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"/data/jialinzhang/SynthesizePipeline-server/temp/tabpfgen_regen_parallel_deadline/20260422_191739/c8/staged/public/test.csv", + "features_json": "/data/jialinzhang/SynthesizePipeline-server/temp/tabpfgen_regen_parallel_deadline/20260422_191739/c8/staged/public/staged_features.json", + "public_gate_report": "/data/jialinzhang/SynthesizePipeline-server/temp/tabpfgen_regen_parallel_deadline/20260422_191739/c8/public_gate/public_gate_report.json" +} \ No newline at end of file diff --git a/SynthData0523/main/c8/tabpfgen/c8-migrated-20260422_193053/tabpfgen-c8-8844-20260422_191741.csv b/SynthData0523/main/c8/tabpfgen/c8-migrated-20260422_193053/tabpfgen-c8-8844-20260422_191741.csv new file mode 100644 index 0000000000000000000000000000000000000000..fe26b46ea359d7ffab4925b176f2a3db6e41f8d3 --- /dev/null +++ b/SynthData0523/main/c8/tabpfgen/c8-migrated-20260422_193053/tabpfgen-c8-8844-20260422_191741.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:020521427f3c1775c81f754dbb929fbf377c5567cd159bb8e4fb5ed6a097a43c +size 630560 diff --git a/SynthData0523/main/c8/tabsyn/tabsyn-c8-20260420_233446/_tabsyn_sample.py b/SynthData0523/main/c8/tabsyn/tabsyn-c8-20260420_233446/_tabsyn_sample.py new file mode 100644 index 0000000000000000000000000000000000000000..c73476069743d4b75e938d1b55e65dbfecaacc9f --- /dev/null +++ b/SynthData0523/main/c8/tabsyn/tabsyn-c8-20260420_233446/_tabsyn_sample.py @@ -0,0 +1,39 @@ +import os, sys, subprocess + +work_dir = "/work/output-SpecializedModels/c8/tabsyn/tabsyn-c8-20260420_233446" +dataname = "tabsyn_c8" +output_csv = "/work/output-SpecializedModels/c8/tabsyn/tabsyn-c8-20260420_233446/tabsyn-c8-8844-20260421_005633.csv" +tabsyn_root = "/workspace/tabsyn" + +assert os.path.exists(tabsyn_root), f"TabSyn source not mounted: {tabsyn_root}" + +old = os.environ.get("PYTHONPATH", "") +os.environ["PYTHONPATH"] = tabsyn_root + (os.pathsep + old if old else "") +sys.path.insert(0, tabsyn_root) + +os.chdir(tabsyn_root) + +# Ensure data symlink exists +data_link = os.path.join(tabsyn_root, "data", dataname) +data_src = os.path.join(work_dir, "data", dataname) +os.makedirs(os.path.join(tabsyn_root, "data"), exist_ok=True) +if os.path.exists(data_link): + os.remove(data_link) +os.symlink(data_src, data_link) + +print(f"[TabSyn] Sampling 8844 rows") +env = os.environ.copy() +env.setdefault("TABSYN_RESUME", "1") +ret = subprocess.run( + [sys.executable, "main.py", + "--dataname", dataname, + "--mode", "sample", + "--method", "tabsyn", + "--gpu", "0", + "--save_path", output_csv], + cwd=tabsyn_root, + env=env +) +if ret.returncode != 0: + sys.exit(ret.returncode) +print(f"[TabSyn] Saved -> {output_csv}") diff --git a/SynthData0523/main/c8/tabsyn/tabsyn-c8-20260420_233446/_tabsyn_train.py b/SynthData0523/main/c8/tabsyn/tabsyn-c8-20260420_233446/_tabsyn_train.py new file mode 100644 index 0000000000000000000000000000000000000000..ff34bc76b698905396459be9030c7f9390eb9a43 --- /dev/null +++ b/SynthData0523/main/c8/tabsyn/tabsyn-c8-20260420_233446/_tabsyn_train.py @@ -0,0 +1,62 @@ +import os, sys, subprocess + +work_dir = "/work/output-SpecializedModels/c8/tabsyn/tabsyn-c8-20260420_233446" +dataname = "tabsyn_c8" +tabsyn_root = "/workspace/tabsyn" + +assert os.path.exists(tabsyn_root), f"TabSyn source not mounted: {tabsyn_root}" + +old = os.environ.get("PYTHONPATH", "") +os.environ["PYTHONPATH"] = tabsyn_root + (os.pathsep + old if old else "") +sys.path.insert(0, tabsyn_root) + +os.chdir(tabsyn_root) + +# Symlink data dir into TabSyn data/ +data_link = os.path.join(tabsyn_root, "data", dataname) +data_src = os.path.join(work_dir, "data", dataname) +os.makedirs(os.path.join(tabsyn_root, "data"), exist_ok=True) +if os.path.exists(data_link): + os.remove(data_link) +os.symlink(data_src, data_link) + +env = os.environ.copy() +env.setdefault("TABSYN_RESUME", "1") +_te = None +if _te is not None: + env["TABSYN_VAE_EPOCHS"] = str(_te) + env["TABSYN_DIFFUSION_MAX_EPOCHS"] = str(max(_te + 1, 2)) + +# Data preprocessing is done on the host side (_prepare_data_dir) +# which creates .npy files, train/test CSVs, and info.json + +# Step 1: Train VAE (produces latent embeddings) +print(f"[TabSyn] Step 1/2: Training VAE in {tabsyn_root}, dataname={dataname}") +ret = subprocess.run( + [sys.executable, "main.py", + "--dataname", dataname, + "--mode", "train", + "--method", "vae", + "--gpu", "0"], + cwd=tabsyn_root, + env=env +) +if ret.returncode != 0: + print("[TabSyn] VAE training failed") + sys.exit(ret.returncode) + +# Step 2: Train diffusion model on latent space +print(f"[TabSyn] Step 2/2: Training diffusion model") +ret = subprocess.run( + [sys.executable, "main.py", + "--dataname", dataname, + "--mode", "train", + "--method", "tabsyn", + "--gpu", "0"], + cwd=tabsyn_root, + env=env +) +if ret.returncode != 0: + print("[TabSyn] Diffusion training failed") + sys.exit(ret.returncode) +print("[TabSyn] Training complete (VAE + Diffusion)") diff --git a/SynthData0523/main/c8/tabsyn/tabsyn-c8-20260420_233446/data/tabsyn_c8/X_cat_test.npy b/SynthData0523/main/c8/tabsyn/tabsyn-c8-20260420_233446/data/tabsyn_c8/X_cat_test.npy new file mode 100644 index 0000000000000000000000000000000000000000..a0d0c45b055dba17e398c88de15bb6131481c671 --- /dev/null +++ b/SynthData0523/main/c8/tabsyn/tabsyn-c8-20260420_233446/data/tabsyn_c8/X_cat_test.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:468d42b6ff814799b4ab69b4ae0dd508904f3c83e1024f87e04192e160d99640 +size 8976 diff --git a/SynthData0523/main/c8/tabsyn/tabsyn-c8-20260420_233446/data/tabsyn_c8/X_cat_train.npy b/SynthData0523/main/c8/tabsyn/tabsyn-c8-20260420_233446/data/tabsyn_c8/X_cat_train.npy new file mode 100644 index 0000000000000000000000000000000000000000..232a9214366ebf286aad01a698f6309f68a671cb --- /dev/null +++ b/SynthData0523/main/c8/tabsyn/tabsyn-c8-20260420_233446/data/tabsyn_c8/X_cat_train.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:024ddb2871194d4b4907c7ddff3842b32d0d7d86af1eedc0b831124910386161 +size 79720 diff --git a/SynthData0523/main/c8/tabsyn/tabsyn-c8-20260420_233446/data/tabsyn_c8/X_num_test.npy b/SynthData0523/main/c8/tabsyn/tabsyn-c8-20260420_233446/data/tabsyn_c8/X_num_test.npy new file mode 100644 index 0000000000000000000000000000000000000000..09ced4f2ad6bb743e3b22395293e658b028bfba2 --- /dev/null +++ b/SynthData0523/main/c8/tabsyn/tabsyn-c8-20260420_233446/data/tabsyn_c8/X_num_test.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1db877be9d8b37ba3ced68d2b7f051557b2fd04485b5f1a75fc29bb0289de0e4 +size 128424 diff --git a/SynthData0523/main/c8/tabsyn/tabsyn-c8-20260420_233446/data/tabsyn_c8/X_num_train.npy b/SynthData0523/main/c8/tabsyn/tabsyn-c8-20260420_233446/data/tabsyn_c8/X_num_train.npy new file mode 100644 index 0000000000000000000000000000000000000000..496005249ad37857ea6ff2ba27a6df15f8520401 --- /dev/null +++ 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a/SynthData0523/main/c8/tabsyn/tabsyn-c8-20260420_233446/synthetic/tabsyn_c8/real.csv b/SynthData0523/main/c8/tabsyn/tabsyn-c8-20260420_233446/synthetic/tabsyn_c8/real.csv new file mode 100644 index 0000000000000000000000000000000000000000..dd9bbbb403f69203bb485615ae5624f2e5af79bf --- /dev/null +++ b/SynthData0523/main/c8/tabsyn/tabsyn-c8-20260420_233446/synthetic/tabsyn_c8/real.