From 769cf25daa037df5d62201efe8e53d1396e3f62a Mon Sep 17 00:00:00 2001 From: Yuxuan Yan Date: Sun, 7 Jun 2026 10:48:20 +0800 Subject: [PATCH] feat: dump alpha values + daily PnL as parquet (pyarrow) --- analysis/report.py | 45 ++++++++++++++++++++++++++++++++++++++ results/daily_pnl.parquet | Bin 0 -> 10443 bytes results/signals.parquet | Bin 0 -> 148034 bytes run_example.py | 12 +++++++--- 4 files changed, 54 insertions(+), 3 deletions(-) create mode 100644 results/daily_pnl.parquet create mode 100644 results/signals.parquet diff --git a/analysis/report.py b/analysis/report.py index 125cac2..ee1bfdf 100644 --- a/analysis/report.py +++ b/analysis/report.py @@ -122,6 +122,51 @@ def plot_ic(signal_eval: dict, output_path: str = "reports/ic.png") -> str: return output_path +def dump_signals(signals_df: pd.DataFrame, output_dir: str = "results/") -> str: + """Save the signal matrix (date x stock) as a parquet file. + + Args: + signals_df: Date-indexed DataFrame of per-stock signal values. + output_dir: Directory to write the parquet file into. + + Returns: + The path the parquet file was written to. + """ + os.makedirs(output_dir, exist_ok=True) + path = os.path.join(output_dir, "signals.parquet") + signals_df.to_parquet(path) + return path + + +def dump_daily_pnl( + results: list, output_dir: str = "results/", initial_cash: float = 1_000_000.0 +) -> str: + """Extract the daily portfolio value from a backtest run and save as parquet. + + Compounds the per-day TimeReturn analyzer into an equity curve. + + Args: + results: The list returned by ``cerebro.run()``. + output_dir: Directory to write the parquet file into. + initial_cash: Starting portfolio value for scaling the curve. + + Returns: + The path the parquet file was written to. + """ + os.makedirs(output_dir, exist_ok=True) + series = pd.Series(dtype=float) + if results: + tr = results[0].analyzers.timereturn.get_analysis() + series = pd.Series(tr).sort_index() + + equity = (1.0 + series).cumprod() * initial_cash + pnl_df = pd.DataFrame({"date": equity.index, "value": equity.values}) + + path = os.path.join(output_dir, "daily_pnl.parquet") + pnl_df.to_parquet(path) + return path + + def generate_report( results: list, signal_eval: dict, diff --git a/results/daily_pnl.parquet b/results/daily_pnl.parquet new file mode 100644 index 0000000000000000000000000000000000000000..5f55398e59bb4655ffbc0998f48ab99ab358d033 GIT binary patch literal 10443 zcmb7~2UJu^*RC5xBpDF|V}pPoefl&>!PpxlDo9YGK$8R{N)Rx%SrE(tb0a|%0}5i+ zMxuz4R1`(qoD=4J_eN*#%=i8OUF-H5=IvAU?%Gv#o~k;1W?aGDL_aqk&WjZ?9 zD8et}_M=D|r%6$yo@L+VlzMUbS9-md6DW1<&?D!qo>t^6Wt>q&qn4+Wvv>Xu6z^9TaY$ltMyDVimbNoG>TC2q!C4uqWBPn zGgQCyx z?Q=u0RD87E3`H_}WIS2brxL27X9=CC4pI7n5t5Jky?E|kB_Vi=YR$E+qgCF%!=PR{eXm1I5tgdmk}Q7lD~4G|Hf!cX%Q z6fjV7c^g5>DL6rpisrQvq~b0n^T^ufvKB>nB$^1mtr7OmZ&kh+( z){SFL$r|HFkV+<`5v0<(=1nNv-Ea1xh|_wULy@`iT2O?BPLHt}(ZSrIir9>FX*rS0 z^}j>pip_rnVx=V6c5FASB?Y~? zWS!5Nqi_|{2}kkG0>V*tq_PvojC=d>N)p5=N0C1EAvn3`QhKXkym-?_f>Rb#LU0Og 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zXwVPOM~Rq;H-R47gb07k(FJ|gRp~c-tue3{w+W|9BcXne$;~;j@5OohCc=8HARHm9IyTM{+Owvw`KosF_hITn(Q ziUpVQe5*8SzPYT5V_F$%(3tuwO18Ouu149WIN#j9M$Na7;u-?`M}zt;q_~E-lZ{$K zLS@DImZban)bFP;uX`OjubH98q}77Zf`jf>@g0A zb-K8j$dj>j0BUEpGOm?Dy(tfE%Ax)qE2*7jSSx&Aj+$xz4Wt9*m?ynP7MBTo&_p-JIsUA6@K z9>K@P@PZmV?CAubt>NvH^IznL^9sQmYIx*n?VCjZ)$jz4&`71)e@GSHNBwt=;RRKA zvHwCfJjbiSLw-OU7^>mzs{DuChv0=89--F3$@d@Rbp+orh8I-e1;|+m-Z^5f_CK!* zFV0_o4bOSh;N2BEetZpYSL46nPSW_xkKtAM4>cm pd.DataFram return pd.DataFrame(forward_returns) -def main(forward_horizon: int = 5, universe: str = "csi500", signal_name: str = "reversal_vol"): +def main(forward_horizon: int = 5, universe: str = "csi500", signal_name: str = "reversal_vol", + dump_dir: str = "results/"): universes = {"hs300": SYMBOLS, "csi500": CSI500_SYMBOLS} symbols = universes.get(universe, CSI500_SYMBOLS)[:30] @@ -97,6 +98,10 @@ def main(forward_horizon: int = 5, universe: str = "csi500", signal_name: str = results, signal_eval, output_dir="reports/", initial_cash=initial_cash ) + # 7b. Dump signals and daily PnL. + dump_signals(signals_df, dump_dir) + dump_daily_pnl(results, dump_dir, initial_cash=initial_cash) + # 8. Print summary. print("\nSIGNAL IC") print("=" * 50) @@ -122,5 +127,6 @@ if __name__ == "__main__": parser = argparse.ArgumentParser(description="Chinese equity quant backtest") parser.add_argument("--universe", default="csi500", choices=["hs300", "csi500"]) parser.add_argument("--signal", default="reversal_vol", choices=["reversal", "reversal_vol"]) + parser.add_argument("--dump-dir", default="results/") args = parser.parse_args() - main(universe=args.universe, signal_name=args.signal) + main(universe=args.universe, signal_name=args.signal, dump_dir=args.dump_dir)