diff --git a/.gitattributes b/.gitattributes index 2b749b866091595ef32772574856fcab6f8bb5c8..513953a1532f5b406bd79d2cc0854274c550e988 100644 --- a/.gitattributes +++ b/.gitattributes @@ -4482,3 +4482,24 @@ SynthData0523/main/c4/tvae/tvae-c4-20260321_061952/staged/public/train.csv filte SynthData0523/main/c4/tvae/tvae-c4-20260321_061952/staged/public/val.csv filter=lfs diff=lfs merge=lfs -text SynthData0523/main/c4/tvae/tvae-c4-20260321_061952/tvae-c4-1000-20260321_062111.csv filter=lfs diff=lfs merge=lfs -text SynthData0523/main/c4/tvae/tvae-c4-20260321_061952/tvae-c4-2557-20260330_065247.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c5/arf/arf-c5-20260321_064412/arf-c5-1000-20260321_064510.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c5/arf/arf-c5-20260321_064412/arf-c5-6732-20260330_065300.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c5/arf/arf-c5-20260321_064412/arf_model.pkl filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c5/arf/arf-c5-20260321_064412/gen_20260321_064510.log filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c5/arf/arf-c5-20260321_064412/gen_20260330_065300.log filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c5/arf/arf-c5-20260321_064412/staged/public/test.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c5/arf/arf-c5-20260321_064412/staged/public/train.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c5/arf/arf-c5-20260321_064412/staged/public/val.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c5/arf/arf-c5-20260321_064412/train_20260321_064412.log filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/bayesnet-c5-1000-20260321_061740.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/bayesnet-c5-6732-20260330_065301.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/bayesnet_model.pkl filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/gen_20260321_061740.log filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/gen_20260330_065301.log filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/staged/public/test.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/staged/public/train.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/staged/public/val.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/train_20260321_061655.log filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c5/ctgan/ctgan-c5-20260321_065610/ctgan-c5-1000-20260321_070431.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c5/ctgan/ctgan-c5-20260321_065610/ctgan-c5-6732-20260330_065258.csv filter=lfs diff=lfs merge=lfs -text +SynthData0523/main/c5/ctgan/ctgan-c5-20260321_065610/models_300epochs/ctgan_300epochs.pt filter=lfs diff=lfs merge=lfs -text diff --git a/SynthData0523/main/c5/arf/arf-c5-20260321_064412/_arf_generate.py b/SynthData0523/main/c5/arf/arf-c5-20260321_064412/_arf_generate.py new file mode 100644 index 0000000000000000000000000000000000000000..929b79c4c39bddd49116abbe8852e696db4623ab --- /dev/null +++ b/SynthData0523/main/c5/arf/arf-c5-20260321_064412/_arf_generate.py @@ -0,0 +1,6 @@ +import pickle +with open("/work/output-SpecializedModels/c5/arf/arf-c5-20260321_064412/arf_model.pkl", "rb") as f: + model = pickle.load(f) +syn = model.forge(n=6732) +syn.to_csv("/work/output-SpecializedModels/c5/arf/arf-c5-20260321_064412/arf-c5-6732-20260330_065300.csv", index=False) +print(f"[ARF] Generated 6732 rows -> /work/output-SpecializedModels/c5/arf/arf-c5-20260321_064412/arf-c5-6732-20260330_065300.csv") diff --git a/SynthData0523/main/c5/arf/arf-c5-20260321_064412/_arf_train.py b/SynthData0523/main/c5/arf/arf-c5-20260321_064412/_arf_train.py new file mode 100644 index 0000000000000000000000000000000000000000..26bb415c6f29db92f469f6116adaecbfe3d59d9e --- /dev/null +++ b/SynthData0523/main/c5/arf/arf-c5-20260321_064412/_arf_train.py @@ -0,0 +1,19 @@ +import pickle +import pandas as pd +from arfpy import arf + +df = pd.read_csv("/work/output-SpecializedModels/c5/arf/arf-c5-20260321_064412/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/c5/arf/arf-c5-20260321_064412/arf_model.pkl", "wb") as f: + pickle.dump(model, f) +print(f"[ARF] Model saved -> /work/output-SpecializedModels/c5/arf/arf-c5-20260321_064412/arf_model.pkl") diff --git a/SynthData0523/main/c5/arf/arf-c5-20260321_064412/arf-c5-1000-20260321_064510.csv b/SynthData0523/main/c5/arf/arf-c5-20260321_064412/arf-c5-1000-20260321_064510.csv new file mode 100644 index 0000000000000000000000000000000000000000..19f2937235235adaccea86d8fd3e4c9e1a81ee97 --- /dev/null +++ b/SynthData0523/main/c5/arf/arf-c5-20260321_064412/arf-c5-1000-20260321_064510.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:07c6a7fce1ac9271027e6b988af647c8de8cdbb39d8419426f8cc5d1af34fa62 +size 148462 diff --git a/SynthData0523/main/c5/arf/arf-c5-20260321_064412/arf-c5-6732-20260330_065300.csv b/SynthData0523/main/c5/arf/arf-c5-20260321_064412/arf-c5-6732-20260330_065300.csv new file mode 100644 index 0000000000000000000000000000000000000000..e3229031d3f554f7770d8b9a4a967f93906e4990 --- /dev/null +++ b/SynthData0523/main/c5/arf/arf-c5-20260321_064412/arf-c5-6732-20260330_065300.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bc06653e0c833aa8cc8e7578adf0e4e8701fd05e7ead85bc782fc666e1c50c7b +size 997741 diff --git a/SynthData0523/main/c5/arf/arf-c5-20260321_064412/arf_model.pkl b/SynthData0523/main/c5/arf/arf-c5-20260321_064412/arf_model.pkl new file mode 100644 index 0000000000000000000000000000000000000000..0c318269181e5aeab3e4bd339b8a1fad1680ed19 --- /dev/null +++ b/SynthData0523/main/c5/arf/arf-c5-20260321_064412/arf_model.pkl @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1541af70911cc0d026c74ca77b997057c181dfeac3bc410b8d66d0ee103dbb6d +size 11403267 diff --git a/SynthData0523/main/c5/arf/arf-c5-20260321_064412/gen_20260321_064510.log b/SynthData0523/main/c5/arf/arf-c5-20260321_064412/gen_20260321_064510.log new file mode 100644 index 0000000000000000000000000000000000000000..e8f942d460b213b438772f7be5001b3a7ac993c4 --- /dev/null +++ b/SynthData0523/main/c5/arf/arf-c5-20260321_064412/gen_20260321_064510.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:452a5f6557057dba9274930c08564f44fabe28bf940f017c580698bcd16b994c +size 7390 diff --git a/SynthData0523/main/c5/arf/arf-c5-20260321_064412/gen_20260330_065300.log b/SynthData0523/main/c5/arf/arf-c5-20260321_064412/gen_20260330_065300.log new file mode 100644 index 0000000000000000000000000000000000000000..d87f2e6a88f13a4d8af1ce40a3d24c887ee07820 --- /dev/null +++ b/SynthData0523/main/c5/arf/arf-c5-20260321_064412/gen_20260330_065300.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3561385f1537b225e13ea0a97683cdcf0eb74610840dec9d6d58ba07bcd098f0 +size 7390 diff --git a/SynthData0523/main/c5/arf/arf-c5-20260321_064412/input_snapshot.json b/SynthData0523/main/c5/arf/arf-c5-20260321_064412/input_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..c2020e98513bd69cfe0154f912cc1fafa4dd968d --- /dev/null +++ b/SynthData0523/main/c5/arf/arf-c5-20260321_064412/input_snapshot.json @@ -0,0 +1,36 @@ +{ + "dataset_id": "c5", + "model": "arf", + "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": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c5/c5-test.csv", + "exists": true, + "size": 126062, + "sha256": "f4eab85438337cfa2fd60a783388c9bb9f2a67a8c077d09f929fe34ee2895c28" + }, + "profile_json": { + "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/artifacts/data_core/tabular/c5/c5-dataset_profile.json", + "exists": true, + "size": 8949, + "sha256": "74d201cb6f2a25d865c87f0421b9f9c5969d2edfd8fbae898594ff626b33e393" + }, + "contract_json": { + "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/artifacts/data_core/tabular/c5/c5-dataset_contract_v1.json", + "exists": true, + "size": 11183, + "sha256": "df30b6c2fb9044e5c99b3257357a58462928289a836a9cf591e2f754f49bf729" + } + } +} \ No newline at end of file diff --git a/SynthData0523/main/c5/arf/arf-c5-20260321_064412/public_gate/normalized_schema_snapshot.json b/SynthData0523/main/c5/arf/arf-c5-20260321_064412/public_gate/normalized_schema_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..b0cfe6a66eb449bbb23102ff9d047c851993d280 --- /dev/null +++ b/SynthData0523/main/c5/arf/arf-c5-20260321_064412/public_gate/normalized_schema_snapshot.json @@ -0,0 +1,467 @@ +{ + "dataset_id": "c5", + "target_column": "class", + "task_type": "classification", + "columns": [ + { + "name": "class", + "role": "target", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2, + "unique_ratio": 0.000297, + "example_values": [ + "EDIBLE", + "POISONOUS" + ] + } + }, + { + "name": "cap-shape", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 6, + "unique_ratio": 0.000891, + "example_values": [ + "CONVEX", + "BELL", + "FLAT", + "KNOBBED", + "CONICAL" + ] + } + }, + { + "name": "cap-surface", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 4, + "unique_ratio": 0.000594, + "example_values": [ + "SCALY", + "SMOOTH", + "FIBROUS", + "GROOVES" + ] + } + }, + { + "name": "cap-color", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 10, + "unique_ratio": 0.001485, + "example_values": [ + "YELLOW", + "GRAY", + "BUFF", + "WHITE", + "BROWN" + ] + } + }, + { + "name": "bruises?", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2, + "unique_ratio": 0.000297, + "example_values": [ + "BRUISES", + "NO" + ] + } + }, + { + "name": "odor", + "role": "feature", + "semantic_type": "categorical", + "nullable": true, + "missing_tokens": [ + "NONE" + ], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.453209, + "unique_count": 8, + "unique_ratio": 0.002173, + "example_values": [ + "ALMOND", + "FOUL", + "FISHY", + "SPICY", + "ANISE" + ] + } + }, + { + "name": "gill-attachment", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2, + "unique_ratio": 0.000297, + "example_values": [ + "FREE", + "ATTACHED" + ] + } + }, + { + "name": "gill-spacing", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2, + "unique_ratio": 0.000297, + "example_values": [ + "CLOSE", + "CROWDED" + ] + } + }, + { + "name": "gill-size", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2, + "unique_ratio": 0.000297, + "example_values": [ + "BROAD", + "NARROW" + ] + } + }, + { + "name": "gill-color", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 12, + "unique_ratio": 0.001783, + "example_values": [ + "BROWN", + "BLACK", + "GRAY", + "PINK", + "CHOCOLATE" + ] + } + }, + { + "name": "stalk-shape", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2, + "unique_ratio": 0.000297, + "example_values": [ + "ENLARGING", + "TAPERING" + ] + } + }, + { + "name": "stalk-root", + "role": "feature", + "semantic_type": "categorical", + "nullable": true, + "missing_tokens": [ + "?" + ], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.295009, + "unique_count": 4, + "unique_ratio": 0.000843, + "example_values": [ + "CLUB", + "BULBOUS", + "EQUAL", + "ROOTED" + ] + } + }, + { + "name": "stalk-surface-above-ring", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 4, + "unique_ratio": 0.000594, + "example_values": [ + "SMOOTH", + "SILKY", + "FIBROUS", + "SCALY" + ] + } + }, + { + "name": "stalk-surface-below-ring", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 4, + "unique_ratio": 0.000594, + "example_values": [ + "SMOOTH", + "SILKY", + "FIBROUS", + "SCALY" + ] + } + }, + { + "name": "stalk-color-above-ring", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 9, + "unique_ratio": 0.001337, + "example_values": [ + "WHITE", + "BROWN", + "PINK", + "BUFF", + "GRAY" + ] + } + }, + { + "name": "stalk-color-below-ring", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 9, + "unique_ratio": 0.001337, + "example_values": [ + "WHITE", + "BUFF", + "PINK", + "BROWN", + "GRAY" + ] + } + }, + { + "name": "veil-type", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 1, + "unique_ratio": 0.000149, + "example_values": [ + "PARTIAL" + ] + } + }, + { + "name": "veil-color", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 4, + "unique_ratio": 0.000594, + "example_values": [ + "WHITE", + "BROWN", + "ORANGE", + "YELLOW" + ] + } + }, + { + "name": "ring-number", + "role": "feature", + "semantic_type": "categorical", + "nullable": true, + "missing_tokens": [ + "NONE" + ], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.005496, + "unique_count": 2, + "unique_ratio": 0.000299, + "example_values": [ + "ONE", + "TWO" + ] + } + }, + { + "name": "ring-type", + "role": "feature", + "semantic_type": "categorical", + "nullable": true, + "missing_tokens": [ + "NONE" + ], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.005496, + "unique_count": 4, + "unique_ratio": 0.000597, + "example_values": [ + "PENDANT", + "LARGE", + "EVANESCENT", + "FLARING" + ] + } + }, + { + "name": "spore-print-color", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 9, + "unique_ratio": 0.001337, + "example_values": [ + "BLACK", + "CHOCOLATE", + "BROWN", + "WHITE", + "YELLOW" + ] + } + }, + { + "name": "population", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 6, + "unique_ratio": 0.000891, + "example_values": [ + "NUMEROUS", + "SEVERAL", + "SOLITARY", + "SCATTERED", + "ABUNDANT" + ] + } + }, + { + "name": "habitat", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 7, + "unique_ratio": 0.00104, + "example_values": [ + "MEADOWS", + "GRASSES", + "WOODS", + "URBAN", + "LEAVES" + ] + } + } + ] +} \ No newline at end of file diff --git a/SynthData0523/main/c5/arf/arf-c5-20260321_064412/public_gate/public_gate_report.json b/SynthData0523/main/c5/arf/arf-c5-20260321_064412/public_gate/public_gate_report.json new file mode 100644 index 0000000000000000000000000000000000000000..492da238f9513051457e6857be56cde4d58edb61 --- /dev/null +++ b/SynthData0523/main/c5/arf/arf-c5-20260321_064412/public_gate/public_gate_report.json @@ -0,0 +1,37 @@ +{ + "dataset_id": "c5", + "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": "class", + "task_type": "classification", + "input_splits": { + "train": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c5/c5-train.csv", + "val": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c5/c5-val.csv", + "test": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c5/c5-test.csv" + } +} \ No newline at end of file diff --git a/SynthData0523/main/c5/arf/arf-c5-20260321_064412/public_gate/staged_input_manifest.json b/SynthData0523/main/c5/arf/arf-c5-20260321_064412/public_gate/staged_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..0576f852a8ac872c60cbc549db35cf746c90a252 --- /dev/null +++ b/SynthData0523/main/c5/arf/arf-c5-20260321_064412/public_gate/staged_input_manifest.json @@ -0,0 +1,472 @@ +{ + "dataset_id": "c5", + "target_column": "class", + "task_type": "classification", + "train_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c5/arf/arf-c5-20260321_064412/staged/public/train.csv", + "val_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c5/arf/arf-c5-20260321_064412/staged/public/val.csv", + "test_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c5/arf/arf-c5-20260321_064412/staged/public/test.csv", + "features_json": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c5/arf/arf-c5-20260321_064412/staged/public/staged_features.json", + "public_gate_report": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c5/arf/arf-c5-20260321_064412/public_gate/public_gate_report.json", + "column_schema": [ + { + "name": "class", + "role": "target", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2, + "unique_ratio": 0.000297, + "example_values": [ + "EDIBLE", + "POISONOUS" + ] + } + }, + { + "name": "cap-shape", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 6, + "unique_ratio": 0.000891, + "example_values": [ + "CONVEX", + "BELL", + "FLAT", + "KNOBBED", + "CONICAL" + ] + } + }, + { + "name": "cap-surface", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 4, + "unique_ratio": 0.000594, + "example_values": [ + "SCALY", + "SMOOTH", + "FIBROUS", + "GROOVES" + ] + } + }, + { + "name": "cap-color", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 10, + "unique_ratio": 0.001485, + "example_values": [ + "YELLOW", + "GRAY", + "BUFF", + "WHITE", + "BROWN" + ] + } + }, + { + "name": "bruises?", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2, + "unique_ratio": 0.000297, + "example_values": [ + "BRUISES", + "NO" + ] + } + }, + { + "name": "odor", + "role": "feature", + "semantic_type": "categorical", + "nullable": true, + "missing_tokens": [ + "NONE" + ], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.453209, + "unique_count": 8, + "unique_ratio": 0.002173, + "example_values": [ + "ALMOND", + "FOUL", + "FISHY", + "SPICY", + "ANISE" + ] + } + }, + { + "name": "gill-attachment", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2, + "unique_ratio": 0.000297, + "example_values": [ + "FREE", + "ATTACHED" + ] + } + }, + { + "name": "gill-spacing", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2, + "unique_ratio": 0.000297, + "example_values": [ + "CLOSE", + "CROWDED" + ] + } + }, + { + "name": "gill-size", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2, + "unique_ratio": 0.000297, + "example_values": [ + "BROAD", + "NARROW" + ] + } + }, + { + "name": "gill-color", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 12, + "unique_ratio": 0.001783, + "example_values": [ + "BROWN", + "BLACK", + "GRAY", + "PINK", + "CHOCOLATE" + ] + } + }, + { + "name": "stalk-shape", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2, + "unique_ratio": 0.000297, + "example_values": [ + "ENLARGING", + "TAPERING" + ] + } + }, + { + "name": "stalk-root", + "role": "feature", + "semantic_type": "categorical", + "nullable": true, + "missing_tokens": [ + "?" + ], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.295009, + "unique_count": 4, + "unique_ratio": 0.000843, + "example_values": [ + "CLUB", + "BULBOUS", + "EQUAL", + "ROOTED" + ] + } + }, + { + "name": "stalk-surface-above-ring", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 4, + "unique_ratio": 0.000594, + "example_values": [ + "SMOOTH", + "SILKY", + "FIBROUS", + "SCALY" + ] + } + }, + { + "name": "stalk-surface-below-ring", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 4, + "unique_ratio": 0.000594, + "example_values": [ + "SMOOTH", + "SILKY", + "FIBROUS", + "SCALY" + ] + } + }, + { + "name": "stalk-color-above-ring", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 9, + "unique_ratio": 0.001337, + "example_values": [ + "WHITE", + "BROWN", + "PINK", + "BUFF", + "GRAY" + ] + } + }, + { + "name": "stalk-color-below-ring", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 9, + "unique_ratio": 0.001337, + "example_values": [ + "WHITE", + "BUFF", + "PINK", + "BROWN", + "GRAY" + ] + } + }, + { + "name": "veil-type", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 