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a/SynthData0523/hyper_parameter_tuning/n11/ctgan/_rf_tuning/phase2_scores.csv b/SynthData0523/hyper_parameter_tuning/n11/ctgan/_rf_tuning/phase2_scores.csv new file mode 100644 index 0000000000000000000000000000000000000000..3b976fbd8b76bd54b5047359cb8a0d6abe5f57cb --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/_rf_tuning/phase2_scores.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:754ebaedbb503281299a7ee8899adeebf360a8e73a4df3ae87c44de0914d623e +size 5602 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/_rf_tuning/sample_manifest.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/_rf_tuning/sample_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..d67258cbd36db32669dec2db1b837e439e1b228f --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/_rf_tuning/sample_manifest.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:81edfacc2b5a8f1c1176e45bce7632587f0809a04ada0d79084c049a99b9edd9 +size 633 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_234320/_ctgan_generate.py b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_234320/_ctgan_generate.py new file mode 100644 index 0000000000000000000000000000000000000000..aa22e8365af70239d42626d9f5d5fd11ad213915 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_234320/_ctgan_generate.py @@ -0,0 +1,18 @@ +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/n11/ctgan/ctgan-n11-20260520_234320/models_100epochs/ctgan_100epochs.pt") +total = 15215 +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/n11/ctgan/ctgan-n11-20260520_234320/ctgan-n11-15215-20260520_235141.csv", index=False) +print("[CTGAN] Generated", total, "rows in", len(parts), "chunks ->", "/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260520_234320/ctgan-n11-15215-20260520_235141.csv") \ No newline at end of file diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_234320/_ctgan_train.py b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_234320/_ctgan_train.py new file mode 100644 index 0000000000000000000000000000000000000000..23481218e96d1e9fd9f946887b85c5bb519a6419 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_234320/_ctgan_train.py @@ -0,0 +1,17 @@ +import pandas as pd +from ctgan.synthesizers.ctgan import CTGAN + +data = pd.read_csv("/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260520_234320/staged/public/train.csv") +discrete_columns = ['g'] +model = CTGAN( + embedding_dim=128, + generator_dim=(256, 256), + discriminator_dim=(256, 256), + batch_size=128, + pac=2, + epochs=100, + verbose=True, +) +model.fit(data, discrete_columns) +model.save("/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260520_234320/models_100epochs/ctgan_100epochs.pt") +print("[CTGAN] Saved model ->", "/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260520_234320/models_100epochs/ctgan_100epochs.pt") \ No newline at end of file diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_234320/bo_combo.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_234320/bo_combo.json new file mode 100644 index 0000000000000000000000000000000000000000..f98019fa2e7b6b9caeeaf335a9011010e7703e2d --- /dev/null +++ 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b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_234320/staged/public/train.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3ab621ac8239797506ce800c1409422452b8127da93add91dd9e6d63ddeec6f7 +size 1182326 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_234320/staged/public/val.csv b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_234320/staged/public/val.csv new file mode 100644 index 0000000000000000000000000000000000000000..e0a3b6ab9c53a7f8d97dff3290e643431f9ad023 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_234320/staged/public/val.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:374e44edf25e58ca37eabbef0485c98cecdbdfa9d24da738937f404840bfad44 +size 147784 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_235258/_ctgan_generate.py b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_235258/_ctgan_generate.py new file mode 100644 index 0000000000000000000000000000000000000000..cd40914b03c6083d6d2d37c6f675da73f40cf82e --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_235258/_ctgan_generate.py @@ -0,0 +1,18 @@ +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/n11/ctgan/ctgan-n11-20260520_235258/models_100epochs/ctgan_100epochs.pt") +total = 15215 +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/n11/ctgan/ctgan-n11-20260520_235258/ctgan-n11-15215-20260521_000102.csv", index=False) +print("[CTGAN] Generated", total, "rows in", len(parts), "chunks ->", "/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260520_235258/ctgan-n11-15215-20260521_000102.csv") \ No newline at end of file diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_235258/_ctgan_train.py b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_235258/_ctgan_train.py new file mode 100644 index 0000000000000000000000000000000000000000..ca24d79e1e4bcc9d2aada95e332a1c06008a033b --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_235258/_ctgan_train.py @@ -0,0 +1,17 @@ +import pandas as pd +from ctgan.synthesizers.ctgan import CTGAN + +data = pd.read_csv("/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260520_235258/staged/public/train.csv") +discrete_columns = ['g'] +model = CTGAN( + embedding_dim=128, + generator_dim=(32, 32), + discriminator_dim=(32, 32), + batch_size=128, + pac=2, + epochs=100, + verbose=True, +) +model.fit(data, discrete_columns) +model.save("/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260520_235258/models_100epochs/ctgan_100epochs.pt") +print("[CTGAN] Saved model ->", "/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260520_235258/models_100epochs/ctgan_100epochs.pt") \ No newline at end of file diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_235258/bo_combo.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_235258/bo_combo.json new file mode 100644 index 0000000000000000000000000000000000000000..fd8821e6b925afa87b63b132075b6647cb7b44c6 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_235258/bo_combo.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ebe7230a13978f275e8636146d1ca52d58aaa2d0d6198434cd96522359cf8863 +size 220 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_235258/ctgan-n11-15215-20260521_000102.csv b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_235258/ctgan-n11-15215-20260521_000102.csv new file mode 100644 index 0000000000000000000000000000000000000000..4fe1c7e3a78a89191a0a1f424077fb1ce2ea45a3 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_235258/ctgan-n11-15215-20260521_000102.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c92e70886130da7ff4f9f394c4036851fa217f739e775ceb2ecc69f657d22687 +size 2883061 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_235258/ctgan_metadata.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_235258/ctgan_metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..67a0338db890724baf86effd9cce456b4bfcdeb9 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_235258/ctgan_metadata.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:600119beca783dcd77c3bd4873a4dc3b4c207ab14bb1fceeb482b78deec4e45d +size 726 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_235258/gen_20260521_000102.log b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_235258/gen_20260521_000102.log new file mode 100644 index 0000000000000000000000000000000000000000..d8ce89af715dc33aae809e1d3f20d55784ff849e --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_235258/gen_20260521_000102.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1f3fabf93e2691b87336fe1e06583860176bf5a97ddacfe392160dce632cd52b +size 302 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_235258/input_snapshot.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_235258/input_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..d34326e721f72e525965e85b659b2ebbbd364911 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_235258/input_snapshot.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:13f8b938efdb85281245fdd36e9bd0daedb563df2c8ab49b2a99cb37f1500fbf +size 1358 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_235258/models_100epochs/ctgan_100epochs.pt b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_235258/models_100epochs/ctgan_100epochs.pt new file mode 100644 index 0000000000000000000000000000000000000000..71c12ac5ddf6a5fa8d43c75e64eb8826c54eac82 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_235258/models_100epochs/ctgan_100epochs.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:61a63c4f5dcf536f610ea5d8c2edc9ac273b9ec83564ff98941ac762e8f2ba4c +size 614499 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_235258/models_100epochs/train_20260520_235258.log b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_235258/models_100epochs/train_20260520_235258.log new file mode 100644 index 0000000000000000000000000000000000000000..49ecec60a25e0dbd00a42b5be63a2b4fd899ee5c --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_235258/models_100epochs/train_20260520_235258.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2a2fe99a81ac2a6a1f7cf4680fe322894262ec74de807eb9f74036ef0df05a69 +size 20829 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_235258/public_gate/normalized_schema_snapshot.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_235258/public_gate/normalized_schema_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..9b5dd2b4d66e54e5dbeff78b827bc48cfa7dbdf1 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_235258/public_gate/normalized_schema_snapshot.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:68c3209b66f9891477ccb430a3d02e3a299eb9c1a2d045bbf528bdfeb8de4fb0 +size 5283 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_235258/public_gate/public_gate_report.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_235258/public_gate/public_gate_report.json new file mode 100644 index 0000000000000000000000000000000000000000..59dc44de856101118ae1288822ef9be24e1daf4c --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_235258/public_gate/public_gate_report.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6336138aac04ffe8bd9b1596f9d11556e4417d85ddb950dd20c9532ef6b9fd80 +size 915 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_235258/public_gate/staged_input_manifest.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_235258/public_gate/staged_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..ff62cc3b6fd0ce413cf695e67b647e7896adb11d --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_235258/public_gate/staged_input_manifest.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:48dc868f6baff2cda27610f37c96116ec8b49a915822788bcd107f9fea9505f5 +size 6079 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_235258/run_config.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_235258/run_config.json new file mode 100644 index 0000000000000000000000000000000000000000..2c10b4c45f231dcc3ed10a5bc3202d3c5295996d --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_235258/run_config.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bb647b97f7b514d41969a18904ca2d2ec5dc5cc583072d1d863a828bf5d4b80d +size 2461 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_235258/runtime_result.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_235258/runtime_result.json new file mode 100644 index 0000000000000000000000000000000000000000..11414eab7c049aa96ba5e0eca85525ff4e5320cb --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_235258/runtime_result.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7148d34551ebc7f777731024d18938251181f1f52740d5eb78c5efad88640775 +size 911 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_235258/staged/ctgan/adapter_report.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_235258/staged/ctgan/adapter_report.json new file mode 100644 index 0000000000000000000000000000000000000000..b38a66106b26ddcdbfe1977d8233edde3e579d00 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_235258/staged/ctgan/adapter_report.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:719ee6cb8a4f6acbe67075f12ec530bcf309999938b9990c61c844d4b6d9948c +size 317 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_235258/staged/ctgan/adapter_transforms_applied.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_235258/staged/ctgan/adapter_transforms_applied.json new file mode 100644 index 0000000000000000000000000000000000000000..6f3aaa01a627a955d2022165805d2786c0da78ba --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_235258/staged/ctgan/adapter_transforms_applied.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945 +size 2 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_235258/staged/ctgan/model_input_manifest.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_235258/staged/ctgan/model_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..96848901588f6118f08f2078bb8b063a0ecd341d --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_235258/staged/ctgan/model_input_manifest.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9e29d3da476a897362b63eb2fa41ad184118dfe159a71dce28dedfb97b9376aa +size 6272 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_235258/staged/public/staged_features.