mirror of
https://github.com/OpenBB-finance/OpenBB.git
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[Feature] Add Deribit Provider Extension For Crypto Options Data (#6985)
* add deribit provider and make some small changes to the standard model to allow for fractional volume and size * linter * typehint * more lint * more touchup * update test * remove line in test * maybe we need that after all..?
This commit is contained in:
Danglewood
@@ -150,10 +150,13 @@ class OptionsChainsData(OptionsChainsProperties):
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json_schema_extra={"x-unit_measurement": "currency"},
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)
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option_type: List[str] = Field(description="Call or Put.")
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open_interest: List[Union[int, None]] = Field(
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contract_size: List[Union[int, float, None]] = Field(
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default_factory=list, description="Number of underlying units per contract."
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)
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open_interest: List[Union[int, float, None]] = Field(
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default_factory=list, description="Open interest on the contract."
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)
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volume: List[Union[int, None]] = Field(
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volume: List[Union[int, float, None]] = Field(
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default_factory=list, description=DATA_DESCRIPTIONS.get("volume", "")
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)
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theoretical_price: List[Union[float, None]] = Field(
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@@ -166,7 +169,7 @@ class OptionsChainsData(OptionsChainsProperties):
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description="Last trade price of the option.",
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json_schema_extra={"x-unit_measurement": "currency"},
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)
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last_trade_size: List[Union[int, None]] = Field(
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last_trade_size: List[Union[int, float, None]] = Field(
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default_factory=list, description="Last trade size of the option."
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)
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last_trade_time: List[Union[datetime, None]] = Field(
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@@ -182,7 +185,7 @@ class OptionsChainsData(OptionsChainsProperties):
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description="Current bid price for the option.",
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json_schema_extra={"x-unit_measurement": "currency"},
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)
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bid_size: List[Union[int, None]] = Field(
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bid_size: List[Union[int, float, None]] = Field(
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default_factory=list, description="Bid size for the option."
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)
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bid_time: List[Union[datetime, None]] = Field(
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@@ -197,7 +200,7 @@ class OptionsChainsData(OptionsChainsProperties):
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description="Current ask price for the option.",
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json_schema_extra={"x-unit_measurement": "currency"},
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)
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ask_size: List[Union[int, None]] = Field(
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ask_size: List[Union[int, float, None]] = Field(
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default_factory=list, description="Ask size for the option."
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)
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ask_time: List[Union[datetime, None]] = Field(
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@@ -262,7 +265,7 @@ class OptionsChainsData(OptionsChainsProperties):
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description=DATA_DESCRIPTIONS.get("close", ""),
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json_schema_extra={"x-unit_measurement": "currency"},
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)
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close_size: List[Union[int, None]] = Field(
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close_size: List[Union[int, float, None]] = Field(
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default_factory=list,
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description="The closing trade size for the option that day.",
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)
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@@ -275,7 +278,7 @@ class OptionsChainsData(OptionsChainsProperties):
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description="The closing bid price for the option that day.",
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json_schema_extra={"x-unit_measurement": "currency"},
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)
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close_bid_size: List[Union[int, None]] = Field(
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close_bid_size: List[Union[int, float, None]] = Field(
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default_factory=list,
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description="The closing bid size for the option that day.",
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)
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@@ -287,7 +290,7 @@ class OptionsChainsData(OptionsChainsProperties):
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default_factory=list,
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description="The closing ask price for the option that day.",
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)
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close_ask_size: List[Union[int, None]] = Field(
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close_ask_size: List[Union[int, float, None]] = Field(
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default_factory=list,
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description="The closing ask size for the option that day.",
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)
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@@ -3,6 +3,7 @@
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# pylint: disable=too-many-lines, too-many-arguments, too-many-locals, too-many-statements, too-many-positional-arguments
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from datetime import datetime
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from functools import cached_property
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from typing import TYPE_CHECKING, Dict, List, Literal, Optional, Union
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from openbb_core.app.model.abstract.error import OpenBBError
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@@ -41,7 +42,7 @@ class OptionsChainsProperties(Data):
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if hasattr(self, "_last_price"):
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del self._last_price
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@property
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@cached_property
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def dataframe(self) -> "DataFrame":
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"""Return all data as a Pandas DataFrame,
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with additional computed columns (Breakeven, GEX, DEX) if available.
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@@ -72,13 +73,13 @@ class OptionsChainsProperties(Data):
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raise OpenBBError("Error: No validated data was found.")
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if "dte" not in chains_data.columns and "eod_date" in chains_data.columns:
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_date = to_datetime(chains_data["eod_date"])
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_date = to_datetime(chains_data.eod_date)
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temp = DatetimeIndex(chains_data.expiration)
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temp_ = temp - _date # type: ignore
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chains_data.loc[:, "dte"] = [Timedelta(_temp_).days for _temp_ in temp_]
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if "dte" in chains_data.columns:
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chains_data = DataFrame(chains_data[chains_data["dte"] >= 0])
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chains_data = DataFrame(chains_data[chains_data.dte >= 0])
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if "dte" not in chains_data.columns and "eod_date" not in chains_data.columns:
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today = datetime.today().date()
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@@ -86,51 +87,75 @@ class OptionsChainsProperties(Data):
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# Add the breakeven price for each option, and the DEX and GEX for each option, if available.
