Dtypes¶
A data type (or ‘dtype’) concept is used in the bitstring module to encapsulate how to create, parse and present different bit interpretations. The properties described above are all examples of dtypes.
Dtypes are immutable and cannot be changed after creation.
The first parameter is a format token string that can optionally include a length. For example 'ue'
, 'int'
or 'float16'
.
If the first parameter doesn’t include a length and one is appropriate, the length parameter can be used to specify the length of the dtype.
The scale parameter can be used to specify a multiplicative scaling factor for the interpretation of the data. This is primarily intended for use with floating point formats of 8 bits or less, but can be used on other types.
In most situations the token string can be used instead of Dtype object when it is needed, and the Dtype will be constructed automatically, which is why the Dtype object is rarely used directly in this documentation. It can however be advantageous to to create Dtype objects directly for efficiency reasons, or for using dtypes programmatically.
If you need to use the scale parameter then there is no way to specify this in the format token string, so you must directly use a Dtype object.
Methods¶
Create a bitstring from a value. The value parameter should be of a type appropriate to the dtype.
>>> d = Dtype('u10')
>>> d.build(85) # Equivalent to: Bits(u10=85)
Bits('0b0001010101')
Parse a bitstring to find its value. The b parameter should be a bitstring of the appropriate length, or an object that can be converted to a bitstring.
>>> d = Dtype('u10')
>>> d.parse('0b0001010101') # Equivalent to: Bits('0b0001010101').u10
85
Properties¶
All properties are read-only.
- Dtype.bitlength: int | None¶
The number of bits needed to represent a single instance of the data type.
Will be set to None
for variable length dtypes.
- Dtype.bits_per_item: int¶
The number of bits for each unit of length. Usually 1, but equals 8 for bytes type.
- Dtype.get_fn: Callable¶
A function to get the value of the data type.
- Dtype.is_signed: bool¶
If True then the data type represents a signed quantity.
- Dtype.length: int | None¶
The length of the data type in units of bits_per_item.
Will be set to None
for variable length dtypes.
- Dtype.name: str¶
A string giving the name of the data type.
- Dtype.read_fn: Callable¶
A function to read the value of the data type.
- Dtype.return_type: type¶
The type of the value returned by the parse method, such as int
, float
or str
.
- Dtype.scale: int | float | None¶
The multiplicative scale applied when interpreting the data.
- Dtype.set_fn: Callable¶
A function to set the value of the data type.
- Dtype.variable_length: bool¶
If True then the length of the data type depends on the data being interpreted, and must not be specified.