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_235258/staged/public/staged_features.json new file mode 100644 index 0000000000000000000000000000000000000000..38380510b7674c7cdd856f51da52bd91fa879aba --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_235258/staged/public/staged_features.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7ea5e7a5363e366f12e9794c57325c7f28e71ef584464c2f78fa67b80eca9a82 +size 1025 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_235258/staged/public/test.csv b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_235258/staged/public/test.csv new file mode 100644 index 0000000000000000000000000000000000000000..59e413eb15b50a2ac49cd95bbe57b0d0018ccf95 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_235258/staged/public/test.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bf4e935f84569b849b662718eaa19be605037d46a5f7391f164728d6d9c3bb50 +size 148017 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_235258/staged/public/train.csv b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_235258/staged/public/train.csv new file mode 100644 index 0000000000000000000000000000000000000000..cc5acd9fe00e8a233592b4da9797300adc83744b --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_235258/staged/public/train.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3ab621ac8239797506ce800c1409422452b8127da93add91dd9e6d63ddeec6f7 +size 1182326 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_235258/staged/public/val.csv b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_235258/staged/public/val.csv new file mode 100644 index 0000000000000000000000000000000000000000..e0a3b6ab9c53a7f8d97dff3290e643431f9ad023 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260520_235258/staged/public/val.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:374e44edf25e58ca37eabbef0485c98cecdbdfa9d24da738937f404840bfad44 +size 147784 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_000219/_ctgan_generate.py b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_000219/_ctgan_generate.py new file mode 100644 index 0000000000000000000000000000000000000000..935cb33b020d53a311a8616b0dc10642845ecf9c --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_000219/_ctgan_generate.py @@ -0,0 +1,18 @@ +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/n11/ctgan/ctgan-n11-20260521_000219/models_150epochs/ctgan_150epochs.pt") +total = 15215 +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/n11/ctgan/ctgan-n11-20260521_000219/ctgan-n11-15215-20260521_004831.csv", index=False) +print("[CTGAN] Generated", total, "rows in", len(parts), "chunks ->", "/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_000219/ctgan-n11-15215-20260521_004831.csv") \ No newline at end of file diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_000219/_ctgan_train.py b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_000219/_ctgan_train.py new file mode 100644 index 0000000000000000000000000000000000000000..43cd902e86f6368419c563a3b66b85c7ba1c5bc4 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_000219/_ctgan_train.py @@ -0,0 +1,17 @@ +import pandas as pd +from ctgan.synthesizers.ctgan import CTGAN + +data = pd.read_csv("/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_000219/staged/public/train.csv") +discrete_columns = ['g'] +model = CTGAN( + embedding_dim=128, + generator_dim=(256, 256), + discriminator_dim=(256, 256), + batch_size=32, + pac=1, + epochs=150, + verbose=True, +) +model.fit(data, discrete_columns) +model.save("/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_000219/models_150epochs/ctgan_150epochs.pt") +print("[CTGAN] Saved model ->", "/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_000219/models_150epochs/ctgan_150epochs.pt") \ No newline at end of file diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_000219/bo_combo.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_000219/bo_combo.json new file mode 100644 index 0000000000000000000000000000000000000000..3fd42f71f8767aeb6b791bbf77869078c54a69ae --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_000219/bo_combo.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:df903523d21157c03d8658e1d1ec2dc3efd94811c055df5cc5edc47a2450254e +size 206 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_000219/ctgan-n11-15215-20260521_004831.csv b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_000219/ctgan-n11-15215-20260521_004831.csv new file mode 100644 index 0000000000000000000000000000000000000000..c0fe65ae25aeb8955e565b829dd65cf3b8a72dac --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_000219/ctgan-n11-15215-20260521_004831.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:245aedf3d13ac57b521160d1728a2fd3f7bda4045e85c25e24f057649632b2af +size 2887499 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_000219/ctgan_metadata.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_000219/ctgan_metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..67a0338db890724baf86effd9cce456b4bfcdeb9 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_000219/ctgan_metadata.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:600119beca783dcd77c3bd4873a4dc3b4c207ab14bb1fceeb482b78deec4e45d +size 726 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_000219/gen_20260521_004831.log b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_000219/gen_20260521_004831.log new file mode 100644 index 0000000000000000000000000000000000000000..c4eb1b77f138326b652047beb34b70cf28b91fdd --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_000219/gen_20260521_004831.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f05e7d2a8dcab3b3ef3e7d2d1d239a04dac6cfbbc9170aa59e9da0b2cff1a5e1 +size 302 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_000219/input_snapshot.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_000219/input_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..d34326e721f72e525965e85b659b2ebbbd364911 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_000219/input_snapshot.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:13f8b938efdb85281245fdd36e9bd0daedb563df2c8ab49b2a99cb37f1500fbf +size 1358 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_000219/models_150epochs/ctgan_150epochs.pt b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_000219/models_150epochs/ctgan_150epochs.pt new file mode 100644 index 0000000000000000000000000000000000000000..5d26fde97f0df990ba3d4a7459764863b8581fa7 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_000219/models_150epochs/ctgan_150epochs.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:507d2e9c20e03220677a42d7ebc9fb604a771bdf531b5d3085927206b6396bc9 +size 1311459 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_000219/models_150epochs/train_20260521_000219.log b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_000219/models_150epochs/train_20260521_000219.log new file mode 100644 index 0000000000000000000000000000000000000000..7c5d3055870352333c0d3f952923fcc7fd78c35a --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_000219/models_150epochs/train_20260521_000219.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7e7c8ad499957f22e3e651546af477066527697aede3c5948e146d8830704be4 +size 30414 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_000219/public_gate/normalized_schema_snapshot.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_000219/public_gate/normalized_schema_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..9b5dd2b4d66e54e5dbeff78b827bc48cfa7dbdf1 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_000219/public_gate/normalized_schema_snapshot.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:68c3209b66f9891477ccb430a3d02e3a299eb9c1a2d045bbf528bdfeb8de4fb0 +size 5283 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_000219/public_gate/public_gate_report.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_000219/public_gate/public_gate_report.json new file mode 100644 index 0000000000000000000000000000000000000000..59dc44de856101118ae1288822ef9be24e1daf4c --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_000219/public_gate/public_gate_report.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6336138aac04ffe8bd9b1596f9d11556e4417d85ddb950dd20c9532ef6b9fd80 +size 915 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_000219/public_gate/staged_input_manifest.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_000219/public_gate/staged_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..90c21d6dadc71960664300177e010ec10c589012 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_000219/public_gate/staged_input_manifest.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b8edbd243f0740a89dbd87e5dce3b10a20da59ecbf061063b5071f9642af48ba +size 6079 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_000219/run_config.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_000219/run_config.json new file mode 100644 index 0000000000000000000000000000000000000000..c57f7c225d9b4d756d97786f7467569a2cf9efda --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_000219/run_config.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2879232048456211a9084ecc942606f4cdd1707b03bd0fb8cc07b3c9d51f4494 +size 2456 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_000219/runtime_result.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_000219/runtime_result.json new file mode 100644 index 0000000000000000000000000000000000000000..48eeb6dfd0b00d92dab265eac956cd5d6fc70a86 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_000219/runtime_result.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c3b6f26b9d55a71323aa522aed30d9096d315f62e7e35bf1683930a5099be2b0 +size 912 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_000219/staged/ctgan/adapter_report.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_000219/staged/ctgan/adapter_report.json new file mode 100644 index 0000000000000000000000000000000000000000..0c5752700bcf3006fbf5aa7128b7bad6ea6c3039 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_000219/staged/ctgan/adapter_report.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4e843e49a1dd9b77351095bc33a1476455ad20f9aaccf026cfeb69494957792c +size 317 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_000219/staged/ctgan/adapter_transforms_applied.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_000219/staged/ctgan/adapter_transforms_applied.json new file mode 100644 index 0000000000000000000000000000000000000000..6f3aaa01a627a955d2022165805d2786c0da78ba --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_000219/staged/ctgan/adapter_transforms_applied.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945 +size 2 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_000219/staged/ctgan/model_input_manifest.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_000219/staged/ctgan/model_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..dacea7cd7dff4158172ec2e1b1c3ed919a7098b0 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_000219/staged/ctgan/model_input_manifest.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b3a3a71df4df2e52ad3e676a48be56ef592e70b01be5e1e1ae4eb18217093c57 +size 6272 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_000219/staged/public/staged_features.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_000219/staged/public/staged_features.json new file mode 100644 index 0000000000000000000000000000000000000000..38380510b7674c7cdd856f51da52bd91fa879aba --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_000219/staged/public/staged_features.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7ea5e7a5363e366f12e9794c57325c7f28e71ef584464c2f78fa67b80eca9a82 +size 1025 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_000219/staged/public/test.csv b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_000219/staged/public/test.csv new file mode 100644 index 0000000000000000000000000000000000000000..59e413eb15b50a2ac49cd95bbe57b0d0018ccf95 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_000219/staged/public/test.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bf4e935f84569b849b662718eaa19be605037d46a5f7391f164728d6d9c3bb50 +size 148017 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_000219/staged/public/train.csv b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_000219/staged/public/train.csv new file mode 100644 index 0000000000000000000000000000000000000000..cc5acd9fe00e8a233592b4da9797300adc83744b --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_000219/staged/public/train.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3ab621ac8239797506ce800c1409422452b8127da93add91dd9e6d63ddeec6f7 +size 1182326 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_000219/staged/public/val.csv b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_000219/staged/public/val.csv new file mode 100644 index 0000000000000000000000000000000000000000..e0a3b6ab9c53a7f8d97dff3290e643431f9ad023 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_000219/staged/public/val.