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https://github.com/microsoft/qlib.git
synced 2026-07-14 00:06:58 +08:00
Modify data.storage
This commit is contained in:
@@ -8,24 +8,29 @@ from typing import Iterator, Iterable, Union, Dict, Mapping, Tuple
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import numpy as np
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import pandas as pd
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from . import CalendarStorage, InstrumentStorage, FeatureStorage, CalVT, InstKT, InstVT
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from qlib.data.storage import CalendarStorage, InstrumentStorage, FeatureStorage, CalVT, InstKT, InstVT
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class FileCalendarStorage(CalendarStorage):
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def __init__(self, uri: str):
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super(FileCalendarStorage, self).__init__(uri)
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self._uri = Path(self._uri).expanduser().resolve()
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def __init__(self, freq: str, future: bool, uri: str):
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super(FileCalendarStorage, self).__init__(freq, future, uri)
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_file_name = f"{freq}_future.txt" if future else f"{freq}.txt"
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self.uri = Path(self.uri).expanduser().joinpath(_file_name.lower())
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def _read_calendar(self, skip_rows: int = 0, n_rows: int = None) -> np.ndarray:
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if not self._uri.exists():
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if not self.uri.exists():
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self._write_calendar(values=[])
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with self._uri.open("rb") as fp:
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with self.uri.open("rb") as fp:
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return np.loadtxt(fp, str, skiprows=skip_rows, max_rows=n_rows, encoding="utf-8")
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def _write_calendar(self, values: Iterable[CalVT], mode: str = "wb"):
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with self._uri.open(mode=mode) as fp:
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with self.uri.open(mode=mode) as fp:
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np.savetxt(fp, values, fmt="%s", encoding="utf-8")
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@property
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def data(self) -> Iterable[CalVT]:
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return self._read_calendar()
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def extend(self, values: Iterable[CalVT]) -> None:
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self._write_calendar(values, mode="ab")
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@@ -64,27 +69,27 @@ class FileCalendarStorage(CalendarStorage):
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return len(self._read_calendar())
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def __iter__(self):
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with self._uri.open("r") as fp:
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yield fp.readline()
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return iter(self._read_calendar())
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class FileInstrumentStorage(InstrumentStorage):
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INSTRUMENT_SEP = "\t"
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INSTRUMENT_START_FIELD = "start_datetime"
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INSTRUMENT_END_FIELD = "end_datetime"
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SYMBOL_FIELD_NAME = "instrument"
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def __init__(self, uri: str):
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super(FileInstrumentStorage, self).__init__(uri=uri)
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self._uri = Path(self._uri).expanduser().resolve()
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def __init__(self, market: str, uri: str):
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super(FileInstrumentStorage, self).__init__(market, uri)
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self.uri = Path(self.uri).expanduser().joinpath(f"{market.lower()}.txt")
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def _read_instrument(self) -> Dict[InstKT, InstVT]:
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if not self._uri.exists():
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if not self.uri.exists():
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self._write_instrument()
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_instruments = dict()
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df = pd.read_csv(
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self._uri,
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self.uri,
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sep="\t",
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usecols=[0, 1, 2],
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names=[self.SYMBOL_FIELD_NAME, self.INSTRUMENT_START_FIELD, self.INSTRUMENT_END_FIELD],
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@@ -97,7 +102,7 @@ class FileInstrumentStorage(InstrumentStorage):
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def _write_instrument(self, data: Dict[InstKT, InstVT] = None) -> None:
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if not data:
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with self._uri.open("w") as _:
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with self.uri.open("w") as _:
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pass
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return
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@@ -109,13 +114,17 @@ class FileInstrumentStorage(InstrumentStorage):
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df = pd.concat(res, sort=False)
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df.loc[:, [self.SYMBOL_FIELD_NAME, self.INSTRUMENT_START_FIELD, self.INSTRUMENT_END_FIELD]].to_csv(
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self._uri, header=False, sep=self.INSTRUMENT_SEP, index=False
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self.uri, header=False, sep=self.INSTRUMENT_SEP, index=False
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)
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df.to_csv(self._uri, sep="\t", encoding="utf-8", header=False, index=False)
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df.to_csv(self.uri, sep="\t", encoding="utf-8", header=False, index=False)
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def clear(self) -> None:
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self._write_instrument(data={})
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@property
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def data(self) -> Dict[InstKT, InstVT]:
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return self._read_instrument()
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def __setitem__(self, k: InstKT, v: InstVT) -> None:
