
load_dotenv()
logging.getLogger().setLevel(logging.INFO)
bucket_name = os.getenv('GCS_BUCKET_NAME')
bigquery_client = bigquery.Client()
storage_client = storage.Client()
bucket = storage_client.bucket(bucket_name)
NETWORK_CONFIGS = {
'ethereum': {
'table': 'bigquery-public-data.crypto_ethereum.transactions',
'blocks_table': 'bigquery-public-data.crypto_ethereum.blocks',
'network_id': '1',
},
'arbitrum': {
'table': 'bigquery-public-data.goog_blockchain_arbitrum_one_us.transactions',
'blocks_table': 'bigquery-public-data.goog_blockchain_arbitrum_one_us.blocks',
'network_id': '42161',
},
'avalanche': {
'table': 'bigquery-public-data.goog_blockchain_avalanche_contract_chain_us.transactions',
'blocks_table': 'bigquery-public-data.goog_blockchain_avalanche_contract_chain_us.blocks',
'network_id': '43114',
},
'optimism': {
'table': 'bigquery-public-data.goog_blockchain_optimism_mainnet_us.transactions',
'blocks_table': 'bigquery-public-data.goog_blockchain_optimism_mainnet_us.blocks',
'network_id': '10',
},
'base': {
'table': 'none',
'blocks_table': 'none',
'network_id': '8453',
},
'blast': {
'table': 'none',
'blocks_table': 'none',
'network_id': '81467',
},
'mantle': {
'table': 'none',
'blocks_table': 'none',
'network_id': '5000',
},
}
async def sleep(seconds):
await asyncio.sleep(seconds)
async def condense_calls(calls):
condensed_calls = []
for call in calls:
condensed_call = {
'c': call.get('contract_name', ''),
'f': call.get('function_name', ''),
'a': call.get('from', ''),
'b': call.get('from_balance', ''),
'z': call.get('to', ''),
'x': call.get('input', ''),
'y': call.get('output', ''),
'e': call.get('value', ''),
}
if 'caller' in call:
condensed_call['a'] = call['caller'].get('address', '')
condensed_call['b'] = call['caller'].get('balance', '')
if 'decoded_input' in call and call['decoded_input']:
decoded_inputs = []
for input_data in call['decoded_input']:
decoded_inputs.append({
'n': input_data['soltype'].get('name', ''),
't': input_data['soltype'].get('type', ''),
'v': input_data.get('value', ''),
})
condensed_call['r'] = decoded_inputs
if 'decoded_output' in call and call['decoded_output']:
decoded_outputs = []
for output_data in call['decoded_output']:
decoded_outputs.append({
'n': output_data['soltype'].get('name', ''),
't': output_data['soltype'].get('type', ''),
'v': output_data.get('value', ''),
})
condensed_call['o'] = decoded_outputs
subcalls = call.get('calls', [])
if subcalls:
condensed_call['s'] = await condense_calls(subcalls)
condensed_calls.append(condensed_call)
return condensed_calls
async def condense_asset_changes(asset_changes):
condensed_asset_changes = []
for asset_change in asset_changes:
condensed_asset_change = {
'p': asset_change.get('type', ''),
'a': asset_change.get('from', ''),
'z': asset_change.get('to', ''),
'q': asset_change.get('amount', ''),
'd': asset_change.get('dollar_value', ''),
}
token_info = asset_change.get('token_info', {})
if token_info:
condensed_asset_change['g'] = token_info.get('standard', '')
condensed_asset_change['h'] = token_info.get('type', '')
condensed_asset_change['i'] = token_info.get('symbol', '')
condensed_asset_change['j'] = token_info.get('name', '')
condensed_asset_change['k'] = token_info.get('decimals', '')
condensed_asset_change['l'] = token_info.get('contract_address', '')
condensed_asset_changes.append(condensed_asset_change)
return condensed_asset_changes
async def get_block_ranges_for_date_range(start_day, end_day, network):
blocks_table = NETWORK_CONFIGS[network]['blocks_table']
query = f"""
SELECT
MIN(number) AS min_block,
MAX(number) AS max_block,
STRING(DATE(timestamp)) AS day
FROM `{blocks_table}`
WHERE
TIMESTAMP_TRUNC(timestamp, DAY) >= TIMESTAMP('{start_day}')
AND TIMESTAMP_TRUNC(timestamp, DAY) < TIMESTAMP('{end_day}')
GROUP BY day
ORDER BY day
"""
query_job = bigquery_client.query(query)
logging.info(f"Job {query_job.job_id} started.")
