def extract_csv_column(input, output, column): """Extracts column from given CSV file. Deprecated - use extract_field.""" set_max_field_size_limit() with smart_open(input, 'r') as input_file, smart_open(output, 'w') as output_file: reader = csv.DictReader(input_file) for row in reader: output_file.write(row[column] + '\n')
def extract_csv_column_unique(input, output, column): set_max_field_size_limit() with smart_open(input, 'r') as input_file, smart_open(output, 'w') as output_file: reader = csv.DictReader(input_file) seen = set() # set for fast O(1) amortized lookup for row in reader: if row[column] in seen: continue seen.add(row[column]) output_file.write(row[column] + '\n')
def filter_items(input, output, predicate): eval_environment = globals() if 'datetime' in predicate: import datetime eval_environment['datetime'] = datetime """Filters given JSON lines file by predicate.""" # TODO: Add support for CSV with smart_open(input, 'r') as input_file, smart_open(output, 'w') as output_file: for line in input_file: item = json.loads(line) if eval(predicate, eval_environment, {'item': item}): output_file.write(json.dumps(item) + '\n')
def export_contracts(batch_size, receipts, output, max_workers, provider_uri, chain='ethereum'): """Exports contracts bytecode and sighashes.""" check_classic_provider_uri(chain, provider_uri) with smart_open(receipts, 'r') as receipts_file: contracts_iterable = ( { "contract_address": json.loads(receipt)["contract_address"].strip(), "block_number": json.loads(receipt)["block_number"] } for receipt in receipts_file if json.loads(receipt)["contract_address"] is not None) job = ExportContractsJob( contracts_iterable=contracts_iterable, batch_size=batch_size, batch_web3_provider=ThreadLocalProxy( lambda: get_provider_from_uri(provider_uri, batch=True)), item_exporter=contracts_item_exporter(output), max_workers=max_workers) job.run()
def extract_tokens(contracts, provider_uri, output, max_workers, values_as_strings=False): """Extracts tokens from contracts file.""" set_max_field_size_limit() with smart_open(contracts, 'r') as contracts_file: if contracts.endswith('.json'): contracts_iterable = (json.loads(line) for line in contracts_file) else: contracts_iterable = csv.DictReader(contracts_file) converters = [ IntToStringItemConverter(keys=['decimals', 'total_supply']) ] if values_as_strings else [] job = ExtractTokensJob( contracts_iterable=contracts_iterable, web3=ThreadLocalProxy( lambda: Web3(get_provider_from_uri(provider_uri))), max_workers=max_workers, item_exporter=tokens_item_exporter(output, converters)) job.run()
def get_block_range_for_date(provider_uri, date, output): """Outputs start and end blocks for given date.""" eos_rpc = EosRpc(provider_uri) btc_service = BtcBlockRangeService(eos_rpc) start_block, end_block = btc_service.get_block_range_for_date(date) with smart_open(output, 'w') as output_file: output_file.write('{},{}\n'.format(start_block, end_block))
def get_block_range_for_date(provider_uri, date, output, chain='ethereum'): """Outputs start and end blocks for given date.""" provider_uri = check_classic_provider_uri(chain, provider_uri) provider = get_provider_from_uri(provider_uri) web3 = Web3(provider) eth_service = EthService(web3) start_block, end_block = eth_service.get_block_range_for_date(date) with smart_open(output, 'w') as output_file: output_file.write('{},{}\n'.format(start_block, end_block))
def export_tokens(token_addresses, output, max_workers, provider_uri, chain='ethereum'): """Exports ERC20/ERC721 tokens.""" provider_uri = check_classic_provider_uri(chain, provider_uri) with smart_open(token_addresses, 'r') as token_addresses_file: job = ExportTokensJob( token_addresses_iterable=(token_address.strip() for token_address in token_addresses_file), web3=ThreadLocalProxy(lambda: Web3(get_provider_from_uri(provider_uri))), item_exporter=tokens_item_exporter(output), max_workers=max_workers) job.run()