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:374e44edf25e58ca37eabbef0485c98cecdbdfa9d24da738937f404840bfad44 +size 147784 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_004950/_ctgan_generate.py b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_004950/_ctgan_generate.py new file mode 100644 index 0000000000000000000000000000000000000000..9089b510b8a8e9c3b126d701889efc38a68fb331 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_004950/_ctgan_generate.py @@ -0,0 +1,18 @@ +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/n11/ctgan/ctgan-n11-20260521_004950/models_75epochs/ctgan_75epochs.pt") +total = 15215 +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/n11/ctgan/ctgan-n11-20260521_004950/ctgan-n11-15215-20260521_005549.csv", index=False) +print("[CTGAN] Generated", total, "rows in", len(parts), "chunks ->", "/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_004950/ctgan-n11-15215-20260521_005549.csv") \ No newline at end of file diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_004950/_ctgan_train.py b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_004950/_ctgan_train.py new file mode 100644 index 0000000000000000000000000000000000000000..952a2287e82b2d1ccdaee6e57931c3aa828ea2e9 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_004950/_ctgan_train.py @@ -0,0 +1,17 @@ +import pandas as pd +from ctgan.synthesizers.ctgan import CTGAN + +data = pd.read_csv("/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_004950/staged/public/train.csv") +discrete_columns = ['g'] +model = CTGAN( + embedding_dim=16, + generator_dim=(256, 256), + discriminator_dim=(256, 256), + batch_size=128, + pac=8, + epochs=75, + verbose=True, +) +model.fit(data, discrete_columns) +model.save("/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_004950/models_75epochs/ctgan_75epochs.pt") +print("[CTGAN] Saved model ->", "/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_004950/models_75epochs/ctgan_75epochs.pt") \ No newline at end of file diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_004950/bo_combo.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_004950/bo_combo.json new file mode 100644 index 0000000000000000000000000000000000000000..34ca1674b10ea8680f15d3ffa6a043a55844bbcc --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_004950/bo_combo.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid 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diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_004950/staged/public/test.csv b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_004950/staged/public/test.csv new file mode 100644 index 0000000000000000000000000000000000000000..59e413eb15b50a2ac49cd95bbe57b0d0018ccf95 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_004950/staged/public/test.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bf4e935f84569b849b662718eaa19be605037d46a5f7391f164728d6d9c3bb50 +size 148017 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_004950/staged/public/train.csv b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_004950/staged/public/train.csv new file mode 100644 index 0000000000000000000000000000000000000000..cc5acd9fe00e8a233592b4da9797300adc83744b --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_004950/staged/public/train.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3ab621ac8239797506ce800c1409422452b8127da93add91dd9e6d63ddeec6f7 +size 1182326 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_004950/staged/public/val.csv b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_004950/staged/public/val.csv new file mode 100644 index 0000000000000000000000000000000000000000..e0a3b6ab9c53a7f8d97dff3290e643431f9ad023 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_004950/staged/public/val.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:374e44edf25e58ca37eabbef0485c98cecdbdfa9d24da738937f404840bfad44 +size 147784 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_005705/_ctgan_generate.py b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_005705/_ctgan_generate.py new file mode 100644 index 0000000000000000000000000000000000000000..98724011f9e244742868bc6ac7877e39a932bb82 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_005705/_ctgan_generate.py @@ -0,0 +1,18 @@ +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/n11/ctgan/ctgan-n11-20260521_005705/models_350epochs/ctgan_350epochs.pt") +total = 15215 +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/n11/ctgan/ctgan-n11-20260521_005705/ctgan-n11-15215-20260521_012359.csv", index=False) +print("[CTGAN] Generated", total, "rows in", len(parts), "chunks ->", "/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_005705/ctgan-n11-15215-20260521_012359.csv") \ No newline at end of file diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_005705/_ctgan_train.py b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_005705/_ctgan_train.py new file mode 100644 index 0000000000000000000000000000000000000000..91903a2b7b9fd896b20c803bf7ab4d51a0290bdc --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_005705/_ctgan_train.py @@ -0,0 +1,17 @@ +import pandas as pd +from ctgan.synthesizers.ctgan import CTGAN + +data = pd.read_csv("/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_005705/staged/public/train.csv") +discrete_columns = ['g'] +model = CTGAN( + embedding_dim=32, + generator_dim=(256, 256), + discriminator_dim=(256, 256), + batch_size=128, + pac=1, + epochs=350, + verbose=True, +) +model.fit(data, discrete_columns) +model.save("/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_005705/models_350epochs/ctgan_350epochs.pt") +print("[CTGAN] Saved model ->", "/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_005705/models_350epochs/ctgan_350epochs.pt") \ No newline at end of file diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_005705/bo_combo.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_005705/bo_combo.json new file mode 100644 index 0000000000000000000000000000000000000000..9d2f1c16939780e80ff6d5863a7e38d563e88ce2 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_005705/bo_combo.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid 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diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_005705/staged/public/test.csv b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_005705/staged/public/test.csv new file mode 100644 index 0000000000000000000000000000000000000000..59e413eb15b50a2ac49cd95bbe57b0d0018ccf95 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_005705/staged/public/test.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bf4e935f84569b849b662718eaa19be605037d46a5f7391f164728d6d9c3bb50 +size 148017 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_005705/staged/public/train.csv b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_005705/staged/public/train.csv new file mode 100644 index 0000000000000000000000000000000000000000..cc5acd9fe00e8a233592b4da9797300adc83744b --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_005705/staged/public/train.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3ab621ac8239797506ce800c1409422452b8127da93add91dd9e6d63ddeec6f7 +size 1182326 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_005705/staged/public/val.csv b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_005705/staged/public/val.csv new file mode 100644 index 0000000000000000000000000000000000000000..e0a3b6ab9c53a7f8d97dff3290e643431f9ad023 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_005705/staged/public/val.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:374e44edf25e58ca37eabbef0485c98cecdbdfa9d24da738937f404840bfad44 +size 147784 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_012519/_ctgan_generate.py b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_012519/_ctgan_generate.py new file mode 100644 index 0000000000000000000000000000000000000000..7ea85d80f375e75dfc60719a3e6821075d66972b --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_012519/_ctgan_generate.py @@ -0,0 +1,18 @@ +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/n11/ctgan/ctgan-n11-20260521_012519/models_50epochs/ctgan_50epochs.pt") +total = 15215 +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/n11/ctgan/ctgan-n11-20260521_012519/ctgan-n11-15215-20260521_014040.csv", index=False) +print("[CTGAN] Generated", total, "rows in", len(parts), "chunks ->", "/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_012519/ctgan-n11-15215-20260521_014040.csv") \ No newline at end of file diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_012519/_ctgan_train.py b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_012519/_ctgan_train.py new file mode 100644 index 0000000000000000000000000000000000000000..1526b1f308de9204d8ed93fd05094a4ad1559462 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_012519/_ctgan_train.py @@ -0,0 +1,17 @@ +import pandas as pd +from ctgan.synthesizers.ctgan import CTGAN + +data = pd.read_csv("/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_012519/staged/public/train.csv") +discrete_columns = ['g'] +model = CTGAN( + embedding_dim=32, + generator_dim=(128, 128), + discriminator_dim=(128, 128), + batch_size=32, + pac=2, + epochs=50, + verbose=True, +) +model.fit(data, discrete_columns) +model.save("/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_012519/models_50epochs/ctgan_50epochs.pt") +print("[CTGAN] Saved model ->", "/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_012519/models_50epochs/ctgan_50epochs.pt") \ No newline at end of file diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_012519/bo_combo.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_012519/bo_combo.json new file mode 100644 index 0000000000000000000000000000000000000000..32f0296a7bbfaedb52f2717ee1328b5987d48b82 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_012519/bo_combo.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid 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b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_014159/_ctgan_generate.py new file mode 100644 index 0000000000000000000000000000000000000000..21d54af874b7277bbb8a78abfe252bac1055d1ae --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_014159/_ctgan_generate.py @@ -0,0 +1,18 @@ +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/n11/ctgan/ctgan-n11-20260521_014159/models_300epochs/ctgan_300epochs.pt") +total = 15215 +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/n11/ctgan/ctgan-n11-20260521_014159/ctgan-n11-15215-20260521_031242.csv", index=False) +print("[CTGAN] Generated", total, "rows in", len(parts), "chunks ->", "/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_014159/ctgan-n11-15215-20260521_031242.csv") \ No newline at end of file diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_014159/_ctgan_train.py b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_014159/_ctgan_train.py new file mode 100644 index 0000000000000000000000000000000000000000..ffae2dded1be8628af8da48ecfc7fff866e54bc1 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_014159/_ctgan_train.py @@ -0,0 +1,17 @@ +import pandas as pd +from ctgan.synthesizers.ctgan import CTGAN + +data = pd.read_csv("/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_014159/staged/public/train.csv") +discrete_columns = ['g'] +model = CTGAN( + embedding_dim=16, + generator_dim=(256, 256), + discriminator_dim=(256, 256), + batch_size=32, + pac=8, + epochs=300, + verbose=True, +) +model.fit(data, discrete_columns) +model.save("/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_014159/models_300epochs/ctgan_300epochs.pt") +print("[CTGAN] Saved model ->", "/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_014159/models_300epochs/ctgan_300epochs.pt") \ No newline at end of file diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_014159/bo_combo.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_014159/bo_combo.json new file mode 100644 index 0000000000000000000000000000000000000000..a16abde9157415957e6b0024eb8584a72b58102a --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_014159/bo_combo.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid 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b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_014159/staged/public/train.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3ab621ac8239797506ce800c1409422452b8127da93add91dd9e6d63ddeec6f7 +size 1182326 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_014159/staged/public/val.csv b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_014159/staged/public/val.csv new file mode 100644 index 0000000000000000000000000000000000000000..e0a3b6ab9c53a7f8d97dff3290e643431f9ad023 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_014159/staged/public/val.