diff --git a/.gitattributes b/.gitattributes index 69000e40b7723d357c653d2e4fe82e21dfd141d5..512868b94924dd746063c9e24924433cfe97e35d 100644 --- a/.gitattributes +++ b/.gitattributes @@ -4612,3 +4612,38 @@ SynthData0523/main/c5/tabdiff/tabdiff-c5-20260420_055925/tabular_bundle/pipeline SynthData0523/main/c5/tabdiff/tabdiff-c5-20260420_055925/tabular_bundle/pipeline_ds/y_val.npy filter=lfs diff=lfs merge=lfs -text SynthData0523/main/c5/tabdiff/tabdiff-c5-20260420_055925/train_20260420_055925.log filter=lfs diff=lfs merge=lfs -text SynthData0523/main/c5/tabpfgen/tabpfgen-c5-20260511_061054/gen_20260511_061054.log filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c5/tabpfgen/tabpfgen-c5-20260511_061054/input_snapshot.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c5/tabpfgen/tabpfgen-c5-20260511_061054/public_gate/normalized_schema_snapshot.json filter=lfs diff=lfs merge=lfs -text 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b/SynthData0523/main/c5/tabpfgen/tabpfgen-c5-20260511_061054/tabpfgen-c5-6732-20260511_061054.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:396b6d183ed89a0d6bd263d4730cc1d436e0d3e0569545174335614634d3dbf3 +size 1018296 diff --git a/SynthData0523/main/c5/tabpfgen/tabpfgen-c5-20260511_061054/tabpfgen_meta.json b/SynthData0523/main/c5/tabpfgen/tabpfgen-c5-20260511_061054/tabpfgen_meta.json new file mode 100644 index 0000000000000000000000000000000000000000..fc05ae7a5f49250ed4d434fd0745a227d7ff9a3b --- /dev/null +++ b/SynthData0523/main/c5/tabpfgen/tabpfgen-c5-20260511_061054/tabpfgen_meta.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5cbdc5f2c2aff06a042c37093af56613dfb9644e5eeb06f4e0ee2b3bd09c64e8 +size 445 diff --git a/SynthData0523/main/c5/tabpfgen/tabpfgen-c5-20260511_061054/train_20260511_061054.log b/SynthData0523/main/c5/tabpfgen/tabpfgen-c5-20260511_061054/train_20260511_061054.log new file mode 100644 index 0000000000000000000000000000000000000000..bac174155a685e7d5c43459b0087879536ff04bf --- /dev/null +++ b/SynthData0523/main/c5/tabpfgen/tabpfgen-c5-20260511_061054/train_20260511_061054.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e715c0d2fecc9f9973d7ea928ef8413aaa3b43bdb9f1fc1b4d213ded8540cc75 +size 595 diff --git a/SynthData0523/main/c5/tabsyn/tabsyn-c5-20260420_233446/_tabsyn_sample.py b/SynthData0523/main/c5/tabsyn/tabsyn-c5-20260420_233446/_tabsyn_sample.py new file mode 100644 index 0000000000000000000000000000000000000000..84c9d3ad67fe511b121a4177e051b0936589f6c8 --- /dev/null +++ b/SynthData0523/main/c5/tabsyn/tabsyn-c5-20260420_233446/_tabsyn_sample.py @@ -0,0 +1,39 @@ +import os, sys, subprocess + +work_dir = "/work/output-SpecializedModels/c5/tabsyn/tabsyn-c5-20260420_233446" +dataname = "tabsyn_c5" +output_csv = "/work/output-SpecializedModels/c5/tabsyn/tabsyn-c5-20260420_233446/tabsyn-c5-6732-20260421_004948.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 6732 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/c5/tabsyn/tabsyn-c5-20260420_233446/_tabsyn_train.py b/SynthData0523/main/c5/tabsyn/tabsyn-c5-20260420_233446/_tabsyn_train.py new file mode 100644 index 0000000000000000000000000000000000000000..f996f1e1115da7053983abd25cbbe7b2f8ffc685 --- /dev/null +++ b/SynthData0523/main/c5/tabsyn/tabsyn-c5-20260420_233446/_tabsyn_train.py @@ -0,0 +1,62 @@ +import os, sys, subprocess + +work_dir = "/work/output-SpecializedModels/c5/tabsyn/tabsyn-c5-20260420_233446" +dataname = "tabsyn_c5" +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/c5/tabsyn/tabsyn-c5-20260420_233446/data/tabsyn_c5/X_cat_test.npy b/SynthData0523/main/c5/tabsyn/tabsyn-c5-20260420_233446/data/tabsyn_c5/X_cat_test.npy new file mode 100644 index 0000000000000000000000000000000000000000..fbceccfbf343cfd1c330a9e645d85ec623c3d8cb --- /dev/null +++ b/SynthData0523/main/c5/tabsyn/tabsyn-c5-20260420_233446/data/tabsyn_c5/X_cat_test.npy @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9df21c9d02ce3392b2dcf8413a2f12d74aec312dfb76a221e093f9e6a3a982c1 +size 141752 diff --git a/SynthData0523/main/c5/tabsyn/tabsyn-c5-20260420_233446/data/tabsyn_c5/X_cat_train.npy b/SynthData0523/main/c5/tabsyn/tabsyn-c5-20260420_233446/data/tabsyn_c5/X_cat_train.npy new 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b/SynthData0523/main/c5/tabsyn/tabsyn-c5-20260420_233446/tabsyn-c5-6732-20260421_004948.csv new file mode 100644 index 0000000000000000000000000000000000000000..97be9037f0d690ef38374481ec6b6841f7c37246 --- /dev/null +++ b/SynthData0523/main/c5/tabsyn/tabsyn-c5-20260420_233446/tabsyn-c5-6732-20260421_004948.