1, + "unique_ratio": 0.000149, + "example_values": [ + "PARTIAL" + ] + } + }, + { + "name": "veil-color", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 4, + "unique_ratio": 0.000594, + "example_values": [ + "WHITE", + "BROWN", + "ORANGE", + "YELLOW" + ] + } + }, + { + "name": "ring-number", + "role": "feature", + "semantic_type": "categorical", + "nullable": true, + "missing_tokens": [ + "NONE" + ], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.005496, + "unique_count": 2, + "unique_ratio": 0.000299, + "example_values": [ + "ONE", + "TWO" + ] + } + }, + { + "name": "ring-type", + "role": "feature", + "semantic_type": "categorical", + "nullable": true, + "missing_tokens": [ + "NONE" + ], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.005496, + "unique_count": 4, + "unique_ratio": 0.000597, + "example_values": [ + "PENDANT", + "LARGE", + "EVANESCENT", + "FLARING" + ] + } + }, + { + "name": "spore-print-color", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 9, + "unique_ratio": 0.001337, + "example_values": [ + "BLACK", + "CHOCOLATE", + "BROWN", + "WHITE", + "YELLOW" + ] + } + }, + { + "name": "population", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 6, + "unique_ratio": 0.000891, + "example_values": [ + "NUMEROUS", + "SEVERAL", + "SOLITARY", + "SCATTERED", + "ABUNDANT" + ] + } + }, + { + "name": "habitat", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 7, + "unique_ratio": 0.00104, + "example_values": [ + "MEADOWS", + "GRASSES", + "WOODS", + "URBAN", + "LEAVES" + ] + } + } + ] +} \ No newline at end of file diff --git a/SynthData0523/main/c5/arf/arf-c5-20260321_064412/runtime_result.json b/SynthData0523/main/c5/arf/arf-c5-20260321_064412/runtime_result.json new file mode 100644 index 0000000000000000000000000000000000000000..1f14c6c4e37025cfda98fda62b12b6ecd348b9a2 --- /dev/null +++ b/SynthData0523/main/c5/arf/arf-c5-20260321_064412/runtime_result.json @@ -0,0 +1,14 @@ +{ + "dataset_id": "c5", + "model": "arf", + "run_id": "arf-c5-20260321_064412", + "public_gate_status": "pass", + "adapter_ready_status": "pass", + "train_status": "skipped", + "generate_status": "success", + "reason_code": null, + "reason_detail": null, + "artifacts": { + "synthetic_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c5/arf/arf-c5-20260321_064412/arf-c5-6732-20260330_065300.csv" + } +} \ No newline at end of file diff --git a/SynthData0523/main/c5/arf/arf-c5-20260321_064412/staged/arf/adapter_report.json b/SynthData0523/main/c5/arf/arf-c5-20260321_064412/staged/arf/adapter_report.json new file mode 100644 index 0000000000000000000000000000000000000000..55a62a6402a0926a988f8301a6772551bd373f6d --- /dev/null +++ b/SynthData0523/main/c5/arf/arf-c5-20260321_064412/staged/arf/adapter_report.json @@ -0,0 +1,7 @@ +{ + "adapter_ready_status": "pass", + "adapter_fail_reason_code": null, + "adapter_fail_detail": null, + "adapter_transforms_applied": [], + "model_input_manifest": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c5/arf/arf-c5-20260321_064412/staged/arf/model_input_manifest.json" +} \ No newline at end of file diff --git a/SynthData0523/main/c5/arf/arf-c5-20260321_064412/staged/arf/adapter_transforms_applied.json b/SynthData0523/main/c5/arf/arf-c5-20260321_064412/staged/arf/adapter_transforms_applied.json new file mode 100644 index 0000000000000000000000000000000000000000..0637a088a01e8ddab3bf3fa98dbe804cbde1a0dc --- /dev/null +++ b/SynthData0523/main/c5/arf/arf-c5-20260321_064412/staged/arf/adapter_transforms_applied.json @@ -0,0 +1 @@ +[] \ No newline at end of file diff --git a/SynthData0523/main/c5/arf/arf-c5-20260321_064412/staged/arf/model_input_manifest.json b/SynthData0523/main/c5/arf/arf-c5-20260321_064412/staged/arf/model_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..61db46c188d63d619ed51b56071544ff8aa62089 --- /dev/null +++ b/SynthData0523/main/c5/arf/arf-c5-20260321_064412/staged/arf/model_input_manifest.json @@ -0,0 +1,474 @@ +{ + "dataset_id": "c5", + "model": "arf", + "target_column": "class", + "task_type": "classification", + "column_schema": [ + { + "name": "class", + "role": "target", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2, + "unique_ratio": 0.000297, + "example_values": [ + "EDIBLE", + "POISONOUS" + ] + } + }, + { + "name": "cap-shape", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 6, + "unique_ratio": 0.000891, + "example_values": [ + "CONVEX", + "BELL", + "FLAT", + "KNOBBED", + "CONICAL" + ] + } + }, + { + "name": "cap-surface", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 4, + "unique_ratio": 0.000594, + "example_values": [ + "SCALY", + "SMOOTH", + "FIBROUS", + "GROOVES" + ] + } + }, + { + "name": "cap-color", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 10, + "unique_ratio": 0.001485, + "example_values": [ + "YELLOW", + "GRAY", + "BUFF", + "WHITE", + "BROWN" + ] + } + }, + { + "name": "bruises?", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2, + "unique_ratio": 0.000297, + "example_values": [ + "BRUISES", + "NO" + ] + } + }, + { + "name": "odor", + "role": "feature", + "semantic_type": "categorical", + "nullable": true, + "missing_tokens": [ + "NONE" + ], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.453209, + "unique_count": 8, + "unique_ratio": 0.002173, + "example_values": [ + "ALMOND", + "FOUL", + "FISHY", + "SPICY", + "ANISE" + ] + } + }, + { + "name": "gill-attachment", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2, + "unique_ratio": 0.000297, + "example_values": [ + "FREE", + "ATTACHED" + ] + } + }, + { + "name": "gill-spacing", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2, + "unique_ratio": 0.000297, + "example_values": [ + "CLOSE", + "CROWDED" + ] + } + }, + { + "name": "gill-size", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2, + "unique_ratio": 0.000297, + "example_values": [ + "BROAD", + "NARROW" + ] + } + }, + { + "name": "gill-color", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 12, + "unique_ratio": 0.001783, + "example_values": [ + "BROWN", + "BLACK", + "GRAY", + "PINK", + "CHOCOLATE" + ] + } + }, + { + "name": "stalk-shape", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2, + "unique_ratio": 0.000297, + "example_values": [ + "ENLARGING", + "TAPERING" + ] + } + }, + { + "name": "stalk-root", + "role": "feature", + "semantic_type": "categorical", + "nullable": true, + "missing_tokens": [ + "?" + ], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.295009, + "unique_count": 4, + "unique_ratio": 0.000843, + "example_values": [ + "CLUB", + "BULBOUS", + "EQUAL", + "ROOTED" + ] + } + }, + { + "name": "stalk-surface-above-ring", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 4, + "unique_ratio": 0.000594, + "example_values": [ + "SMOOTH", + "SILKY", + "FIBROUS", + "SCALY" + ] + } + }, + { + "name": "stalk-surface-below-ring", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 4, + "unique_ratio": 0.000594, + "example_values": [ + "SMOOTH", + "SILKY", + "FIBROUS", + "SCALY" + ] + } + }, + { + "name": "stalk-color-above-ring", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 9, + "unique_ratio": 0.001337, + "example_values": [ + "WHITE", + "BROWN", + "PINK", + "BUFF", + "GRAY" + ] + } + }, + { + "name": "stalk-color-below-ring", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 9, + "unique_ratio": 0.001337, + "example_values": [ + "WHITE", + "BUFF", + "PINK", + "BROWN", + "GRAY" + ] + } + }, + { + "name": "veil-type", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 1, + "unique_ratio": 0.000149, + "example_values": [ + "PARTIAL" + ] + } + }, + { + "name": "veil-color", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 4, + "unique_ratio": 0.000594, + "example_values": [ + "WHITE", + "BROWN", + "ORANGE", + "YELLOW" + ] + } + }, + { + "name": "ring-number", + "role": "feature", + "semantic_type": "categorical", + "nullable": true, + "missing_tokens": [ + "NONE" + ], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.005496, + "unique_count": 2, + "unique_ratio": 0.000299, + "example_values": [ + "ONE", + "TWO" + ] + } + }, + { + "name": "ring-type", + "role": "feature", + "semantic_type": "categorical", + "nullable": true, + "missing_tokens": [ + "NONE" + ], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.005496, + "unique_count": 4, + "unique_ratio": 0.000597, + "example_values": [ + "PENDANT", + "LARGE", + "EVANESCENT", + "FLARING" + ] + } + }, + { + "name": "spore-print-color", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 9, + "unique_ratio": 0.001337, + "example_values": [ + "BLACK", + "CHOCOLATE", + "BROWN", + "WHITE", + "YELLOW" + ] + } + }, + { + "name": "population", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 6, + "unique_ratio": 0.000891, + "example_values": [ + "NUMEROUS", + "SEVERAL", + "SOLITARY", + "SCATTERED", + "ABUNDANT" + ] + } + }, + { + "name": "habitat", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 7, + "unique_ratio": 0.00104, + "example_values": [ + "MEADOWS", + "GRASSES", + "WOODS", + "URBAN", + "LEAVES" + ] + } + } + ], + "public_manifest": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c5/arf/arf-c5-20260321_064412/public_gate/staged_input_manifest.json", + "train_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c5/arf/arf-c5-20260321_064412/staged/public/train.csv", + "val_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c5/arf/arf-c5-20260321_064412/staged/public/val.csv", + "test_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c5/arf/arf-c5-20260321_064412/staged/public/test.csv", + "features_json": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c5/arf/arf-c5-20260321_064412/staged/public/staged_features.json", + "public_gate_report": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c5/arf/arf-c5-20260321_064412/public_gate/public_gate_report.json" +} \ No newline at end of file diff --git a/SynthData0523/main/c5/arf/arf-c5-20260321_064412/staged/public/staged_features.json b/SynthData0523/main/c5/arf/arf-c5-20260321_064412/staged/public/staged_features.json new file mode 100644 index 0000000000000000000000000000000000000000..231897ccd92b383fbcab502b6b79966931f255c5 --- /dev/null +++ b/SynthData0523/main/c5/arf/arf-c5-20260321_064412/staged/public/staged_features.json @@ -0,0 +1,117 @@ +[ + { + "feature_name": "class", + "data_type": "categorical", + "is_target": true + }, + { + "feature_name": "cap-shape", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "cap-surface", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "cap-color", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "bruises?", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "odor", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "gill-attachment", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "gill-spacing", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "gill-size", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "gill-color", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "stalk-shape", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "stalk-root", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "stalk-surface-above-ring", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "stalk-surface-below-ring", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "stalk-color-above-ring", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "stalk-color-below-ring", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "veil-type", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "veil-color", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "ring-number", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "ring-type", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "spore-print-color", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "population", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "habitat", + "data_type": "categorical", + "is_target": false + } +] \ No newline at end of file diff --git a/SynthData0523/main/c5/arf/arf-c5-20260321_064412/staged/public/test.csv b/SynthData0523/main/c5/arf/arf-c5-20260321_064412/staged/public/test.csv new file mode 100644 index 0000000000000000000000000000000000000000..84b54bc5cb4314ab419a4473eec1ca4d0f24eabd --- /dev/null +++ b/SynthData0523/main/c5/arf/arf-c5-20260321_064412/staged/public/test.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:22374ee05e54a92c07546639c8485d89e02a7c7b38db99ef9ac5dfb259bd032d +size 125218 diff --git a/SynthData0523/main/c5/arf/arf-c5-20260321_064412/staged/public/train.csv b/SynthData0523/main/c5/arf/arf-c5-20260321_064412/staged/public/train.csv new file mode 100644 index 0000000000000000000000000000000000000000..16709efa9ec0bac522d9ff1fe7980ce71cea2661 --- /dev/null +++ b/SynthData0523/main/c5/arf/arf-c5-20260321_064412/staged/public/train.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2a23d9f1558e4268759d44a5a58662ddff4e0b757a65c49e7019e9db25203034 +size 997613 diff --git a/SynthData0523/main/c5/arf/arf-c5-20260321_064412/staged/public/val.csv b/SynthData0523/main/c5/arf/arf-c5-20260321_064412/staged/public/val.csv new file mode 100644 index 0000000000000000000000000000000000000000..15ae7b37b5fa7515648c9830acf63d02f537b63f --- /dev/null +++ b/SynthData0523/main/c5/arf/arf-c5-20260321_064412/staged/public/val.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:fa96f3f053a3ae913c7cd723e390bf19f86afc22192eea09094e136ce2a6eb6c +size 124824 diff --git a/SynthData0523/main/c5/arf/arf-c5-20260321_064412/train_20260321_064412.log b/SynthData0523/main/c5/arf/arf-c5-20260321_064412/train_20260321_064412.log new file mode 100644 index 0000000000000000000000000000000000000000..a9854e41431f343d8e1f3cebde3b6c0f01ae19e3 --- /dev/null +++ b/SynthData0523/main/c5/arf/arf-c5-20260321_064412/train_20260321_064412.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9541151515445648cd503d0dc4b46e4c093b8333c976004f6531574575c89037 +size 232 diff --git a/SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/_bayesnet_generate.py b/SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/_bayesnet_generate.py new file mode 100644 index 0000000000000000000000000000000000000000..768368beb8fcb4dfb2f1933d9d069ff0889db125 --- /dev/null +++ b/SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/_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/c5/bayesnet/bayesnet-c5-20260321_061655/bayesnet_model.pkl", "rb") as f: + plugin = pickle.load(f) +syn = plugin.generate(count=6732).dataframe() + +# Restore zero-variance columns that were dropped during training +const_path = "/work/output-SpecializedModels/c5/bayesnet/bayesnet-c5-20260321_061655/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/c5/bayesnet/bayesnet-c5-20260321_061655/bayesnet-c5-6732-20260330_065301.csv", index=False) +print(f"[BayesNet] Generated 6732 rows -> /work/output-SpecializedModels/c5/bayesnet/bayesnet-c5-20260321_061655/bayesnet-c5-6732-20260330_065301.csv") diff --git a/SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/_bayesnet_train.py b/SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/_bayesnet_train.py new file mode 100644 index 0000000000000000000000000000000000000000..f709156ec45f0d9d8d11e8fa56c22621fe03441c --- /dev/null +++ b/SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/_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/c5/bayesnet/bayesnet-c5-20260321_061655/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/c5/bayesnet/bayesnet-c5-20260321_061655/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/c5/bayesnet/bayesnet-c5-20260321_061655/bayesnet_model.pkl", "wb") as f: + pickle.dump(plugin, f) +print(f"[BayesNet] Model saved -> /work/output-SpecializedModels/c5/bayesnet/bayesnet-c5-20260321_061655/bayesnet_model.pkl") diff --git a/SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/bayesnet-c5-1000-20260321_061740.csv b/SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/bayesnet-c5-1000-20260321_061740.csv new file mode 100644 index 0000000000000000000000000000000000000000..1be003949e3bd93066836aa4a49c1e3bc7e9beea --- /dev/null +++ b/SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/bayesnet-c5-1000-20260321_061740.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:fa600141a10f64adf4bbb8e012ca936d8e8e21c25f0aec26b77af8648ed9d3bd +size 148865 diff --git a/SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/bayesnet-c5-6732-20260330_065301.csv b/SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/bayesnet-c5-6732-20260330_065301.csv new file mode 100644 index 0000000000000000000000000000000000000000..130cccae63ab20325733d764b6026fdc7cd73973 --- /dev/null +++ b/SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/bayesnet-c5-6732-20260330_065301.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bbbccfad3587fec1a92d5c01e3d8284771eef100f31cd55fc7928d7e1185cec3 +size 1005151 diff --git a/SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/bayesnet_model.pkl b/SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/bayesnet_model.pkl new file mode 100644 index 0000000000000000000000000000000000000000..e153a29921d938639e99c1470ab3fb73392b7dad --- /dev/null +++ b/SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/bayesnet_model.pkl @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:705ed156955d6b7449b30fe3d4f6e0c0746a03faf7fc3168fee8f94373c84922 +size 1989923 diff --git a/SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/const_cols.json b/SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/const_cols.json new file mode 100644 index 0000000000000000000000000000000000000000..82d0ce334b4de00dd22f85b06aacf964285b00bc --- /dev/null +++ b/SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/const_cols.json @@ -0,0 +1 @@ +{"veil-type": "PARTIAL"} \ No newline at end of file diff --git a/SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/gen_20260321_061740.log b/SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/gen_20260321_061740.log new file mode 100644 index 0000000000000000000000000000000000000000..c588fbbf2105c6b595fa3b37ec2fa2ae1aec8381 --- /dev/null +++ b/SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/gen_20260321_061740.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e3b6d1fec2dab0ef739651344f609ff1daf24f5a84520135edb6f87219b67e0e +size 1282 diff --git a/SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/gen_20260330_065301.log b/SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/gen_20260330_065301.log new file mode 100644 index 0000000000000000000000000000000000000000..cd5d6dfacc4f1f88403c1f049f5c524f59c1302a --- /dev/null +++ b/SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/gen_20260330_065301.