block_ranges = {}
for row in query_job:
block_ranges[row['day']] = {
'start': row['min_block'],
'end': row['max_block'],
}
return block_ranges
async def query_transactions(start_day, end_day, start_block, end_block, network):
transactions_table = NETWORK_CONFIGS[network]['table']
query = f"""
SELECT
`hash`,
block_number,
from_address,
to_address,
gas,
value,
input,
transaction_index
FROM `{transactions_table}`
WHERE
block_timestamp >= TIMESTAMP('{start_day}')
AND block_timestamp < TIMESTAMP('{end_day}')
AND block_number >= {start_block}
AND block_number <= {end_block}
"""
query_job = bigquery_client.query(query)
logging.info(f"Job {query_job.job_id} started.")
return list(query_job)
async def clean_calltrace(calltrace, depth=0):
traces = []
for call in calltrace:
trace = {
'contract_name': call.get('contract_name', ''),
'function': call.get('function_name', ''),
'from': call.get('from', ''),
'from_balance': call.get('from_balance', ''),
'to': call.get('to', ''),
'input': call.get('input', ''),
'output': call.get('output', ''),
'value': call.get('value', ''),
}
if trace["function"]=="approve":
token_address=w3.to_checksum_address(call["to"])
abi='[ { "inputs":[ ], "name":"decimals", "outputs":[ { "internalType":"uint8", "name":"", "type":"uint8" } ], "stateMutability":"view", "type":"function" } ]'
contract = w3.eth.contract(address=token_address, abi=abi)
try:
trace['decimals'] = await contract.functions.decimals().call()
except:
logging.info("Web3 call failed: " + str(token_address))
if 'error' in call:
trace['error'] = call.get('error', '')
if 'caller' in call:
trace['caller'] = call['caller'].get('address', '')
trace['caller_balance'] = call['caller'].get('balance', '')
if 'decoded_input' in call:
decoded_inputs = []
for input_data in call['decoded_input']:
input_name = input_data['soltype'].get('name', ''),
input_type = input_data['soltype'].get('type', ''),
input_value = input_data.get('value', '')
decimals = trace.get('decimals')
if input_value and decimals and int(decimals) > 0 and (input_name=="amount" or input_name=="_value"):
input_value = str(int(input_value) / 10**int(decimals))
decoded_inputs.append({
'name': input_name,
'type': input_type,
'value': input_value,
})
trace['decoded_input'] = decoded_inputs
if 'decoded_output' in call and call['decoded_output']:
decoded_outputs = []
for output_data in call['decoded_output']:
decoded_outputs.append({
'name': output_data['soltype'].get('name', ''),
'type': output_data['soltype'].get('type', ''),
'value': output_data.get('value', ''),
})
trace['decoded_output'] = decoded_outputs
subcalls = call.get('calls', [])
if subcalls and depth < 2:
trace['calls'] = await clean_calltrace(subcalls, depth + 1)
traces.append(trace)
return traces
async def extract_useful_fields(sim_data):
result = {}
result['call_trace'] = []
result['asset_changes'] = []
call_trace = []
asset_changes = []
if 'transaction' in sim_data:
result['hash'] = sim_data['transaction'].get('hash')
result['status'] = sim_data['transaction'].get('status', True)
if result['status'] == False:
if 'simulation' in sim_data:
result['error'] = sim_data['simulation'].get('error_message', '')
if 'transaction_info' in sim_data['transaction']:
call_trace = sim_data['transaction']['transaction_info'].get('call_trace')
asset_changes = sim_data['transaction']['transaction_info'].get('asset_changes')
sim_data = None # Free up memory
if call_trace:
result['call_trace'] = await clean_calltrace([call_trace])
if asset_changes:
for asset_change in asset_changes:
asset_change_summary = {
'type': asset_change.get('type', ''),
'from': asset_change.get('from', ''),
'to': asset_change.get('to', ''),
'amount': asset_change.get('amount', ''),
'dollar_value': asset_change.get('dollar_value', ''),
'token_info': {
'standard': asset_change.get('token_info', {}).get('standard', ''),
'type': asset_change.get('token_info', {}).get('type', ''),
'symbol': asset_change.get('token_info', {}).get('symbol', ''),
'name': asset_change.get('token_info', {}).get('name', ''),