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try:
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last_price = chains_data.underlying_price.iloc[0]
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_calls = DataFrame(chains_data[chains_data["option_type"] == "call"])
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_puts = DataFrame(chains_data[chains_data["option_type"] == "put"])
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_ask = self._identify_price_col(
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_calls = DataFrame(chains_data[chains_data.option_type == "call"])
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_puts = DataFrame(chains_data[chains_data.option_type == "put"])
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_ask = self._identify_price_col( # pylint: disable=W0212
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chains_data, "call", "ask"
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) # pylint: disable=W0212
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_calls.loc[:, ("Breakeven")] = (
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_calls.loc[:, ("strike")] + _calls.loc[:, (_ask)]
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)
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_puts.loc[:, ("Breakeven")] = (
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_puts.loc[:, ("strike")] - _puts.loc[:, (_ask)]
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)
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_calls.loc[:, ("Breakeven")] = _calls.strike + _calls.loc[:, (_ask)]
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_puts.loc[:, ("Breakeven")] = _puts.strike - _puts.loc[:, (_ask)]
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if "delta" in _calls.columns:
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_calls.loc[:, ("DEX")] = (
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(_calls.loc[:, ("delta")] * 100)
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* (_calls.loc[:, ("open_interest")])
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* last_price
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(
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_calls.delta
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* (
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_calls.contract_size
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if hasattr(_calls, "contract_size")
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else 100
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)
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* _calls.open_interest
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* _calls.underlying_price
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)
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.replace({nan: 0})
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.astype("int64")
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)
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_calls["DEX"] = _calls["DEX"].replace({nan: 0}).astype("int64")
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_puts.loc[:, ("DEX")] = (
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(_puts.loc[:, ("delta")] * 100)
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* (_puts.loc[:, ("open_interest")])
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* last_price
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(
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_puts.delta
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* (
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_puts.contract_size
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if hasattr(_puts, "contract_size")
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else 100
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)
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* _puts.open_interest
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* _puts.underlying_price
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)
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.replace({nan: 0})
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.astype("int64")
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)
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_puts["DEX"] = _puts["DEX"].replace({nan: 0}).astype("int64")
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if "gamma" in _calls.columns:
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_calls.loc[:, ("GEX")] = (
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_calls.loc[:, ("gamma")]
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* 100
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* _calls.loc[:, ("open_interest")]
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* (last_price * last_price)
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* 0.01
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(
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_calls.gamma
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* (
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_calls.contract_size
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if hasattr(_calls, "contract_size")
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else 100
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)
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* _calls.open_interest
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* (_calls.underlying_price * _calls.underlying_price)
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* 0.01
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)
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.replace({nan: 0})
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.astype("int64")
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)
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_calls["GEX"] = _calls["GEX"].replace({nan: 0}).astype("int64")
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_puts.loc[:, ("GEX")] = (
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_puts.loc[:, ("gamma")]
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* 100
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* _puts.loc[:, ("open_interest")]
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* (last_price * last_price)
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* 0.01
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* (-1)
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(
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_puts.gamma
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* (
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_puts.contract_size
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if hasattr(_puts, "contract_size")
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else 100
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)
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* _puts.open_interest
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* (_puts.underlying_price * _puts.underlying_price)
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* 0.01
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* (-1)
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)
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.replace({nan: 0})
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.astype("int64")
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)
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_puts["GEX"] = _puts["GEX"].replace({nan: 0}).astype("int64")
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_calls.set_index(keys=["expiration", "strike", "option_type"], inplace=True)
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_puts.set_index(keys=["expiration", "strike", "option_type"], inplace=True)
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@@ -371,17 +396,7 @@ class OptionsChainsProperties(Data):
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from numpy import inf, nan
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from pandas import DataFrame, concat
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df = DataFrame()
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if metric in ["volume", "open_interest"]:
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df = DataFrame(
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self.model_dump(
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exclude_unset=True,
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exclude_none=True,
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)
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)
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else:
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df = self.dataframe
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df = self.dataframe
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if metric in ["DEX", "GEX"]:
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if not self.has_greeks:
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@@ -395,7 +410,7 @@ class OptionsChainsProperties(Data):
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"Calls": total_calls,
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"Puts": total_puts,
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"Total": total_metric,
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"PCR": round(total_puts / total_calls, 4),
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"PCR": round(total_puts / total_calls, 4) if total_calls != 0 else 0,
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}
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df = DataFrame(df[df[metric].notnull()]) # type: ignore
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@@ -542,6 +557,11 @@ class OptionsChainsProperties(Data):
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"Error: underlying_price must be provided if underlying_price is not available"
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)
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if date is not None:
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date = self._get_nearest_expiration(date)
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df = df[df.expiration.astype(str) == date]
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strikes = Series(df.strike.unique().tolist())
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last_price = (
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underlying_price
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if underlying_price is not None
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@@ -549,11 +569,6 @@ class OptionsChainsProperties(Data):
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)
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strikes = Series(self.strikes)
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if date is not None:
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date = self._get_nearest_expiration(date)
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df = df[df.expiration.astype(str) == date]
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strikes = Series(df.strike.unique().tolist())
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upper = last_price * (1 + moneyness) # type: ignore
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lower = last_price * (1 - moneyness) # type: ignore
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nearest_call = (upper - strikes).abs().idxmin()
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@@ -606,15 +621,14 @@ class OptionsChainsProperties(Data):
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if days is None:
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days = 30
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if strike is None:
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strike = chains.underlying_price.iloc[0]
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dte_estimate = self._get_nearest_expiration(days)
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df = (
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chains[chains.expiration.astype(str) == dte_estimate]
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.query("`option_type` == @option_type")
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.copy()
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)
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if strike is None:
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strike = df.underlying_price.iloc[0]
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if price_col is not None:
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df = df[df[price_col].notnull()] # type: ignore
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@@ -676,16 +690,6 @@ class OptionsChainsProperties(Data):
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chains = self.dataframe
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if not hasattr(chains, "underlying_price") and underlying_price is None:
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raise OpenBBError(
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"Error: underlying_price must be provided if underlying_price is not available"
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)
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underlying_price = (
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underlying_price
