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import io |
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from abc import ABC, abstractmethod |
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from io import SEEK_CUR |
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from typing import ( |
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Dict, |
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List, |
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Tuple, |
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Union, |
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cast, |
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) |
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from pyiceberg.avro import STRUCT_DOUBLE, STRUCT_FLOAT |
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from pyiceberg.io import InputStream |
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from pyiceberg.typedef import UTF8 |
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class BinaryDecoder(ABC): |
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"""Decodes bytes into Python physical primitives.""" |
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@abstractmethod |
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def tell(self) -> int: |
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"""Return the current position.""" |
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@abstractmethod |
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def read(self, n: int) -> bytes: |
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"""Read n bytes.""" |
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@abstractmethod |
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def skip(self, n: int) -> None: |
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"""Skip n bytes.""" |
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def read_boolean(self) -> bool: |
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"""Read a value from the stream as a boolean. |
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A boolean is written as a single byte |
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whose value is either 0 (false) or 1 (true). |
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""" |
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return ord(self.read(1)) == 1 |
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def read_int(self) -> int: |
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"""Read an int/long value. |
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int/long values are written using variable-length, zigzag coding. |
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""" |
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b = ord(self.read(1)) |
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n = b & 0x7F |
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shift = 7 |
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while (b & 0x80) != 0: |
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b = ord(self.read(1)) |
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n |= (b & 0x7F) << shift |
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shift += 7 |
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datum = (n >> 1) ^ -(n & 1) |
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return datum |
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def read_ints(self, n: int) -> Tuple[int, ...]: |
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"""Read a list of integers.""" |
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return tuple(self.read_int() for _ in range(n)) |
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def read_int_bytes_dict(self, n: int, dest: Dict[int, bytes]) -> None: |
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"""Read a dictionary of integers for keys and bytes for values into a destination dictionary.""" |
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for _ in range(n): |
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k = self.read_int() |
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v = self.read_bytes() |
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dest[k] = v |
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def read_float(self) -> float: |
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"""Read a value from the stream as a float. |
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A float is written as 4 bytes. |
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The float is converted into a 32-bit integer using a method equivalent to |
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Java's floatToIntBits and then encoded in little-endian format. |
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""" |
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return float(cast(Tuple[float, ...], STRUCT_FLOAT.unpack(self.read(4)))[0]) |
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def read_double(self) -> float: |
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"""Read a value from the stream as a double. |
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A double is written as 8 bytes. |
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The double is converted into a 64-bit integer using a method equivalent to |
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Java's doubleToLongBits and then encoded in little-endian format. |
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""" |
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return float(cast(Tuple[float, ...], STRUCT_DOUBLE.unpack(self.read(8)))[0]) |
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def read_bytes(self) -> bytes: |
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"""Bytes are encoded as a long followed by that many bytes of data.""" |
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num_bytes = self.read_int() |
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return self.read(num_bytes) if num_bytes > 0 else b"" |
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def read_utf8(self) -> str: |
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"""Read an utf-8 encoded string from the stream. |
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A string is encoded as a long followed by |
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that many bytes of UTF-8 encoded character data. |
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""" |
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return self.read_bytes().decode(UTF8) |
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def skip_boolean(self) -> None: |
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self.skip(1) |
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def skip_int(self) -> None: |
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b = ord(self.read(1)) |
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while (b & 0x80) != 0: |
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b = ord(self.read(1)) |
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def skip_float(self) -> None: |
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self.skip(4) |
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def skip_double(self) -> None: |
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self.skip(8) |
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def skip_bytes(self) -> None: |
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self.skip(self.read_int()) |
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def skip_utf8(self) -> None: |
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self.skip_bytes() |
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class StreamingBinaryDecoder(BinaryDecoder): |
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"""Decodes bytes into Python physical primitives.""" |
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__slots__ = "_input_stream" |
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_input_stream: InputStream |
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def __init__(self, input_stream: Union[bytes, InputStream]) -> None: |
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"""Reader is a Python object on which we can call read, seek, and tell.""" |
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if isinstance(input_stream, bytes): |
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self._input_stream = io.BytesIO(input_stream) |
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else: |
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self._input_stream = input_stream |
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def tell(self) -> int: |
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"""Return the current stream position.""" |
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return self._input_stream.tell() |
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def read(self, n: int) -> bytes: |
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"""Read n bytes.""" |
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if n < 0: |
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raise ValueError(f"Requested {n} bytes to read, expected positive integer.") |
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data: List[bytes] = [] |
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n_remaining = n |
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while n_remaining > 0: |
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data_read = self._input_stream.read(n_remaining) |
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read_len = len(data_read) |
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if read_len == n: |
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return data_read |
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elif read_len <= 0: |
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raise EOFError(f"EOF: read {read_len} bytes") |
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data.append(data_read) |
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n_remaining -= read_len |
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return b"".join(data) |
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def skip(self, n: int) -> None: |
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self._input_stream.seek(n, SEEK_CUR) |
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def new_decoder(b: bytes) -> BinaryDecoder: |
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try: |
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from pyiceberg.avro.decoder_fast import CythonBinaryDecoder |
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return CythonBinaryDecoder(b) |
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except ModuleNotFoundError: |
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import warnings |
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warnings.warn("Falling back to pure Python Avro decoder, missing Cython implementation") |
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return StreamingBinaryDecoder(b) |
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