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:374e44edf25e58ca37eabbef0485c98cecdbdfa9d24da738937f404840bfad44 +size 147784 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_031401/_ctgan_generate.py b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_031401/_ctgan_generate.py new file mode 100644 index 0000000000000000000000000000000000000000..5592002a3002b767908dd8a4fac41d06904f50a1 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_031401/_ctgan_generate.py @@ -0,0 +1,18 @@ +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/n11/ctgan/ctgan-n11-20260521_031401/models_100epochs/ctgan_100epochs.pt") +total = 15215 +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/n11/ctgan/ctgan-n11-20260521_031401/ctgan-n11-15215-20260521_032200.csv", index=False) +print("[CTGAN] Generated", total, "rows in", len(parts), "chunks ->", "/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_031401/ctgan-n11-15215-20260521_032200.csv") \ No newline at end of file diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_031401/_ctgan_train.py b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_031401/_ctgan_train.py new file mode 100644 index 0000000000000000000000000000000000000000..ca7738471a29ba9c775ab839c2606cd66c4f6cc9 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_031401/_ctgan_train.py @@ -0,0 +1,17 @@ +import pandas as pd +from ctgan.synthesizers.ctgan import CTGAN + +data = pd.read_csv("/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_031401/staged/public/train.csv") +discrete_columns = ['g'] +model = CTGAN( + embedding_dim=64, + generator_dim=(64, 64), + discriminator_dim=(64, 64), + batch_size=128, + pac=4, + epochs=100, + verbose=True, +) +model.fit(data, discrete_columns) +model.save("/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_031401/models_100epochs/ctgan_100epochs.pt") +print("[CTGAN] Saved model ->", "/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_031401/models_100epochs/ctgan_100epochs.pt") \ No newline at end of file diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_031401/bo_combo.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_031401/bo_combo.json new file mode 100644 index 0000000000000000000000000000000000000000..e43c061e2658717c1780da084daccebae4c9a194 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_031401/bo_combo.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:391e8e309c2d45e52a8071438cd28117eb2b19f806817f0f1ebec6cf5b36dfc2 +size 203 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_031401/ctgan-n11-15215-20260521_032200.csv b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_031401/ctgan-n11-15215-20260521_032200.csv new file mode 100644 index 0000000000000000000000000000000000000000..d9f1a39a0e3788551cfc192d4ba5cc359ee1c674 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_031401/ctgan-n11-15215-20260521_032200.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:373fc6fad6e5faaf8565ebb43480eca15bea88cee2ec45c62078b269515ff14d +size 2890856 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_031401/ctgan_metadata.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_031401/ctgan_metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..67a0338db890724baf86effd9cce456b4bfcdeb9 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_031401/ctgan_metadata.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:600119beca783dcd77c3bd4873a4dc3b4c207ab14bb1fceeb482b78deec4e45d +size 726 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_031401/gen_20260521_032200.log b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_031401/gen_20260521_032200.log new file mode 100644 index 0000000000000000000000000000000000000000..d91f0d09755877f3f7bf04410bd87259e898cd55 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_031401/gen_20260521_032200.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:15879fad4e37f6ad170a2bcd289b14235ea538c0e05c2989d3946dc90e5888d7 +size 302 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_031401/input_snapshot.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_031401/input_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..d34326e721f72e525965e85b659b2ebbbd364911 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_031401/input_snapshot.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:13f8b938efdb85281245fdd36e9bd0daedb563df2c8ab49b2a99cb37f1500fbf +size 1358 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_031401/models_100epochs/ctgan_100epochs.pt b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_031401/models_100epochs/ctgan_100epochs.pt new file mode 100644 index 0000000000000000000000000000000000000000..1c08756fc2f8bdfe9b7dcbf84e9a0648ce18d89d --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_031401/models_100epochs/ctgan_100epochs.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a0da9ea0e5cfbdbfba9a231aa6059f652ff533cf5ff1696a5c6dfa9aecf111c9 +size 628643 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_031401/models_100epochs/train_20260521_031401.log b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_031401/models_100epochs/train_20260521_031401.log new file mode 100644 index 0000000000000000000000000000000000000000..4d9b79dbc144f1dea5ed190ddbd988121b104285 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_031401/models_100epochs/train_20260521_031401.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d97349d121ec940312089ce5c9061e5199c70c8bc7bd24aed36d9de4d089e86d +size 20966 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_031401/public_gate/normalized_schema_snapshot.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_031401/public_gate/normalized_schema_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..9b5dd2b4d66e54e5dbeff78b827bc48cfa7dbdf1 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_031401/public_gate/normalized_schema_snapshot.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:68c3209b66f9891477ccb430a3d02e3a299eb9c1a2d045bbf528bdfeb8de4fb0 +size 5283 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_031401/public_gate/public_gate_report.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_031401/public_gate/public_gate_report.json new file mode 100644 index 0000000000000000000000000000000000000000..59dc44de856101118ae1288822ef9be24e1daf4c --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_031401/public_gate/public_gate_report.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6336138aac04ffe8bd9b1596f9d11556e4417d85ddb950dd20c9532ef6b9fd80 +size 915 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_031401/public_gate/staged_input_manifest.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_031401/public_gate/staged_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..4cf9ca450a4578b42d52d3c25d79b53ae863d464 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_031401/public_gate/staged_input_manifest.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f885b5b478d7d0a9c328f6d73ee97c643852c56565431f1d6aa08b8659bf5f36 +size 6079 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_031401/run_config.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_031401/run_config.json new file mode 100644 index 0000000000000000000000000000000000000000..76dc42734877e60465a52b2fa39189946c30c7f6 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_031401/run_config.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0837cf7e629f7f64a551bcc9689f035b7d3dd39b7b0c5bdee82dd726511814a4 +size 2454 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_031401/runtime_result.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_031401/runtime_result.json new file mode 100644 index 0000000000000000000000000000000000000000..3af01e7d09e71f2eabef4fd61f46ee953ceefb6b --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_031401/runtime_result.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:326d07706f026f5896c82063b75a6f7f71ffa56e0fb5e3d20f24e428ad80ffab +size 911 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_031401/staged/ctgan/adapter_report.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_031401/staged/ctgan/adapter_report.json new file mode 100644 index 0000000000000000000000000000000000000000..4ac08bd0a4c02ecc1b888bdbc0c9f3c59be2b262 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_031401/staged/ctgan/adapter_report.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c9250031759ffd3c10a5af0617b74c66de620c0a66af9811c3bb0a68c893826b +size 317 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_031401/staged/ctgan/adapter_transforms_applied.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_031401/staged/ctgan/adapter_transforms_applied.json new file mode 100644 index 0000000000000000000000000000000000000000..6f3aaa01a627a955d2022165805d2786c0da78ba --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_031401/staged/ctgan/adapter_transforms_applied.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945 +size 2 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_031401/staged/ctgan/model_input_manifest.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_031401/staged/ctgan/model_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..d715c472b8a548947fca371315a930ee508c6dd3 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_031401/staged/ctgan/model_input_manifest.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:30be57037db6f860f82819478f58a2ade8b20693d33a7babc8ce9370c51d930d +size 6272 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_031401/staged/public/staged_features.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_031401/staged/public/staged_features.json new file mode 100644 index 0000000000000000000000000000000000000000..38380510b7674c7cdd856f51da52bd91fa879aba --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_031401/staged/public/staged_features.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7ea5e7a5363e366f12e9794c57325c7f28e71ef584464c2f78fa67b80eca9a82 +size 1025 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_031401/staged/public/test.csv b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_031401/staged/public/test.csv new file mode 100644 index 0000000000000000000000000000000000000000..59e413eb15b50a2ac49cd95bbe57b0d0018ccf95 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_031401/staged/public/test.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bf4e935f84569b849b662718eaa19be605037d46a5f7391f164728d6d9c3bb50 +size 148017 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_031401/staged/public/train.csv b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_031401/staged/public/train.csv new file mode 100644 index 0000000000000000000000000000000000000000..cc5acd9fe00e8a233592b4da9797300adc83744b --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_031401/staged/public/train.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3ab621ac8239797506ce800c1409422452b8127da93add91dd9e6d63ddeec6f7 +size 1182326 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_031401/staged/public/val.csv b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_031401/staged/public/val.csv new file mode 100644 index 0000000000000000000000000000000000000000..e0a3b6ab9c53a7f8d97dff3290e643431f9ad023 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_031401/staged/public/val.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:374e44edf25e58ca37eabbef0485c98cecdbdfa9d24da738937f404840bfad44 +size 147784 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032318/_ctgan_generate.py b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032318/_ctgan_generate.py new file mode 100644 index 0000000000000000000000000000000000000000..b40964e39a316ab07c33e210365f377526b3d1c5 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032318/_ctgan_generate.py @@ -0,0 +1,18 @@ +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/n11/ctgan/ctgan-n11-20260521_032318/models_50epochs/ctgan_50epochs.pt") +total = 15215 +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/n11/ctgan/ctgan-n11-20260521_032318/ctgan-n11-15215-20260521_032537.csv", index=False) +print("[CTGAN] Generated", total, "rows in", len(parts), "chunks ->", "/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_032318/ctgan-n11-15215-20260521_032537.csv") \ No newline at end of file diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032318/_ctgan_train.py b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032318/_ctgan_train.py new file mode 100644 index 0000000000000000000000000000000000000000..b45733de8fe03fc78db14ecbd9479b214485b058 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032318/_ctgan_train.py @@ -0,0 +1,17 @@ +import pandas as pd +from ctgan.synthesizers.ctgan import CTGAN + +data = pd.read_csv("/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_032318/staged/public/train.csv") +discrete_columns = ['g'] +model = CTGAN( + embedding_dim=32, + generator_dim=(32, 32), + discriminator_dim=(32, 32), + batch_size=256, + pac=8, + epochs=50, + verbose=True, +) +model.fit(data, discrete_columns) +model.save("/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_032318/models_50epochs/ctgan_50epochs.pt") +print("[CTGAN] Saved model ->", "/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_032318/models_50epochs/ctgan_50epochs.pt") \ No newline at end of file diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032318/bo_combo.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032318/bo_combo.json new file mode 100644 index 0000000000000000000000000000000000000000..9f564279550d6aa5cdf6d5f3e33b8ce7f6264256 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032318/bo_combo.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ccaa9a81c5970fb176c969a65f013625e5c436c5204e96e88275e49f9f1f5f08 +size 202 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032318/ctgan-n11-15215-20260521_032537.csv b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032318/ctgan-n11-15215-20260521_032537.csv new file mode 100644 index 0000000000000000000000000000000000000000..4d452a98f4126ef9556ef4ffaedaef4f6b523404 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032318/ctgan-n11-15215-20260521_032537.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f802f49d1cc834bf3d87996ea1fc652571c4854cc1cc08cb2696a6cbee38aa97 +size 2891111 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032318/ctgan_metadata.