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if underlying_price is not None
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else chains.underlying_price.iloc[0]
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)
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if days is None:
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days = 30
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@@ -696,6 +700,16 @@ class OptionsChainsProperties(Data):
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chains = chains[chains.expiration.astype(str) == dte_estimate]
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if not hasattr(chains, "underlying_price") and underlying_price is None:
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raise OpenBBError(
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"Error: underlying_price must be provided if underlying_price is not available"
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)
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underlying_price = (
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underlying_price
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if underlying_price is not None
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else chains.underlying_price.iloc[0]
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)
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force_otm = True
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if strike is None and not hasattr(chains, "underlying_price"):
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@@ -843,6 +857,12 @@ class OptionsChainsProperties(Data):
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"Error: underlying_price must be provided if underlying_price is not available"
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)
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underlying_price = (
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underlying_price
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if underlying_price is not None
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else chains.underlying_price.iloc[0]
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)
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strikes = self._get_nearest_otm_strikes(
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dte_estimate, underlying_price, moneyness
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)
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@@ -968,11 +988,6 @@ class OptionsChainsProperties(Data):
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raise OpenBBError(
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"Error: underlying_price must be provided if underlying_price is not available"
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)
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last_price = (
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underlying_price
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if underlying_price is not None
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else chains.underlying_price.iloc[0]
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)
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if days is None:
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days = 30
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@@ -986,6 +1001,12 @@ class OptionsChainsProperties(Data):
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"`option_type` == 'call'"
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)
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last_price = (
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underlying_price
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if underlying_price is not None
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else chains.underlying_price.iloc[0]
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)
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if bought is None:
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bought = last_price * 1.0250
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@@ -1103,11 +1124,6 @@ class OptionsChainsProperties(Data):
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raise OpenBBError(
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"Error: underlying_price must be provided if underlying_price is not available"
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)
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last_price = (
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underlying_price
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if underlying_price is not None
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else chains.underlying_price.iloc[0]
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)
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if days is None:
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days = 30
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@@ -1121,6 +1137,12 @@ class OptionsChainsProperties(Data):
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"`option_type` == 'put'"
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)
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last_price = (
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underlying_price
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if underlying_price is not None
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else chains.underlying_price.iloc[0]
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)
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if bought is None:
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bought = last_price * 0.9750
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@@ -1226,11 +1248,6 @@ class OptionsChainsProperties(Data):
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raise OpenBBError(
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"Error: underlying_price must be provided if underlying_price is not available"
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)
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last_price = (
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underlying_price
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if underlying_price is not None
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else chains.underlying_price.iloc[0]
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)
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if days is None:
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days = 30
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@@ -1240,6 +1257,11 @@ class OptionsChainsProperties(Data):
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dte_estimate = self._get_nearest_expiration(days)
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chains = DataFrame(chains[chains["expiration"].astype(str) == dte_estimate])
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last_price = (
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underlying_price
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if underlying_price is not None
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else chains.underlying_price.iloc[0]
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)
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bid = self._identify_price_col(chains, "put", "bid")
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ask = self._identify_price_col(chains, "call", "ask")
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strike_price = last_price if strike == 0 else strike
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@@ -1329,11 +1351,6 @@ class OptionsChainsProperties(Data):
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raise OpenBBError(
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"Error: underlying_price must be provided if underlying_price is not available"
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)
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last_price = (
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underlying_price
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if underlying_price is not None
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else chains.underlying_price.iloc[0]
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)
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if days is None:
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days = 30
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@@ -1343,6 +1360,11 @@ class OptionsChainsProperties(Data):
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dte_estimate = self._get_nearest_expiration(days)
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chains = DataFrame(chains[chains["expiration"].astype(str) == dte_estimate])
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last_price = (
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underlying_price
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if underlying_price is not None
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else chains.underlying_price.iloc[0]
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)
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bid = self._identify_price_col(chains, "call", "bid")
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ask = self._identify_price_col(chains, "put", "ask")
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strike_price = last_price if strike == 0 else strike
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@@ -1667,11 +1689,6 @@ class OptionsChainsProperties(Data):
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raise OpenBBError(
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"Error: underlying_price must be provided if underlying_price is not available"
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)
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last_price = (
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underlying_price
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if underlying_price is not None
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else data.underlying_price.iloc[0]
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)
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if moneyness is not None and date is None:
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date = -1
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@@ -1703,13 +1720,12 @@ class OptionsChainsProperties(Data):
|
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if moneyness is not None:
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atm_call_iv = DataFrame()
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atm_put_iv = DataFrame()
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for day in days:
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strikes = self._get_nearest_otm_strikes(
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date=day, moneyness=moneyness, underlying_price=underlying_price
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||||
)
|
||||
atm_call_strike = self._get_nearest_strike( # noqa:F841
|
||||
"call", day, last_price, call_price_col, False
|
||||
"call", day, underlying_price, call_price_col, False
|
||||
)
|
||||
call_strike = self._get_nearest_strike( # noqa:F841
|
||||
"call", day, strikes["call"], call_price_col, False
|
||||
@@ -1719,6 +1735,11 @@ class OptionsChainsProperties(Data):
|
||||
.query("`option_type` == 'call'") # type: ignore
|
||||
.copy()
|
||||
)
|
||||
last_price = (
|
||||
underlying_price
|
||||
if underlying_price is not None
|
||||
else _calls.underlying_price.iloc[0]
|
||||
)
|
||||
if len(_calls) > 0:
|
||||
call_iv = _calls[_calls.strike == call_strike][
|
||||
["expiration", "strike", "implied_volatility"]
|
||||
|
||||
@@ -55,6 +55,7 @@ openbb-regulators = { path = "./extensions/regulators", develop = true }
|
||||
openbb-alpha-vantage = { path = "./providers/alpha_vantage", optional = true, develop = true }
|
||||
openbb-biztoc = { path = "./providers/biztoc", optional = true, develop = true }
|
||||
openbb-cboe = { path = "./providers/cboe", optional = true, develop = true }
|
||||
openbb-deribit = { path = "./providers/deribit", optional = true, develop = true }
|
||||
openbb-ecb = { path = "./providers/ecb", optional = true, develop = true }
|
||||
openbb-finra = { path = "./providers/finra", optional = true, develop = true }
|
||||
openbb-finviz = { path = "./providers/finviz", optional = true, develop = true }
|
||||
|
||||
@@ -46,6 +46,7 @@ def headers():
|
||||
({"provider": "cboe", "symbol": "AAPL", "use_cache": False}),
|
||||
({"provider": "tradier", "symbol": "AAPL"}),
|
||||
({"provider": "yfinance", "symbol": "AAPL"}),
|
||||
({"provider": "deribit", "symbol": "BTC"}),
|
||||
(
|
||||
{
|
||||
"provider": "tmx",
|
||||
|
||||
@@ -42,6 +42,7 @@ def obb(pytestconfig):
|
||||
({"provider": "cboe", "symbol": "AAPL", "use_cache": False}),
|
||||
({"provider": "tradier", "symbol": "AAPL"}),
|
||||
({"provider": "yfinance", "symbol": "AAPL"}),
|
||||
({"provider": "deribit", "symbol": "BTC"}),
|
||||
(
|
||||
{
|
||||
"provider": "tmx",
|
||||
|
||||
29
openbb_platform/poetry.lock
generated
vendored
29
openbb_platform/poetry.lock
generated
vendored
@@ -2192,6 +2192,23 @@ files = [
|
||||
[package.dependencies]
|
||||
openbb-core = ">=1.3.6,<2.0.0"
|
||||
|
||||
[[package]]
|
||||
name = "openbb-deribit"
|
||||
version = "1.0.0b"
|
||||
description = "Deribit is a cryptocurrency exchange that offers futures and options trading."