'decimals': asset_change.get('token_info', {}).get('decimals', ''),
'contract_address': asset_change.get('token_info', {}).get('contract_address', ''),
},
}
result['asset_changes'].append(asset_change_summary)
return result
async def apply_logs(sim_data):
result=sim_data
logging.info("Applying logs for edge cases")
try:
transfers=[]
tokens={}
tx_hash=sim_data["hash"]
receipt= await w3.eth.get_transaction_receipt(tx_hash)
logs=receipt["logs"]
for log in logs:
topic0=log["topics"][0].hex()
if topic0=="0xddf252ad1be2c89b69c2b068fc378daa952ba7f163c4a11628f55a4df523b3ef":
transfer_from="0x"+w3.to_hex(log["topics"][1])[26:]
transfer_to="0x"+w3.to_hex(log["topics"][2])[26:]
transfer_amount=w3.to_int(log["data"])
token_address=log["address"]
if token_address not in tokens:
token_address_contract=w3.to_checksum_address(token_address)
abi='[{"constant": true,"inputs": [],"name": "name","outputs": [{"name": "","type": "string"}],"payable": false,"stateMutability": "view","type": "function"},{"constant": false,"inputs": [{"name": "_spender","type": "address"},{"name": "_value","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": "_from","type": "address"},{"name": "_to","type": "address"},{"name": "_value","type": "uint256"}],"name": "transferFrom","outputs": [{"name": "","type": "bool"}],"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": "_owner","type": "address"}],"name": "balanceOf","outputs": [{"name": "balance","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": "_to","type": "address"},{"name": "_value","type": "uint256"}],"name": "transfer","outputs": [{"name": "","type": "bool"}],"payable": false,"stateMutability": "nonpayable","type": "function"},{"constant": true,"inputs": [{"name": "_owner","type": "address"},{"name": "_spender","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": "owner","type": "address"},{"indexed": true,"name": "spender","type": "address"},{"indexed": false,"name": "value","type": "uint256"}],"name": "Approval","type": "event"},{"anonymous": false,"inputs": [{"indexed": true,"name": "from","type": "address"},{"indexed": true,"name": "to","type": "address"},{"indexed": false,"name": "value","type": "uint256"}],"name": "Transfer","type": "event"}]'
contract = w3.eth.contract(address=token_address_contract, abi=abi)
token_decimals= await contract.functions.decimals().call()
token_name= await contract.functions.name().call()
token_symbol= await contract.functions.symbol().call()
token_obj={
"name": token_name,
"symbol" : token_symbol,
"decimals" : int(token_decimals)
}
tokens[token_address]=token_obj
transfer_obj={
"token_address": token_address,
"from" : transfer_from,
"to" : transfer_to,
"amount" : decimal.Decimal(transfer_amount)/decimal.Decimal(10**tokens[token_address]["decimals"]),
"token_name" : tokens[token_address]["name"],
"token_symbol" : tokens[token_address]["symbol"],
"token_decimals" : tokens[token_address]["decimals"]
}
transfers.append(transfer_obj)
for asset_change in result["asset_changes"]:
if asset_change["amount"] is None:
token_address=asset_change["token_info"]["contract_address"]
transfer_from=asset_change["from"]
transfer_to=asset_change["to"]
for transfer in transfers:
if (transfer["from"]==transfer_from and transfer["to"]==transfer_to and transfer["token_address"].lower()==token_address.lower()):
asset_change["amount"]=str(transfer["amount"])
asset_change["token_info"]["symbol"]=transfer["token_symbol"]
asset_change["token_info"]["name"]=transfer["token_name"]
asset_change["token_info"]["decimals"]=transfer["token_decimals"]
asset_change["token_info"]["type"]="Fungible"
except :
logging.error ("Error in web3 call - logs: " + str(tx_hash) )
return result
async def get_cached_simulation(tx_hash, network):
blob = bucket.blob(f'{network}/transactions/simulations/trimmed/{tx_hash}.json')
if blob.exists():
return json.loads(blob.download_as_string())
return None
async def fetch_tenderly_simulation(tx_details, tenderly_account_slug, tenderly_project_slug, tenderly_access_key, session):
async with session.post(