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032318/ctgan_metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..67a0338db890724baf86effd9cce456b4bfcdeb9 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032318/ctgan_metadata.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:600119beca783dcd77c3bd4873a4dc3b4c207ab14bb1fceeb482b78deec4e45d +size 726 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032318/gen_20260521_032537.log b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032318/gen_20260521_032537.log new file mode 100644 index 0000000000000000000000000000000000000000..4e081ed16624ea2cd3bf6c41e6d27225778e6000 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032318/gen_20260521_032537.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:40c542f501d788242d463c779dd9874126a633a47b901fcbc9b855524ffb4b45 +size 302 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032318/input_snapshot.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032318/input_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..d34326e721f72e525965e85b659b2ebbbd364911 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032318/input_snapshot.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:13f8b938efdb85281245fdd36e9bd0daedb563df2c8ab49b2a99cb37f1500fbf +size 1358 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032318/models_50epochs/ctgan_50epochs.pt b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032318/models_50epochs/ctgan_50epochs.pt new file mode 100644 index 0000000000000000000000000000000000000000..d8fa4dab430d40783df7128f23b39904b8a8db4e --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032318/models_50epochs/ctgan_50epochs.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c8071d0855437cbfba35eeebd8b1f1c53f1fa6a306d39f5c7f45668312bd8fcc +size 546573 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032318/models_50epochs/train_20260521_032318.log b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032318/models_50epochs/train_20260521_032318.log new file mode 100644 index 0000000000000000000000000000000000000000..e004fd7e1aef120c8e4ff6815fd32ca023f4d080 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032318/models_50epochs/train_20260521_032318.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:176d98c71723a0c650edb4f7d2dc9a5098b243acef468ea2218b87a1551e1385 +size 11556 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032318/public_gate/normalized_schema_snapshot.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032318/public_gate/normalized_schema_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..9b5dd2b4d66e54e5dbeff78b827bc48cfa7dbdf1 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032318/public_gate/normalized_schema_snapshot.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:68c3209b66f9891477ccb430a3d02e3a299eb9c1a2d045bbf528bdfeb8de4fb0 +size 5283 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032318/public_gate/public_gate_report.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032318/public_gate/public_gate_report.json new file mode 100644 index 0000000000000000000000000000000000000000..59dc44de856101118ae1288822ef9be24e1daf4c --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032318/public_gate/public_gate_report.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6336138aac04ffe8bd9b1596f9d11556e4417d85ddb950dd20c9532ef6b9fd80 +size 915 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032318/public_gate/staged_input_manifest.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032318/public_gate/staged_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..c453bed3dac8d94fa6e5bf747f83c154f1314f20 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032318/public_gate/staged_input_manifest.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bc7305f39b9e04c8a68a6e6e6f0f226b11f37233779c4ab33b30aace5910094f +size 6079 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032318/run_config.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032318/run_config.json new file mode 100644 index 0000000000000000000000000000000000000000..e3c235b2459caf2ce0d27170c1c784b08e6c8b1a --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032318/run_config.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9dd4a638f658f1ee3aabef45497a36bac4916a613599daa70dc252ad660dfd29 +size 2450 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032318/runtime_result.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032318/runtime_result.json new file mode 100644 index 0000000000000000000000000000000000000000..ec28e7a65946f552a8c9e09fc141c313a0cdab75 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032318/runtime_result.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5af9280d8478aa2903a2fb699390bac335ea01fd846af926f74e129086e80cf1 +size 908 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032318/staged/ctgan/adapter_report.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032318/staged/ctgan/adapter_report.json new file mode 100644 index 0000000000000000000000000000000000000000..2dcbd81eca20d5b3d49544612d7a9beead13dcd5 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032318/staged/ctgan/adapter_report.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9d9e946beb592a97e20ad3324cbbc5c511a036516691ed8c4ff209f510e8e74e +size 317 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032318/staged/ctgan/adapter_transforms_applied.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032318/staged/ctgan/adapter_transforms_applied.json new file mode 100644 index 0000000000000000000000000000000000000000..6f3aaa01a627a955d2022165805d2786c0da78ba --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032318/staged/ctgan/adapter_transforms_applied.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945 +size 2 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032318/staged/ctgan/model_input_manifest.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032318/staged/ctgan/model_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..425f8c345f2244e91765f5c7098e5303476848db --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032318/staged/ctgan/model_input_manifest.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4f7c324f9a4d9f0549287b94fd36213fda4cb612e0db548a3b3eb4005223c123 +size 6272 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032318/staged/public/staged_features.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032318/staged/public/staged_features.json new file mode 100644 index 0000000000000000000000000000000000000000..38380510b7674c7cdd856f51da52bd91fa879aba --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032318/staged/public/staged_features.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7ea5e7a5363e366f12e9794c57325c7f28e71ef584464c2f78fa67b80eca9a82 +size 1025 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032318/staged/public/test.csv b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032318/staged/public/test.csv new file mode 100644 index 0000000000000000000000000000000000000000..59e413eb15b50a2ac49cd95bbe57b0d0018ccf95 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032318/staged/public/test.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bf4e935f84569b849b662718eaa19be605037d46a5f7391f164728d6d9c3bb50 +size 148017 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032318/staged/public/train.csv b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032318/staged/public/train.csv new file mode 100644 index 0000000000000000000000000000000000000000..cc5acd9fe00e8a233592b4da9797300adc83744b --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032318/staged/public/train.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3ab621ac8239797506ce800c1409422452b8127da93add91dd9e6d63ddeec6f7 +size 1182326 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032318/staged/public/val.csv b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032318/staged/public/val.csv new file mode 100644 index 0000000000000000000000000000000000000000..e0a3b6ab9c53a7f8d97dff3290e643431f9ad023 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032318/staged/public/val.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:374e44edf25e58ca37eabbef0485c98cecdbdfa9d24da738937f404840bfad44 +size 147784 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032655/_ctgan_generate.py b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032655/_ctgan_generate.py new file mode 100644 index 0000000000000000000000000000000000000000..53075e277c59b5dce1d13d58adff61b51ac2ac56 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032655/_ctgan_generate.py @@ -0,0 +1,18 @@ +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/n11/ctgan/ctgan-n11-20260521_032655/models_250epochs/ctgan_250epochs.pt") +total = 15215 +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/n11/ctgan/ctgan-n11-20260521_032655/ctgan-n11-15215-20260521_040429.csv", index=False) +print("[CTGAN] Generated", total, "rows in", len(parts), "chunks ->", "/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_032655/ctgan-n11-15215-20260521_040429.csv") \ No newline at end of file diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032655/_ctgan_train.py b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032655/_ctgan_train.py new file mode 100644 index 0000000000000000000000000000000000000000..7268341f2e307373182d759ba8ae76e592822140 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032655/_ctgan_train.py @@ -0,0 +1,17 @@ +import pandas as pd +from ctgan.synthesizers.ctgan import CTGAN + +data = pd.read_csv("/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_032655/staged/public/train.csv") +discrete_columns = ['g'] +model = CTGAN( + embedding_dim=64, + generator_dim=(256, 256), + discriminator_dim=(256, 256), + batch_size=64, + pac=1, + epochs=250, + verbose=True, +) +model.fit(data, discrete_columns) +model.save("/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_032655/models_250epochs/ctgan_250epochs.pt") +print("[CTGAN] Saved model ->", "/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_032655/models_250epochs/ctgan_250epochs.pt") \ No newline at end of file diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032655/bo_combo.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032655/bo_combo.json new file mode 100644 index 0000000000000000000000000000000000000000..f32c896ade8f5f2cad58215a451c7ea330a8e5b9 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032655/bo_combo.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid 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diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032655/staged/public/test.csv b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032655/staged/public/test.csv new file mode 100644 index 0000000000000000000000000000000000000000..59e413eb15b50a2ac49cd95bbe57b0d0018ccf95 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032655/staged/public/test.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bf4e935f84569b849b662718eaa19be605037d46a5f7391f164728d6d9c3bb50 +size 148017 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032655/staged/public/train.csv b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_032655/staged/public/train.csv new file mode 100644 index 0000000000000000000000000000000000000000..cc5acd9fe00e8a233592b4da9797300adc83744b --- /dev/null +++ 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b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_040548/_ctgan_generate.py new file mode 100644 index 0000000000000000000000000000000000000000..134e2741412f3f22a60fbeaf017b282d50a33e3b --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_040548/_ctgan_generate.py @@ -0,0 +1,18 @@ +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/n11/ctgan/ctgan-n11-20260521_040548/models_50epochs/ctgan_50epochs.pt") +total = 15215 +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/n11/ctgan/ctgan-n11-20260521_040548/ctgan-n11-15215-20260521_041002.csv", index=False) +print("[CTGAN] Generated", total, "rows in", len(parts), "chunks ->", "/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_040548/ctgan-n11-15215-20260521_041002.csv") \ No newline at end of file diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_040548/_ctgan_train.py b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_040548/_ctgan_train.py new file mode 100644 index 0000000000000000000000000000000000000000..cf4e7621cffb587dc605228467c07600f75ffd56 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_040548/_ctgan_train.py @@ -0,0 +1,17 @@ +import pandas as pd +from ctgan.synthesizers.ctgan import CTGAN + +data = pd.read_csv("/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_040548/staged/public/train.csv") +discrete_columns = ['g'] +model = CTGAN( + embedding_dim=16, + generator_dim=(32, 32), + discriminator_dim=(32, 32), + batch_size=128, + pac=2, + epochs=50, + verbose=True, +) +model.fit(data, discrete_columns) +model.save("/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_040548/models_50epochs/ctgan_50epochs.pt") +print("[CTGAN] Saved model ->", "/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_040548/models_50epochs/ctgan_50epochs.pt") \ No newline at end of file diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_040548/bo_combo.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_040548/bo_combo.json new file mode 100644 index 0000000000000000000000000000000000000000..c0f5a38ef51afc75226420051165e92f924b57e5 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_040548/bo_combo.