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0000000000000000000000000000000000000000..c44de73e500653fd7c467fba2f3ff6b4631bc1e8 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_091747/staged/ctgan/model_input_manifest.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:39016374d78a75e8157b1e6a8ead36cbb593b97023eeff10700152949f4a0150 +size 6272 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_091747/staged/public/staged_features.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_091747/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_091747/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_091747/staged/public/test.csv b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_091747/staged/public/test.csv new file mode 100644 index 0000000000000000000000000000000000000000..59e413eb15b50a2ac49cd95bbe57b0d0018ccf95 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_091747/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_091747/staged/public/train.csv b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_091747/staged/public/train.csv new file mode 100644 index 0000000000000000000000000000000000000000..cc5acd9fe00e8a233592b4da9797300adc83744b --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_091747/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_091747/staged/public/val.csv b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_091747/staged/public/val.csv new file mode 100644 index 0000000000000000000000000000000000000000..e0a3b6ab9c53a7f8d97dff3290e643431f9ad023 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_091747/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_094751/_ctgan_generate.py b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_094751/_ctgan_generate.py new file mode 100644 index 0000000000000000000000000000000000000000..d2f928b549ceae49f2fc9e68141c02b99a590e7c --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_094751/_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_094751/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_094751/ctgan-n11-15215-20260521_095923.csv", index=False) +print("[CTGAN] Generated", total, "rows in", len(parts), "chunks ->", "/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_094751/ctgan-n11-15215-20260521_095923.csv") \ No newline at end of file diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_094751/_ctgan_train.py b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_094751/_ctgan_train.py new file mode 100644 index 0000000000000000000000000000000000000000..dcba543f7ae18a7be685f77436f696bf506cd62b --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_094751/_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_094751/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=300, + verbose=True, +) +model.fit(data, discrete_columns) +model.save("/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_094751/models_300epochs/ctgan_300epochs.pt") +print("[CTGAN] Saved model ->", "/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_094751/models_300epochs/ctgan_300epochs.pt") \ No newline at end of file diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_094751/bo_combo.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_094751/bo_combo.json new file mode 100644 index 0000000000000000000000000000000000000000..a673275de4be7f866c7285d3a2aabfe20b79161f --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_094751/bo_combo.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:0ae20264ccfea317197de78adee3cc9e12bdab07f4b1b6400c9d41813d57c36d +size 242 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_094751/ctgan-n11-15215-20260521_095923.csv b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_094751/ctgan-n11-15215-20260521_095923.csv new file mode 100644 index 0000000000000000000000000000000000000000..e41bd038db5ab7f7f98d5437edd2a93c27c813bd --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_094751/ctgan-n11-15215-20260521_095923.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:dcee1b20702ad931d400ceacb678d85b16948738e153577c12fbad363a61bd68 +size 2878607 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_094751/ctgan_metadata.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_094751/ctgan_metadata.json new file mode 100644 index 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b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_094751/models_300epochs/ctgan_300epochs.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:68e28391c302bb4def8fbe8be862293b74f36718979d6f3236d76dcf236857a0 +size 1037923 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_094751/models_300epochs/train_20260521_094751.log b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_094751/models_300epochs/train_20260521_094751.log new file mode 100644 index 0000000000000000000000000000000000000000..a7bd6eeb19e19301dfe39eb5c6a109efb7096e53 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_094751/models_300epochs/train_20260521_094751.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e9a75df20b34288d1f47eae54bbf60407db21de43cd5d7d22fd1bb7cffc37348 +size 58542 diff --git 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--- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_094751/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_094751/public_gate/staged_input_manifest.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_094751/public_gate/staged_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..0caa368281137c408e5c57474284edd4c774c7fc --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_094751/public_gate/staged_input_manifest.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d71fb46dffc612a130143c4fe7870aaa62811ccb18e954cb3be831b028574c4a +size 6079 diff --git 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0000000000000000000000000000000000000000..cb2e29cda5c2bf6a7729fdd42127e3612722e14f --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_094751/staged/ctgan/model_input_manifest.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cb716118fd7044f3284c4f6c194a59d6dbda7eb8b93762f6441b288d99369b17 +size 6272 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_094751/staged/public/staged_features.