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Utilities for working with EVM data in polars

Project description

Polars EVM

Utilities for working with EVM data in polars

  • binary ↔ hex conversions
  • keccak
  • abi encoding [TODO]
  • rlp encoding [TODO]

Usage

Polars EVM adds the evm namespace to polars dataframes, series, and expressions. This namespace is registered to polars upon import.

import polars as pl
import polars_evm

addresses = [
    b'\xda\xc1\x7f\x95\x8d.\xe5#\xa2 b\x06\x99E\x97\xc1=\x83\x1e\xc7',
    b'\xa0\xb8i\x91\xc6!\x8b6\xc1\xd1\x9dJ.\x9e\xb0\xce6\x06\xebH',
    b'_\x98\x80ZN\x8b\xe2U\xa3(\x80\xfd\xec\x7fg(\xc6V\x8b\xa0'
]

series = pl.Series('address', addresses)
df = pl.DataFrame(series)

print('hex series:', series.evm.binary_to_hex())
print('hex df:', df.evm.binary_to_hex())
print('hex expr:', df.select(pl.col('address').evm.binary_to_hex()))

output:

hex series: shape: (3,)
Series: 'address' [str]
[
        "0xdac17f958d2e…
        "0xa0b86991c621…
        "0x5f98805a4e8b…
]
hex df: shape: (3, 1)
┌───────────────────────────────────┐
│ address                           │
│ ---                               │
│ str                               │
╞═══════════════════════════════════╡
│ 0xdac17f958d2ee523a2206206994597… │
│ 0xa0b86991c6218b36c1d19d4a2e9eb0… │
│ 0x5f98805a4e8be255a32880fdec7f67… │
└───────────────────────────────────┘
hex expr: shape: (3, 1)
┌───────────────────────────────────┐
│ literal                           │
│ ---                               │
│ str                               │
╞═══════════════════════════════════╡
│ 0xdac17f958d2ee523a2206206994597… │
│ 0xa0b86991c6218b36c1d19d4a2e9eb0… │
│ 0x5f98805a4e8be255a32880fdec7f67… │
└───────────────────────────────────┘

List of namespace entries

# DataFrame namespace
df.evm.binary_to_hex(prefix=True, columns=None)
df.evm.hex_to_binary(prefix=True, columns=None)

# LazyFrame namespace
lf.evm.binary_to_hex(prefix=True, columns=None)
lf.evm.hex_to_binary(prefix=True, columns=None)

# Series namespace
series.evm.binary_to_hex(prefix=True)
series.evm.hex_to_binary(prefix=True)
series.evm.keccak(output='hex', text=False)

# Expression namespace
pl.Expr.evm.binary_to_hex(prefix=True)
pl.Expr.evm.hex_to_binary(prefix=True)
pl.Expr.evm.keccak(output='hex', text=False)

TODO

  • use efficient rust implementations where possible
  • abi encoding
  • rlp encoding

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