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:83a00053e9b913e7f86e35a7476f585a3928ac99653be6182fa7b461541e0752 +size 710294 diff --git a/SynthData0523/main/c8/tabsyn/tabsyn-c8-20260420_233446/synthetic/tabsyn_c8/test.csv b/SynthData0523/main/c8/tabsyn/tabsyn-c8-20260420_233446/synthetic/tabsyn_c8/test.csv new file mode 100644 index 0000000000000000000000000000000000000000..bbb8e82f6536307f3cfeb524959f2d9d10c41602 --- /dev/null +++ b/SynthData0523/main/c8/tabsyn/tabsyn-c8-20260420_233446/synthetic/tabsyn_c8/test.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:00494e39f39e1212c118f025f4327b82c615f57410ca21a3bf3b2c272472984a +size 79280 diff --git a/SynthData0523/main/c8/tabsyn/tabsyn-c8-20260420_233446/tabsyn-c8-8844-20260421_005633.csv b/SynthData0523/main/c8/tabsyn/tabsyn-c8-20260420_233446/tabsyn-c8-8844-20260421_005633.csv new file mode 100644 index 0000000000000000000000000000000000000000..949254a9754e533bf6436bd2dbceedb9bfdeb399 --- /dev/null +++ b/SynthData0523/main/c8/tabsyn/tabsyn-c8-20260420_233446/tabsyn-c8-8844-20260421_005633.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:182587a2709acd64fdc6820e3f7c7c547f8d3a45afab05e446d8246c40e20dd3 +size 631658 diff --git a/SynthData0523/main/c8/tabsyn/tabsyn-c8-20260420_233446/train_20260420_233447.log b/SynthData0523/main/c8/tabsyn/tabsyn-c8-20260420_233446/train_20260420_233447.log new file mode 100644 index 0000000000000000000000000000000000000000..e9c6f73ba959191db1887b3bc85020b0a5c56296 --- /dev/null +++ b/SynthData0523/main/c8/tabsyn/tabsyn-c8-20260420_233446/train_20260420_233447.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:10e070eebbfb69ee6b4df59c383e4bc74577257ad0598ce6bf3bae8841297a50 +size 3119682 diff --git a/SynthData0523/main/c8/tvae/tvae-c8-20260321_070945/_tvae_generate.py b/SynthData0523/main/c8/tvae/tvae-c8-20260321_070945/_tvae_generate.py new file mode 100644 index 0000000000000000000000000000000000000000..a057c8319418ba8ca4b2060a98ed42d7fd3eff6b --- /dev/null +++ b/SynthData0523/main/c8/tvae/tvae-c8-20260321_070945/_tvae_generate.py @@ -0,0 +1,5 @@ +from ctgan.synthesizers.tvae import TVAE +model = TVAE.load("/work/output-SpecializedModels/c8/tvae/tvae-c8-20260321_070945/models_300epochs/tvae_300epochs.pt") +samples = model.sample(8844) +samples.to_csv("/work/output-SpecializedModels/c8/tvae/tvae-c8-20260321_070945/tvae-c8-8844-20260330_065316.csv", index=False) +print(f"[TVAE] Generated 8844 rows -> /work/output-SpecializedModels/c8/tvae/tvae-c8-20260321_070945/tvae-c8-8844-20260330_065316.csv") diff --git a/SynthData0523/main/c8/tvae/tvae-c8-20260321_070945/_tvae_train.py b/SynthData0523/main/c8/tvae/tvae-c8-20260321_070945/_tvae_train.py new file mode 100644 index 0000000000000000000000000000000000000000..073d7e4b9a06534b861300311000d6ee57f6b53b --- /dev/null +++ b/SynthData0523/main/c8/tvae/tvae-c8-20260321_070945/_tvae_train.py @@ -0,0 +1,16 @@ +import json, sys +import pandas as pd +from ctgan.data import read_csv +from ctgan.synthesizers.tvae import TVAE + +csv_path = "/work/output-SpecializedModels/c8/tvae/tvae-c8-20260321_070945/staged/public/train.csv" +meta_path = "/work/output-SpecializedModels/c8/tvae/tvae-c8-20260321_070945/tvae_metadata.json" +save_path = "/work/output-SpecializedModels/c8/tvae/tvae-c8-20260321_070945/models_300epochs/tvae_300epochs.pt" +epochs = 300 + +data, discrete_columns = read_csv(csv_path, meta_path, header=True, discrete=None) +print(f"[TVAE] Training on {len(data)} rows, {len(data.columns)} cols, epochs={epochs}") +model = TVAE(epochs=epochs, batch_size=500) +model.fit(data, discrete_columns) +model.save(save_path) +print(f"[TVAE] Model saved -> {save_path}") diff --git a/SynthData0523/main/c8/tvae/tvae-c8-20260321_070945/gen_20260321_071526.log b/SynthData0523/main/c8/tvae/tvae-c8-20260321_070945/gen_20260321_071526.log new file mode 100644 index 0000000000000000000000000000000000000000..04dce7c65443c8d230dbdd753aa0f3a9b6ba4a2e --- /dev/null +++ b/SynthData0523/main/c8/tvae/tvae-c8-20260321_070945/gen_20260321_071526.