f'https://api.tenderly.co/api/v1/account/{tenderly_account_slug}/project/{tenderly_project_slug}/simulate',
json=tx_details,
headers={'X-Access-Key': tenderly_access_key}
) as response:
return await response.json()
async def simulate_transaction(tx_hash, block_number, from_address, to_address, gas, value, input_data, tx_index, network):
tenderly_account_slug = os.getenv('TENDERLY_ACCOUNT_SLUG')
tenderly_project_slug = os.getenv('TENDERLY_PROJECT_SLUG')
tenderly_access_key = os.getenv('TENDERLY_ACCESS_KEY')
labels_dataset = os.getenv('LABELS_DATASET')
tx_details = {
'network_id': NETWORK_CONFIGS[network]['network_id'],
'block_number': block_number,
'from': from_address,
'to': to_address,
'gas': gas,
'value': value,
'input': input_data,
'transaction_index': tx_index,
'simulation_type': 'full',
'generate_access_list': True,
}
async with aiohttp.ClientSession() as session:
logging.info(f'Simulating transaction: {tx_hash}')
sim_data = await fetch_tenderly_simulation(tx_details, tenderly_account_slug, tenderly_project_slug, tenderly_access_key, session)
if sim_data and 'transaction' in sim_data:
sim_data['transaction']['hash'] = tx_hash
if 'transaction_info' in sim_data['transaction']:
sim_data['transaction']['transaction_info']['transaction_id'] = tx_hash
if 'call_trace' in sim_data['transaction']['transaction_info']:
sim_data['transaction']['transaction_info']['call_trace']['hash'] = tx_hash
try:
blob = bucket.blob(f'{network}/transactions/simulations/full/{tx_hash}.json')
blob.upload_from_string(json.dumps(sim_data))
logging.info(f'{tx_hash} full simulation written successfully to bucket')
except Exception as e:
logging.error(f'Error uploading full simulation for {tx_hash}: {str(e)}')
trimmed = await extract_useful_fields(sim_data)
# trimmed_logs_applied = await apply_logs(trimmed_decimals)
# Fast labeling available only for Ethereum at the moment
if network == "ethereum":
trimmed = await add_labels(trimmed, labels_dataset, bigquery_client)
try:
blob = bucket.blob(f'{network}/transactions/simulations/trimmed/{tx_hash}.json')
blob.upload_from_string(json.dumps(trimmed))
logging.info(f'{tx_hash} trimmed simulation written successfully to bucket')
except Exception as e:
logging.error(f'Error uploading trimmed simulation for {tx_hash}: {str(e)}')
return trimmed
return None
async def main(start_day, end_day, network):
block_ranges = await get_block_ranges_for_date_range(start_day, end_day, network)
current_day = datetime.strptime(start_day, '%Y-%m-%d')
end_date = datetime.strptime(end_day, '%Y-%m-%d')
while current_day <= end_date:
day = current_day.strftime('%Y-%m-%d')
next_day = (current_day + timedelta(days=1)).strftime('%Y-%m-%d')
day_block_range = block_ranges[day]
block_number = day_block_range['start']
while block_number <= day_block_range['end']:
logging.info(f"{day}: Querying transactions for block range {block_number} - {block_number + 1000}")
transactions = await query_transactions(day, next_day, block_number, block_number + 1000, network)
for tx in transactions:
await simulate_transaction(
tx['hash'],
tx['block_number'],
tx['from_address'],
tx['to_address'],
tx['gas'],
str(tx['value']),
tx['input'],
tx['transaction_index'],
network
)
await sleep(0.2)
await sleep(1)
block_number += 1000
current_day += timedelta(days=1)
if __name__ == '__main__':
parser = argparse.ArgumentParser(description='Blockchain Transaction Simulator')
parser.add_argument('-s', '--start', type=str, default=(datetime.today() - timedelta(days=1)).strftime('%Y-%m-%d'),
help='Start day for transaction simulation (default: yesterday)')
parser.add_argument('-e', '--end', type=str, default=datetime.today().strftime('%Y-%m-%d'),
help='End day for transaction simulation (default: today)')
parser.add_argument('-n', '--network', type=str, default='ethereum', choices=['ethereum', 'arbitrum', 'avalanche', 'optimism'],
help='Blockchain network to simulate transactions for (default: ethereum)')
args = parser.parse_args()
start_day = args.start
end_day = args.end
network = args.network
asyncio.run(main(start_day, end_day, network))