test_blaze.py 文件源码

python
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项目:catalyst 作者: enigmampc 项目源码 文件源码
def _test_checkpoints_macro(self, checkpoints, ffilled_value=-1.0):
        """Simple checkpoints test that accepts a checkpoints dataframe and
        the expected value for 2014-01-03 for macro datasets.

        The underlying data has value -1.0 on 2014-01-01 and 1.0 on 2014-01-04.

        Parameters
        ----------
        checkpoints : pd.DataFrame
            The checkpoints data.
        ffilled_value : float, optional
            The value to be read on the third, if not provided, it will be the
            value in the base data that will be naturally ffilled there.
        """
        dates = pd.Timestamp('2014-01-01'), pd.Timestamp('2014-01-04')
        baseline = pd.DataFrame({
            'value': [-1.0, 1.0],
            'asof_date': dates,
            'timestamp': dates,
        })

        nassets = len(simple_asset_info)
        expected_views = keymap(pd.Timestamp, {
            '2014-01-03': np.array([[ffilled_value]]),
            '2014-01-04': np.array([[1.0]]),
        })

        with tmp_asset_finder(equities=simple_asset_info) as finder:
            expected_output = pd.DataFrame(
                list(concatv([ffilled_value] * nassets, [1.0] * nassets)),
                index=pd.MultiIndex.from_product((
                    sorted(expected_views.keys()),
                    finder.retrieve_all(simple_asset_info.index),
                )),
                columns=('value',),
            )

            self._run_pipeline(
                bz.data(baseline, name='expr', dshape=self.macro_dshape),
                None,
                bz.data(
                    checkpoints,
                    name='expr_checkpoints',
                    dshape=self.macro_dshape,
                ),
                expected_views,
                expected_output,
                finder,
                calendar=pd.date_range('2014-01-01', '2014-01-04'),
                start=pd.Timestamp('2014-01-03'),
                end=dates[-1],
                window_length=1,
                compute_fn=op.itemgetter(-1),
            )
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