def get_block_range_for_date(provider_uri, date, start_hour, end_hour, output): """Outputs start and end blocks for given date.""" if start_hour > end_hour: raise ValueError('end_hour should be greater than or equal to start_hour') bitcoin_rpc = BitcoinRpc(provider_uri) btc_service = BtcBlockRangeService(bitcoin_rpc) start_block, end_block = btc_service.get_block_range_for_date(date, start_hour, end_hour) with smart_open(output, 'w') as output_file: output_file.write('{},{}\n'.format(start_block, end_block))
def export_contracts(batch_size, contract_addresses, output, max_workers, provider_uri, chain='ethereum'): """Exports contracts bytecode and sighashes.""" check_classic_provider_uri(chain, provider_uri) with smart_open(contract_addresses, 'r') as contract_addresses_file: contract_addresses = (contract_address.strip() for contract_address in contract_addresses_file if contract_address.strip()) job = ExportContractsJob( contract_addresses_iterable=contract_addresses, batch_size=batch_size, batch_web3_provider=ThreadLocalProxy(lambda: get_provider_from_uri(provider_uri, batch=True)), item_exporter=contracts_item_exporter(output), max_workers=max_workers) job.run()
def extract_token_transfers(logs, batch_size, output, max_workers): """Extracts ERC20/ERC721 transfers from logs file.""" with smart_open(logs, 'r') as logs_file: if logs.endswith('.json'): logs_reader = (json.loads(line) for line in logs_file) else: logs_reader = csv.DictReader(logs_file) job = ExtractTokenTransfersJob( logs_iterable=logs_reader, batch_size=batch_size, max_workers=max_workers, item_exporter=token_transfers_item_exporter(output)) job.run()
def extract_geth_traces(input, batch_size, output, max_workers): """Extracts geth traces from JSON lines file.""" with smart_open(input, 'r') as geth_traces_file: if input.endswith('.json'): traces_iterable = (json.loads(line) for line in geth_traces_file) else: traces_iterable = (trace for trace in csv.DictReader(geth_traces_file)) job = ExtractGethTracesJob(traces_iterable=traces_iterable, batch_size=batch_size, max_workers=max_workers, item_exporter=traces_item_exporter(output)) job.run()
def export_receipts_and_logs(batch_size, transactions, provider_uri, max_workers, receipts_output, logs_output, chain='ethereum'): """Exports receipts and logs.""" provider_uri = check_classic_provider_uri(chain, provider_uri) with smart_open(transactions, 'r') as transactions_file: job = ExportReceiptsJob( transaction_hashes_iterable=(json.loads(transaction)['hash'].strip() for transaction in transactions_file), batch_size=batch_size, batch_web3_provider=ThreadLocalProxy(lambda: get_provider_from_uri(provider_uri, batch=True)), max_workers=max_workers, item_exporter=receipts_and_logs_item_exporter(receipts_output, logs_output), export_receipts=receipts_output is not None, export_logs=logs_output is not None) job.run()
def enrich_transactions(batch_size, provider_uri, max_workers, transactions_input, transactions_output, chain): """Enrich transactions.""" with smart_open(transactions_input, 'r') as transactions_input_file: job = EnrichTransactionsJob( transactions_iterable=(json.loads(transaction) for transaction in transactions_input_file), batch_size=batch_size, bitcoin_rpc=ThreadLocalProxy(lambda: BitcoinRpc(provider_uri)), max_workers=max_workers, item_exporter=blocks_and_transactions_item_exporter( None, transactions_output), chain=chain) job.run()