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid 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b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_041119/_ctgan_generate.py new file mode 100644 index 0000000000000000000000000000000000000000..1866fe56ec31a97ff1acb5e19b250b7a70fb9370 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_041119/_ctgan_generate.py @@ -0,0 +1,18 @@ +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/n11/ctgan/ctgan-n11-20260521_041119/models_350epochs/ctgan_350epochs.pt") +total = 15215 +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/n11/ctgan/ctgan-n11-20260521_041119/ctgan-n11-15215-20260521_060142.csv", index=False) +print("[CTGAN] Generated", total, "rows in", len(parts), "chunks ->", "/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_041119/ctgan-n11-15215-20260521_060142.csv") \ No newline at end of file diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_041119/_ctgan_train.py b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_041119/_ctgan_train.py new file mode 100644 index 0000000000000000000000000000000000000000..6205436d3aad433da71932494e1a4e29bb939994 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_041119/_ctgan_train.py @@ -0,0 +1,17 @@ +import pandas as pd +from ctgan.synthesizers.ctgan import CTGAN + +data = pd.read_csv("/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_041119/staged/public/train.csv") +discrete_columns = ['g'] +model = CTGAN( + embedding_dim=64, + generator_dim=(256, 256), + discriminator_dim=(256, 256), + batch_size=32, + pac=2, + epochs=350, + verbose=True, +) +model.fit(data, discrete_columns) +model.save("/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_041119/models_350epochs/ctgan_350epochs.pt") +print("[CTGAN] Saved model ->", "/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_041119/models_350epochs/ctgan_350epochs.pt") \ No newline at end of file diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_041119/bo_combo.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_041119/bo_combo.json new file mode 100644 index 0000000000000000000000000000000000000000..882148f770443dee63683b5de122607001450a5d --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_041119/bo_combo.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid 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b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_060839/_ctgan_generate.py new file mode 100644 index 0000000000000000000000000000000000000000..c9d1c1dd5ef47d5404fd2fbc9406fd87337ffaf8 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_060839/_ctgan_generate.py @@ -0,0 +1,18 @@ +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/n11/ctgan/ctgan-n11-20260521_060839/models_350epochs/ctgan_350epochs.pt") +total = 15215 +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/n11/ctgan/ctgan-n11-20260521_060839/ctgan-n11-15215-20260521_063508.csv", index=False) +print("[CTGAN] Generated", total, "rows in", len(parts), "chunks ->", "/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_060839/ctgan-n11-15215-20260521_063508.csv") \ No newline at end of file diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_060839/_ctgan_train.py b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_060839/_ctgan_train.py new file mode 100644 index 0000000000000000000000000000000000000000..8eebad99e90d36b8fe51ea099ac3b8b774ebf1c5 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_060839/_ctgan_train.py @@ -0,0 +1,17 @@ +import pandas as pd +from ctgan.synthesizers.ctgan import CTGAN + +data = pd.read_csv("/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_060839/staged/public/train.csv") +discrete_columns = ['g'] +model = CTGAN( + embedding_dim=16, + generator_dim=(256, 256), + discriminator_dim=(256, 256), + batch_size=128, + pac=1, + epochs=350, + verbose=True, +) +model.fit(data, discrete_columns) +model.save("/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_060839/models_350epochs/ctgan_350epochs.pt") +print("[CTGAN] Saved model ->", "/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_060839/models_350epochs/ctgan_350epochs.pt") \ No newline at end of file diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_060839/bo_combo.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_060839/bo_combo.json new file mode 100644 index 0000000000000000000000000000000000000000..54a11771375bdf8dd8860ea0c85c14d59a142e24 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_060839/bo_combo.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid 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b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_060839/staged/public/train.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3ab621ac8239797506ce800c1409422452b8127da93add91dd9e6d63ddeec6f7 +size 1182326 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_060839/staged/public/val.csv b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_060839/staged/public/val.csv new file mode 100644 index 0000000000000000000000000000000000000000..e0a3b6ab9c53a7f8d97dff3290e643431f9ad023 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_060839/staged/public/val.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:374e44edf25e58ca37eabbef0485c98cecdbdfa9d24da738937f404840bfad44 +size 147784 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_063625/_ctgan_generate.py b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_063625/_ctgan_generate.py new file mode 100644 index 0000000000000000000000000000000000000000..ffecd40a40bbba5e071f75dddd3aafcf4ed7aef3 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_063625/_ctgan_generate.py @@ -0,0 +1,18 @@ +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/n11/ctgan/ctgan-n11-20260521_063625/models_350epochs/ctgan_350epochs.pt") +total = 15215 +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/n11/ctgan/ctgan-n11-20260521_063625/ctgan-n11-15215-20260521_064946.csv", index=False) +print("[CTGAN] Generated", total, "rows in", len(parts), "chunks ->", "/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_063625/ctgan-n11-15215-20260521_064946.csv") \ No newline at end of file diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_063625/_ctgan_train.py b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_063625/_ctgan_train.py new file mode 100644 index 0000000000000000000000000000000000000000..fa2ef8d5719402557e3c504b2821c9fbca93278d --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_063625/_ctgan_train.py @@ -0,0 +1,17 @@ +import pandas as pd +from ctgan.synthesizers.ctgan import CTGAN + +data = pd.read_csv("/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_063625/staged/public/train.csv") +discrete_columns = ['g'] +model = CTGAN( + embedding_dim=16, + generator_dim=(256, 256), + discriminator_dim=(256, 256), + batch_size=256, + pac=1, + epochs=350, + verbose=True, +) +model.fit(data, discrete_columns) +model.save("/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_063625/models_350epochs/ctgan_350epochs.pt") +print("[CTGAN] Saved model ->", "/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_063625/models_350epochs/ctgan_350epochs.pt") \ No newline at end of file diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_063625/bo_combo.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_063625/bo_combo.json new file mode 100644 index 0000000000000000000000000000000000000000..0eacef44482630ebdc253ca22a0092ba6358f994 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_063625/bo_combo.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:257ff39bdd106f738e8f02b5876772f53b7bf281625bf0aaf47eadfe520aa619 +size 224 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_063625/ctgan-n11-15215-20260521_064946.csv b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_063625/ctgan-n11-15215-20260521_064946.csv new file mode 100644 index 0000000000000000000000000000000000000000..0e4a284033a5e670d496bf93ca86fab16e177277 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_063625/ctgan-n11-15215-20260521_064946.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8076b3004ab83ff80abf0e9878e828dcd04bd7a25c2dd9cb294c0e5a7ad0f230 +size 2888048 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_063625/ctgan_metadata.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_063625/ctgan_metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..67a0338db890724baf86effd9cce456b4bfcdeb9 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_063625/ctgan_metadata.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:600119beca783dcd77c3bd4873a4dc3b4c207ab14bb1fceeb482b78deec4e45d +size 726 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_063625/gen_20260521_064946.log b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_063625/gen_20260521_064946.log new file mode 100644 index 0000000000000000000000000000000000000000..7d67c57d4f9b4e514fe741ee6f60e6f28dd2eec2 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_063625/gen_20260521_064946.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:dd91b57d1df8fba1a686b5a8986fd2354465981939975f992139d72644f38495 +size 302 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_063625/input_snapshot.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_063625/input_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..d34326e721f72e525965e85b659b2ebbbd364911 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_063625/input_snapshot.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:13f8b938efdb85281245fdd36e9bd0daedb563df2c8ab49b2a99cb37f1500fbf +size 1358 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_063625/models_350epochs/ctgan_350epochs.pt b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_063625/models_350epochs/ctgan_350epochs.pt new file mode 100644 index 0000000000000000000000000000000000000000..19d13d9b3dfec48e2e53d3101c464d2e13e585fa --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_063625/models_350epochs/ctgan_350epochs.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:09617e33724b2fb6ef7c63f04e11a498e2dcb711fd09f8b4304cc3186bbe2c32 +size 1039523 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_063625/models_350epochs/train_20260521_063625.log b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_063625/models_350epochs/train_20260521_063625.log new file mode 100644 index 0000000000000000000000000000000000000000..aa656bcef9ba7e64ef6f632f3a064ab8ce9c541a --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_063625/models_350epochs/train_20260521_063625.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7fb10b8b1d6ea8f7b239d4923569fcef3fd90ceb73995f7248bd8fcc9fd350ad +size 67908 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_063625/public_gate/normalized_schema_snapshot.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_063625/public_gate/normalized_schema_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..9b5dd2b4d66e54e5dbeff78b827bc48cfa7dbdf1 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_063625/public_gate/normalized_schema_snapshot.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:68c3209b66f9891477ccb430a3d02e3a299eb9c1a2d045bbf528bdfeb8de4fb0 +size 5283 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_063625/public_gate/public_gate_report.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_063625/public_gate/public_gate_report.json new file mode 100644 index 0000000000000000000000000000000000000000..59dc44de856101118ae1288822ef9be24e1daf4c --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_063625/public_gate/public_gate_report.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6336138aac04ffe8bd9b1596f9d11556e4417d85ddb950dd20c9532ef6b9fd80 +size 915 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_063625/public_gate/staged_input_manifest.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_063625/public_gate/staged_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..794b14786133d9f7ed7cb63595d0a71fff552524 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_063625/public_gate/staged_input_manifest.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d7972d8b584c620cc5024755cb2dec626843a19b654f5c01670febae3a089f1f +size 6079 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_063625/run_config.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_063625/run_config.json new file mode 100644 index 0000000000000000000000000000000000000000..38a9780f33599cbca223f7088bd3fef0586bc726 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_063625/run_config.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:fd2fae3ab140cf50b9ed6c547e10e220c4ee5f2a42e975539e3d82173963cd01 +size 2464 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_063625/runtime_result.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_063625/runtime_result.json new file mode 100644 index 0000000000000000000000000000000000000000..a787162e9e225b5b337635b3c52263f13faeb421 --- /dev/null +++ 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a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_063625/staged/ctgan/adapter_transforms_applied.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_063625/staged/ctgan/adapter_transforms_applied.json new file mode 100644 index 0000000000000000000000000000000000000000..6f3aaa01a627a955d2022165805d2786c0da78ba --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_063625/staged/ctgan/adapter_transforms_applied.