|
||||
optional = true
|
||||
python-versions = "^3.9"
|
||||
files = []
|
||||
develop = false
|
||||
|
||||
[package.dependencies]
|
||||
async-lru = "^2.0.4"
|
||||
openbb-core = "^1.3.7"
|
||||
|
||||
[package.source]
|
||||
type = "directory"
|
||||
url = "providers/deribit"
|
||||
|
||||
[[package]]
|
||||
name = "openbb-derivatives"
|
||||
version = "1.3.5"
|
||||
@@ -2991,13 +3008,13 @@ testing = ["pytest", "pytest-benchmark"]
|
||||
|
||||
[[package]]
|
||||
name = "poetry"
|
||||
version = "1.8.4"
|
||||
version = "1.8.5"
|
||||
description = "Python dependency management and packaging made easy."
|
||||
optional = false
|
||||
python-versions = "<4.0,>=3.8"
|
||||
files = [
|
||||
{file = "poetry-1.8.4-py3-none-any.whl", hash = "sha256:1223bb6dfdbdfbebc6790796b9b7a88ea1f1f4679e709594f698499010ffb129"},
|
||||
{file = "poetry-1.8.4.tar.gz", hash = "sha256:5490f8da66d17eecd660e091281f8aaa5554381644540291817c249872c99202"},
|
||||
{file = "poetry-1.8.5-py3-none-any.whl", hash = "sha256:5505fba69bf2a792b5d7402d21839c853644337392b745109b86a23010cce5f3"},
|
||||
{file = "poetry-1.8.5.tar.gz", hash = "sha256:eb2c88d224f58f36df8f7b36d6c380c07d1001bca28bde620f68fc086e881b70"},
|
||||
]
|
||||
|
||||
[package.dependencies]
|
||||
@@ -3012,7 +3029,7 @@ installer = ">=0.7.0,<0.8.0"
|
||||
keyring = ">=24.0.0,<25.0.0"
|
||||
packaging = ">=23.1"
|
||||
pexpect = ">=4.7.0,<5.0.0"
|
||||
pkginfo = ">=1.10,<2.0"
|
||||
pkginfo = ">=1.12,<2.0"
|
||||
platformdirs = ">=3.0.0,<5"
|
||||
poetry-core = "1.9.1"
|
||||
poetry-plugin-export = ">=1.6.0,<2.0.0"
|
||||
@@ -4741,7 +4758,7 @@ test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools",
|
||||
type = ["pytest-mypy"]
|
||||
|
||||
[extras]
|
||||
all = ["openbb-alpha-vantage", "openbb-biztoc", "openbb-cboe", "openbb-charting", "openbb-ecb", "openbb-econometrics", "openbb-finra", "openbb-finviz", "openbb-government-us", "openbb-multpl", "openbb-nasdaq", "openbb-quantitative", "openbb-seeking-alpha", "openbb-stockgrid", "openbb-technical", "openbb-tmx", "openbb-tradier", "openbb-wsj"]
|
||||
all = ["openbb-alpha-vantage", "openbb-biztoc", "openbb-cboe", "openbb-charting", "openbb-deribit", "openbb-ecb", "openbb-econometrics", "openbb-finra", "openbb-finviz", "openbb-government-us", "openbb-multpl", "openbb-nasdaq", "openbb-quantitative", "openbb-seeking-alpha", "openbb-stockgrid", "openbb-technical", "openbb-tmx", "openbb-tradier", "openbb-wsj"]
|
||||
alpha-vantage = ["openbb-alpha-vantage"]
|
||||
biztoc = ["openbb-biztoc"]
|
||||
cboe = ["openbb-cboe"]
|
||||
@@ -4764,4 +4781,4 @@ wsj = ["openbb-wsj"]
|
||||
[metadata]
|
||||
lock-version = "2.0"
|
||||
python-versions = ">=3.9,<3.13"
|
||||
content-hash = "a2901737d966bcf33f21094863132898f6ab2b3469e371bdd753f5651ff5a3cb"
|
||||
content-hash = "814de57cabbeaba8d3614703e3ac73d124aded9ff34970c06957fad994c6397f"
|
||||
|
||||
12
openbb_platform/providers/deribit/README.md
vendored
Normal file
12
openbb_platform/providers/deribit/README.md
vendored
Normal file
@@ -0,0 +1,12 @@
|
||||
# OpenBB Deribit Provider Extension
|
||||
|
||||
## Coverage
|
||||
|
||||
- obb.derivatives.options.chains
|
||||
- Support for symbols:
|
||||
- BTC
|
||||
- ETH
|
||||
- XRP
|
||||
- SOL
|
||||
- BNB
|
||||
- PAXG
|
||||
1
openbb_platform/providers/deribit/__init__.py
Normal file
1
openbb_platform/providers/deribit/__init__.py
Normal file
@@ -0,0 +1 @@
|
||||
"""OpenBB Deribit Provider Module."""
|
||||
15
openbb_platform/providers/deribit/openbb_deribit/__init__.py
Normal file
15
openbb_platform/providers/deribit/openbb_deribit/__init__.py
Normal file
@@ -0,0 +1,15 @@
|
||||
"""OpenBB Deribit Provider Module."""
|
||||
|
||||
from openbb_core.provider.abstract.provider import Provider
|
||||
|
||||
from openbb_deribit.models.options_chains import DeribitOptionsChainsFetcher
|
||||
|
||||
deribit_provider = Provider(
|
||||
name="deribit",
|
||||
website="https://deribit.com/",
|
||||
description="""Unofficial Python client for public data published by Deribit.""",
|
||||
credentials=None,
|
||||
fetcher_dict={"OptionsChains": DeribitOptionsChainsFetcher},
|
||||
repr_name="Deribit Public Data",
|
||||
instructions="This provider does not require any credentials and is not meant for trading.",
|
||||
)
|
||||
@@ -0,0 +1 @@
|
||||
"""Deribit Data Models."""
|
||||
@@ -0,0 +1,279 @@
|
||||
"""Deribit Options Chains Model."""
