"""EVMC is a collection of smart contracts from the ETH blockchain.""" import itertools import os import pyarrow as pa import pyarrow.lib as pl import pyarrow.parquet as pq # META ######################################################################## INPUT_DATASET_PATH = 'bin/ethereum/train/' OUTPUT_DATASET_PATH = 'hex/ethereum/train/' # PARQUET SCHEMA ############################################################## INPUT_SCHEMA = pa.schema(fields=[ pl.field('chain_id', pa.uint64()), pl.field('block_number', pa.uint64()), pl.field('block_hash', pa.large_binary()), pl.field('transaction_hash', pa.large_binary()), pl.field('deployer_address', pa.large_binary()), pl.field('factory_address', pa.large_binary()), pl.field('contract_address', pa.large_binary()), pl.field('creation_bytecode', pa.large_binary()), pl.field('runtime_bytecode', pa.large_binary()), pl.field('creation_sourcecode', pa.large_binary()),]) OUTPUT_SCHEMA = pa.schema(fields=[ pl.field('chain_id', pa.uint64()), pl.field('block_number', pa.uint64()), pl.field('block_hash', pa.string()), pl.field('transaction_hash', pa.string()), pl.field('deployer_address', pa.string()), pl.field('factory_address', pa.string()), pl.field('contract_address', pa.string()), pl.field('creation_bytecode', pa.string()), pl.field('runtime_bytecode', pa.string()), pl.field('creation_sourcecode', pa.string()),]) # GENERIC ##################################################################### def chunk(seq: list, size: int, repeats: bool=True) -> list: __chunks = (seq[__i:__i+size] for __i in range(0, len(seq), size)) return list(__chunks if repeats else set(__chunks)) # ENCODE ###################################################################### def _get_field(record: dict, key: str, default: bytes=b'') -> bytes: __value = record.get(key, default) return default if __value is None else __value def encode_binary_to_hex(record: dict) -> dict: return { 'chain_id': _get_field(record=record, key='chain_id', default=1), 'block_number': _get_field(record=record, key='block_number', default=0), 'block_hash': _get_field(record=record, key='block_hash', default=b'').hex(), 'transaction_hash': _get_field(record=record, key='transaction_hash', default=b'').hex(), 'deployer_address': _get_field(record=record, key='deployer_address', default=b'').hex(), 'factory_address': _get_field(record=record, key='factory_address', default=b'').hex(), 'contract_address': _get_field(record=record, key='contract_address', default=b'').hex(), 'creation_bytecode': _get_field(record=record, key='creation_bytecode', default=b'').hex(), 'runtime_bytecode': _get_field(record=record, key='runtime_bytecode', default=b'').hex(), 'creation_sourcecode': _get_field(record=record, key='creation_sourcecode', default=b'').decode('utf-8'),} # TABLE ####################################################################### def process_batch(batch: pl.RecordBatch) -> list: return [encode_binary_to_hex(record=__r) for __r in batch.to_pylist()] def process_table(table: pl.Table) -> list: # iterate on parquet files / table __rows = [] __batches = list(table.to_batches(max_chunksize=128)) # iterate for __b in __batches: __rows.extend(process_batch(batch=__b)) # convert to pyarrow return __rows # DATASET ##################################################################### def process_dataset(dataset: pq.ParquetDataset, output: str=OUTPUT_DATASET_PATH, schema: pl.Schema=OUTPUT_SCHEMA) -> None: for __f in dataset.fragments: __path = os.path.join(output, os.path.basename(__f.path)) # encode each record __table = pl.Table.from_pylist(process_table(table=__f.to_table()), schema=schema) # save pq.write_table(table=__table, where=__path) # log print('replaced {}'.format(__path)) # MAIN ######################################################################## if __name__ == '__main__': __raw = pq.ParquetDataset(INPUT_DATASET_PATH, schema=INPUT_SCHEMA) process_dataset(dataset=__raw, output=OUTPUT_DATASET_PATH, schema=OUTPUT_SCHEMA)