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c8d6e654ab7b786ced6cb415ee7896cc9c1092cf0ba122c524f9cfa5d77c79e7 +size 126 diff --git a/SynthData0523/main/c8/tvae/tvae-c8-20260321_070945/gen_20260330_065316.log b/SynthData0523/main/c8/tvae/tvae-c8-20260321_070945/gen_20260330_065316.log new file mode 100644 index 0000000000000000000000000000000000000000..7beea58c27667328c9f4d8d6f864a681e42cdbf7 --- /dev/null +++ b/SynthData0523/main/c8/tvae/tvae-c8-20260321_070945/gen_20260330_065316.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ad6374958e5f75613cdd648c8f7f2ee7c071a544ce6d9abd0f75b9152ca00add +size 126 diff --git a/SynthData0523/main/c8/tvae/tvae-c8-20260321_070945/input_snapshot.json b/SynthData0523/main/c8/tvae/tvae-c8-20260321_070945/input_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..a8329aa0136bcc44e3be7a131c536381dd9500d5 --- /dev/null +++ b/SynthData0523/main/c8/tvae/tvae-c8-20260321_070945/input_snapshot.json @@ -0,0 +1,36 @@ +{ + "dataset_id": "c8", + "model": "tvae", + "inputs": { + "train_csv": { + "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c8/c8-train.csv", + "exists": true, + "size": 640080, + "sha256": "b79676a58294f2aad042d087ff1dcfc051164efcf602109c878dd1b722a610fc" + }, + "val_csv": { + "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c8/c8-val.csv", + "exists": true, + "size": 80592, + "sha256": "47f84e81fc7ae28ac74afb86ed4a196ca5f4a5b6de2decf3a0fea52e9020c008" + }, + "test_csv": { + "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c8/c8-test.csv", + "exists": true, + "size": 80387, + "sha256": "3f9f79d3671796c3b632f50938278cd9fe2a692c1849e80d5cd5680cd3d561ca" + }, + "profile_json": { + "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/artifacts/data_core/tabular/c8/c8-dataset_profile.json", + "exists": true, + "size": 12087, + "sha256": "1dae703bc78790b4f9ab775d4aff0c39a375e8f7854b0d8783d1afd8e2e99e95" + }, + "contract_json": { + "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/artifacts/data_core/tabular/c8/c8-dataset_contract_v1.json", + "exists": true, + "size": 13516, + "sha256": "6ae07dba7e830a4eea5110098aa6554dac7e956097b742e39f0cd27386c58789" + } + } +} \ No newline at end of file diff --git a/SynthData0523/main/c8/tvae/tvae-c8-20260321_070945/models_300epochs/train_20260321_070945.log b/SynthData0523/main/c8/tvae/tvae-c8-20260321_070945/models_300epochs/train_20260321_070945.log new file mode 100644 index 0000000000000000000000000000000000000000..7a7476bf4b9a8008c7cf04a862fcb952f570a088 --- /dev/null +++ b/SynthData0523/main/c8/tvae/tvae-c8-20260321_070945/models_300epochs/train_20260321_070945.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:afaa5bf2b53b66e5efd020424ad808939af1a5c75b7b328c2b822b9e245b6d53 +size 170 diff --git a/SynthData0523/main/c8/tvae/tvae-c8-20260321_070945/models_300epochs/tvae_300epochs.pt b/SynthData0523/main/c8/tvae/tvae-c8-20260321_070945/models_300epochs/tvae_300epochs.pt new file mode 100644 index 0000000000000000000000000000000000000000..c0e5a19582b7d62ee7c47f50915830ae5371328e --- /dev/null +++ b/SynthData0523/main/c8/tvae/tvae-c8-20260321_070945/models_300epochs/tvae_300epochs.pt @@ -0,0 +1,3 @@ +version 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