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945 +size 2 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_063625/staged/ctgan/model_input_manifest.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_063625/staged/ctgan/model_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..042e5e591aa97578d3df9cf463bed07800bc6204 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_063625/staged/ctgan/model_input_manifest.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:521b09323ffdbc6e8f3a35a51b5c4e496d86d63631646bc3bccc8eeed2814e97 +size 6272 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_063625/staged/public/staged_features.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_063625/staged/public/staged_features.json new file mode 100644 index 0000000000000000000000000000000000000000..38380510b7674c7cdd856f51da52bd91fa879aba --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_063625/staged/public/staged_features.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7ea5e7a5363e366f12e9794c57325c7f28e71ef584464c2f78fa67b80eca9a82 +size 1025 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_063625/staged/public/test.csv b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_063625/staged/public/test.csv new file mode 100644 index 0000000000000000000000000000000000000000..59e413eb15b50a2ac49cd95bbe57b0d0018ccf95 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_063625/staged/public/test.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bf4e935f84569b849b662718eaa19be605037d46a5f7391f164728d6d9c3bb50 +size 148017 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_063625/staged/public/train.csv b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_063625/staged/public/train.csv new file mode 100644 index 0000000000000000000000000000000000000000..cc5acd9fe00e8a233592b4da9797300adc83744b --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_063625/staged/public/train.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3ab621ac8239797506ce800c1409422452b8127da93add91dd9e6d63ddeec6f7 +size 1182326 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_063625/staged/public/val.csv b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_063625/staged/public/val.csv new file mode 100644 index 0000000000000000000000000000000000000000..e0a3b6ab9c53a7f8d97dff3290e643431f9ad023 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_063625/staged/public/val.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:374e44edf25e58ca37eabbef0485c98cecdbdfa9d24da738937f404840bfad44 +size 147784 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_065103/_ctgan_generate.py b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_065103/_ctgan_generate.py new file mode 100644 index 0000000000000000000000000000000000000000..dbd1e64badd134fdaf3d8804f8cbf1e4e906ae80 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_065103/_ctgan_generate.py @@ -0,0 +1,18 @@ +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/n11/ctgan/ctgan-n11-20260521_065103/models_350epochs/ctgan_350epochs.pt") +total = 15215 +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/n11/ctgan/ctgan-n11-20260521_065103/ctgan-n11-15215-20260521_074228.csv", index=False) +print("[CTGAN] Generated", total, "rows in", len(parts), "chunks ->", "/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_065103/ctgan-n11-15215-20260521_074228.csv") \ No newline at end of file diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_065103/_ctgan_train.py b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_065103/_ctgan_train.py new file mode 100644 index 0000000000000000000000000000000000000000..46757369220c8de8dcb8ef03b6346dc1b64b9e89 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_065103/_ctgan_train.py @@ -0,0 +1,17 @@ +import pandas as pd +from ctgan.synthesizers.ctgan import CTGAN + +data = pd.read_csv("/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_065103/staged/public/train.csv") +discrete_columns = ['g'] +model = CTGAN( + embedding_dim=16, + generator_dim=(256, 256), + discriminator_dim=(256, 256), + batch_size=64, + pac=2, + epochs=350, + verbose=True, +) +model.fit(data, discrete_columns) +model.save("/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_065103/models_350epochs/ctgan_350epochs.pt") +print("[CTGAN] Saved model ->", "/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_065103/models_350epochs/ctgan_350epochs.pt") \ No newline at end of file diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_065103/bo_combo.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_065103/bo_combo.json new file mode 100644 index 0000000000000000000000000000000000000000..c4ba736e893c2f82084b7b49c975ec4b26030a9f --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_065103/bo_combo.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:fca01f77ccce57d565ddf190e0761b6593f8664d5861389ec151afbf71f8b8c8 +size 241 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_065103/ctgan-n11-15215-20260521_074228.csv b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_065103/ctgan-n11-15215-20260521_074228.csv new file mode 100644 index 0000000000000000000000000000000000000000..699cd128ac317b02907709cbaa6069c9c049933f --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_065103/ctgan-n11-15215-20260521_074228.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4173a0beac1a376242e3fb93dc11207774d8adb81c7614c07168797f32c6694a +size 2886289 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_065103/ctgan_metadata.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_065103/ctgan_metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..67a0338db890724baf86effd9cce456b4bfcdeb9 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_065103/ctgan_metadata.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:600119beca783dcd77c3bd4873a4dc3b4c207ab14bb1fceeb482b78deec4e45d +size 726 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_065103/gen_20260521_074228.log b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_065103/gen_20260521_074228.log new file mode 100644 index 0000000000000000000000000000000000000000..b0e9b74579f380326bcabb446b0191b4543ac640 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_065103/gen_20260521_074228.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:63596ec8b3aedbbc2ee5aa38e79e6001453b5389767c1a61199ff2a7a254efbf +size 302 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_065103/input_snapshot.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_065103/input_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..d34326e721f72e525965e85b659b2ebbbd364911 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_065103/input_snapshot.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:13f8b938efdb85281245fdd36e9bd0daedb563df2c8ab49b2a99cb37f1500fbf +size 1358 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_065103/models_350epochs/ctgan_350epochs.pt b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_065103/models_350epochs/ctgan_350epochs.pt new file mode 100644 index 0000000000000000000000000000000000000000..62019c1a1046b861494382bb22b9f3462ec747e2 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_065103/models_350epochs/ctgan_350epochs.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3427afad154f066b730b131aa56c20491192a7da09b7d354b77e2c17416dbfbd +size 1039331 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_065103/models_350epochs/train_20260521_065103.log b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_065103/models_350epochs/train_20260521_065103.log new file mode 100644 index 0000000000000000000000000000000000000000..7eb1710feabe94503eaa5b77a992a18f7b241355 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_065103/models_350epochs/train_20260521_065103.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b22fa7ad7c1a17b1155c35c41ff55720d299be91cd984fa402982134d9bafb6d +size 67466 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_065103/public_gate/normalized_schema_snapshot.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_065103/public_gate/normalized_schema_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..9b5dd2b4d66e54e5dbeff78b827bc48cfa7dbdf1 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_065103/public_gate/normalized_schema_snapshot.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:68c3209b66f9891477ccb430a3d02e3a299eb9c1a2d045bbf528bdfeb8de4fb0 +size 5283 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_065103/public_gate/public_gate_report.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_065103/public_gate/public_gate_report.json new file mode 100644 index 0000000000000000000000000000000000000000..59dc44de856101118ae1288822ef9be24e1daf4c --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_065103/public_gate/public_gate_report.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6336138aac04ffe8bd9b1596f9d11556e4417d85ddb950dd20c9532ef6b9fd80 +size 915 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_065103/public_gate/staged_input_manifest.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_065103/public_gate/staged_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..dd569017d9b0b070603e9d16ac67bdc8f9757773 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_065103/public_gate/staged_input_manifest.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ed5f11eee3ef529fa3e4b50b40fd80d9a487344a67d487be81b841ee4f08ce5d +size 6079 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_065103/run_config.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_065103/run_config.json new file mode 100644 index 0000000000000000000000000000000000000000..c951e2972f6dc6938c25a935bd7684d217a7a110 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_065103/run_config.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:165265a019a5d837ba442e6d6508dd73988b6c7e6760d96aa92b3735aaa2ef2f +size 2471 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_065103/runtime_result.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_065103/runtime_result.json new file mode 100644 index 0000000000000000000000000000000000000000..7ec905c64220ee1eb5c23190ab375e6ab708e8c1 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_065103/runtime_result.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2514567fa317b8ab719cca956cd088c7fe6f2e3a5c5edb67458e78fbff80cc19 +size 912 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_065103/staged/ctgan/adapter_report.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_065103/staged/ctgan/adapter_report.json new file mode 100644 index 0000000000000000000000000000000000000000..e98e1d88e87e67184f7ba001a34e9c89961eed5c --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_065103/staged/ctgan/adapter_report.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:17460c96bc7b714bd5290cc1821ca35206c1c700af0e2abfb8c93ea9d27e47f7 +size 317 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_065103/staged/ctgan/adapter_transforms_applied.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_065103/staged/ctgan/adapter_transforms_applied.json new file mode 100644 index 0000000000000000000000000000000000000000..6f3aaa01a627a955d2022165805d2786c0da78ba --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_065103/staged/ctgan/adapter_transforms_applied.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945 +size 2 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_065103/staged/ctgan/model_input_manifest.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_065103/staged/ctgan/model_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..92109556070714781916320193d6d0a078c29135 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_065103/staged/ctgan/model_input_manifest.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ea4a39444041f9023db44e798bb2fd4168ea84025ac042705fa0d2998217a07a +size 6272 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_065103/staged/public/staged_features.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_065103/staged/public/staged_features.json new file mode 100644 index 0000000000000000000000000000000000000000..38380510b7674c7cdd856f51da52bd91fa879aba --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_065103/staged/public/staged_features.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7ea5e7a5363e366f12e9794c57325c7f28e71ef584464c2f78fa67b80eca9a82 +size 1025 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_065103/staged/public/test.csv b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_065103/staged/public/test.csv new file mode 100644 index 0000000000000000000000000000000000000000..59e413eb15b50a2ac49cd95bbe57b0d0018ccf95 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_065103/staged/public/test.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bf4e935f84569b849b662718eaa19be605037d46a5f7391f164728d6d9c3bb50 +size 148017 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_065103/staged/public/train.csv b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_065103/staged/public/train.csv new file mode 100644 index 0000000000000000000000000000000000000000..cc5acd9fe00e8a233592b4da9797300adc83744b --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_065103/staged/public/train.