diff --git a/.gitattributes b/.gitattributes index a5ccd9bb27418cf1372072a0c14c836852476da8..9f92367dcf3c1e491a0101ba68fd8058e072a49f 100644 --- a/.gitattributes +++ b/.gitattributes @@ -5742,3 +5742,25 @@ SynthData0523/main/c7/tvae/tvae-c7-20260429_031938/staged/tvae/adapter_transform SynthData0523/main/c7/tvae/tvae-c7-20260429_031938/staged/tvae/model_input_manifest.json filter=lfs diff=lfs merge=lfs -text SynthData0523/main/c7/tvae/tvae-c7-20260429_031938/tvae-c7-10368-20260429_032040.csv filter=lfs diff=lfs merge=lfs -text SynthData0523/main/c7/tvae/tvae-c7-20260429_031938/tvae_metadata.json filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c8/arf/arf-c8-20260321_064711/arf-c8-1000-20260321_065504.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c8/arf/arf-c8-20260321_064711/arf-c8-8844-20260330_065322.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c8/arf/arf-c8-20260321_064711/arf_model.pkl filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c8/arf/arf-c8-20260321_064711/gen_20260321_065504.log filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c8/arf/arf-c8-20260321_064711/gen_20260330_065322.log filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c8/arf/arf-c8-20260321_064711/staged/public/test.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c8/arf/arf-c8-20260321_064711/staged/public/train.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c8/arf/arf-c8-20260321_064711/staged/public/val.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c8/arf/arf-c8-20260321_064711/train_20260321_064712.log filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c8/bayesnet/bayesnet-c8-20260321_061937/bayesnet-c8-1000-20260321_062026.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c8/bayesnet/bayesnet-c8-20260321_061937/bayesnet-c8-8844-20260330_065323.csv filter=lfs diff=lfs merge=lfs -text 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+SynthData0523/main/c8/ctgan/ctgan-c8-20260321_071354/ctgan-c8-8844-20260330_065316.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c8/ctgan/ctgan-c8-20260321_071354/models_300epochs/ctgan_300epochs.pt filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c8/ctgan/ctgan-c8-20260321_071354/models_300epochs/train_20260321_071354.log filter=lfs diff=lfs merge=lfs -text diff --git a/SynthData0523/main/c8/arf/arf-c8-20260321_064711/_arf_generate.py b/SynthData0523/main/c8/arf/arf-c8-20260321_064711/_arf_generate.py new file mode 100644 index 0000000000000000000000000000000000000000..65ab6e350d4aaa8bcbfea8fd3413aadc13028e4d --- /dev/null +++ b/SynthData0523/main/c8/arf/arf-c8-20260321_064711/_arf_generate.py @@ -0,0 +1,6 @@ +import pickle +with open("/work/output-SpecializedModels/c8/arf/arf-c8-20260321_064711/arf_model.pkl", "rb") as f: + model = pickle.load(f) +syn = model.forge(n=8844) +syn.to_csv("/work/output-SpecializedModels/c8/arf/arf-c8-20260321_064711/arf-c8-8844-20260330_065322.csv", index=False) +print(f"[ARF] Generated 8844 rows -> /work/output-SpecializedModels/c8/arf/arf-c8-20260321_064711/arf-c8-8844-20260330_065322.csv") diff --git a/SynthData0523/main/c8/arf/arf-c8-20260321_064711/_arf_train.py b/SynthData0523/main/c8/arf/arf-c8-20260321_064711/_arf_train.py new file mode 100644 index 0000000000000000000000000000000000000000..158fcac35389f6c73d10f7ddc68953641c2892ff --- /dev/null +++ b/SynthData0523/main/c8/arf/arf-c8-20260321_064711/_arf_train.py @@ -0,0 +1,19 @@ +import pickle +import pandas as pd +from arfpy import arf + +df = pd.read_csv("/work/output-SpecializedModels/c8/arf/arf-c8-20260321_064711/staged/public/train.csv") +df = df.dropna(axis=1, how="all") +print(f"[ARF] Training on {len(df)} rows, {len(df.columns)} cols") + +model = arf.arf(x=df) +if hasattr(model, "fit"): + model.fit() +elif hasattr(model, "forde"): + model.forde() +else: + raise RuntimeError("arfpy API: no fit() / forde()") + +with open("/work/output-SpecializedModels/c8/arf/arf-c8-20260321_064711/arf_model.pkl", "wb") as f: + pickle.dump(model, f) +print(f"[ARF] Model saved -> /work/output-SpecializedModels/c8/arf/arf-c8-20260321_064711/arf_model.pkl") diff --git a/SynthData0523/main/c8/arf/arf-c8-20260321_064711/arf-c8-1000-20260321_065504.csv b/SynthData0523/main/c8/arf/arf-c8-20260321_064711/arf-c8-1000-20260321_065504.csv new file mode 100644 index 0000000000000000000000000000000000000000..6521b40d9ad1e9d97445da365aca661e0f537a01 --- /dev/null +++ b/SynthData0523/main/c8/arf/arf-c8-20260321_064711/arf-c8-1000-20260321_065504.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f5a4495f80333e74642bf880fc4d9bcc2bc374d67231a435d84f9c80046de974 +size 293128 diff --git a/SynthData0523/main/c8/arf/arf-c8-20260321_064711/arf-c8-8844-20260330_065322.csv b/SynthData0523/main/c8/arf/arf-c8-20260321_064711/arf-c8-8844-20260330_065322.csv new file mode 100644 index 0000000000000000000000000000000000000000..49a147accb70e3832f4843d02fe8d6d800805f43 --- /dev/null +++ b/SynthData0523/main/c8/arf/arf-c8-20260321_064711/arf-c8-8844-20260330_065322.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:178d590ec8c221e4fa7349c7a870a71d850994298d20c88d483a9a119f5ee476 +size 629880 diff --git a/SynthData0523/main/c8/arf/arf-c8-20260321_064711/arf_model.pkl b/SynthData0523/main/c8/arf/arf-c8-20260321_064711/arf_model.pkl new file mode 100644 index 0000000000000000000000000000000000000000..6e3c1c9ca953f5ff7dd96186acda2923d1a81b2f --- /dev/null +++ b/SynthData0523/main/c8/arf/arf-c8-20260321_064711/arf_model.pkl @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:effa83e3fbc89afd2023fa25189b775cdb037e85e4bbf296f83a535c9a513803 +size 79043840 diff --git a/SynthData0523/main/c8/arf/arf-c8-20260321_064711/gen_20260321_065504.log 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"profile_stats": { + "missing_rate": 0.0, + "unique_count": 2, + "unique_ratio": 0.000226, + "example_values": [ + "-1", + "1" + ] + } + } + ], + "public_manifest": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c8/arf/arf-c8-20260321_064711/public_gate/staged_input_manifest.json", + "train_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c8/arf/arf-c8-20260321_064711/staged/public/train.csv", + "val_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c8/arf/arf-c8-20260321_064711/staged/public/val.csv", + "test_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c8/arf/arf-c8-20260321_064711/staged/public/test.csv", + "features_json": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c8/arf/arf-c8-20260321_064711/staged/public/staged_features.json", + "public_gate_report": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c8/arf/arf-c8-20260321_064711/public_gate/public_gate_report.json" +} \ No newline at end of file diff --git a/SynthData0523/main/c8/arf/arf-c8-20260321_064711/staged/public/staged_features.json b/SynthData0523/main/c8/arf/arf-c8-20260321_064711/staged/public/staged_features.json new file mode 100644 index 0000000000000000000000000000000000000000..6e070cd9cc9dc9bf44f5e96b48aa03b0af05735a --- /dev/null +++ b/SynthData0523/main/c8/arf/arf-c8-20260321_064711/staged/public/staged_features.json @@ -0,0 +1,157 @@ +[ + { + "feature_name": "having_IP_Address", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "URL_Length", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "Shortining_Service", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "having_At_Symbol", + "data_type": "continuous", + "is_target": true + }, + { + "feature_name": "double_slash_redirecting", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "Prefix_Suffix", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "having_Sub_Domain", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "SSLfinal_State", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "Domain_registeration_length", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "Favicon", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "port", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "HTTPS_token", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "Request_URL", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "URL_of_Anchor", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "Links_in_tags", + "data_type": "continuous", + 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"is_target": false + }, + { + "feature_name": "Page_Rank", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "Google_Index", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "Links_pointing_to_page", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "Statistical_report", + "data_type": "continuous", + "is_target": false + }, + { + "feature_name": "Result", + "data_type": "continuous", + "is_target": false + } +] \ No newline at end of file diff --git a/SynthData0523/main/c8/arf/arf-c8-20260321_064711/staged/public/test.csv b/SynthData0523/main/c8/arf/arf-c8-20260321_064711/staged/public/test.csv new file mode 100644 index 0000000000000000000000000000000000000000..17380f6a9b9a9e8ac335908874f6bc5b26ec25ad --- /dev/null +++ b/SynthData0523/main/c8/arf/arf-c8-20260321_064711/staged/public/test.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid 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https://git-lfs.github.com/spec/v1 +oid sha256:272551def8b1e81583201f55065453d772f25b8dd17958d4f25478c033769f9e +size 79486 diff --git a/SynthData0523/main/c8/arf/arf-c8-20260321_064711/train_20260321_064712.log b/SynthData0523/main/c8/arf/arf-c8-20260321_064711/train_20260321_064712.log new file mode 100644 index 0000000000000000000000000000000000000000..10439a65c078393d077cf920fae93788a2a1aeb4 --- /dev/null +++ b/SynthData0523/main/c8/arf/arf-c8-20260321_064711/train_20260321_064712.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:670e17d84cada8394a0f90855ec9a012bcb85293d01b76e983f2573546a1e658 +size 348 diff --git a/SynthData0523/main/c8/bayesnet/bayesnet-c8-20260321_061937/_bayesnet_generate.py b/SynthData0523/main/c8/bayesnet/bayesnet-c8-20260321_061937/_bayesnet_generate.py new file mode 100644 index 0000000000000000000000000000000000000000..3df52ffe08857b7d9911836313976975930e5c91 --- /dev/null +++ b/SynthData0523/main/c8/bayesnet/bayesnet-c8-20260321_061937/_bayesnet_generate.py @@ -0,0 +1,43 @@ +import subprocess, sys, os + +pip_libs = "/pip_libs" +sys.path.insert(0, pip_libs) +os.environ["PYTHONPATH"] = pip_libs + os.pathsep + os.environ.get("PYTHONPATH", "") + +def _ensure_deps(): + try: + import synthcity + except ModuleNotFoundError: + print("[BayesNet] synthcity not found - installing to cache...") + subprocess.run( + [sys.executable, "-m", "pip", "install", + "--target", pip_libs, "synthcity==0.2.12", "numpy<2", "-q"], + check=True + ) + import shutil, glob + for pat in ["torch", "torch-*", "torchvision", "torchvision-*", + "torchvision.libs", "torchgen", "nvidia*", "triton*"]: + for p in glob.glob(os.path.join(pip_libs, pat)): + if os.path.isdir(p): shutil.rmtree(p) + else: os.remove(p) + if pip_libs not in sys.path: + sys.path.insert(0, pip_libs) + +_ensure_deps() + +import pickle, json as _json +with open("/work/output-SpecializedModels/c8/bayesnet/bayesnet-c8-20260321_061937/bayesnet_model.pkl", "rb") as f: + plugin = pickle.load(f) +syn = plugin.generate(count=8844).dataframe() + +# Restore zero-variance columns that were dropped during training +const_path = "/work/output-SpecializedModels/c8/bayesnet/bayesnet-c8-20260321_061937/bayesnet_model.pkl".replace("bayesnet_model.pkl", "const_cols.json") +if