|
||||
|
||||
# pylint: disable=unused-argument
|
||||
|
||||
from datetime import datetime
|
||||
from typing import Any, Optional, Union
|
||||
|
||||
from openbb_core.app.model.abstract.error import OpenBBError
|
||||
from openbb_core.provider.abstract.fetcher import Fetcher
|
||||
from openbb_core.provider.standard_models.options_chains import (
|
||||
OptionsChainsData,
|
||||
OptionsChainsQueryParams,
|
||||
)
|
||||
from openbb_core.provider.utils.errors import EmptyDataError
|
||||
from openbb_deribit.utils.helpers import DERIBIT_OPTIONS_SYMBOLS
|
||||
from pydantic import Field, field_validator
|
||||
|
||||
|
||||
class DeribitOptionsChainsQueryParams(OptionsChainsQueryParams):
|
||||
"""Deribit Options Chains Query Parameters Model."""
|
||||
|
||||
__json_schema_extra__ = {
|
||||
"symbol": {
|
||||
"multiple_items_allowed": False,
|
||||
"choices": DERIBIT_OPTIONS_SYMBOLS,
|
||||
}
|
||||
}
|
||||
|
||||
@field_validator("symbol", mode="before", check_fields=False)
|
||||
@classmethod
|
||||
def _validate_symbol(cls, v):
|
||||
"""Validate the symbol."""
|
||||
if v.upper() not in DERIBIT_OPTIONS_SYMBOLS:
|
||||
raise ValueError(
|
||||
f"Invalid Deribit symbol. Supported symbols are: {', '.join(DERIBIT_OPTIONS_SYMBOLS)}",
|
||||
)
|
||||
return v
|
||||
|
||||
|
||||
class DeribitOptionsChainsData(OptionsChainsData):
|
||||
"""Deribit Options Chains Data Model."""
|
||||
|
||||
__alias_dict__ = {
|
||||
"contract_symbol": "instrument_name",
|
||||
"change_percent": "price_change",
|
||||
"underlying_symbol": "underlying_index",
|
||||
"underlying_spot_price": "index_price",
|
||||
"bid_size": "best_bid_amount",
|
||||
"ask_size": "best_ask_amount",
|
||||
"bid": "best_bid_price",
|
||||
"ask": "best_ask_price",
|
||||
"implied_volatility": "mark_iv",
|
||||
"mark": "mark_price",
|
||||
"last_trade_price": "last_price",
|
||||
"volume_notional": "volume_usd",
|
||||
}
|
||||
|
||||
__doc__ = OptionsChainsData.__doc__
|
||||
|
||||
bid_iv: list[Union[float, None]] = Field(
|
||||
default_factory=list,
|
||||
description="The implied volatility of the bid price.",
|
||||
json_schema_extra={"x-unit_measurement": "decimal"},
|
||||
)
|
||||
ask_iv: list[Union[float, None]] = Field(
|
||||
default_factory=list,
|
||||
description="The implied volatility of the ask price.",
|
||||
json_schema_extra={"x-unit_measurement": "decimal"},
|
||||
)
|
||||
interest_rate: list[Union[float, None]] = Field(
|
||||
default_factory=list,
|
||||
description="The interest rate used by Deribit to calculate greeks.",
|
||||
)
|
||||
underlying_spot_price: list[float] = Field(
|
||||
description="The spot price of the underlying asset."
|
||||
" The underlying asset is the specific future or index that the option is based on.",
|
||||
json_schema_extra={"x-unit_measurement": "currency"},
|
||||
)
|
||||
settlement_price: list[Union[float, None]] = Field(
|
||||
default_factory=list,
|
||||
description="The settlement price of the contract.",
|
||||
json_schema_extra={"x-unit_measurement": "currency"},
|
||||
)
|
||||
min_price: list[Union[float, None]] = Field(
|
||||
default_factory=list,
|
||||
description="The minimum price allowed.",
|
||||
json_schema_extra={"x-unit_measurement": "currency"},
|
||||
)
|
||||
max_price: list[Union[float, None]] = Field(
|
||||
default_factory=list,
|
||||
description="The maximum price allowed.",
|
||||
json_schema_extra={"x-unit_measurement": "currency"},
|
||||
)
|
||||
volume_notional: list[Union[float, None]] = Field(
|
||||
default_factory=list,
|
||||
description="The notional trading volume of the contract, as USD or USDC.",
|
||||
json_schema_extra={"x-unit_measurement": "currency"},
|
||||
)
|
||||
timestamp: list[datetime] = Field(
|
||||
description="The datetime of the data, as America/New_York time.",
|
||||
)
|
||||
|
||||
|
||||
class DeribitOptionsChainsFetcher(
|
||||
Fetcher[DeribitOptionsChainsQueryParams, DeribitOptionsChainsData]
|
||||
):
|
||||
"""Deribit Options Chains Fetcher."""
|
||||
|
||||
require_credentials = False
|
||||
|
||||
@staticmethod
|
||||
def transform_query(params: dict[str, Any]) -> DeribitOptionsChainsQueryParams:
|
||||
"""Transform the query parameters."""
|
||||
return DeribitOptionsChainsQueryParams(**params)
|
||||
|
||||
@staticmethod
|
||||
async def aextract_data(
|
||||
query: DeribitOptionsChainsQueryParams,
|
||||
credentials: Optional[dict[str, str]],
|
||||
**kwargs: Any,
|
||||
) -> list[dict]:
|
||||
"""Extract the data."""
|
||||
# pylint: disable=import-outside-toplevel
|
||||
import asyncio # noqa
|
||||
import json
|
||||
import websockets
|
||||
from openbb_deribit.utils.helpers import get_options_symbols
|
||||
from pandas import to_datetime
|
||||
from warnings import warn
|
||||
|
||||
# We need to identify each option contract in order to fetch the chains data.
|
||||
symbols_dict: dict[str, str] = {}
|
||||
|
||||
try:
|
||||
symbols_dict = await get_options_symbols(query.symbol)
|
||||
except OpenBBError as e:
|
||||
raise OpenBBError(e) from e
|
||||
|
||||
# For each expiration, we need to create a websocket connection to fetch the data.
|
||||
# We subscribe to each contract symbol and break the connection when we have all the data for an expiry.
|
||||
# If it takes too long, we break the connection and return an error message.
|
||||
results: list = []
|
||||
messages: set = set()
|
||||
|
||||
async def call_api(expiration):
|
||||
"""Call the Deribit API."""
