|
| 1 | +import re |
| 2 | +from functools import partial, reduce |
| 3 | +from pandas import DataFrame |
| 4 | +from typing import Iterable, Callable |
| 5 | +from harp.model import Model, Register |
| 6 | +from harp.io import read |
| 7 | + |
| 8 | +_camel_to_snake_regex = re.compile(r"(?<!^)(?=[A-Z])") |
| 9 | + |
| 10 | + |
| 11 | +class Reader: |
| 12 | + register: Register |
| 13 | + read: Callable[[str], DataFrame] |
| 14 | + |
| 15 | + def __init__(self, register: Register, read: Callable[[str], DataFrame]) -> None: |
| 16 | + self.register = register |
| 17 | + self.read = read |
| 18 | + |
| 19 | + |
| 20 | +def compose(f, g): |
| 21 | + return lambda *a, **kw: f(g(*a, **kw)) |
| 22 | + |
| 23 | + |
| 24 | +def id_camel_to_snake(id: str): |
| 25 | + return _camel_to_snake_regex.sub("_", id).lower() |
| 26 | + |
| 27 | + |
| 28 | +def keys_camel_to_snake(keys: Iterable[str]): |
| 29 | + return [id_camel_to_snake(k) for k in keys] |
| 30 | + |
| 31 | + |
| 32 | +def create_bitreader(mask): |
| 33 | + return lambda xs: ((xs & mask) != 0) |
| 34 | + |
| 35 | + |
| 36 | +def create_reader(device: Model, name: str): |
| 37 | + register = device.registers[name] |
| 38 | + reader = read |
| 39 | + |
| 40 | + if register.maskType is not None: |
| 41 | + key = register.maskType.root |
| 42 | + bitMask = device.bitMasks.get(key) |
| 43 | + if bitMask is not None: |
| 44 | + lookup = [ |
| 45 | + (id_camel_to_snake(k), create_bitreader(v.root)) |
| 46 | + for k, v in bitMask.bits.items() |
| 47 | + ] |
| 48 | + |
| 49 | + def unpack(df): |
| 50 | + return DataFrame({n: f(df[0]) for n, f in lookup}, index=df.index) |
| 51 | + |
| 52 | + reader = compose(unpack, reader) |
| 53 | + return Reader(register, reader) |
| 54 | + |
| 55 | + groupMask = device.groupMasks.get(key) |
| 56 | + if groupMask is not None: |
| 57 | + name = id_camel_to_snake(name) |
| 58 | + lookup = {value.root: name for name, value in groupMask.values.items()} |
| 59 | + reader = partial(reader, columns=[name]) |
| 60 | + reader = compose(lambda df: df.map(lambda x: lookup[x]), reader) |
| 61 | + return Reader(register, reader) |
| 62 | + |
| 63 | + if register.payloadSpec is not None: |
| 64 | + columns = register.payloadSpec.keys() |
| 65 | + columns = keys_camel_to_snake(columns) |
| 66 | + reader = partial(reader, columns=columns) |
| 67 | + return Reader(register, reader) |
| 68 | + |
| 69 | + columns = [id_camel_to_snake(name)] |
| 70 | + reader = partial(reader, columns=columns) |
| 71 | + return Reader(register, reader) |
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