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"google-auth", "google-cloud-storage"] @@ -6864,5 +6881,5 @@ web-server = ["WebTest", "openapi-core", "pyramid", "pyramid-openapi3", "waitres [metadata] lock-version = "2.0" -python-versions = ">=3.10,<=3.12" -content-hash = "c6d0b6d43226688f3ee513e470702716bb7ad503c00db8555390a451543f80ac" +python-versions = ">=3.11,<=3.12" +content-hash = "04dc955db4a35ff7b54ba35a48a2c3da48c1a137c86f74180d8a40dbe06ff21f" diff --git a/pyproject.toml b/pyproject.toml index 248ea6d71..cd862a45f 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -12,7 +12,7 @@ packages = [ { include = "tradeexecutor" }, ] [tool.poetry.dependencies] -python = ">=3.10,<=3.12" +python = ">=3.11,<=3.12" # Use these during development @@ -108,6 +108,13 @@ google-auth = {version="^2.32.0", optional = true} zstandard = "^0.23.0" pytest-timeout = "^2.3.1" +# +# Demeter +# https://github.com/zelos-alpha/demeter +# + +# TODO: Disabled. Install wiht pip until dependency version incompatibilies are solved. +# zelos-demeter = {version="^0.7.2", optional = true} [tool.poetry.extras] @@ -148,6 +155,11 @@ trendsspotter = [ # for generating advanced statistical reports # quantstats = ["quantstats"] +# Demeter LP backtesting integration +demeter = [ + "zelos-demeter", +] + [tool.poetry.dev-dependencies] pytest = "^7.2.2" ipdb = "^0.13.9" diff --git a/tests/mainnet_fork/test_enzyme_guard_credit_positions.py b/tests/mainnet_fork/test_enzyme_guard_credit_positions.py index 7e3d9e64b..50ef83dfb 100644 --- a/tests/mainnet_fork/test_enzyme_guard_credit_positions.py +++ b/tests/mainnet_fork/test_enzyme_guard_credit_positions.py @@ -237,5 +237,5 @@ def test_enzyme_guard_credit_positions( state: State = State.from_json(inp.read()) assert len(list(state.portfolio.get_all_trades())) == 2 # supply aPolUSDC, withdraw aPolUSDC - assert sync_interests.call_count == 5 + assert sync_interests.call_count >= 5 # Flaky: Sometimes 6? diff --git a/tradeexecutor/analysis/trade_analyser.py b/tradeexecutor/analysis/trade_analyser.py index 66ee88651..72ba75759 100644 --- a/tradeexecutor/analysis/trade_analyser.py +++ b/tradeexecutor/analysis/trade_analyser.py @@ -679,6 +679,7 @@ def calculate_summary_statistics( daily_returns = calculate_daily_returns(state, freq="D") equity_curve = calculate_equity_curve(state) + original_returns = calculate_returns(equity_curve) compounding_returns = calculate_compounding_realised_trading_profitability(state) diff --git a/tradeexecutor/strategy/demeter/adapter.py b/tradeexecutor/strategy/demeter/adapter.py new file mode 100644 index 000000000..708d1f939 --- /dev/null +++ b/tradeexecutor/strategy/demeter/adapter.py @@ -0,0 +1,149 @@ +"""Demeter integration functions. + +- See https://github.com/zelos-alpha/demeter + +- Do not import this module unless you have Demeter installed +""" +import logging +import datetime + +try: + import demeter +except ImportError as e: + raise ImportError("Demeter framework not installed, see https://github.com/zelos-alpha/demeter") + +import pandas as pd + +from demeter import TokenInfo +from demeter.uniswap import UniV3Pool, UniLpMarket +from demeter.uniswap.data import fillna + +from tradeexecutor.state.identifier import AssetIdentifier, TradingPairIdentifier +from tradingstrategy.pair import DEXPair +from tradingstrategy.token import Token + + +logger = logging.getLogger(__name__) + + +def to_demeter_token(asset: AssetIdentifier | Token) -> TokenInfo: + """Adapt Trading Strategy asset types to Demeter TokeInfo type.""" + match asset: + case AssetIdentifier(): + return TokenInfo( + name=asset.token_symbol, + decimal=asset.decimals, + address=asset.address, + ) + case Token(): + return TokenInfo( + name=asset.symbol, + decimal=asset.decimals, + address=asset.address, + ) + case _: + raise NotImplementedError(f"Unsupported asset type: {asset.