os.path.exists(const_path): + with open(const_path) as _f: + const_cols = _json.load(_f) + for col, val in const_cols.items(): + syn[col] = val + print(f"[BayesNet] Restored constant column '{col}' = {val}") + +syn.to_csv("/work/output-SpecializedModels/c8/bayesnet/bayesnet-c8-20260321_061937/bayesnet-c8-8844-20260330_065323.csv", index=False) +print(f"[BayesNet] Generated 8844 rows -> /work/output-SpecializedModels/c8/bayesnet/bayesnet-c8-20260321_061937/bayesnet-c8-8844-20260330_065323.csv") diff --git a/SynthData0523/main/c8/bayesnet/bayesnet-c8-20260321_061937/_bayesnet_train.py b/SynthData0523/main/c8/bayesnet/bayesnet-c8-20260321_061937/_bayesnet_train.py new file mode 100644 index 0000000000000000000000000000000000000000..92306823866b151413cffcbe1e8be3134db09a03 --- /dev/null +++ b/SynthData0523/main/c8/bayesnet/bayesnet-c8-20260321_061937/_bayesnet_train.py @@ -0,0 +1,62 @@ +import subprocess, sys, os + +pip_libs = "/pip_libs" +sys.path.insert(0, pip_libs) +os.environ["PYTHONPATH"] = pip_libs + os.pathsep + os.environ.get("PYTHONPATH", "") + +def _ensure_deps(): + try: + import synthcity + except ModuleNotFoundError: + print("[BayesNet] synthcity not found - installing to cache (first run, may take minutes)...") + # Install synthcity with numpy<2 to avoid conflicts + subprocess.run( + [sys.executable, "-m", "pip", "install", + "--target", pip_libs, "synthcity==0.2.12", "numpy<2", "-q"], + check=True + ) + # Remove torch/torchvision from pip_libs to avoid shadowing system versions + import shutil, glob + for pat in ["torch", "torch-*", "torchvision", "torchvision-*", + "torchvision.libs", "torchgen", "nvidia*", "triton*"]: + for p in glob.glob(os.path.join(pip_libs, pat)): + if os.path.isdir(p): shutil.rmtree(p) + else: os.remove(p) + if pip_libs not in sys.path: + sys.path.insert(0, pip_libs) + +_ensure_deps() + +from synthcity.plugins import Plugins +import pickle +import pandas as pd +from synthcity.plugins.core.dataloader import GenericDataLoader + +df = pd.read_csv("/work/output-SpecializedModels/c8/bayesnet/bayesnet-c8-20260321_061937/staged/public/train.csv") +df = df.dropna(axis=1, how="all") + +# Drop zero-variance columns (only 1 unique value) to avoid +# synthcity encoder KeyError during generation +import json as _json +const_cols = {} +for col in list(df.columns): + nuniq = df[col].nunique() + if nuniq <= 1: + const_cols[col] = df[col].iloc[0] if len(df) > 0 else None + df = df.drop(columns=[col]) + print(f"[BayesNet] Dropped zero-variance column '{col}' (value={const_cols[col]})") + +# Save constant columns info so generate can restore them +const_path = "/work/output-SpecializedModels/c8/bayesnet/bayesnet-c8-20260321_061937/bayesnet_model.pkl".replace("bayesnet_model.pkl", "const_cols.json") +with open(const_path, "w") as _f: + _json.dump({k: str(v) for k, v in const_cols.items()}, _f) + +print(f"[BayesNet] Training on {len(df)} rows, {len(df.columns)} cols") + +loader = GenericDataLoader(df) +plugin = Plugins().get("bayesian_network") +plugin.fit(loader) + +with open("/work/output-SpecializedModels/c8/bayesnet/bayesnet-c8-20260321_061937/bayesnet_model.pkl", "wb") as f: + pickle.dump(plugin, f) +print(f"[BayesNet] Model saved -> /work/output-SpecializedModels/c8/bayesnet/bayesnet-c8-20260321_061937/bayesnet_model.pkl") diff --git a/SynthData0523/main/c8/bayesnet/bayesnet-c8-20260321_061937/bayesnet-c8-1000-20260321_062026.csv b/SynthData0523/main/c8/bayesnet/bayesnet-c8-20260321_061937/bayesnet-c8-1000-20260321_062026.csv new file mode 100644 index 0000000000000000000000000000000000000000..2acc4925cb100211c52bd5b5e779f12aa29534e1 --- /dev/null +++ b/SynthData0523/main/c8/bayesnet/bayesnet-c8-20260321_061937/bayesnet-c8-1000-20260321_062026.