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_094751/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_094751/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_094751/staged/public/test.csv b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_094751/staged/public/test.csv new file mode 100644 index 0000000000000000000000000000000000000000..59e413eb15b50a2ac49cd95bbe57b0d0018ccf95 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_094751/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_094751/staged/public/train.csv b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_094751/staged/public/train.csv new file mode 100644 index 0000000000000000000000000000000000000000..cc5acd9fe00e8a233592b4da9797300adc83744b --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_094751/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_094751/staged/public/val.csv b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_094751/staged/public/val.csv new file mode 100644 index 0000000000000000000000000000000000000000..e0a3b6ab9c53a7f8d97dff3290e643431f9ad023 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_094751/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_100044/_ctgan_generate.py b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_100044/_ctgan_generate.py new file mode 100644 index 0000000000000000000000000000000000000000..7229a70da9356a702c20d304376c114b4ba38b25 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_100044/_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_100044/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_100044/ctgan-n11-15215-20260521_105221.csv", index=False) +print("[CTGAN] Generated", total, "rows in", len(parts), "chunks ->", "/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_100044/ctgan-n11-15215-20260521_105221.csv") \ No newline at end of file diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_100044/_ctgan_train.py b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_100044/_ctgan_train.py new file mode 100644 index 0000000000000000000000000000000000000000..c49091f91adb3e322cfd433a937973a2da93f176 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_100044/_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_100044/staged/public/train.csv") +discrete_columns = ['g'] +model = CTGAN( + embedding_dim=32, + 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_100044/models_350epochs/ctgan_350epochs.pt") +print("[CTGAN] Saved model ->", "/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_100044/models_350epochs/ctgan_350epochs.pt") \ No newline at end of file diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_100044/bo_combo.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_100044/bo_combo.json new file mode 100644 index 0000000000000000000000000000000000000000..243c6980f05543a87a2cfc4dcbef36890fb754b7 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_100044/bo_combo.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f8b884f96618ac49250e92f171b694d0287ce94b086f1683d294f7824c368568 +size 223 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_100044/ctgan-n11-15215-20260521_105221.csv b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_100044/ctgan-n11-15215-20260521_105221.csv new file mode 100644 index 0000000000000000000000000000000000000000..e33f9a1e913e2a38b7f5c3dfbd2c0989137aad6f --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_100044/ctgan-n11-15215-20260521_105221.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8680c0107921c9a4cab2e108b3b9812fc52743c3df7a91acc2c490a0aef2969d +size 2888174 diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_100044/ctgan_metadata.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_100044/ctgan_metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..67a0338db890724baf86effd9cce456b4bfcdeb9 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_100044/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_100044/gen_20260521_105221.log b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_100044/gen_20260521_105221.log new file mode 100644 index 0000000000000000000000000000000000000000..2d6220c50e90018ef55002dc3bd481718d3291ef --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_100044/gen_20260521_105221.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:17b517cb8016566de31dbce943385f2b1d1dea78a6e2289d27108f537f34c3cc +size 302 diff --git 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b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_100044/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_100044/staged/public/val.csv b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_100044/staged/public/val.csv new file mode 100644 index 0000000000000000000000000000000000000000..e0a3b6ab9c53a7f8d97dff3290e643431f9ad023 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_100044/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_105338/_ctgan_generate.py b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_105338/_ctgan_generate.py new file mode 100644 index 0000000000000000000000000000000000000000..bfe4f2c0e77d98141338e46fad81a4f536d846d8 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_105338/_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_105338/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_105338/ctgan-n11-15215-20260521_111238.csv", index=False) +print("[CTGAN] Generated", total, "rows in", len(parts), "chunks ->", "/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_105338/ctgan-n11-15215-20260521_111238.csv") \ No newline at end of file diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_105338/_ctgan_train.py b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_105338/_ctgan_train.py new file mode 100644 index 0000000000000000000000000000000000000000..53ba64d0e3cbc4546b5f230aa8bfdbc7690ff953 --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_105338/_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_105338/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=250, + verbose=True, +) +model.fit(data, discrete_columns) +model.save("/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_105338/models_250epochs/ctgan_250epochs.pt") +print("[CTGAN] Saved model ->", "/work/output-Benchmark-trainonly-v1/n11/ctgan/ctgan-n11-20260521_105338/models_250epochs/ctgan_250epochs.pt") \ No newline at end of file diff --git a/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_105338/bo_combo.json b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_105338/bo_combo.json new file mode 100644 index 0000000000000000000000000000000000000000..d9c50a1363c9c64a0478c09267f1ba5c6c661a4c --- /dev/null +++ b/SynthData0523/hyper_parameter_tuning/n11/ctgan/runs/ctgan-n11-20260521_105338/bo_combo.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid 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