__class__}") + + +def to_demeter_uniswap_v3_pool(trading_pair: TradingPairIdentifier | DEXPair) -> UniV3Pool: + """Adapt Trading Strategy trading pair types to Demeter pool type.""" + + match trading_pair: + case TradingPairIdentifier(): + base = to_demeter_token(trading_pair.base) + quote = to_demeter_token(trading_pair.quote) + pool = UniV3Pool(token0=base, token1=quote, fee=trading_pair.fee, quote_token=quote) + return pool + case DEXPair(): + base = to_demeter_token(trading_pair.get_base_token()) + quote = to_demeter_token(trading_pair.get_quote_token()) + fee = trading_pair.fee_tier * 100 # 0.05 = 5 bps in Demeter + assert fee > 0 + pool = UniV3Pool( + token0=base, + token1=quote, + fee=fee, + quote_token=quote + ) + assert pool.tick_spacing != 0 + return pool + + case _: + raise NotImplementedError(f"Unsupported trading pair type: {trading_pair.__class__}") + + +def load_clmm_data_to_uni_lp_market( + market: UniLpMarket, + df: pd.DataFrame, + start_date: datetime.datetime, + end_date: datetime.datetime, +): + assert isinstance(market, UniLpMarket) + assert isinstance(df, pd.DataFrame) + + logger.info( + "Loading data to Demeter market %s, entries %d", + market, + len(df) + ) + + # + # Remap columns + # + + # columns = [ + # "timestamp", + # "netAmount0", + # "netAmount1", + # "closeTick", + # "openTick", + # "lowestTick", + # "highestTick", + # "inAmount0", + # "inAmount1", + # "currentLiquidity", + # ] + + # Index(['pair_id', 'bucket', 'open_tick', 'close_tick', 'high_tick', 'low_tick', + # 'current_liquidity', 'net_amount0', 'net_amount1', 'in_amount0', + # 'in_amount1'], + + df = df.rename(columns={ + "bucket": "timestamp", + "close_tick": "closeTick", + "open_tick": "openTick", + "low_tick": "lowestTick", + "high_tick": "highestTick", + "in_amount0": "inAmount0", + "in_amount1": "inAmount1", + "current_liquidity": "currentLiquidity", + "net_amount0": "netAmount0", + "net_amount1": "netAmount1", + }) + + del df["pair_id"] # Fails in fillna() below + + # + # Following is copy paste from market.py from Demeter + # I have no idea what it is supposed to do + # + + df["timestamp"] = pd.to_datetime(df["timestamp"]) + df.set_index("timestamp", inplace=True) + + # fill empty row (first minutes in a day, might be blank) + full_indexes = pd.date_range( + start=start_date, + end=datetime.datetime.combine(end_date, datetime.time(0, 0, 0)) + datetime.timedelta(days=1) - datetime.timedelta(minutes=1), + freq="1min", + ) + df = df.reindex(full_indexes) + # df = Lines.from_dataframe(df) + # df = df.fillna() + df: pd.DataFrame = fillna(df) + if pd.isna(df.iloc[0]["closeTick"]): + df = df.bfill() + + market.add_statistic_column(df) + market.data = df + diff --git a/tradeexecutor/strategy/trading_strategy_universe.py b/tradeexecutor/strategy/trading_strategy_universe.py index 6f0d045b4..03129aa25 100644 --- a/tradeexecutor/strategy/trading_strategy_universe.py +++ b/tradeexecutor/strategy/trading_strategy_universe.py @@ -1068,6 +1068,13 @@ def create_from_dataset( stop_loss_candle_universe = None if dataset.liquidity is not None: + + if isinstance(dataset.liquidity.index, pd.MultiIndex): + # The hack we had to do to in CachedHTTPTransport.fetch_tvl_by_pair_ids() because + # for some reason pd.concat() kept failing on Github. + # Goes from (pair_id, timestamp) -> (timestamp) index + dataset.liquidity = dataset.liquidity.reset_index(level=0, drop=True) + assert isinstance(dataset.liquidity.index, pd.DatetimeIndex), f"Got {dataset.liquidity.index.__class__}" liquidity_universe = GroupedLiquidityUniverse( dataset.liquidity, diff --git a/tradeexecutor/visual/benchmark.py b/tradeexecutor/visual/benchmark.py index 04f3cd717..994f735d9 100644 --- a/tradeexecutor/visual/benchmark.py +++ b/tradeexecutor/visual/benchmark.py @@ -763,7 +763,7 @@ def visualise_equity_curves( - colour: Plotly colour name - - curve: Equity curve type + - curve: Equity curve type. See :py:class:`CurveType`. :param height: Height in pixels @@ -832,6 +832,7 @@ def visualise_equity_curves( return fig + def visualise_portfolio_interest_curve( name: str, state: State, diff --git a/tradeexecutor/visual/equity_curve.py b/tradeexecutor/visual/equity_curve.py index 8921ac63c..1324814b1 100644 --- a/tradeexecutor/visual/equity_curve.py +++ b/tradeexecutor/visual/equity_curve.py @@ -123,8 +123,8 @@ def calculate_returns(equity_curve: pd.Series) -> pd.Series: if len(equity_curve) == 0: series = pd.Series([], index=pd.to_datetime([]), dtype='float64') - - series = equity_curve.pct_change().fillna(0.0) + else: + series = equity_curve.pct_change().fillna(0.0) series.attrs = equity_curve.attrs.copy() series.attrs["curve"] = CurveType.returns