|
||||
symbols = symbols_dict[expiration]
|
||||
received_symbols: set = set()
|
||||
msg = {
|
||||
"jsonrpc": "2.0",
|
||||
"id": 3600,
|
||||
"method": "public/subscribe",
|
||||
"params": {"channels": ["ticker." + d + ".100ms" for d in symbols]},
|
||||
}
|
||||
async with websockets.connect(
|
||||
"wss://www.deribit.com/ws/api/v2"
|
||||
) as websocket:
|
||||
await websocket.send(json.dumps(msg))
|
||||
try:
|
||||
await asyncio.wait_for(
|
||||
receive_data(websocket, symbols, received_symbols), timeout=2.0
|
||||
)
|
||||
except asyncio.TimeoutError:
|
||||
messages.add(f"Timeout reached for {expiration}, data incomplete.")
|
||||
|
||||
async def receive_data(websocket, symbols, received_symbols):
|
||||
"""Receive the data from the websocket with a timeout."""
|
||||
while websocket.open:
|
||||
response = await websocket.recv()
|
||||
data = json.loads(response)
|
||||
|
||||
if "params" not in data:
|
||||
continue
|
||||
|
||||
if "error" in data and data.get("error"):
|
||||
messages.add(f"Error while receiving data -> {data['error']}")
|
||||
break
|
||||
|
||||
res = data.get("params", {}).get("data", {})
|
||||
symbol = res.get("instrument_name")
|
||||
|
||||
# While we are handling the data, we will parse the message.
|
||||
if symbol not in received_symbols:
|
||||
received_symbols.add(symbol)
|
||||
stats = res.pop("stats", {})
|
||||
greeks = res.pop("greeks", {})
|
||||
timestamp = res.pop("timestamp", None)
|
||||
underlying_symbol = res.get("underlying_index")
|
||||
|
||||
if underlying_symbol == "index_price":
|
||||
res["underlying_index"] = symbol.split("-")[0].replace("_", "-")
|
||||
|
||||
res["timestamp"] = to_datetime(
|
||||
timestamp, unit="ms", utc=True
|
||||
).tz_convert("America/New_York")
|
||||
|
||||
if res.get("estimated_delivery_price") == res.get("index_price"):
|
||||
_ = res.pop("estimated_delivery_price", None)
|
||||
|
||||
_ = res.pop("state", None)
|
||||
result = {
|
||||
"expiration": to_datetime(symbol.split("-")[1]).date(),
|
||||
"strike": (
|
||||
float(symbol.split("-")[2].replace("d", "."))
|
||||
if "d" in symbol.split("-")[2]
|
||||
else int(symbol.split("-")[2])
|
||||
),
|
||||
"option_type": (
|
||||
"call"
|
||||
if symbol.endswith("-C")
|
||||
else "put" if symbol.endswith("-P") else None
|
||||
),
|
||||
**res,
|
||||
**stats,
|
||||
**greeks,
|
||||
}
|
||||
result["dte"] = (
|
||||
result["expiration"] - to_datetime("today").date()
|
||||
).days
|
||||
results.append(result)
|
||||
|
||||
if len(received_symbols) == len(symbols):
|
||||
await websocket.close()
|
||||
break
|
||||
|
||||
tasks = [
|
||||
asyncio.create_task(call_api(expiration)) for expiration in symbols_dict
|
||||
]
|
||||
await asyncio.gather(*tasks)
|
||||
|
||||
if messages and not results:
|
||||
raise OpenBBError(", ".join(messages))
|
||||
|
||||
if results and messages:
|
||||
for message in messages:
|
||||
warn(message)
|
||||
|
||||
if not results and not messages:
|
||||
raise EmptyDataError("All requests returned empty with no error messages.")
|
||||
|
||||
return results
|
||||
|
||||
@staticmethod
|
||||
def transform_data(
|
||||
query: DeribitOptionsChainsQueryParams,
|
||||
data: list[dict],
|
||||
**kwargs: Any,
|
||||
) -> DeribitOptionsChainsData:
|
||||
"""Transform the data."""
|
||||
# pylint: disable=import-outside-toplevel
|
||||
from numpy import nan
|
||||
from pandas import DataFrame
|
||||
|
||||
df = DataFrame(data)
|
||||
|
||||
# For BTC and ETH options, we need to convert price units to USD.
|
||||
for col in df.columns:
|
||||
if col in [
|
||||
"last_price",
|
||||
"settlement_price",
|
||||
"mark_price",
|
||||
"min_price",
|
||||
"max_price",
|
||||
"best_ask_price",
|
||||
"best_bid_price",
|
||||
"high",
|
||||
"low",
|
||||
] and query.symbol.upper() in ["BTC", "ETH"]:
|
||||
df.loc[:, col] = df[col].astype(float).multiply(df.index_price).round(2)
|
||||
elif col in ["price_change", "mark_iv", "bid_iv", "ask_iv"]:
|
||||
df.loc[:, col] = df[col].astype(float).divide(100)
|
||||
|
||||
df = df.replace({nan: None})
|
||||
df = df.sort_values(["expiration", "strike", "option_type"])
|
||||
df = df.reset_index(drop=True)
|
||||
df.loc[:, "contract_size"] = 1
|
||||
results = df.to_dict(orient="list")
|
||||
|
||||
return DeribitOptionsChainsData.model_validate(results)
|
||||
@@ -0,0 +1 @@
|
||||
"""Deribit Utility Functions."""
|
||||
@@ -0,0 +1,111 @@
|
||||
"""Deribit Helpers Module."""
|
||||
|
||||
from typing import Literal, Optional
|
||||
|
||||
from async_lru import alru_cache
|
||||
from openbb_core.app.model.abstract.error import OpenBBError
|
||||
|
||||
DERIBIT_OPTIONS_SYMBOLS = ["BTC", "ETH", "SOL", "XRP", "BNB", "PAXG"]
|
||||
OptionsSymbols = Literal["BTC", "ETH", "SOL", "XRP", "BNB", "PAXG"]
|
||||
CURRENCIES = ["BTC", "ETH", "USDC", "USDT", "EURR", "all"]
|
||||
Currencies = Literal["BTC", "ETH", "USDC", "USDT", "EURR", "all"]
|
||||
DERIVATIVE_TYPES = ["future", "option", "spot", "future_combo", "option_combo"]
|
||||
DerivativeTypes = Literal["future", "option", "spot", "future_combo", "option_combo"]
|
||||
BASE_URL = "https://www.deribit.com"
|
||||
|
||||
|
||||
@alru_cache(maxsize=64)
|
||||
async def get_instruments(
|
||||
currency: Currencies = "BTC",
|
||||
derivative_type: Optional[DerivativeTypes] = None,
|
||||
) -> list[dict]:
|
||||
"""
|
||||
Get Deribit instruments.