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6eacee53f7f51d64e1a12b7874ddd3032758c0b72b202df327107b3cf98ed774 +size 1282 diff --git a/SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/input_snapshot.json b/SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/input_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..6bd50e9f4bebf27f64b15d3cd10fc0e061e81342 --- /dev/null +++ b/SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/input_snapshot.json @@ -0,0 +1,36 @@ +{ + "dataset_id": "c5", + "model": "bayesnet", + "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": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c5/c5-test.csv", + "exists": true, + "size": 126062, + "sha256": "f4eab85438337cfa2fd60a783388c9bb9f2a67a8c077d09f929fe34ee2895c28" + }, + "profile_json": { + "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/artifacts/data_core/tabular/c5/c5-dataset_profile.json", + "exists": true, + "size": 8949, + "sha256": "74d201cb6f2a25d865c87f0421b9f9c5969d2edfd8fbae898594ff626b33e393" + }, + "contract_json": { + "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/artifacts/data_core/tabular/c5/c5-dataset_contract_v1.json", + "exists": true, + "size": 11183, + "sha256": "df30b6c2fb9044e5c99b3257357a58462928289a836a9cf591e2f754f49bf729" + } + } +} \ No newline at end of file diff --git a/SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/public_gate/normalized_schema_snapshot.json b/SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/public_gate/normalized_schema_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..b0cfe6a66eb449bbb23102ff9d047c851993d280 --- /dev/null +++ b/SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/public_gate/normalized_schema_snapshot.json @@ -0,0 +1,467 @@ +{ + "dataset_id": "c5", + "target_column": "class", + "task_type": "classification", + "columns": [ + { + "name": "class", + "role": "target", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2, + "unique_ratio": 0.000297, + "example_values": [ + "EDIBLE", + "POISONOUS" + ] + } + }, + { + "name": "cap-shape", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 6, + "unique_ratio": 0.000891, + "example_values": [ + "CONVEX", + "BELL", + "FLAT", + "KNOBBED", + "CONICAL" + ] + } + }, + { + "name": "cap-surface", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 4, + "unique_ratio": 0.000594, + "example_values": [ + "SCALY", + "SMOOTH", + "FIBROUS", + "GROOVES" + ] + } + }, + { + "name": "cap-color", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 10, + "unique_ratio": 0.001485, + "example_values": [ + "YELLOW", + "GRAY", + "BUFF", + "WHITE", + "BROWN" + ] + } + }, + { + "name": "bruises?", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2, + "unique_ratio": 0.000297, + "example_values": [ + "BRUISES", + "NO" + ] + } + }, + { + "name": "odor", + "role": "feature", + "semantic_type": "categorical", + "nullable": true, + "missing_tokens": [ + "NONE" + ], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.453209, + "unique_count": 8, + "unique_ratio": 0.002173, + "example_values": [ + "ALMOND", + "FOUL", + "FISHY", + "SPICY", + "ANISE" + ] + } + }, + { + "name": "gill-attachment", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2, + "unique_ratio": 0.000297, + "example_values": [ + "FREE", + "ATTACHED" + ] + } + }, + { + "name": "gill-spacing", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2, + "unique_ratio": 0.000297, + "example_values": [ + "CLOSE", + "CROWDED" + ] + } + }, + { + "name": "gill-size", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2, + "unique_ratio": 0.000297, + "example_values": [ + "BROAD", + "NARROW" + ] + } + }, + { + "name": "gill-color", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 12, + "unique_ratio": 0.001783, + "example_values": [ + "BROWN", + "BLACK", + "GRAY", + "PINK", + "CHOCOLATE" + ] + } + }, + { + "name": "stalk-shape", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2, + "unique_ratio": 0.000297, + "example_values": [ + "ENLARGING", + "TAPERING" + ] + } + }, + { + "name": "stalk-root", + "role": "feature", + "semantic_type": "categorical", + "nullable": true, + "missing_tokens": [ + "?" + ], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.295009, + "unique_count": 4, + "unique_ratio": 0.000843, + "example_values": [ + "CLUB", + "BULBOUS", + "EQUAL", + "ROOTED" + ] + } + }, + { + "name": "stalk-surface-above-ring", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 4, + "unique_ratio": 0.000594, + "example_values": [ + "SMOOTH", + "SILKY", + "FIBROUS", + "SCALY" + ] + } + }, + { + "name": "stalk-surface-below-ring", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 4, + "unique_ratio": 0.000594, + "example_values": [ + "SMOOTH", + "SILKY", + "FIBROUS", + "SCALY" + ] + } + }, + { + "name": "stalk-color-above-ring", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 9, + "unique_ratio": 0.001337, + "example_values": [ + "WHITE", + "BROWN", + "PINK", + "BUFF", + "GRAY" + ] + } + }, + { + "name": "stalk-color-below-ring", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 9, + "unique_ratio": 0.001337, + "example_values": [ + "WHITE", + "BUFF", + "PINK", + "BROWN", + "GRAY" + ] + } + }, + { + "name": "veil-type", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 1, + "unique_ratio": 0.000149, + "example_values": [ + "PARTIAL" + ] + } + }, + { + "name": "veil-color", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 4, + "unique_ratio": 0.000594, + "example_values": [ + "WHITE", + "BROWN", + "ORANGE", + "YELLOW" + ] + } + }, + { + "name": "ring-number", + "role": "feature", + "semantic_type": "categorical", + "nullable": true, + "missing_tokens": [ + "NONE" + ], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.005496, + "unique_count": 2, + "unique_ratio": 0.000299, + "example_values": [ + "ONE", + "TWO" + ] + } + }, + { + "name": "ring-type", + "role": "feature", + "semantic_type": "categorical", + "nullable": true, + "missing_tokens": [ + "NONE" + ], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.005496, + "unique_count": 4, + "unique_ratio": 0.000597, + "example_values": [ + "PENDANT", + "LARGE", + "EVANESCENT", + "FLARING" + ] + } + }, + { + "name": "spore-print-color", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 9, + "unique_ratio": 0.001337, + "example_values": [ + "BLACK", + "CHOCOLATE", + "BROWN", + "WHITE", + "YELLOW" + ] + } + }, + { + "name": "population", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 6, + "unique_ratio": 0.000891, + "example_values": [ + "NUMEROUS", + "SEVERAL", + "SOLITARY", + "SCATTERED", + "ABUNDANT" + ] + } + }, + { + "name": "habitat", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 7, + "unique_ratio": 0.00104, + "example_values": [ + "MEADOWS", + "GRASSES", + "WOODS", + "URBAN", + "LEAVES" + ] + } + } + ] +} \ No newline at end of file diff --git a/SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/public_gate/public_gate_report.json b/SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/public_gate/public_gate_report.json new file mode 100644 index 0000000000000000000000000000000000000000..492da238f9513051457e6857be56cde4d58edb61 --- /dev/null +++ b/SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/public_gate/public_gate_report.json @@ -0,0 +1,37 @@ +{ + "dataset_id": "c5", + "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": "class", + "task_type": "classification", + "input_splits": { + "train": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c5/c5-train.csv", + "val": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c5/c5-val.csv", + "test": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c5/c5-test.csv" + } +} \ No newline at end of file diff --git a/SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/public_gate/staged_input_manifest.json b/SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/public_gate/staged_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..7557907725a1d951d7f9cd560f431cf562afa565 --- /dev/null +++ b/SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/public_gate/staged_input_manifest.json @@ -0,0 +1,472 @@ +{ + "dataset_id": "c5", + "target_column": "class", + "task_type": "classification", + "train_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c5/bayesnet/bayesnet-c5-20260321_061655/staged/public/train.csv", + "val_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c5/bayesnet/bayesnet-c5-20260321_061655/staged/public/val.csv", + "test_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c5/bayesnet/bayesnet-c5-20260321_061655/staged/public/test.csv", + "features_json": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c5/bayesnet/bayesnet-c5-20260321_061655/staged/public/staged_features.json", + "public_gate_report": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c5/bayesnet/bayesnet-c5-20260321_061655/public_gate/public_gate_report.json", + "column_schema": [ + { + "name": "class", + "role": "target", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2, + "unique_ratio": 0.000297, + "example_values": [ + "EDIBLE", + "POISONOUS" + ] + } + }, + { + "name": "cap-shape", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 6, + "unique_ratio": 0.000891, + "example_values": [ + "CONVEX", + "BELL", + "FLAT", + "KNOBBED", + "CONICAL" + ] + } + }, + { + "name": "cap-surface", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 4, + "unique_ratio": 0.000594, + "example_values": [ + "SCALY", + "SMOOTH", + "FIBROUS", + "GROOVES" + ] + } + }, + { + "name": "cap-color", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 10, + "unique_ratio": 0.001485, + "example_values": [ + "YELLOW", + "GRAY", + "BUFF", + "WHITE", + "BROWN" + ] + } + }, + { + "name": "bruises?", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2, + "unique_ratio": 0.000297, + "example_values": [ + "BRUISES", + "NO" + ] + } + }, + { + "name": "odor", + "role": "feature", + "semantic_type": "categorical", + "nullable": true, + "missing_tokens": [ + "NONE" + ], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.453209, + "unique_count": 8, + "unique_ratio": 0.002173, + "example_values": [ + "ALMOND", + "FOUL", + "FISHY", + "SPICY", + "ANISE" + ] + } + }, + { + "name": "gill-attachment", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2, + "unique_ratio": 0.000297, + "example_values": [ + "FREE", + "ATTACHED" + ] + } + }, + { + "name": "gill-spacing", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2, + "unique_ratio": 0.000297, + "example_values": [ + "CLOSE", + "CROWDED" + ] + } + }, + { + "name": "gill-size", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2, + "unique_ratio": 0.000297, + "example_values": [ + "BROAD", + "NARROW" + ] + } + }, + { + "name": "gill-color", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 12, + "unique_ratio": 0.001783, + "example_values": [ + "BROWN", + "BLACK", + "GRAY", + "PINK", + "CHOCOLATE" + ] + } + }, + { + "name": "stalk-shape", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2, + "unique_ratio": 0.000297, + "example_values": [ + "ENLARGING", + "TAPERING" + ] + } + }, + { + "name": "stalk-root", + "role": "feature", + "semantic_type": "categorical", + "nullable": true, + "missing_tokens": [ + "?" + ], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.295009, + "unique_count": 4, + "unique_ratio": 0.000843, + "example_values": [ + "CLUB", + "BULBOUS", + "EQUAL", + "ROOTED" + ] + } + }, + { + "name": "stalk-surface-above-ring", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 4, + "unique_ratio": 0.000594, + "example_values": [ + "SMOOTH", + "SILKY", + "FIBROUS", + "SCALY" + ] + } + }, + { + "name": "stalk-surface-below-ring", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 4, + "unique_ratio": 0.000594, + "example_values": [ + "SMOOTH", + "SILKY", + "FIBROUS", + "SCALY" + ] + } + }, + { + "name": "stalk-color-above-ring", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 9, + "unique_ratio": 0.001337, + "example_values": [ + "WHITE", + "BROWN", + "PINK", + "BUFF", + "GRAY" + ] + } + }, + { + "name": "stalk-color-below-ring", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 9, + "unique_ratio": 0.001337, + "example_values": [ + "WHITE", + "BUFF", + "PINK", + "BROWN", + "GRAY" + ] + } + }, + { + "name": "veil-type", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 1, + "unique_ratio": 0.000149, + "example_values": [ + "PARTIAL" + ] + } + }, + { + "name": "veil-color", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 4, + "unique_ratio": 0.000594, + "example_values": [ + "WHITE", + "BROWN", + "ORANGE", + "YELLOW" + ] + } + }, + { + "name": "ring-number", + "role": "feature", + "semantic_type": "categorical", + "nullable": true, + "missing_tokens": [ + "NONE" + ], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.005496, + "unique_count": 2, + "unique_ratio": 0.000299, + "example_values": [ + "ONE", + "TWO" + ] + } + }, + { + "name": "ring-type", + "role": "feature", + "semantic_type": "categorical", + "nullable": true, + "missing_tokens": [ + "NONE" + ], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.005496, + "unique_count": 4, + "unique_ratio": 0.000597, + "example_values": [ + "PENDANT", + "LARGE", + "EVANESCENT", + "FLARING" + ] + } + }, + { + "name": "spore-print-color", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 9, + "unique_ratio": 0.001337, + "example_values": [ + "BLACK", + "CHOCOLATE", + "BROWN", + "WHITE", + "YELLOW" + ] + } + }, + { + "name": "population", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 6, + "unique_ratio": 0.000891, + "example_values": [ + "NUMEROUS", + "SEVERAL", + "SOLITARY", + "SCATTERED", + "ABUNDANT" + ] + } + }, + { + "name": "habitat", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 7, + "unique_ratio": 0.00104, + "example_values": [ + "MEADOWS", + "GRASSES", + "WOODS", + "URBAN", + "LEAVES" + ] + } + } + ] +} \ No newline at end of file diff --git a/SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/runtime_result.json b/SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/runtime_result.json new file mode 100644 index 0000000000000000000000000000000000000000..b4c9457f94c32f4dff755a06aa341ea8f1287cd5 --- /dev/null +++ b/SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/runtime_result.json @@ -0,0 +1,14 @@ +{ + "dataset_id": "c5", + "model": "bayesnet", + "run_id": "bayesnet-c5-20260321_061655", + "public_gate_status": "pass", + "adapter_ready_status": "pass", + "train_status": "skipped", + "generate_status": "success", + "reason_code": null, + "reason_detail": null, + "artifacts": { + "synthetic_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c5/bayesnet/bayesnet-c5-20260321_061655/bayesnet-c5-6732-20260330_065301.csv" + } +} \ No newline at end of file diff --git a/SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/staged/bayesnet/adapter_report.json b/SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/staged/bayesnet/adapter_report.json new file mode 100644 index 0000000000000000000000000000000000000000..c4ee93442fe132a9d0dd3fa126c63760e099ff1a --- /dev/null +++ b/SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/staged/bayesnet/adapter_report.json @@ -0,0 +1,7 @@ +{ + "adapter_ready_status": "pass", + "adapter_fail_reason_code": null, + "adapter_fail_detail": null, + "adapter_transforms_applied": [], + "model_input_manifest": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c5/bayesnet/bayesnet-c5-20260321_061655/staged/bayesnet/model_input_manifest.json" +} \ No newline at end of file diff --git a/SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/staged/bayesnet/adapter_transforms_applied.json b/SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/staged/bayesnet/adapter_transforms_applied.json new file mode 100644 index 0000000000000000000000000000000000000000..0637a088a01e8ddab3bf3fa98dbe804cbde1a0dc --- /dev/null +++ b/SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/staged/bayesnet/adapter_transforms_applied.json @@ -0,0 +1 @@ +[] \ No newline at end of file diff --git a/SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/staged/bayesnet/model_input_manifest.json b/SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/staged/bayesnet/model_input_manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..98c921340c3d535a977ccc78e9b19279f3c5d6b6 --- /dev/null +++ b/SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/staged/bayesnet/model_input_manifest.json @@ -0,0 +1,474 @@ +{ + "dataset_id": "c5", + "model": "bayesnet", + "target_column": "class", + "task_type": "classification", + "column_schema": [ + { + "name": "class", + "role": "target", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2, + "unique_ratio": 0.000297, + "example_values": [ + "EDIBLE", + "POISONOUS" + ] + } + }, + { + "name": "cap-shape", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 6, + "unique_ratio": 0.000891, + "example_values": [ + "CONVEX", + "BELL", + "FLAT", + "KNOBBED", + "CONICAL" + ] + } + }, + { + "name": "cap-surface", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 4, + "unique_ratio": 0.000594, + "example_values": [ + "SCALY", + "SMOOTH", + "FIBROUS", + "GROOVES" + ] + } + }, + { + "name": "cap-color", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 10, + "unique_ratio": 0.001485, + "example_values": [ + "YELLOW", + "GRAY", + "BUFF", + "WHITE", + "BROWN" + ] + } + }, + { + "name": "bruises?", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2, + "unique_ratio": 0.000297, + "example_values": [ + "BRUISES", + "NO" + ] + } + }, + { + "name": "odor", + "role": "feature", + "semantic_type": "categorical", + "nullable": true, + "missing_tokens": [ + "NONE" + ], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.453209, + "unique_count": 8, + "unique_ratio": 0.002173, + "example_values": [ + "ALMOND", + "FOUL", + "FISHY", + "SPICY", + "ANISE" + ] + } + }, + { + "name": "gill-attachment", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2, + "unique_ratio": 0.000297, + "example_values": [ + "FREE", + "ATTACHED" + ] + } + }, + { + "name": "gill-spacing", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2, + "unique_ratio": 0.000297, + "example_values": [ + "CLOSE", + "CROWDED" + ] + } + }, + { + "name": "gill-size", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2, + "unique_ratio": 0.000297, + "example_values": [ + "BROAD", + "NARROW" + ] + } + }, + { + "name": "gill-color", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 12, + "unique_ratio": 0.001783, + "example_values": [ + "BROWN", + "BLACK", + "GRAY", + "PINK", + "CHOCOLATE" + ] + } + }, + { + "name": "stalk-shape", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2, + "unique_ratio": 0.000297, + "example_values": [ + "ENLARGING", + "TAPERING" + ] + } + }, + { + "name": "stalk-root", + "role": "feature", + "semantic_type": "categorical", + "nullable": true, + "missing_tokens": [ + "?" + ], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.295009, + "unique_count": 4, + "unique_ratio": 0.000843, + "example_values": [ + "CLUB", + "BULBOUS", + "EQUAL", + "ROOTED" + ] + } + }, + { + "name": "stalk-surface-above-ring", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 4, + "unique_ratio": 0.000594, + "example_values": [ + "SMOOTH", + "SILKY", + "FIBROUS", + "SCALY" + ] + } + }, + { + "name": "stalk-surface-below-ring", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 4, + "unique_ratio": 0.000594, + "example_values": [ + "SMOOTH", + "SILKY", + "FIBROUS", + "SCALY" + ] + } + }, + { + "name": "stalk-color-above-ring", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 9, + "unique_ratio": 0.001337, + "example_values": [ + "WHITE", + "BROWN", + "PINK", + "BUFF", + "GRAY" + ] + } + }, + { + "name": "stalk-color-below-ring", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 9, + "unique_ratio": 0.001337, + "example_values": [ + "WHITE", + "BUFF", + "PINK", + "BROWN", + "GRAY" + ] + } + }, + { + "name": "veil-type", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 1, + "unique_ratio": 0.000149, + "example_values": [ + "PARTIAL" + ] + } + }, + { + "name": "veil-color", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 4, + "unique_ratio": 0.000594, + "example_values": [ + "WHITE", + "BROWN", + "ORANGE", + "YELLOW" + ] + } + }, + { + "name": "ring-number", + "role": "feature", + "semantic_type": "categorical", + "nullable": true, + "missing_tokens": [ + "NONE" + ], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.005496, + "unique_count": 2, + "unique_ratio": 0.000299, + "example_values": [ + "ONE", + "TWO" + ] + } + }, + { + "name": "ring-type", + "role": "feature", + "semantic_type": "categorical", + "nullable": true, + "missing_tokens": [ + "NONE" + ], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.005496, + "unique_count": 4, + "unique_ratio": 0.000597, + "example_values": [ + "PENDANT", + "LARGE", + "EVANESCENT", + "FLARING" + ] + } + }, + { + "name": "spore-print-color", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 9, + "unique_ratio": 0.001337, + "example_values": [ + "BLACK", + "CHOCOLATE", + "BROWN", + "WHITE", + "YELLOW" + ] + } + }, + { + "name": "population", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 6, + "unique_ratio": 0.000891, + "example_values": [ + "NUMEROUS", + "SEVERAL", + "SOLITARY", + "SCATTERED", + "ABUNDANT" + ] + } + }, + { + "name": "habitat", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 7, + "unique_ratio": 0.00104, + "example_values": [ + "MEADOWS", + "GRASSES", + "WOODS", + "URBAN", + "LEAVES" + ] + } + } + ], + "public_manifest": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c5/bayesnet/bayesnet-c5-20260321_061655/public_gate/staged_input_manifest.json", + "train_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c5/bayesnet/bayesnet-c5-20260321_061655/staged/public/train.csv", + "val_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c5/bayesnet/bayesnet-c5-20260321_061655/staged/public/val.csv", + "test_csv": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c5/bayesnet/bayesnet-c5-20260321_061655/staged/public/test.csv", + "features_json": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c5/bayesnet/bayesnet-c5-20260321_061655/staged/public/staged_features.json", + "public_gate_report": "/data/jialinzhang/SynthesizePipeline-server/output-SpecializedModels/c5/bayesnet/bayesnet-c5-20260321_061655/public_gate/public_gate_report.json" +} \ No newline at end of file diff --git a/SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/staged/public/staged_features.json b/SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/staged/public/staged_features.json new file mode 100644 index 0000000000000000000000000000000000000000..231897ccd92b383fbcab502b6b79966931f255c5 --- /dev/null +++ b/SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/staged/public/staged_features.json @@ -0,0 +1,117 @@ +[ + { + "feature_name": "class", + "data_type": "categorical", + "is_target": true + }, + { + "feature_name": "cap-shape", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "cap-surface", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "cap-color", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "bruises?", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "odor", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "gill-attachment", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "gill-spacing", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "gill-size", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "gill-color", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "stalk-shape", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "stalk-root", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "stalk-surface-above-ring", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "stalk-surface-below-ring", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "stalk-color-above-ring", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "stalk-color-below-ring", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "veil-type", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "veil-color", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "ring-number", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "ring-type", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "spore-print-color", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "population", + "data_type": "categorical", + "is_target": false + }, + { + "feature_name": "habitat", + "data_type": "categorical", + "is_target": false + } +] \ No newline at end of file diff --git a/SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/staged/public/test.csv b/SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/staged/public/test.csv new file mode 100644 index 0000000000000000000000000000000000000000..84b54bc5cb4314ab419a4473eec1ca4d0f24eabd --- /dev/null +++ b/SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/staged/public/test.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:22374ee05e54a92c07546639c8485d89e02a7c7b38db99ef9ac5dfb259bd032d +size 125218 diff --git a/SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/staged/public/train.csv b/SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/staged/public/train.csv new file mode 100644 index 0000000000000000000000000000000000000000..16709efa9ec0bac522d9ff1fe7980ce71cea2661 --- /dev/null +++ b/SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/staged/public/train.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2a23d9f1558e4268759d44a5a58662ddff4e0b757a65c49e7019e9db25203034 +size 997613 diff --git a/SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/staged/public/val.csv b/SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/staged/public/val.csv new file mode 100644 index 0000000000000000000000000000000000000000..15ae7b37b5fa7515648c9830acf63d02f537b63f --- /dev/null +++ b/SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/staged/public/val.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:fa96f3f053a3ae913c7cd723e390bf19f86afc22192eea09094e136ce2a6eb6c +size 124824 diff --git a/SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/train_20260321_061655.log b/SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/train_20260321_061655.log new file mode 100644 index 0000000000000000000000000000000000000000..112cb06e13d21cf51df782008cb47faa33c7eb6b --- /dev/null +++ b/SynthData0523/main/c5/bayesnet/bayesnet-c5-20260321_061655/train_20260321_061655.log @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b714d2f97028e4de7a22d0e1db682b5d503778adebeab31aea48186406b91f8e +size 533 diff --git a/SynthData0523/main/c5/ctgan/ctgan-c5-20260321_065610/ctgan-c5-1000-20260321_070431.csv b/SynthData0523/main/c5/ctgan/ctgan-c5-20260321_065610/ctgan-c5-1000-20260321_070431.csv new file mode 100644 index 0000000000000000000000000000000000000000..ac99e68a5597263784f8bdaa6d8bd0ec297d5e2b --- /dev/null +++ b/SynthData0523/main/c5/ctgan/ctgan-c5-20260321_065610/ctgan-c5-1000-20260321_070431.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cbcff69e2c36779a67cb980175062c4a196cdc7eeace16fad2a09cee575bccfe +size 148555 diff --git a/SynthData0523/main/c5/ctgan/ctgan-c5-20260321_065610/ctgan-c5-6732-20260330_065258.csv b/SynthData0523/main/c5/ctgan/ctgan-c5-20260321_065610/ctgan-c5-6732-20260330_065258.csv new file mode 100644 index 0000000000000000000000000000000000000000..c6b8ea15a5c24b4ce062e53e398395174c888873 --- /dev/null +++ b/SynthData0523/main/c5/ctgan/ctgan-c5-20260321_065610/ctgan-c5-6732-20260330_065258.