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3ab621ac8239797506ce800c1409422452b8127da93add91dd9e6d63ddeec6f7 +size 1182326 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_065103/staged/public/val.csv b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_065103/staged/public/val.csv new file mode 100644 index 0000000000000000000000000000000000000000..e0a3b6ab9c53a7f8d97dff3290e643431f9ad023 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_065103/staged/public/val.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:374e44edf25e58ca37eabbef0485c98cecdbdfa9d24da738937f404840bfad44 +size 147784 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_074345/_ctgan_generate.py b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_074345/_ctgan_generate.py new file mode 100644 index 0000000000000000000000000000000000000000..06548ba463e92d8cd5c8de2bd611cc245579768a --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_074345/_ctgan_generate.py @@ -0,0 +1,18 @@ +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/n11/ctgan/ctgan-n11-20260521_074345/models_350epochs/ctgan_350epochs.pt") +total = 15215 +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/n11/ctgan/ctgan-n11-20260521_074345/ctgan-n11-15215-20260521_083422.csv", index=False) +print("[CTGAN] Generated", total, "rows in", len(parts), "chunks ->", "/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_074345/ctgan-n11-15215-20260521_083422.csv") \ No newline at end of file diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_074345/_ctgan_train.py b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_074345/_ctgan_train.py new file mode 100644 index 0000000000000000000000000000000000000000..7818374a4409f5beaf722ec2b0eba56a110dbc83 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_074345/_ctgan_train.py @@ -0,0 +1,17 @@ +import pandas as pd +from ctgan.synthesizers.ctgan import CTGAN + +data = pd.read_csv("/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_074345/staged/public/train.csv") +discrete_columns = ['g'] +model = CTGAN( + embedding_dim=16, + generator_dim=(256, 256), + discriminator_dim=(256, 256), + batch_size=64, + pac=1, + epochs=350, + verbose=True, +) +model.fit(data, discrete_columns) +model.save("/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_074345/models_350epochs/ctgan_350epochs.pt") +print("[CTGAN] Saved model ->", "/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_074345/models_350epochs/ctgan_350epochs.pt") \ No newline at end of file diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_074345/bo_combo.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_074345/bo_combo.json new file mode 100644 index 0000000000000000000000000000000000000000..0f6225fe99239d79a36fa78846c7a0c0e74a0918 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_074345/bo_combo.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f37bb728a9039c7eeb51488cf8b5f21c4dd3597e2e7cc12647def9b343053b31 +size 205 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_074345/ctgan-n11-15215-20260521_083422.csv b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_074345/ctgan-n11-15215-20260521_083422.csv new file mode 100644 index 0000000000000000000000000000000000000000..75a90684dc755211143d4db2eb2e0e0a3ff7092b --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_074345/ctgan-n11-15215-20260521_083422.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e0c57d2c94e2d0e41014fffbe5dd8cd790a3085e5858c33fa6b9cc629b8d08d8 +size 2879918 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_074345/ctgan_metadata.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_074345/ctgan_metadata.json new file mode 100644 index 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diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_074345/staged/public/test.csv b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_074345/staged/public/test.csv new file mode 100644 index 0000000000000000000000000000000000000000..59e413eb15b50a2ac49cd95bbe57b0d0018ccf95 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_074345/staged/public/test.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bf4e935f84569b849b662718eaa19be605037d46a5f7391f164728d6d9c3bb50 +size 148017 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_074345/staged/public/train.csv b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_074345/staged/public/train.csv new file mode 100644 index 0000000000000000000000000000000000000000..cc5acd9fe00e8a233592b4da9797300adc83744b --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_074345/staged/public/train.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3ab621ac8239797506ce800c1409422452b8127da93add91dd9e6d63ddeec6f7 +size 1182326 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_074345/staged/public/val.csv b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_074345/staged/public/val.csv new file mode 100644 index 0000000000000000000000000000000000000000..e0a3b6ab9c53a7f8d97dff3290e643431f9ad023 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_074345/staged/public/val.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:374e44edf25e58ca37eabbef0485c98cecdbdfa9d24da738937f404840bfad44 +size 147784 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_083539/_ctgan_generate.py b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_083539/_ctgan_generate.py new file mode 100644 index 0000000000000000000000000000000000000000..fbb0320621b2a8012eefe29d660423b079292837 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_083539/_ctgan_generate.py @@ -0,0 +1,18 @@ +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/n11/ctgan/ctgan-n11-20260521_083539/models_350epochs/ctgan_350epochs.pt") +total = 15215 +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/n11/ctgan/ctgan-n11-20260521_083539/ctgan-n11-15215-20260521_090147.csv", index=False) +print("[CTGAN] Generated", total, "rows in", len(parts), "chunks ->", "/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_083539/ctgan-n11-15215-20260521_090147.csv") \ No newline at end of file diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_083539/_ctgan_train.py b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_083539/_ctgan_train.py new file mode 100644 index 0000000000000000000000000000000000000000..2485233d82812d13232955112983fac5afbb9d23 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_083539/_ctgan_train.py @@ -0,0 +1,17 @@ +import pandas as pd +from ctgan.synthesizers.ctgan import CTGAN + +data = pd.read_csv("/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_083539/staged/public/train.csv") +discrete_columns = ['g'] +model = CTGAN( + embedding_dim=16, + generator_dim=(256, 256), + discriminator_dim=(256, 256), + batch_size=128, + pac=2, + epochs=350, + verbose=True, +) +model.fit(data, discrete_columns) +model.save("/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_083539/models_350epochs/ctgan_350epochs.pt") +print("[CTGAN] Saved model ->", "/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_083539/models_350epochs/ctgan_350epochs.pt") \ No newline at end of file diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_083539/bo_combo.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_083539/bo_combo.json new file mode 100644 index 0000000000000000000000000000000000000000..f316f969f7c9b1b41f7ae873ca862f4c86900a0d --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_083539/bo_combo.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid 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b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_090305/_ctgan_generate.py new file mode 100644 index 0000000000000000000000000000000000000000..a6e19b0dc0c793ca9d4b4abd186120e6abf10fd2 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_090305/_ctgan_generate.py @@ -0,0 +1,18 @@ +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/n11/ctgan/ctgan-n11-20260521_090305/models_350epochs/ctgan_350epochs.pt") +total = 15215 +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/n11/ctgan/ctgan-n11-20260521_090305/ctgan-n11-15215-20260521_091603.csv", index=False) +print("[CTGAN] Generated", total, "rows in", len(parts), "chunks ->", "/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_090305/ctgan-n11-15215-20260521_091603.csv") \ No newline at end of file diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_090305/_ctgan_train.py b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_090305/_ctgan_train.py new file mode 100644 index 0000000000000000000000000000000000000000..5d745c6b2d21683b82731a0d35fc2d7f84d15d30 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_090305/_ctgan_train.py @@ -0,0 +1,17 @@ +import pandas as pd +from ctgan.synthesizers.ctgan import CTGAN + +data = pd.read_csv("/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_090305/staged/public/train.csv") +discrete_columns = ['g'] +model = CTGAN( + embedding_dim=32, + generator_dim=(256, 256), + discriminator_dim=(256, 256), + batch_size=256, + pac=1, + epochs=350, + verbose=True, +) +model.fit(data, discrete_columns) +model.save("/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_090305/models_350epochs/ctgan_350epochs.pt") +print("[CTGAN] Saved model ->", "/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_090305/models_350epochs/ctgan_350epochs.pt") \ No newline at end of file diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_090305/bo_combo.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_090305/bo_combo.json new file mode 100644 index 0000000000000000000000000000000000000000..8fd292da39c17b643dc941dd1795452d92a53ec7 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_090305/bo_combo.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid 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diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_090305/staged/public/test.csv b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_090305/staged/public/test.csv new file mode 100644 index 0000000000000000000000000000000000000000..59e413eb15b50a2ac49cd95bbe57b0d0018ccf95 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_090305/staged/public/test.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bf4e935f84569b849b662718eaa19be605037d46a5f7391f164728d6d9c3bb50 +size 148017 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_090305/staged/public/train.csv b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_090305/staged/public/train.csv new file mode 100644 index 0000000000000000000000000000000000000000..cc5acd9fe00e8a233592b4da9797300adc83744b --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_090305/staged/public/train.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3ab621ac8239797506ce800c1409422452b8127da93add91dd9e6d63ddeec6f7 +size 1182326 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_090305/staged/public/val.csv b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_090305/staged/public/val.csv new file mode 100644 index 0000000000000000000000000000000000000000..e0a3b6ab9c53a7f8d97dff3290e643431f9ad023 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_090305/staged/public/val.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:374e44edf25e58ca37eabbef0485c98cecdbdfa9d24da738937f404840bfad44 +size 147784 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_091747/_ctgan_generate.py b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_091747/_ctgan_generate.py new file mode 100644 index 0000000000000000000000000000000000000000..ac4c1a865ee2f53cf9d8fb34280b675dee1c8349 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_091747/_ctgan_generate.py @@ -0,0 +1,18 @@ +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/n11/ctgan/ctgan-n11-20260521_091747/models_250epochs/ctgan_250epochs.pt") +total = 15215 +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/n11/ctgan/ctgan-n11-20260521_091747/ctgan-n11-15215-20260521_094634.csv", index=False) +print("[CTGAN] Generated", total, "rows in", len(parts), "chunks ->", "/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_091747/ctgan-n11-15215-20260521_094634.csv") \ No newline at end of file diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_091747/_ctgan_train.py b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_091747/_ctgan_train.py new file mode 100644 index 0000000000000000000000000000000000000000..d2dc3283708bb34e1686d06c56eb44076483356a --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_091747/_ctgan_train.py @@ -0,0 +1,17 @@ +import pandas as pd +from ctgan.synthesizers.ctgan import CTGAN + +data = pd.read_csv("/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_091747/staged/public/train.csv") +discrete_columns = ['g'] +model = CTGAN( + embedding_dim=16, + generator_dim=(256, 256), + discriminator_dim=(256, 256), + batch_size=64, + pac=1, + epochs=250, + verbose=True, +) +model.fit(data, discrete_columns) +model.save("/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_091747/models_250epochs/ctgan_250epochs.pt") +print("[CTGAN] Saved model ->", "/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_091747/models_250epochs/ctgan_250epochs.pt") \ No newline at end of file diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_091747/bo_combo.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_091747/bo_combo.json new file mode 100644 index 0000000000000000000000000000000000000000..ba9d67dbda1c2ba03fbeea2f000cbb3258bf4e8e --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_091747/bo_combo.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid 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