def extract_token_transfers(logs, batch_size, output, max_workers, values_as_strings=False): """Extracts ERC20/ERC721 transfers from logs file.""" with smart_open(logs, 'r') as logs_file: if logs.endswith('.json'): logs_reader = (json.loads(line) for line in logs_file) else: logs_reader = csv.DictReader(logs_file) converters = [IntToStringItemConverter(keys=['value'])] if values_as_strings else [] job = ExtractTokenTransfersJob( logs_iterable=logs_reader, batch_size=batch_size, max_workers=max_workers, item_exporter=token_transfers_item_exporter(output, converters=converters)) job.run()
def get_block_range_for_timestamps(provider_uri, start_timestamp, end_timestamp, output, chain='ethereum'): """Outputs start and end blocks for given timestamps.""" provider_uri = check_classic_provider_uri(chain, provider_uri) provider = get_provider_from_uri(provider_uri) web3 = Web3(provider) web3.middleware_stack.inject(geth_poa_middleware, layer=0) eth_service = EthService(web3) start_block, end_block = eth_service.get_block_range_for_timestamps( start_timestamp, end_timestamp) with smart_open(output, 'w') as output_file: output_file.write('{},{}\n'.format(start_block, end_block))
def extract_tokens(contracts, provider_uri, output, max_workers): """Extracts tokens from contracts file.""" set_max_field_size_limit() with smart_open(contracts, 'r') as contracts_file: if contracts.endswith('.json'): contracts_iterable = (json.loads(line) for line in contracts_file) else: contracts_iterable = csv.DictReader(contracts_file) job = ExtractTokensJob( contracts_iterable=contracts_iterable, web3=ThreadLocalProxy(lambda: Web3(get_provider_from_uri(provider_uri))), max_workers=max_workers, item_exporter=tokens_item_exporter(output)) job.run()
def extract_contracts(traces, batch_size, output, max_workers): """Extracts contracts from traces file.""" set_max_field_size_limit() with smart_open(traces, 'r') as traces_file: if traces.endswith('.json'): traces_iterable = (json.loads(line) for line in traces_file) else: traces_iterable = csv.DictReader(traces_file) job = ExtractContractsJob( traces_iterable=traces_iterable, batch_size=batch_size, max_workers=max_workers, item_exporter=contracts_item_exporter(output)) job.run()
def export_tokens(contracts, output, max_workers, provider_uri, chain='ethereum'): """Exports ERC20/ERC721 tokens.""" provider_uri = check_classic_provider_uri(chain, provider_uri) web3 = Web3(get_provider_from_uri(provider_uri)) web3.middleware_stack.inject(geth_poa_middleware, layer=0) with smart_open(contracts, 'r') as contracts_file: tokens_iterable = ({ "contract_address": contract["address"].strip(), "block_number": contract["block_number"] } for contract in (json.loads(contract) for contract in contracts_file) if contract["is_erc20"] or contract["is_erc721"]) job = ExportTokensJob(tokens_iterable=tokens_iterable, web3=ThreadLocalProxy(lambda: web3), item_exporter=tokens_item_exporter(output), max_workers=max_workers) job.run()
def read_last_synced_block(file): with smart_open(file, 'r') as last_synced_block_file: return int(last_synced_block_file.read())
def extract_field(input_file, output_file, field): with get_item_iterable(input_file) as item_iterable, smart_open(output_file, 'w') as output: for item in item_iterable: output.write(item[field] + '\n')
def write_to_file(file, content): with smart_open(file, 'w') as file_handle: file_handle.write(content)
def export_all_common(partitions, output_dir, provider_uri, max_workers, batch_size): for batch_start_block, batch_end_block, partition_dir in partitions: # # # start # # # start_time = time() padded_batch_start_block = str(batch_start_block).zfill(8) padded_batch_end_block = str(batch_end_block).zfill(8) block_range = '{padded_batch_start_block}-{padded_batch_end_block}'.format( padded_batch_start_block=padded_batch_start_block, padded_batch_end_block=padded_batch_end_block, ) file_name_suffix = '{padded_batch_start_block}_{padded_batch_end_block}'.format( padded_batch_start_block=padded_batch_start_block, padded_batch_end_block=padded_batch_end_block, ) # # # blocks_and_transactions # # # blocks_output_dir = '{output_dir}/blocks{partition_dir}'.format( output_dir=output_dir, partition_dir=partition_dir, ) os.makedirs(os.path.dirname(blocks_output_dir), exist_ok=True) transactions_output_dir = '{output_dir}/transactions{partition_dir}'.format( output_dir=output_dir, partition_dir=partition_dir, ) os.makedirs(os.path.dirname(transactions_output_dir), exist_ok=True) blocks_file = '{blocks_output_dir}/blocks_{file_name_suffix}.csv'.format( blocks_output_dir=blocks_output_dir, file_name_suffix=file_name_suffix, ) transactions_file = '{transactions_output_dir}/transactions_{file_name_suffix}.csv'.format( transactions_output_dir=transactions_output_dir, file_name_suffix=file_name_suffix, ) logger.info('Exporting blocks {block_range} to {blocks_file}'.format( block_range=block_range, blocks_file=blocks_file, )) logger.info( 'Exporting transactions from blocks {block_range} to {transactions_file}' .format( block_range=block_range, transactions_file=transactions_file, )) job = ExportBlocksJob( start_block=batch_start_block, end_block=batch_end_block, batch_size=batch_size, batch_web3_provider=ThreadLocalProxy( lambda: get_provider_from_uri(provider_uri, batch=True)), max_workers=max_workers, item_exporter=blocks_and_transactions_item_exporter( blocks_file, transactions_file), export_blocks=blocks_file is not None, export_transactions=transactions_file is not None) job.run() # # # token_transfers # # # token_transfers_file = None if is_log_filter_supported(provider_uri): token_transfers_output_dir = '{output_dir}/token_transfers{partition_dir}'.format( output_dir=output_dir, partition_dir=partition_dir, ) os.makedirs(os.path.dirname(token_transfers_output_dir), exist_ok=True) token_transfers_file = '{token_transfers_output_dir}/token_transfers_{file_name_suffix}.csv'.format( token_transfers_output_dir=token_transfers_output_dir, file_name_suffix=file_name_suffix, ) logger.info( 'Exporting ERC20 transfers from blocks {block_range} to {token_transfers_file}' .format( block_range=block_range, token_transfers_file=token_transfers_file, )) job = ExportTokenTransfersJob( start_block=batch_start_block, end_block=batch_end_block, batch_size=batch_size, web3=ThreadLocalProxy( lambda: Web3(get_provider_from_uri(provider_uri))), item_exporter=token_transfers_item_exporter( token_transfers_file), max_workers=max_workers) job.run() # # # receipts_and_logs # # # cache_output_dir = '{output_dir}/.tmp{partition_dir}'.format( output_dir=output_dir, partition_dir=partition_dir, ) os.makedirs(os.path.dirname(cache_output_dir), exist_ok=True) transaction_hashes_file = '{cache_output_dir}/transaction_hashes_{file_name_suffix}.csv'.format( cache_output_dir=cache_output_dir, file_name_suffix=file_name_suffix, ) logger.info( 'Extracting hash column from transaction file {transactions_file}'. format(transactions_file=transactions_file, )) extract_csv_column_unique(transactions_file, transaction_hashes_file, 'hash') receipts_output_dir = '{output_dir}/receipts{partition_dir}'.format( output_dir=output_dir, partition_dir=partition_dir, ) os.makedirs(os.path.dirname(receipts_output_dir), exist_ok=True) logs_output_dir = '{output_dir}/logs{partition_dir}'.format( output_dir=output_dir, partition_dir=partition_dir, ) os.makedirs(os.path.dirname(logs_output_dir), exist_ok=True) receipts_file = '{receipts_output_dir}/receipts_{file_name_suffix}.csv'.format( receipts_output_dir=receipts_output_dir, file_name_suffix=file_name_suffix, ) logs_file = '{logs_output_dir}/logs_{file_name_suffix}.csv'.format( logs_output_dir=logs_output_dir, file_name_suffix=file_name_suffix, ) logger.info( 'Exporting receipts and logs from blocks {block_range} to {receipts_file} and {logs_file}' .format( block_range=block_range, receipts_file=receipts_file, logs_file=logs_file, )) with