Replace c14 ctgan with corrected 240000-row run

Files changed (16) hide show

syntheticSuccess/c14/ctgan/ctgan-c14-20260510_070847/_ctgan_generate.py ADDED Viewed

+import sys
+sys.path.insert(0, "/work")
+from src.SpecificModels.ctgan_rdt_inverse_fix import apply_ctgan_inverse_fix
+apply_ctgan_inverse_fix()
+import pandas as pd
+from ctgan.synthesizers.ctgan import CTGAN
+model = CTGAN.load("/work/output-Benchmark-trainonly-v1/c14/ctgan/ctgan-c14-20260510_070847/models_100epochs/ctgan_100epochs.pt")
+total = 240000
+chunk = min(50000, total) if total > 50000 else total
+parts = []
+left = total
+while left > 0:
+    take = min(chunk, left)
+    parts.append(model.sample(take))
+    left -= take
+sampled = pd.concat(parts, ignore_index=True) if len(parts) > 1 else parts[0]
+sampled.to_csv("/work/output-Benchmark-trainonly-v1/c14/ctgan/ctgan-c14-20260510_070847/ctgan-c14-240000-20260510_140518.csv", index=False)
+print("[CTGAN] Generated", total, "rows in", len(parts), "chunks ->", "/work/output-Benchmark-trainonly-v1/c14/ctgan/ctgan-c14-20260510_070847/ctgan-c14-240000-20260510_140518.csv")

syntheticSuccess/c14/ctgan/ctgan-c14-20260510_070847/_ctgan_train.py ADDED Viewed

+import pandas as pd
+from ctgan.synthesizers.ctgan import CTGAN
+data = pd.read_csv("/work/output-Benchmark-trainonly-v1/c14/ctgan/ctgan-c14-20260510_070847/staged/public/train.csv")
+discrete_columns = ['bin_0', 'bin_1', 'bin_2', 'bin_3', 'bin_4', 'nom_0', 'nom_1', 'nom_2', 'nom_3', 'nom_4', 'nom_5', 'nom_6', 'nom_7', 'nom_8', 'nom_9', 'ord_1', 'ord_2', 'ord_3', 'ord_4', 'ord_5', 'target']
+model = CTGAN(
+    embedding_dim=16,
+    generator_dim=(32, 32),
+    discriminator_dim=(32, 32),
+    batch_size=64,
+    pac=1,
+    epochs=100,
+    verbose=True,
+)
+model.fit(data, discrete_columns)
+model.save("/work/output-Benchmark-trainonly-v1/c14/ctgan/ctgan-c14-20260510_070847/models_100epochs/ctgan_100epochs.pt")
+print("[CTGAN] Saved model ->", "/work/output-Benchmark-trainonly-v1/c14/ctgan/ctgan-c14-20260510_070847/models_100epochs/ctgan_100epochs.pt")

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