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cbdc34c50f7ecae7e1d48923fcf263117421690751e3bff5fc7d393939b37f92 +size 1029231 diff --git a/SynthData0523/main/c5/tabsyn/tabsyn-c5-20260420_233446/train_20260420_233447.log b/SynthData0523/main/c5/tabsyn/tabsyn-c5-20260420_233446/train_20260420_233447.log new file mode 100644 index 0000000000000000000000000000000000000000..946f0e55c7bb576f4fbe71e12f4fafbace5f4544 --- /dev/null +++ b/SynthData0523/main/c5/tabsyn/tabsyn-c5-20260420_233446/train_20260420_233447.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:29591a3952c3960ec21d63ae98f352d444e72708529a421764e04f8b428bbca3 +size 2626439 diff --git a/SynthData0523/main/c5/tvae/tvae-c5-20260321_070511/_tvae_generate.py b/SynthData0523/main/c5/tvae/tvae-c5-20260321_070511/_tvae_generate.py new file mode 100644 index 0000000000000000000000000000000000000000..a9384f91188d380e09e805abed6d9255b22d9411 --- /dev/null +++ b/SynthData0523/main/c5/tvae/tvae-c5-20260321_070511/_tvae_generate.py @@ -0,0 +1,5 @@ +from ctgan.synthesizers.tvae import TVAE +model = TVAE.load("/work/output-SpecializedModels/c5/tvae/tvae-c5-20260321_070511/models_300epochs/tvae_300epochs.pt") +samples = model.sample(6732) +samples.to_csv("/work/output-SpecializedModels/c5/tvae/tvae-c5-20260321_070511/tvae-c5-6732-20260330_065259.csv", index=False) +print(f"[TVAE] Generated 6732 rows -> /work/output-SpecializedModels/c5/tvae/tvae-c5-20260321_070511/tvae-c5-6732-20260330_065259.csv") diff --git a/SynthData0523/main/c5/tvae/tvae-c5-20260321_070511/_tvae_train.py b/SynthData0523/main/c5/tvae/tvae-c5-20260321_070511/_tvae_train.py new file mode 100644 index 0000000000000000000000000000000000000000..3c7711921762aa591a611a2ffad5760d5a246fd2 --- /dev/null +++ b/SynthData0523/main/c5/tvae/tvae-c5-20260321_070511/_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/c5/tvae/tvae-c5-20260321_070511/staged/public/train.csv" +meta_path = "/work/output-SpecializedModels/c5/tvae/tvae-c5-20260321_070511/tvae_metadata.json" +save_path = "/work/output-SpecializedModels/c5/tvae/tvae-c5-20260321_070511/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/c5/tvae/tvae-c5-20260321_070511/gen_20260321_070708.log b/SynthData0523/main/c5/tvae/tvae-c5-20260321_070511/gen_20260321_070708.log new file mode 100644 index 0000000000000000000000000000000000000000..05ead0c5013e7516cb8114ef69ea3c01b126303a --- /dev/null +++ b/SynthData0523/main/c5/tvae/tvae-c5-20260321_070511/gen_20260321_070708.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:556ef1b3b57ee4780c1bc51f835f52e37d2c4c3af10d81018d11dfce68709348 +size 126 diff --git a/SynthData0523/main/c5/tvae/tvae-c5-20260321_070511/gen_20260330_065259.log b/SynthData0523/main/c5/tvae/tvae-c5-20260321_070511/gen_20260330_065259.log new file mode 100644 index 0000000000000000000000000000000000000000..101abce5237ba044af2e45e0425c0e526a53f60f --- /dev/null +++ b/SynthData0523/main/c5/tvae/tvae-c5-20260321_070511/gen_20260330_065259.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a1a6aabd4c1973f8adfb60fb83e61038bd3e5a493c6dbc6f1b6cf4da36976692 +size 126 diff --git a/SynthData0523/main/c5/tvae/tvae-c5-20260321_070511/input_snapshot.json b/SynthData0523/main/c5/tvae/tvae-c5-20260321_070511/input_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..cc6115f6b39ff5f7823abf0b1c5eb4093f0bb5e2 --- /dev/null +++ b/SynthData0523/main/c5/tvae/tvae-c5-20260321_070511/input_snapshot.json @@ -0,0 +1,36 @@ +{ + "dataset_id": "c5", + "model": "tvae", + "inputs": { + "train_csv": { + "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c5/c5-train.csv", + "exists": true, + "size": 1004346, + "sha256": "47ca8fcb0dce8411cee7c20652d6bf10a48a4c284cef58267e775b807c625180" + }, + "val_csv": { + "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c5/c5-val.csv", + "exists": true, + "size": 125666, + "sha256": "599dbe0d059984263e88e20a64ae75c0f9795a6ee662c7ae3d13fe4db35753c2" + }, + "test_csv": { + "path": 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