smart_open(transaction_hashes_file, 'r') as transaction_hashes: job = ExportReceiptsJob( transaction_hashes_iterable=( transaction_hash.strip() for transaction_hash in transaction_hashes), batch_size=batch_size, batch_web3_provider=ThreadLocalProxy( lambda: get_provider_from_uri(provider_uri, batch=True)), max_workers=max_workers, item_exporter=receipts_and_logs_item_exporter( receipts_file, logs_file), export_receipts=receipts_file is not None, export_logs=logs_file is not None) job.run() # # # contracts # # # contract_addresses_file = '{cache_output_dir}/contract_addresses_{file_name_suffix}.csv'.format( cache_output_dir=cache_output_dir, file_name_suffix=file_name_suffix, ) logger.info( 'Extracting contract_address from receipt file {receipts_file}'. format(receipts_file=receipts_file)) extract_csv_column_unique(receipts_file, contract_addresses_file, 'contract_address') contracts_output_dir = '{output_dir}/contracts{partition_dir}'.format( output_dir=output_dir, partition_dir=partition_dir, ) os.makedirs(os.path.dirname(contracts_output_dir), exist_ok=True) contracts_file = '{contracts_output_dir}/contracts_{file_name_suffix}.csv'.format( contracts_output_dir=contracts_output_dir, file_name_suffix=file_name_suffix, ) logger.info( 'Exporting contracts from blocks {block_range} to {contracts_file}' .format( block_range=block_range, contracts_file=contracts_file, )) with smart_open(contract_addresses_file, 'r') as contract_addresses_file: contract_addresses = ( contract_address.strip() for contract_address in contract_addresses_file if contract_address.strip()) job = ExportContractsJob( contract_addresses_iterable=contract_addresses, batch_size=batch_size, batch_web3_provider=ThreadLocalProxy( lambda: get_provider_from_uri(provider_uri, batch=True)), item_exporter=contracts_item_exporter(contracts_file), max_workers=max_workers) job.run() # # # tokens # # # if token_transfers_file is not None: token_addresses_file = '{cache_output_dir}/token_addresses_{file_name_suffix}'.format( cache_output_dir=cache_output_dir, file_name_suffix=file_name_suffix, ) logger.info( 'Extracting token_address from token_transfers file {token_transfers_file}' .format(token_transfers_file=token_transfers_file, )) extract_csv_column_unique(token_transfers_file, token_addresses_file, 'token_address') tokens_output_dir = '{output_dir}/tokens{partition_dir}'.format( output_dir=output_dir, partition_dir=partition_dir, ) os.makedirs(os.path.dirname(tokens_output_dir), exist_ok=True) tokens_file = '{tokens_output_dir}/tokens_{file_name_suffix}.csv'.format( tokens_output_dir=tokens_output_dir, file_name_suffix=file_name_suffix, ) logger.info( 'Exporting tokens from blocks {block_range} to {tokens_file}'. format( block_range=block_range, tokens_file=tokens_file, )) with smart_open(token_addresses_file, 'r') as token_addresses: job = ExportTokensJob( token_addresses_iterable=( token_address.strip() for token_address in token_addresses), web3=ThreadLocalProxy( lambda: Web3(get_provider_from_uri(provider_uri))), item_exporter=tokens_item_exporter(tokens_file), max_workers=max_workers) job.run() # # # finish # # # shutil.rmtree(os.path.dirname(cache_output_dir)) end_time = time() time_diff = round(end_time - start_time, 5) logger.info( 'Exporting blocks {block_range} took {time_diff} seconds'.format( block_range=block_range, time_diff=time_diff, ))