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inst = self._read_instrument()
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inst[k] = v
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@@ -143,7 +152,7 @@ class FileInstrumentStorage(InstrumentStorage):
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raise TypeError(f"update expected at most 1 arguments, got {len(args)}")
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inst = self._read_instrument()
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if args:
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other = args[0]
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other = args[0] # type: dict
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if isinstance(other, Mapping):
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for key in other:
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inst[key] = other[key]
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@@ -160,29 +169,35 @@ class FileInstrumentStorage(InstrumentStorage):
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class FileFeatureStorage(FeatureStorage):
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def __init__(self, uri: str):
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super(FileFeatureStorage, self).__init__(uri=uri)
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self._uri = Path(self._uri)
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def __init__(self, instrument: str, field: str, freq: str, uri: str):
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super(FileFeatureStorage, self).__init__(instrument, field, freq, uri)
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self.uri = (
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Path(self.uri).expanduser().joinpath(instrument.lower()).joinpath(f"{field.lower()}.{freq.lower()}.bin")
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)
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def clear(self):
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with self._uri.open("wb") as _:
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with self.uri.open("wb") as _:
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pass
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@property
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def data(self) -> pd.Series:
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return self[:]
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def extend(self, series: pd.Series) -> None:
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extend_start_index = self[0][0] + len(self) if self._uri.exists() else series.index[0]
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extend_start_index = self[0][0] + len(self) if self.uri.exists() else series.index[0]
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series = series.reindex(pd.RangeIndex(extend_start_index, series.index[-1] + 1))
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with self._uri.open("ab") as fp:
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with self.uri.open("ab") as fp:
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np.array(series.values).astype("<f").tofile(fp)
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def rebase(self, series: pd.Series) -> None:
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origin_series = self[:]
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series = series.append(origin_series.loc[origin_series.index > series.index[-1]])
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series = series.reindex(pd.RangeIndex(series.index[0], series.index[-1]))
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with self._uri.open("wb") as fp:
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with self.uri.open("wb") as fp:
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np.array(series.values).astype("<f").tofile(fp)
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def __getitem__(self, i: Union[int, slice]) -> Union[Tuple[int, float], pd.Series]:
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if not self._uri.exists():
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if not self.uri.exists():
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if isinstance(i, int):
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return None, None
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elif isinstance(i, slice):
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@@ -190,14 +205,14 @@ class FileFeatureStorage(FeatureStorage):
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else:
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raise TypeError(f"type(i) = {type(i)}")
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with open(self._uri, "rb") as fp:
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with open(self.uri, "rb") as fp:
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ref_start_index = int(np.frombuffer(fp.read(4), dtype="<f")[0])
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if isinstance(i, int):
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if ref_start_index > i:
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raise IndexError(f"{i}: start index is {ref_start_index}")
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fp.seek(4 * (i - ref_start_index) + 4)
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return i, struct.unpack("f", fp.read(4))
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return i, struct.unpack("f", fp.read(4))[0]
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elif isinstance(i, slice):
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start_index = i.start
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end_index = i.stop - 1
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@@ -213,18 +228,18 @@ class FileFeatureStorage(FeatureStorage):
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raise TypeError(f"type(i) = {type(i)}")
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def __len__(self) -> int:
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return self._uri.stat().st_size // 4 - 1 if self._uri.exists() else 0
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return self.uri.stat().st_size // 4 - 1 if self.uri.exists() else 0
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def __iter__(self):
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if not self._uri.exists():
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if not self.uri.exists():
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return
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with open(self._uri, "rb") as fp:
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with open(self.uri, "rb") as fp:
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ref_start_index = int(np.frombuffer(fp.read(4), dtype="<f")[0])
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fp.seek(4)
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while True:
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v = fp.read(4)
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if v:
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yield ref_start_index, struct.unpack("f", v)
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yield ref_start_index, struct.unpack("f", v)[0]
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ref_start_index += 1
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else:
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break
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