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:aba17d09433f5da2e3e3d71a477a89239a84510c4f28a6382a9cafd40c537751 +size 999552 diff --git a/SynthData0523/main/c5/ctgan/ctgan-c5-20260321_065610/ctgan_metadata.json b/SynthData0523/main/c5/ctgan/ctgan-c5-20260321_065610/ctgan_metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..8828bbb55f1466a0ac94404ce58a8f4dbadfffe4 --- /dev/null +++ b/SynthData0523/main/c5/ctgan/ctgan-c5-20260321_065610/ctgan_metadata.json @@ -0,0 +1,96 @@ +{ + "columns": [ + { + "name": "class", + "type": "categorical" + }, + { + "name": "cap-shape", + "type": "categorical" + }, + { + "name": "cap-surface", + "type": "categorical" + }, + { + "name": "cap-color", + "type": "categorical" + }, + { + "name": "bruises?", + "type": "categorical" + }, + { + "name": "odor", + "type": "categorical" + }, + { + "name": "gill-attachment", + "type": "categorical" + }, + { + "name": "gill-spacing", + "type": "categorical" + }, + { + "name": "gill-size", + "type": "categorical" + }, + { + "name": "gill-color", + "type": "categorical" + }, + { + "name": "stalk-shape", + "type": "categorical" + }, + { + "name": "stalk-root", + "type": "categorical" + }, + { + "name": "stalk-surface-above-ring", + "type": "categorical" + }, + { + "name": "stalk-surface-below-ring", + "type": "categorical" + }, + { + "name": "stalk-color-above-ring", + "type": "categorical" + }, + { + "name": "stalk-color-below-ring", + "type": "categorical" + }, + { + "name": "veil-type", + "type": "categorical" + }, + { + "name": "veil-color", + "type": "categorical" + }, + { + "name": "ring-number", + "type": "categorical" + }, + { + "name": "ring-type", + "type": "categorical" + }, + { + "name": "spore-print-color", + "type": "categorical" + }, + { + "name": "population", + "type": "categorical" + }, + { + "name": "habitat", + "type": "categorical" + } + ] +} \ No newline at end of file diff --git a/SynthData0523/main/c5/ctgan/ctgan-c5-20260321_065610/gen_20260321_070431.log b/SynthData0523/main/c5/ctgan/ctgan-c5-20260321_065610/gen_20260321_070431.log new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/SynthData0523/main/c5/ctgan/ctgan-c5-20260321_065610/gen_20260330_065259.log b/SynthData0523/main/c5/ctgan/ctgan-c5-20260321_065610/gen_20260330_065259.log new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/SynthData0523/main/c5/ctgan/ctgan-c5-20260321_065610/input_snapshot.json b/SynthData0523/main/c5/ctgan/ctgan-c5-20260321_065610/input_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..80a1512cf55e5e705e81ff6f20970745830343dd --- /dev/null +++ b/SynthData0523/main/c5/ctgan/ctgan-c5-20260321_065610/input_snapshot.json @@ -0,0 +1,36 @@ +{ + "dataset_id": "c5", + "model": "ctgan", + "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": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/c5/c5-test.csv", + "exists": true, + "size": 126062, + "sha256": "f4eab85438337cfa2fd60a783388c9bb9f2a67a8c077d09f929fe34ee2895c28" + }, + "profile_json": { + "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/artifacts/data_core/tabular/c5/c5-dataset_profile.json", + "exists": true, + "size": 8949, + "sha256": "74d201cb6f2a25d865c87f0421b9f9c5969d2edfd8fbae898594ff626b33e393" + }, + "contract_json": { + "path": "/data/jialinzhang/SynthesizePipeline-server/DatasetNew/artifacts/data_core/tabular/c5/c5-dataset_contract_v1.json", + "exists": true, + "size": 11183, + "sha256": "df30b6c2fb9044e5c99b3257357a58462928289a836a9cf591e2f754f49bf729" + } + } +} \ No newline at end of file diff --git a/SynthData0523/main/c5/ctgan/ctgan-c5-20260321_065610/models_300epochs/ctgan_300epochs.pt b/SynthData0523/main/c5/ctgan/ctgan-c5-20260321_065610/models_300epochs/ctgan_300epochs.pt new file mode 100644 index 0000000000000000000000000000000000000000..c2993b527c6f8d5f7e9b7f11be2e5b0bef429260 --- /dev/null +++ b/SynthData0523/main/c5/ctgan/ctgan-c5-20260321_065610/models_300epochs/ctgan_300epochs.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9a3049f0928ed6a8e3b4012e471bbdabe6c30f75858dbe16fea37f1837034471 +size 3045667 diff --git a/SynthData0523/main/c5/ctgan/ctgan-c5-20260321_065610/models_300epochs/train_20260321_065610.log b/SynthData0523/main/c5/ctgan/ctgan-c5-20260321_065610/models_300epochs/train_20260321_065610.log new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/SynthData0523/main/c5/ctgan/ctgan-c5-20260321_065610/public_gate/normalized_schema_snapshot.json b/SynthData0523/main/c5/ctgan/ctgan-c5-20260321_065610/public_gate/normalized_schema_snapshot.json new file mode 100644 index 0000000000000000000000000000000000000000..b0cfe6a66eb449bbb23102ff9d047c851993d280 --- /dev/null +++ b/SynthData0523/main/c5/ctgan/ctgan-c5-20260321_065610/public_gate/normalized_schema_snapshot.json @@ -0,0 +1,467 @@ +{ + "dataset_id": "c5", + "target_column": "class", + "task_type": "classification", + "columns": [ + { + "name": "class", + "role": "target", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2, + "unique_ratio": 0.000297, + "example_values": [ + "EDIBLE", + "POISONOUS" + ] + } + }, + { + "name": "cap-shape", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 6, + "unique_ratio": 0.000891, + "example_values": [ + "CONVEX", + "BELL", + "FLAT", + "KNOBBED", + "CONICAL" + ] + } + }, + { + "name": "cap-surface", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 4, + "unique_ratio": 0.000594, + "example_values": [ + "SCALY", + "SMOOTH", + "FIBROUS", + "GROOVES" + ] + } + }, + { + "name": "cap-color", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 10, + "unique_ratio": 0.001485, + "example_values": [ + "YELLOW", + "GRAY", + "BUFF", + "WHITE", + "BROWN" + ] + } + }, + { + "name": "bruises?", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2, + "unique_ratio": 0.000297, + "example_values": [ + "BRUISES", + "NO" + ] + } + }, + { + "name": "odor", + "role": "feature", + "semantic_type": "categorical", + "nullable": true, + "missing_tokens": [ + "NONE" + ], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.453209, + "unique_count": 8, + "unique_ratio": 0.002173, + "example_values": [ + "ALMOND", + "FOUL", + "FISHY", + "SPICY", + "ANISE" + ] + } + }, + { + "name": "gill-attachment", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2, + "unique_ratio": 0.000297, + "example_values": [ + "FREE", + "ATTACHED" + ] + } + }, + { + "name": "gill-spacing", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2, + "unique_ratio": 0.000297, + "example_values": [ + "CLOSE", + "CROWDED" + ] + } + }, + { + "name": "gill-size", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2, + "unique_ratio": 0.000297, + "example_values": [ + "BROAD", + "NARROW" + ] + } + }, + { + "name": "gill-color", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 12, + "unique_ratio": 0.001783, + "example_values": [ + "BROWN", + "BLACK", + "GRAY", + "PINK", + "CHOCOLATE" + ] + } + }, + { + "name": "stalk-shape", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 2, + "unique_ratio": 0.000297, + "example_values": [ + "ENLARGING", + "TAPERING" + ] + } + }, + { + "name": "stalk-root", + "role": "feature", + "semantic_type": "categorical", + "nullable": true, + "missing_tokens": [ + "?" + ], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.295009, + "unique_count": 4, + "unique_ratio": 0.000843, + "example_values": [ + "CLUB", + "BULBOUS", + "EQUAL", + "ROOTED" + ] + } + }, + { + "name": "stalk-surface-above-ring", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 4, + "unique_ratio": 0.000594, + "example_values": [ + "SMOOTH", + "SILKY", + "FIBROUS", + "SCALY" + ] + } + }, + { + "name": "stalk-surface-below-ring", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 4, + "unique_ratio": 0.000594, + "example_values": [ + "SMOOTH", + "SILKY", + "FIBROUS", + "SCALY" + ] + } + }, + { + "name": "stalk-color-above-ring", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 9, + "unique_ratio": 0.001337, + "example_values": [ + "WHITE", + "BROWN", + "PINK", + "BUFF", + "GRAY" + ] + } + }, + { + "name": "stalk-color-below-ring", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 9, + "unique_ratio": 0.001337, + "example_values": [ + "WHITE", + "BUFF", + "PINK", + "BROWN", + "GRAY" + ] + } + }, + { + "name": "veil-type", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 1, + "unique_ratio": 0.000149, + "example_values": [ + "PARTIAL" + ] + } + }, + { + "name": "veil-color", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 4, + "unique_ratio": 0.000594, + "example_values": [ + "WHITE", + "BROWN", + "ORANGE", + "YELLOW" + ] + } + }, + { + "name": "ring-number", + "role": "feature", + "semantic_type": "categorical", + "nullable": true, + "missing_tokens": [ + "NONE" + ], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.005496, + "unique_count": 2, + "unique_ratio": 0.000299, + "example_values": [ + "ONE", + "TWO" + ] + } + }, + { + "name": "ring-type", + "role": "feature", + "semantic_type": "categorical", + "nullable": true, + "missing_tokens": [ + "NONE" + ], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.005496, + "unique_count": 4, + "unique_ratio": 0.000597, + "example_values": [ + "PENDANT", + "LARGE", + "EVANESCENT", + "FLARING" + ] + } + }, + { + "name": "spore-print-color", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 9, + "unique_ratio": 0.001337, + "example_values": [ + "BLACK", + "CHOCOLATE", + "BROWN", + "WHITE", + "YELLOW" + ] + } + }, + { + "name": "population", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 6, + "unique_ratio": 0.000891, + "example_values": [ + "NUMEROUS", + "SEVERAL", + "SOLITARY", + "SCATTERED", + "ABUNDANT" + ] + } + }, + { + "name": "habitat", + "role": "feature", + "semantic_type": "categorical", + "nullable": false, + "missing_tokens": [], + "parse_format": null, + "impute_strategy": "mode", + "profile_stats": { + "missing_rate": 0.0, + "unique_count": 7, + "unique_ratio": 0.00104, + "example_values": [ + "MEADOWS", + "GRASSES", + "WOODS", + "URBAN", + "LEAVES" + ] + } + } + ] +} \ No newline at end of file