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:093fdfcb674298ece354a51158ee1e65fa9f754f8c30d8c3d134c4f3dfa487f8 +size 71773 diff --git a/SynthData0523/main/c8/bayesnet/bayesnet-c8-20260321_061937/bayesnet-c8-8844-20260330_065323.csv b/SynthData0523/main/c8/bayesnet/bayesnet-c8-20260321_061937/bayesnet-c8-8844-20260330_065323.csv new file mode 100644 index 0000000000000000000000000000000000000000..d6e09d0fe0917b7385e357bad2668f678ba03af1 --- /dev/null +++ b/SynthData0523/main/c8/bayesnet/bayesnet-c8-20260321_061937/bayesnet-c8-8844-20260330_065323.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7a599f0103d279ccc84fd66e7d0e0dbf6323177db7094754bd81cf357e6149ea +size 632535 diff --git a/SynthData0523/main/c8/bayesnet/bayesnet-c8-20260321_061937/bayesnet_model.pkl b/SynthData0523/main/c8/bayesnet/bayesnet-c8-20260321_061937/bayesnet_model.pkl new file mode 100644 index 0000000000000000000000000000000000000000..a98deb43a795c24874f3b19d9173cdc88a65d062 --- /dev/null +++ b/SynthData0523/main/c8/bayesnet/bayesnet-c8-20260321_061937/bayesnet_model.pkl @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6a5e8cc2f33b835874bff37c0a95a2caa3cebdf48009819dd9eb3f9d09160f83 +size 4467884 diff --git a/SynthData0523/main/c8/bayesnet/bayesnet-c8-20260321_061937/const_cols.json b/SynthData0523/main/c8/bayesnet/bayesnet-c8-20260321_061937/const_cols.json new file mode 100644 index 0000000000000000000000000000000000000000..9e26dfeeb6e641a33dae4961196235bdb965b21b --- /dev/null +++ b/SynthData0523/main/c8/bayesnet/bayesnet-c8-20260321_061937/const_cols.json @@ -0,0 +1 @@ +{} \ No newline at end of file diff --git a/SynthData0523/main/c8/bayesnet/bayesnet-c8-20260321_061937/gen_20260321_062026.log b/SynthData0523/main/c8/bayesnet/bayesnet-c8-20260321_061937/gen_20260321_062026.log new file mode 100644 index 0000000000000000000000000000000000000000..49597f6b8a1b3a5a9c5cf882a2e460e30156dd8e --- /dev/null +++ b/SynthData0523/main/c8/bayesnet/bayesnet-c8-20260321_061937/gen_20260321_062026.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d57368ab6251d8ea92df3ab89243cabc53f431af5aa04cf9dfaa33f8a6474c21 +size 232 diff --git a/SynthData0523/main/c8/bayesnet/bayesnet-c8-20260321_061937/gen_20260330_065323.log b/SynthData0523/main/c8/bayesnet/bayesnet-c8-20260321_061937/gen_20260330_065323.log new file mode 100644 index 0000000000000000000000000000000000000000..82a81c09f24f404ec65b4490e20671de7b7b56c3 --- /dev/null +++ b/SynthData0523/main/c8/bayesnet/bayesnet-c8-20260321_061937/gen_20260330_065323.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a5f33a28ed6b87584e589d98920ec074d2036d479906169e8f786e70c043656d +size 232 diff --git a/SynthData0523/main/c8/bayesnet/bayesnet-c8-20260321_061937/input_snapshot.json b/SynthData0523/main/c8/bayesnet/bayesnet-c8-20260321_061937/input_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..d714fda9c2a669ed6a3c26e041de3e8c3afc60f2 --- /dev/null +++ b/SynthData0523/main/c8/bayesnet/bayesnet-c8-20260321_061937/input_snapshot.json @@ -0,0 +1,36 @@ +{ + "dataset_id": "c8", + "model": "bayesnet", + "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/bayesnet/bayesnet-c8-20260321_061937/public_gate/normalized_schema_snapshot.json b/SynthData0523/main/c8/bayesnet/bayesnet-c8-20260321_061937/public_gate/normalized_schema_snapshot.json new file mode 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+ }, + { + "name": "Shortining_Service", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2, + "unique_ratio": 0.000226, + "example_values": [ + "1", + "-1" + ] + } + }, + { + "name": "having_At_Symbol", + "role": "target", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2, + "unique_ratio": 0.000226, + "example_values": [ + "1", + "-1" + ] + } + }, + { + "name": "double_slash_redirecting", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2, + "unique_ratio": 0.000226, + "example_values": [ + "1", + "-1" + ] + } + }, + { + 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"parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2, + "unique_ratio": 0.000226, + "example_values": [ + "-1", + "1" + ] + } + }, + { + "name": "DNSRecord", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2, + "unique_ratio": 0.000226, + "example_values": [ + "1", + "-1" + ] + } + }, + { + "name": "web_traffic", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 3, + "unique_ratio": 0.000339, + "example_values": [ + "1", + "0", + "-1" + ] + } + }, + { + "name": "Page_Rank", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2, + "unique_ratio": 0.000226, + "example_values": [ + "-1", + "1" + ] + } + }, + { + "name": "Google_Index", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2, + "unique_ratio": 0.000226, + "example_values": [ + "1", + "-1" + ] + } + }, + { + "name": "Links_pointing_to_page", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 3, + "unique_ratio": 0.000339, + "example_values": [ + "0", + "1", + "-1" + ] + } + }, + { + "name": "Statistical_report", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2, + "unique_ratio": 0.000226, + "example_values": [ + "1", + "-1" + ] + } + }, + { + "name": "Result", + "role": "feature", + "semantic_type": "numeric", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "median", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2, + "unique_ratio": 0.000226, + "example_values": [ + "-1", + "1" + ] + } + } + ] +} \ No newline at end of file diff --git a/SynthData0523/main/c8/bayesnet/bayesnet-c8-20260321_061937/public_gate/public_gate_report.json b/SynthData0523/main/c8/bayesnet/bayesnet-c8-20260321_061937/public_gate/public_gate_report.json new file mode 100644 index 0000000000000000000000000000000000000000..83cfe39b0f0de2f423da5f2d1826ec0f830ae0b7 --- /dev/null +++ b/SynthData0523/main/c8/bayesnet/bayesnet-c8-20260321_061937/public_gate/public_gate_report.json @@ -0,0 +1,37 @@ +{ + "dataset_id": "c8", + "status": "pass", + "checks": [ + { + "check_id": "PG001_csv_parse_ok", + "status": "pass" + }, + { + "check_id": "PG002_split_header_consistent", + "status": "pass" + }, + { + "check_id": "PG003_profile_header_match", + "status": "pass" + }, + { + "check_id": "PG004_missing_token_normalized", + "status": "pass" + }, + { + "check_id": "PG005_semantic_type_validated", + "status": "pass" + }, + { + "check_id": "PG006_target_defined_and_valid", + "status": "pass" + } + ], + "target_column": "having_At_Symbol", + "task_type": "classification", + "input_splits": { + "train": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c8/c8-train.csv", + "val": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c8/c8-val.csv", + "test": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c8/c8-test.csv" + } +} \ No newline at end of file diff --git a/SynthData0523/main/c8/bayesnet/bayesnet-c8-20260321_061937/public_gate/staged_input_manifest.json b/SynthData0523/main/c8/bayesnet/bayesnet-c8-20260321_061937/public_gate/staged_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..1dcae5099eed09a168a5e538be0586c6ba8064f5 --- /dev/null +++ b/SynthData0523/main/c8/bayesnet/bayesnet-c8-20260321_061937/public_gate/staged_input_manifest.json @@ -0,0 +1,578 @@ +{ + "dataset_id": "c8", + "target_column": "having_At_Symbol", + "task_type": "classification", + "train_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c8/bayesnet/bayesnet-c8-20260321_061937/staged/public/train.csv", + "val_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c8/bayesnet/bayesnet-c8-20260321_061937/staged/public/val.csv", + "test_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c8/bayesnet/bayesnet-c8-20260321_061937/staged/public/test.csv", + "features_json": 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