|
||||
|
||||
Parameters
|
||||
----------
|
||||
currency : Currencies
|
||||
The currency to get instruments for. Default is "BTC".
|
||||
derivative_type : Optional[DerivativeTypes]
|
||||
The type of derivative to get instruments for. Default is None, which gets all types.
|
||||
|
||||
Returns
|
||||
-------
|
||||
list[dict]
|
||||
A list of instrument dictionaries.
|
||||
"""
|
||||
# pylint: disable=import-outside-toplevel
|
||||
from openbb_core.provider.utils.helpers import amake_request
|
||||
|
||||
if currency != "all" and currency.upper() not in CURRENCIES:
|
||||
raise ValueError(
|
||||
f"Currency {currency} not supported. Supported currencies are: {', '.join(CURRENCIES)}"
|
||||
)
|
||||
if derivative_type and derivative_type not in DERIVATIVE_TYPES:
|
||||
raise ValueError(
|
||||
f"Kind {derivative_type} not supported. Supported kinds are: {', '.join(DERIVATIVE_TYPES)}"
|
||||
)
|
||||
|
||||
url = f"{BASE_URL}/api/v2/public/get_instruments?currency={currency.upper() if currency != 'all' else 'any'}"
|
||||
|
||||
if derivative_type is not None:
|
||||
url += f"&kind={derivative_type}"
|
||||
|
||||
try:
|
||||
response = await amake_request(url)
|
||||
return response.get("result", []) # type: ignore
|
||||
except Exception as e: # pylint: disable=broad-except
|
||||
raise OpenBBError(
|
||||
f"Failed to get instruments -> {e.__class__.__name__}: {e}"
|
||||
) from e
|
||||
|
||||
|
||||
async def get_options_symbols(symbol: OptionsSymbols = "BTC") -> dict:
|
||||
"""
|
||||
Get a dictionary of contract symbols by expiry.
|
||||
|
||||
Parameters
|
||||
----------
|
||||
symbol : OptionsSymbols
|
||||
The underlying symbol to get options for. Default is "BTC".
|
||||
|
||||
Returns
|
||||
-------
|
||||
dict[str, str]
|
||||
A dictionary of contract symbols by expiry date.
|
||||
"""
|
||||
# pylint: disable=import-outside-toplevel
|
||||
from pandas import to_datetime
|
||||
|
||||
if symbol.upper() not in DERIBIT_OPTIONS_SYMBOLS:
|
||||
raise ValueError(
|
||||
f"Invalid Deribit symbol. Supported symbols are: {', '.join(DERIBIT_OPTIONS_SYMBOLS)}",
|
||||
)
|
||||
|
||||
currency = (
|
||||
"USDC" if symbol.upper() in ["BNB", "PAXG", "SOL", "XRP"] else symbol.upper()
|
||||
)
|
||||
instruments = await get_instruments(currency, "option")
|
||||
expirations: dict = {}
|
||||
all_options = list(
|
||||
set(
|
||||
d.get("instrument_name")
|
||||
for d in instruments
|
||||
if d.get("instrument_name").startswith(symbol)
|
||||
and d.get("instrument_name").endswith(("-C", "-P"))
|
||||
)
|
||||
)
|
||||
for item in sorted(
|
||||
list(
|
||||
set(
|
||||
(
|
||||
to_datetime(d.split("-")[1]).date().strftime("%Y-%m-%d"),
|
||||
d.split("-")[1],
|
||||
)
|
||||
for d in all_options
|
||||
)
|
||||
)
|
||||
):
|
||||
expirations[item[0]] = item[1]
|
||||
|
||||
return {k: [d for d in all_options if v in d] for k, v in expirations.items()}
|
||||
1609
openbb_platform/providers/deribit/poetry.lock
generated
vendored
Normal file
1609
openbb_platform/providers/deribit/poetry.lock
generated
vendored
Normal file
File diff suppressed because it is too large
Load Diff
20
openbb_platform/providers/deribit/pyproject.toml
vendored
Normal file
20
openbb_platform/providers/deribit/pyproject.toml
vendored
Normal file
@@ -0,0 +1,20 @@
|
||||
[tool.poetry]
|
||||
name = "openbb-deribit"
|
||||
version = "1.0.0b"
|
||||
description = "Deribit is a crypto-native derivatives exchange."
|
||||
authors = ["OpenBB Team <hello@openbb.co>"]
|
||||
license = "AGPL-3.0-only"
|
||||
readme = "README.md"
|
||||
packages = [{ include = "openbb_deribit" }]
|
||||
|
||||
[tool.poetry.dependencies]
|
||||
python = "^3.9"
|
||||
openbb-core = "^1.3.7"
|
||||
async-lru = "^2.0.4"
|
||||
|
||||
[build-system]
|
||||
requires = ["poetry-core"]
|
||||
build-backend = "poetry.core.masonry.api"
|
||||
|
||||
[tool.poetry.plugins."openbb_provider_extension"]
|
||||
deribit = "openbb_deribit:deribit_provider"
|
||||
1
openbb_platform/providers/deribit/tests/__init__.py
Normal file
1
openbb_platform/providers/deribit/tests/__init__.py
Normal file
@@ -0,0 +1 @@
|
||||
"""OpenBB Deribit Provider Tests."""
|
||||
@@ -0,0 +1,265 @@
|
||||
interactions:
|
||||
- request:
|
||||
body: null
|
||||
headers:
|
||||
Accept:
|
||||
- application/json
|
||||
Accept-Encoding:
|
||||
- gzip, deflate
|
||||
Connection:
|
||||
- keep-alive
|
||||
method: GET
|
||||
uri: https://www.deribit.com/api/v2/public/get_instruments?currency=BTC&kind=option
|
||||
response:
|
||||
body:
|
||||
string: !!binary |
|
||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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|
||||
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||||
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||||
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||||
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||||
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||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
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||||
/BPjP/5vfg/xlq3/CAA=
|
||||
headers:
|
||||
Access-Control-Allow-Headers:
|
||||
- Authorization,User-Agent,Range,X-Requested-With,Content-Type,Partner
|
||||
Access-Control-Allow-Methods:
|
||||
- GET, POST, OPTIONS
|
||||
Access-Control-Allow-Origin:
|
||||
- '*'
|
||||
Cache-Control:
|
||||
- no-store
|
||||
Connection:
|
||||
- keep-alive
|
||||
Content-Encoding:
|
||||
- gzip
|
||||
Content-Length:
|
||||
- '12383'
|
||||
Content-Type:
|
||||
- application/json
|
||||
Date:
|
||||
- Sat, 07 Dec 2024 00:13:55 GMT
|
||||
Server:
|
||||
- nginx
|
||||
Strict-Transport-Security:
|
||||
- max-age=15768000
|
||||
Vary:
|
||||
- Origin,Authorization,Partner
|
||||
- accept-encoding
|
||||
X-Frame-Options:
|
||||
- SAMEORIGIN
|
||||
status:
|
||||
code: 200
|
||||
message: OK
|
||||
version: 1
|
||||
@@ -0,0 +1,99 @@
|
||||
"""Deribit Fetcher Tests."""
