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ENH: Add support for TALib based transforms.
Provide a subclass of BatchTransforms that are powerd by the ta-lib library.
This commit is contained in:
committed by
Eddie Hebert
parent
beecebc7d8
commit
cc39ec3aef
@@ -12,6 +12,7 @@
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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import pytz
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import numpy as np
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@@ -29,6 +30,8 @@ from zipline.transforms import MovingStandardDev
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from zipline.transforms import Returns
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import zipline.utils.factory as factory
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from zipline.test_algorithms import TALIBAlgorithm
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def to_dt(msg):
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return Event({'dt': msg})
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@@ -270,3 +273,81 @@ class TestFinanceTransforms(TestCase):
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self.assertIsNone(v2)
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continue
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self.assertEquals(round(v1, 5), round(v2, 5))
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############################################################
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# Test TALIB
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import talib
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import zipline.transforms.ta as ta
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class TestTALIB(TestCase):
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def setUp(self):
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setup_logger(self)
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sim_params = factory.create_simulation_parameters(
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start=datetime(1990, 1, 1, tzinfo=pytz.utc),
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end=datetime(1990, 3, 30, tzinfo=pytz.utc))
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self.source, self.panel = \
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factory.create_test_panel_ohlc_source(sim_params)
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def test_talib_with_default_params(self):
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BLACKLIST = ['make_transform', 'BatchTransform']
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names = [n for n in dir(ta) if n[0].isupper()
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and n not in BLACKLIST]
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for name in names:
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print name
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zipline_transform = getattr(ta, name)(sid=0)
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talib_fn = getattr(talib.abstract, name)
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start = datetime(1990, 1, 1, tzinfo=pytz.utc)
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end = start + timedelta(days=zipline_transform.lookback + 10)
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sim_params = factory.create_simulation_parameters(
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start=start, end=end)
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source, panel = \
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factory.create_test_panel_ohlc_source(sim_params)
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algo = TALIBAlgorithm(talib=zipline_transform)
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algo.run(source)
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zipline_result = np.array(
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algo.talib_results[zipline_transform][-1])
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talib_data = dict()
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data = zipline_transform.window
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for key in ['open', 'high', 'low', 'volume']:
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if key in data:
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talib_data[key] = data[key][0].values
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talib_data['close'] = data['price'][0].values
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expected_result = talib_fn(talib_data)
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if isinstance(expected_result, list):
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expected_result = np.array([e[-1] for e in expected_result])
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else:
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expected_result = np.array(expected_result[-1])
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if not (np.all(np.isnan(zipline_result))
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and np.all(np.isnan(expected_result))):
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self.assertTrue(np.allclose(zipline_result, expected_result))
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else:
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print '--- NAN'
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# reset generator so next iteration has data
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# self.source, self.panel = \
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# factory.create_test_panel_ohlc_source(self.sim_params)
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def test_multiple_talib_with_args(self):
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zipline_transforms = [ta.MA(0, timeperiod=10), ta.MA(0, timeperiod=25)]
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talib_fn = talib.abstract.MA
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algo = TALIBAlgorithm(talib=zipline_transforms)
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algo.run(self.source)
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for t in zipline_transforms:
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talib_result = np.array(algo.talib_results[t][-1])
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talib_data = dict()
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data = t.window
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for key in ['open', 'high', 'low', 'volume']:
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if key in data:
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talib_data[key] = data[key][0].values
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talib_data['close'] = data['price'][0].values
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expected_result = talib_fn(talib_data, **t.call_kwargs)[-1]
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self.assertTrue(np.allclose(talib_result, expected_result))
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