Upload folder using huggingface_hub

.gitattributes

@@ -0,0 +1,52 @@
+models/production/model/models/CatBoost_BAG_L1/S1F1/model.pkl filter=lfs diff=lfs merge=lfs -text
+models/production/model/models/CatBoost_BAG_L1/S1F2/model.pkl filter=lfs diff=lfs merge=lfs -text
+models/production/model/models/CatBoost_BAG_L1/S1F3/model.pkl filter=lfs diff=lfs merge=lfs -text
+models/production/model/models/CatBoost_BAG_L1/S1F4/model.pkl filter=lfs diff=lfs merge=lfs -text
+models/production/model/models/CatBoost_BAG_L1/S1F5/model.pkl filter=lfs diff=lfs merge=lfs -text
+models/production/model/models/CatBoost_BAG_L1/utils/oof.pkl filter=lfs diff=lfs merge=lfs -text
+models/production/model/models/CatBoost_BAG_L2/S1F1/model.pkl filter=lfs diff=lfs merge=lfs -text
+models/production/model/models/CatBoost_BAG_L2/S1F2/model.pkl filter=lfs diff=lfs merge=lfs -text
+models/production/model/models/CatBoost_BAG_L2/S1F3/model.pkl filter=lfs diff=lfs merge=lfs -text
+models/production/model/models/CatBoost_BAG_L2/S1F4/model.pkl filter=lfs diff=lfs merge=lfs -text
+models/production/model/models/CatBoost_BAG_L2/S1F5/model.pkl filter=lfs diff=lfs merge=lfs -text
+models/production/model/models/CatBoost_BAG_L2/utils/oof.pkl filter=lfs diff=lfs merge=lfs -text
+models/production/model/models/LightGBMLarge_BAG_L1/S1F1/model.pkl filter=lfs diff=lfs merge=lfs -text
+models/production/model/models/LightGBMLarge_BAG_L1/S1F3/model.pkl filter=lfs diff=lfs merge=lfs -text
+models/production/model/models/LightGBMLarge_BAG_L1/utils/oof.pkl filter=lfs diff=lfs merge=lfs -text
+models/production/model/models/LightGBMLarge_BAG_L2/S1F1/model.pkl filter=lfs diff=lfs merge=lfs -text
+models/production/model/models/LightGBMLarge_BAG_L2/S1F2/model.pkl filter=lfs diff=lfs merge=lfs -text
+models/production/model/models/LightGBMLarge_BAG_L2/S1F3/model.pkl filter=lfs diff=lfs merge=lfs -text
+models/production/model/models/LightGBMLarge_BAG_L2/S1F4/model.pkl filter=lfs diff=lfs merge=lfs -text
+models/production/model/models/LightGBMLarge_BAG_L2/S1F5/model.pkl filter=lfs diff=lfs merge=lfs -text
+models/production/model/models/LightGBMLarge_BAG_L2/utils/oof.pkl filter=lfs diff=lfs merge=lfs -text
+models/production/model/models/LightGBMXT_BAG_L1/S1F1/model.pkl filter=lfs diff=lfs merge=lfs -text
+models/production/model/models/LightGBMXT_BAG_L1/S1F2/model.pkl filter=lfs diff=lfs merge=lfs -text
+models/production/model/models/LightGBMXT_BAG_L1/utils/oof.pkl filter=lfs diff=lfs merge=lfs -text
+models/production/model/models/LightGBMXT_BAG_L2/S1F1/model.pkl filter=lfs diff=lfs merge=lfs -text
+models/production/model/models/LightGBMXT_BAG_L2/S1F3/model.pkl filter=lfs diff=lfs merge=lfs -text
+models/production/model/models/LightGBMXT_BAG_L2/S1F4/model.pkl filter=lfs diff=lfs merge=lfs -text
+models/production/model/models/LightGBMXT_BAG_L2/utils/oof.pkl filter=lfs diff=lfs merge=lfs -text
+models/production/model/models/LightGBM_BAG_L1/S1F1/model.pkl filter=lfs diff=lfs merge=lfs -text
+models/production/model/models/LightGBM_BAG_L1/S1F2/model.pkl filter=lfs diff=lfs merge=lfs -text
+models/production/model/models/LightGBM_BAG_L1/S1F4/model.pkl filter=lfs diff=lfs merge=lfs -text
+models/production/model/models/LightGBM_BAG_L1/S1F5/model.pkl filter=lfs diff=lfs merge=lfs -text
+models/production/model/models/LightGBM_BAG_L1/utils/oof.pkl filter=lfs diff=lfs merge=lfs -text
+models/production/model/models/LightGBM_BAG_L2/S1F1/model.pkl filter=lfs diff=lfs merge=lfs -text
+models/production/model/models/LightGBM_BAG_L2/S1F2/model.pkl filter=lfs diff=lfs merge=lfs -text
+models/production/model/models/LightGBM_BAG_L2/S1F3/model.pkl filter=lfs diff=lfs merge=lfs -text
+models/production/model/models/LightGBM_BAG_L2/S1F4/model.pkl filter=lfs diff=lfs merge=lfs -text
+models/production/model/models/LightGBM_BAG_L2/S1F5/model.pkl filter=lfs diff=lfs merge=lfs -text
+models/production/model/models/LightGBM_BAG_L2/utils/oof.pkl filter=lfs diff=lfs merge=lfs -text
+models/production/model/models/WeightedEnsemble_L2/utils/oof.pkl filter=lfs diff=lfs merge=lfs -text
+models/production/model/models/WeightedEnsemble_L3/utils/oof.pkl filter=lfs diff=lfs merge=lfs -text
+models/production/model/models/XGBoost_BAG_L1/S1F2/xgb.ubj filter=lfs diff=lfs merge=lfs -text
+models/production/model/models/XGBoost_BAG_L1/S1F3/xgb.ubj filter=lfs diff=lfs merge=lfs -text
+models/production/model/models/XGBoost_BAG_L1/S1F4/xgb.ubj filter=lfs diff=lfs merge=lfs -text
+models/production/model/models/XGBoost_BAG_L1/S1F5/xgb.ubj filter=lfs diff=lfs merge=lfs -text
+models/production/model/models/XGBoost_BAG_L1/utils/oof.pkl filter=lfs diff=lfs merge=lfs -text
+models/production/model/models/XGBoost_BAG_L2/S1F1/xgb.ubj filter=lfs diff=lfs merge=lfs -text
+models/production/model/models/XGBoost_BAG_L2/S1F2/xgb.ubj filter=lfs diff=lfs merge=lfs -text
+models/production/model/models/XGBoost_BAG_L2/S1F3/xgb.ubj filter=lfs diff=lfs merge=lfs -text
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+models/production/model/models/XGBoost_BAG_L2/S1F5/xgb.ubj filter=lfs diff=lfs merge=lfs -text
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.gitignore