|
||||
|
||||
from unittest.mock import MagicMock, patch
|
||||
|
||||
import pytest
|
||||
from openbb_core.app.service.user_service import UserService
|
||||
from openbb_core.provider.utils.helpers import run_async
|
||||
from openbb_deribit.models.options_chains import (
|
||||
DeribitOptionsChainsData,
|
||||
DeribitOptionsChainsFetcher,
|
||||
)
|
||||
|
||||
test_credentials = UserService().default_user_settings.credentials.model_dump(
|
||||
mode="json"
|
||||
)
|
||||
|
||||
MOCK_OPTIONS_DATA = DeribitOptionsChainsData.model_validate(
|
||||
{
|
||||
"expiration": ["2024-12-07", "2024-12-07"],
|
||||
"strike": [84000.0, 84000.0],
|
||||
"option_type": ["call", "put"],
|
||||
"underlying_symbol": ["SYN.BTC-7DEC24", "SYN.BTC-7DEC24"],
|
||||
"underlying_price": [100671.2825, 100671.2825],
|
||||
"contract_symbol": ["BTC-7DEC24-84000-C", "BTC-7DEC24-84000-P"],
|
||||
"dte": [1, 1],
|
||||
"contract_size": [1, 1],
|
||||
"open_interest": [1.0, 124.8],
|
||||
"volume": [0.1, 151.9],
|
||||
"last_trade_price": [None, 20.13],
|
||||
"bid": [10.06, 0.05],
|
||||
"bid_size": [0.3, 0.0],
|
||||
"ask": [0.06, 10.06],
|
||||
"ask_size": [0.0, 0.2],
|
||||
"mark": [16666.69, 0.0],
|
||||
"high": [None, 442.83],
|
||||
"low": [None, 10.06],
|
||||
"change_percent": [0, -0.6],
|
||||
"implied_volatility": [1.3618999999999999, 1.3618999999999999],
|
||||
"delta": [0.99997, -3e-05],
|
||||
"gamma": [0.0, 0.0],
|
||||
"theta": [-0.24909, -0.0263],
|
||||
"vega": [0.00366, 0.00366],
|
||||
"rho": [0.91572, -3e-05],
|
||||
"underlying_spot_price": [100644.24, 100644.24],
|
||||
"settlement_price": [14590.44, 14.35],
|
||||
"timestamp": [
|
||||
"2024-12-06 17:26:36.234000-0500",
|
||||
"2024-12-06 17:26:36.234000-0500",
|
||||
],
|
||||
"min_price": [13184.4, 10.06],
|
||||
"max_price": [20078.53, 1509.66],
|
||||
"interest_rate": [0.0, 0.0],
|
||||
"bid_iv": [0.0, 0.0],
|
||||
"ask_iv": [0.0, 2.1254],
|
||||
"volume_notional": [0.0, 7083.24],
|
||||
}
|
||||
)
|
||||
|
||||
|
||||
@pytest.fixture(scope="module")
|
||||
def vcr_config():
|
||||
"""VCR configuration."""
|
||||
return {
|
||||
"filter_headers": [("User-Agent", None)],
|
||||
"filter_query_parameters": [
|
||||
None,
|
||||
],
|
||||
}
|
||||
|
||||
|
||||
@pytest.mark.record_http
|
||||
def test_get_options_symbols():
|
||||
"""Test getting the list of options symbols."""
|
||||
# pylint: disable=import-outside-toplevel
|
||||
from openbb_deribit.utils.helpers import get_options_symbols
|
||||
|
||||
params = {"symbol": "BTC"}
|
||||
|
||||
result = run_async(get_options_symbols, **params)
|
||||
assert result is not None
|
||||
assert isinstance(result, dict)
|
||||
assert len(result) > 0
|
||||
for key, value in result.items():
|
||||
assert isinstance(value, list)
|
||||
assert key.startswith("2")
|
||||
|
||||
|
||||
@pytest.mark.asyncio
|
||||
async def test_deribit_options_chains_fetcher(credentials=test_credentials):
|
||||
"""Test Deribit Options Chains Fetcher."""
|
||||
params = {"symbol": "BTC"}
|
||||
fetcher = DeribitOptionsChainsFetcher()
|
||||
|
||||
with patch(
|
||||
"openbb_deribit.models.options_chains.DeribitOptionsChainsFetcher.fetch_data",
|
||||
return_value=MagicMock(MOCK_OPTIONS_DATA),
|
||||
):
|
||||
result = await fetcher.fetch_data(params, {})
|
||||
assert isinstance(result, DeribitOptionsChainsData)
|
||||
2
openbb_platform/pyproject.toml
vendored
2
openbb_platform/pyproject.toml
vendored
@@ -45,6 +45,7 @@ openbb-regulators = "^1.3.5"
|
||||
openbb-alpha-vantage = { version = "^1.3.5", optional = true }
|
||||
openbb-biztoc = { version = "^1.3.5", optional = true }
|
||||
openbb-cboe = { version = "^1.3.5", optional = true }
|
||||
openbb-deribit = { path = "./providers/deribit", optional = true }
|
||||
openbb-ecb = { version = "^1.3.5", optional = true }
|
||||
openbb-finra = { version = "^1.3.5", optional = true }
|
||||
openbb-finviz = { version = "^1.2.5", optional = true }
|
||||
@@ -88,6 +89,7 @@ all = [
|
||||
"openbb-biztoc",
|
||||
"openbb-cboe",
|
||||
"openbb-charting",
|
||||
"openbb-deribit",
|
||||
"openbb-ecb",
|
||||
"openbb-econometrics",
|
||||
"openbb-finra",
|
||||
|
||||
Reference in New Issue
Block a user