33 lines (22 loc) · 1.37 KB

代码说明

LPALG(PGM)

LPALG.py --- Baseline of LPALG (PGM)
LPALGv1.0.ipynb --- Baseline of LPALG (PGM)的第一版
LPALGv2.0.ipynb --- Baseline of LPALG (PGM)的第二版，与最终版（LPALG.py）一致

query related functions

util.py --- query related functions (rewrite by numpy)
common.py / datasets.py / estimators.py --- legacy vertion using CSVTable and Oracle

models

preprocessing.py --- build train set
model.py --- models
LatticeCDF.py --- legacy version(...)

SingleTable(1-input, 2-input)

SingleTable.py --- 单表生成网络(速度更快的numpy版本)(包含1-input和2-input)
SingleTable_test.ipynb --- 单表生成网络的测试文件(用%reload加载要测试的文件)
SingleTable_1_input.py --- 1-input 网络(速度更快的numpy版本)
SingleTable_1_input_legacy.py --- 1-input 网络(较早的common.CSVTable版本)
SingleTable_2_input_legacy.py --- 2-input 网络(较早的common.CSVTable版本)

Plotting

draw_copula.py --- 绘制二维 Copula function, 上下界
draw_cdf_comparison.ipynb --- 绘制二维和三维分布的 PDF、CDF
PWLLattice_legacy.py --- 绘制模型output单调递增/二维立体Lattice/二维平面Lattice/query对区间网格的覆盖率