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216004d | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 | #!/usr/bin/env python3
"""调试 lm5 的 wave 自洽性为什么恒为 1.0。"""
import sys
import numpy as np
sys.path.insert(0, "/work/liuyuanjie/headless")
sys.path.insert(0, "/work/liuyuanjie/headless/tests")
from run_lm4_wave import build_feature_matrix, build_windows # noqa: E402
times, dens, Fm, ok = build_feature_matrix("/work/liuyuanjie/headless/data/wave",
bands=13, use_wfr=True, use_lshell=False)
X, y_log = build_windows(times, dens, Fm, ok)
print("wave_X:", X.shape, X.dtype)
Xw = np.asarray(X, dtype=np.float64)
if Xw.ndim == 3:
Xw = Xw.mean(axis=1)
nf = Xw.shape[1]
print("均值后:", Xw.shape, "nf =", nf)
for i, j in [(0, 1), (0, nf - 2), (1, nf - 2)]:
a, b = Xw[:, i], Xw[:, j]
print(" (%d,%d): std_a=%.4g std_b=%.4g |c|=%s" %
(i, j, a.std(), b.std(),
round(abs(np.corrcoef(a, b)[0, 1]), 4) if a.std() > 1e-9 and b.std() > 1e-9 else "NaN"))
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