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Fixes to the graph timeline axis
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@@ -10,6 +10,7 @@
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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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from datetime import timedelta
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import matplotlib.dates as mdates
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import pandas as pd
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@@ -25,8 +26,6 @@ log = Logger('LiveGraphClock')
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style.use('dark_background')
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days = mdates.DayLocator()
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hours = mdates.HourLocator()
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fmt = mdates.DateFormatter('%Y-%m-%d %H:%M')
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@@ -36,10 +35,24 @@ class LiveGraphClock(object):
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This class is a drop-in replacement for
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:class:`zipline.gens.sim_engine.MinuteSimulationClock`.
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This is a stripped down version because crypto exchanges run around the clock.
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This mixes the clock with a live graph.
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Note
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----
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This seemingly awkward approach allows us to run the program using a single
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thread. This is important because Matplotlib does not play nice with
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multi-threaded environments. Zipline probably does not either.
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Matplotlib has a pause() method which is a wrapper around time.sleep()
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used in the SimpleClock. The key difference is that users
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can still interact with the chart during the pause cycles. This is
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what enables us to keep a single thread. This is also why we are not using
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the 'animate' callback of Matplotlib. We need to direct access to the
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__iter__ method in order to yield events to Zipline.
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The :param:`time_skew` parameter represents the time difference between
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the Broker and the live trading machine's clock.
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the exchange and the live trading machine's clock. It's not used currently.
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"""
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def __init__(self, sessions, context, time_skew=pd.Timedelta('0s')):
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@@ -55,13 +68,15 @@ class LiveGraphClock(object):
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self.context.algo_namespace))
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self.ax_pnl = fig.add_subplot(311)
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self.draw_pnl()
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self.ax_custom_signals = fig.add_subplot(312, sharex=self.ax_pnl)
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self.draw_custom_signals()
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self.ax_exposure = fig.add_subplot(313, sharex=self.ax_pnl)
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self.draw_exposure()
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if len(context.minute_stats) > 0:
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self.draw_pnl()
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self.draw_custom_signals()
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self.draw_exposure()
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# rotates and right aligns the x labels, and moves the bottom of the
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# axes up to make room for them
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@@ -73,11 +88,29 @@ class LiveGraphClock(object):
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plt.show()
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def format_ax(self, ax):
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ax.xaxis.set_major_locator(hours)
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"""
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Trying to assign reasonable parameters to the time axis.
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TODO: room for improvement
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:param ax:
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:return:
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"""
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ax.xaxis.set_major_locator(mdates.DayLocator(interval=1))
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ax.xaxis.set_major_formatter(fmt)
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ax.xaxis.set_minor_locator(days)
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locator = mdates.HourLocator(interval=4)
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locator.MAXTICKS = 5000
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ax.xaxis.set_minor_locator(locator)
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datemin = pd.Timestamp.utcnow()
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ax.set_xlim(datemin)
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ax.grid(True)
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def set_legend(self, ax):
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ax.legend(loc='upper left', ncol=1, fontsize=10, numpoints=1)
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def draw_pnl(self):
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ax = self.ax_pnl
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df = self.context.pnl_stats
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@@ -90,13 +123,12 @@ class LiveGraphClock(object):
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label='Performance'
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)
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ax.legend(loc='upper left', ncol=1, fontsize=10, numpoints=1)
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def perc(val):
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return '{:2f}'.format(val)
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ax.format_ydata = perc
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self.set_legend(ax)
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self.format_ax(ax)
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def draw_custom_signals(self):
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@@ -113,7 +145,8 @@ class LiveGraphClock(object):
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linewidth=1.0,
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label=column
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)
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ax.legend(loc='upper left', ncol=1, fontsize=10, numpoints=1)
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self.set_legend(ax)
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self.format_ax(ax)
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def draw_exposure(self):
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@@ -143,13 +176,14 @@ class LiveGraphClock(object):
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', '.join(symbols).upper()
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)
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)
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ax.legend(loc='upper left', ncol=1, fontsize=10, numpoints=1)
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self.set_legend(ax)
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self.format_ax(ax)
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def __iter__(self):
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yield pd.Timestamp.utcnow(), SESSION_START
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while True: # plot x^1, x^2, ..., x^4
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while True:
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current_time = pd.Timestamp.utcnow()
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current_minute = current_time.floor('1 min')
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@@ -171,5 +205,6 @@ class LiveGraphClock(object):
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else:
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# I can't use the "animate" reactive approach here because
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# I need to yield from the main loop.
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# Workaround: https://stackoverflow.com/a/33050617/814633
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plt.pause(1)
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