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Extending wq.io

wq version: 0.7.8 1.0
Docs > wq.io: Dataset IO

Extending wq.io

wq.io

wq.io provides a consistent interface for working with data from a variety of common formats. However, it is not possible to support every conceivable file format and data structure in a single library. Because of this, wq.io is designed primarily to be customized and extended. To facilitate fully modular customization, the wq.io APIs are designed as combinations of a BaseIO class and several mixin classes.

The BaseIO class and mixins break the process into several steps:

  1. The BaseIO class initializes each instance, saving any passed arguments as properties on the instance, then immediately triggering the next two steps.
  2. A Loader mixin loads an external resource into file-like object and saves it to a file property on the instance
  3. A Parser mixin extracts data from the file property and saves it to a data property, which should almost always be a list of dicts.
  4. After initialization, the BaseIO class and a Mapper mixin provide a transparent interface for iterating over the instance's data, e.g. by transforming each row into a namedtuple for convenience.

These steps and their corresponding classes are detailed in the following pages. When writing to a file, the above steps are done more or less in reverse: the Mapper transforms data back into the dict format used in the data list; and the Parser dumps the data into a file-like object prepared by the Loader which then writes the output file.

There are a number of pre-mixed classes provided by wq.io's top level module. By convention, each pre-mixed class has a suffix "IO", e.g. ExcelFileIO. (Note that IO in this context is a reference to wq.io, not Python's built-in io module or its StringIO class.) The class names provide hints to the mixins that were used in their creation: for example, JsonFileIO extends FileLoader, JsonParser, TupleMapper, and BaseIO. Note that all of the pre-mixed classes extend TupleMapper, and all IO classes extend BaseIO by definition.

To extend wq.io, you can subclass one of these pre-mixed classes:

from wq.io import JsonFileIO

class MyJsonFileIO(JsonFileIO):
    def parse(self):
        # custom parsing code...

... or, subclass one of the mixins and mix your own class:

# Load base classes
from wq.io.base import BaseIO
from wq.io.loaders import FileLoader
from wq.io.parsers import JsonParser
from wq.io.mappers import TupleMapper

# Equivalent:
# from wq.io import BaseIO, FileLoader, JsonParser, TupleMapper

# Define custom mixin class
class MyJsonParser(JsonParser):
    def parse(self):
        # custom parsing code ...

# Mix together a usable IO class
class MyJsonFileIO(FileLoader, JsonParser, TupleMapper, BaseIO):
    pass

Note that the order of classes is important: BaseIO should always be listed last to ensure the correct method resolution order.

You can then use your new class like any other IO class:

for record in MyJsonFileIO(filename='file.json'):
    print record.id