From 6d0097ff560e088186d26667f50f8ddf13404693 Mon Sep 17 00:00:00 2001 From: Rich <24254625+richklee@users.noreply.github.com> Date: Mon, 26 Feb 2024 16:54:57 +0000 Subject: [PATCH] port cumulator fix --- alphavec/backtest.py | 17 ++++++++--------- example.ipynb | 35 +++-------------------------------- 2 files changed, 11 insertions(+), 41 deletions(-) diff --git a/alphavec/backtest.py b/alphavec/backtest.py index a85028a..fa69b60 100644 --- a/alphavec/backtest.py +++ b/alphavec/backtest.py @@ -72,10 +72,9 @@ def backtest( Strategy is simulated using the given weights, returns, and cost parameters. Zero costs are calculated by default: no commission, no borrowing, no spread. - To prevent look-ahead bias by default the returns will be shifted 1 interval - relative to the weights during backtest. + To prevent look-ahead bias the returns will be shifted 1 interval by default relative to the weights during backtest. - Daily interval data is assumed by default. + Daily interval data is default. If you wish to use a different interval pass in the appropriate freq_day value e.g. if you are using hourly data in a 24-hour market such as crypto, you should pass in 24. @@ -104,13 +103,13 @@ def backtest( ann_risk_free_rate: Annualized risk-free rate used to calculate Sharpe ratio. Defaults to 0.02. Returns: - A tuple containing five DataFrames that report backtest performance: - 1. Asset-wise performance. + A tuple containing five data sets: + 1. Asset-wise performance table. 2. Asset-wise equity curve. - 3. Asset-wise rolling annual Sharpe ratio. - 4. Portfolio performance. + 3. Asset-wise rolling annualized Sharpe. + 4. Portfolio performance table. 5. Portfolio returns. - 5. Portoflio equity curve. + 6. Portoflio equity curve. """ assert weights.shape == prices.shape, "Weights and prices must have the same shape" @@ -196,7 +195,7 @@ def backtest( # Evaluate the strategy portfolio performance port_rets = strat_rets.sum(axis=1) - port_cum = strat_cum.sum(axis=1) + port_cum = (1 + port_rets).cumprod() - 1 # Aproximate the portfolio turnover as the weighted average sum of the asset-wise turnover port_ann_turnover = (strat_ann_turnover * weights.mean().abs()).sum() diff --git a/example.ipynb b/example.ipynb index 9a828a9..d20ee79 100644 --- a/example.ipynb +++ b/example.ipynb @@ -607,7 +607,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -828,7 +828,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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", 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", 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", 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" ] @@ -935,35 +935,6 @@ "display(port_perf)\n", "port_cum.plot()" ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "245475.6835328398\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "port_equity_curve = (1 + port_returns).cumprod() * 1000\n", - "port_equity_curve.plot()\n", - "print(port_equity_curve.iloc[-1])" - ] } ], "metadata": {