PERF: Remove or defer calls to get_loc on large indices.

Mitigation for https://github.com/quantopian/zipline/issues/1503.

zipline/data/data_portal.py

@@ -213,12 +213,6 @@ class DataPortal(object):
             self.trading_calendar.all_sessions.get_loc(self._first_trading_day)
             if self._first_trading_day is not None else None
         )
-        self._first_trading_minute_loc = (
-            self.trading_calendar.all_minutes.get_loc(
-                self._first_trading_minute
-            )
-            if self._first_trading_minute is not None else None
-        )
 
     def _ensure_reader_aligned(self, reader):
         if reader is None:
@@ -703,10 +697,17 @@ class DataPortal(object):
 
             return daily_data
 
-    def _handle_history_out_of_bounds(self, bar_count):
+    def _handle_minute_history_out_of_bounds(self, bar_count):
+        first_trading_minute_loc = (
+            self.trading_calendar.all_minutes.get_loc(
+                self._first_trading_minute
+            )
+            if self._first_trading_minute is not None else None
+        )
+
         suggested_start_day = (
             self.trading_calendar.all_minutes[
-                self._first_trading_minute_loc + bar_count
+                first_trading_minute_loc + bar_count
             ] + self.trading_calendar.day
         ).date()
 
@@ -728,10 +729,10 @@ class DataPortal(object):
                 end_dt, -bar_count
             )
         except KeyError:
-            self._handle_history_out_of_bounds(bar_count)
+            self._handle_minute_history_out_of_bounds(bar_count)
 
         if minutes_for_window[0] < self._first_trading_minute:
-            self._handle_history_out_of_bounds(bar_count)
+            self._handle_minute_history_out_of_bounds(bar_count)
 
         asset_minute_data = self._get_minute_window_for_assets(
             assets,

zipline/utils/calendars/trading_calendar.py

@@ -460,29 +460,20 @@ class TradingCalendar(with_metaclass(ABCMeta)):
         pd.DateTimeIndex
             All the minutes for the given session.
         """
-        data = self.schedule.loc[session_label]
+        return self.minutes_in_range(*self.schedule.loc[session_label])
-        return self.all_minutes[
-            self.all_minutes.slice_indexer(
-                data.market_open,
-                data.market_close
-            )
-        ]
 
     def minutes_window(self, start_dt, count):
-        try:
+        start_dt_nanos = start_dt.value
-            start_idx = self.all_minutes.get_loc(start_dt)
+        all_minutes_nanos = self._trading_minutes_nanos
-        except KeyError:
+        start_idx = all_minutes_nanos.searchsorted(start_dt_nanos)
-            # if this is not a market minute, go to the previous session's
-            # close
-            previous_session = self.minute_to_session_label(
-                start_dt, direction="previous"
-            )
 
-            previous_close = self.open_and_close_for_session(
+        # searchsorted finds the index of the minute **on or after** start_dt.
-                previous_session
+        # If the latter, push back to the prior minute.
-            )[1]
+        if all_minutes_nanos[start_idx] != start_dt_nanos:
+            start_idx -= 1
 
-            start_idx = self.all_minutes.get_loc(previous_close)
+        if start_idx < 0 or start_idx >= len(all_minutes_nanos):
+            raise KeyError("Can't start minute window at {}".format(start_dt))
 
         end_idx = start_idx + count
 

zipline/utils/calendars/us_futures_calendar.py

@@ -1,10 +1,13 @@
 from datetime import time
 
+from pandas import Timestamp
 from pandas.tseries.holiday import GoodFriday
 from pytz import timezone
 
 from zipline.utils.calendars import TradingCalendar
-from zipline.utils.calendars.trading_calendar import HolidayCalendar
+from zipline.utils.calendars.trading_calendar import (
+    HolidayCalendar, end_default
+)
 from zipline.utils.calendars.us_holidays import (
     USNewYearsDay,
     Christmas
@@ -31,6 +34,15 @@ class QuantopianUSFuturesCalendar(TradingCalendar):
     In order to align the hours of each session, we ignore the Sunday
     CME Pre-Open hour (5-6pm).
     """
+    # XXX: Override the default TradingCalendar start and end dates with ones
+    # further in the future. This is a stopgap for memory issues caused by
+    # upgrading to pandas 18. This calendar is the most severely affected,
+    # since it has the most total minutes of any of the zipline calendars.
+    def __init__(self,
+                 start=Timestamp('2000-01-01', tz='UTC'),
+                 end=end_default):
+        super(QuantopianUSFuturesCalendar, self).__init__(start=start, end=end)
+
     @property
     def name(self):
         return "us_futures"