@@ -42,8 +42,6 @@ htmlcov/
 *.swo
 *~
 
-artifacts/
-!artifacts/.gitkeep
 mlflow/mlruns/
 mlruns/
 mlartifacts/
@@ -55,13 +53,6 @@ data/
 !data/.gitkeep
 !data/sample_data.csv
 
-*.h5
-*.pkl
-*.joblib
-*.model
-*.onnx
-*.pb
-
 .ipynb_checkpoints/
 *.ipynb_checkpoints
 
@@ -79,5 +70,11 @@ dmypy.json
 .pyre/
 .pytype/
 
-models/production/
-!models/.gitkeep
+# Large artifact data files
+artifacts/data_ingestion/*.csv
+artifacts/data_transformation/*.csv
+artifacts/feature_engineering/*.csv
+artifacts/data/raw/
+artifacts/data/processed/
+artifacts/data/features/
+

Dockerfile

@@ -30,6 +30,7 @@ COPY src/ ./src/
 COPY app/ ./app/
 COPY config/ ./config/
 COPY monitoring/ ./monitoring/
+COPY models/ ./models/
 COPY setup.py ./
 
 # Install the mlpipeline package

models/production/model/metadata.json

@@ -0,0 +1,279 @@
+{
+  "system": "Windows",
+  "version": "1.5.0",
+  "lite": false,
+  "py_version": "3.11",
+  "py_version_micro": "3.11.9",
+  "packages": {
+    "aiohappyeyeballs": "2.6.1",
+    "aiohttp": "3.13.3",
+    "aiohttp-retry": "2.9.1",
+    "aiosignal": "1.4.0",
+    "alembic": "1.18.3",
+    "amqp": "5.3.1",
+    "annotated-doc": "0.0.4",
+    "annotated-types": "0.7.0",
+    "antlr4-python3-runtime": "4.9.3",
+    "anyio": "4.12.1",
+    "appdirs": "1.4.4",
+    "asttokens": "3.0.1",
+    "asyncssh": "2.22.0",
+    "atpublic": "7.0.0",
+    "attrs": "25.4.0",
+    "autogluon.common": "1.5.0",
+    "autogluon.core": "1.5.0",
+    "autogluon.features": "1.5.0",
+    "autogluon.tabular": "1.5.0",
+    "billiard": "4.2.4",
+    "black": "25.12.0",
+    "bleach": "6.3.0",
+    "blinker": "1.9.0",
+    "boto3": "1.42.40",
+    "botocore": "1.42.40",
+    "cachetools": "6.2.6",
+    "catboost": "1.2.8",
+    "category_encoders": "2.7.0",
+    "celery": "5.6.2",
+    "certifi": "2026.1.4",
+    "cffi": "2.0.0",
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+    "choreographer": "1.2.1",
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+    "click-didyoumean": "0.3.1",
+    "click-plugins": "1.1.1.2",
+    "click-repl": "0.3.0",
+    "cloudpickle": "3.1.2",
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+    "zc.lockfile": "4.0",
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+  }
+}

models/production/model/models/CatBoost_BAG_L1/S1F1/model.pkl

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