def export_all(chain, partitions, output_dir, provider_uri, max_workers, batch_size, enrich): for batch_start_block, batch_end_block, partition_dir, *args in partitions: # # # start # # # start_time = time() padded_batch_start_block = str(batch_start_block).zfill(8) padded_batch_end_block = str(batch_end_block).zfill(8) block_range = '{padded_batch_start_block}-{padded_batch_end_block}'.format( padded_batch_start_block=padded_batch_start_block, padded_batch_end_block=padded_batch_end_block, ) file_name_suffix = '{padded_batch_start_block}_{padded_batch_end_block}'.format( padded_batch_start_block=padded_batch_start_block, padded_batch_end_block=padded_batch_end_block, ) # # # blocks_and_transactions # # # blocks_output_dir = '{output_dir}/blocks{partition_dir}'.format( output_dir=output_dir, partition_dir=partition_dir, ) os.makedirs(os.path.dirname(blocks_output_dir), exist_ok=True) transactions_output_dir = '{output_dir}/transactions{partition_dir}'.format( output_dir=output_dir, partition_dir=partition_dir, ) os.makedirs(os.path.dirname(transactions_output_dir), exist_ok=True) blocks_file = '{blocks_output_dir}/blocks_{file_name_suffix}.json'.format( blocks_output_dir=blocks_output_dir, file_name_suffix=file_name_suffix, ) transactions_file = '{transactions_output_dir}/transactions_{file_name_suffix}.json'.format( transactions_output_dir=transactions_output_dir, file_name_suffix=file_name_suffix, ) enriched_transactions_file = '{transactions_output_dir}/enriched_transactions_{file_name_suffix}.json'.format( transactions_output_dir=transactions_output_dir, file_name_suffix=file_name_suffix, ) logger.info('Exporting blocks {block_range} to {blocks_file}'.format( block_range=block_range, blocks_file=blocks_file, )) logger.info( 'Exporting transactions from blocks {block_range} to {transactions_file}' .format( block_range=block_range, transactions_file=transactions_file, )) job = ExportBlocksJob( chain=chain, start_block=batch_start_block, end_block=batch_end_block, batch_size=batch_size, bitcoin_rpc=ThreadLocalProxy(lambda: BitcoinRpc(provider_uri)), max_workers=max_workers, item_exporter=blocks_and_transactions_item_exporter( blocks_file, transactions_file), export_blocks=blocks_file is not None, export_transactions=transactions_file is not None) job.run() if enrich == True: with smart_open(transactions_file, 'r') as transactions_file: job = EnrichTransactionsJob( transactions_iterable=( json.loads(transaction) for transaction in transactions_file), batch_size=batch_size, bitcoin_rpc=ThreadLocalProxy( lambda: BitcoinRpc(provider_uri)), max_workers=max_workers, item_exporter=blocks_and_transactions_item_exporter( None, enriched_transactions_file), chain=chain) job.run() if args is not None and len(args) > 0: date = args[0] logger.info('Filtering blocks {blocks_file} by date {date}'.format( blocks_file=blocks_file, date=date, )) def filter_by_date(item, field): return datetime.datetime.fromtimestamp(item[field]).astimezone(datetime.timezone.utc) \ .strftime('%Y-%m-%d') == date.strftime('%Y-%m-%d') filtered_blocks_file = blocks_file + '.filtered' filter_items(blocks_file, filtered_blocks_file, lambda item: filter_by_date(item, 'timestamp')) shutil.move(filtered_blocks_file, blocks_file) logger.info( 'Filtering transactions {transactions_file} by date {date}'. format( transactions_file=transactions_file, date=date, )) filtered_transactions_file = transactions_file + '.filtered' filter_items(transactions_file, filtered_transactions_file, lambda item: filter_by_date(item, 'block_timestamp')) shutil.move(filtered_transactions_file, transactions_file) # # # finish # # # end_time = time() time_diff = round(end_time - start_time, 5) logger.info( 'Exporting blocks {block_range} took {time_diff} seconds'.format( block_range=block_range, time_diff=time_diff, ))
def get_keccak_hash(input_string, output): """Outputs 32-byte Keccak hash of given string.""" hash = keccak(text=input_string) with smart_open(output, 'w') as output_file: output_file.write('0x{}\n'.format(hash.hex()))
def write_last_synced_block(file, last_synced_block): with smart_open(file, 'w') as last_synced_block_file: return last_synced_block_file.write(str(last_synced_block) + '\n')