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MLmodel

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+artifact_path: model
+flavors:
+  python_function:
+    env:
+      conda: conda.yaml
+      virtualenv: python_env.yaml
+    loader_module: mlflow.sklearn
+    model_path: model.pkl
+    predict_fn: predict
+    python_version: 3.11.8
+  sklearn:
+    code: null
+    pickled_model: model.pkl
+    serialization_format: cloudpickle
+    sklearn_version: 1.2.2
+mlflow_version: 2.12.2
+model_size_bytes: 1257
+model_uuid: dc17d9ee06a94fcd9e0f9a1e962736f3
+run_id: d8f52d42-3e09-4f71-8747-6667f3460ba2
+saved_input_example_info:
+  artifact_path: input_example.json
+  pandas_orient: split
+  type: dataframe
+signature:
+  inputs: '[{"type": "long", "name": "AGE", "required": true}, {"type": "long", "name":
+    "SEX", "required": true}, {"type": "double", "name": "BMI", "required": true},
+    {"type": "double", "name": "BP", "required": true}, {"type": "long", "name": "S1",
+    "required": true}, {"type": "double", "name": "S2", "required": true}, {"type":
+    "double", "name": "S3", "required": true}, {"type": "double", "name": "S4", "required":
+    true}, {"type": "double", "name": "S5", "required": true}, {"type": "long", "name":
+    "S6", "required": true}]'
+  outputs: '[{"type": "long", "name": "Risk_predicted", "required": true}]'
+  params: null
+utc_time_created: '2026-02-18 15:11:23.832924'

conda.yaml

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+channels:
+- conda-forge
+dependencies:
+- python=3.11.8
+- pip<=24.0
+- pip:
+  - mlflow==2.12.2
+  - cloudpickle==2.2.1
+  - configparser==5.0.2
+  - lz4==4.3.2
+  - psutil==5.9.0
+  - scikit-learn==1.2.2
+  - typing-extensions==4.9.0
+name: mlflow-env

input_example.json

@@ -0,0 +1 @@
+{"columns": ["AGE", "SEX", "BMI", "BP", "S1", "S2", "S3", "S4", "S5", "S6"], "data": [[54.0, 2.0, 36.1, 115.0, 163.0, 98.4, 43.0, 4.0, 4.6821, 101.0], [45.0, 1.0, 32.0, 110.0, 224.0, 134.2, 45.0, 5.0, 5.4116, 93.0], [59.0, 2.0, 27.2, 107.0, 158.0, 102.0, 39.0, 4.0, 4.4427, 93.0], [45.0, 1.0, 24.2, 83.0, 177.0, 118.4, 45.0, 4.0, 4.2195, 82.0], [42.0, 1.0, 30.6, 121.0, 176.0, 92.8, 69.0, 3.0, 4.2627, 89.0]]}

metadata/MLmodel

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+artifact_path: model
+flavors:
+  python_function:
+    env:
+      conda: conda.yaml
+      virtualenv: python_env.yaml
+    loader_module: mlflow.sklearn
+    model_path: model.pkl
+    predict_fn: predict
+    python_version: 3.11.8
+  sklearn:
+    code: null
+    pickled_model: model.pkl
+    serialization_format: cloudpickle
+    sklearn_version: 1.2.2
+mlflow_version: 2.12.2
+model_size_bytes: 1257
+model_uuid: dc17d9ee06a94fcd9e0f9a1e962736f3
+run_id: d8f52d42-3e09-4f71-8747-6667f3460ba2
+saved_input_example_info:
+  artifact_path: input_example.json
+  pandas_orient: split
+  type: dataframe
+signature:
+  inputs: '[{"type": "long", "name": "AGE", "required": true}, {"type": "long", "name":
+    "SEX", "required": true}, {"type": "double", "name": "BMI", "required": true},
+    {"type": "double", "name": "BP", "required": true}, {"type": "long", "name": "S1",
+    "required": true}, {"type": "double", "name": "S2", "required": true}, {"type":
+    "double", "name": "S3", "required": true}, {"type": "double", "name": "S4", "required":
+    true}, {"type": "double", "name": "S5", "required": true}, {"type": "long", "name":
+    "S6", "required": true}]'
+  outputs: '[{"type": "long", "name": "Risk_predicted", "required": true}]'
+  params: null
+utc_time_created: '2026-02-18 15:11:23.832924'

metadata/conda.yaml

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+channels:
+- conda-forge
+dependencies:
+- python=3.11.8
+- pip<=24.0
+- pip:
+  - mlflow==2.12.2
+  - cloudpickle==2.2.1
+  - configparser==5.0.2
+  - lz4==4.3.2
+  - psutil==5.9.0
+  - scikit-learn==1.2.2
+  - typing-extensions==4.9.0
+name: mlflow-env

metadata/python_env.yaml

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+python: 3.11.8
+build_dependencies:
+- pip==24.0
+- setuptools==68.2.2
+- wheel==0.41.2
+dependencies:
+- -r requirements.txt

metadata/requirements.txt

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+mlflow==2.12.2
+cloudpickle==2.2.1
+configparser==5.0.2
+lz4==4.3.2
+psutil==5.9.0
+scikit-learn==1.2.2
+typing-extensions==4.9.0

model.pkl

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+version https://git-lfs.github.com/spec/v1
+oid sha256:7b3cf4d28b47c4d2a3eecf9e1075ca390ffa80ec6572f3fb60e62136cd35346c
+size 848

python_env.yaml

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+python: 3.11.8
+build_dependencies:
+- pip==24.0
+- setuptools==68.2.2
+- wheel==0.41.2
+dependencies:
+- -r requirements.txt

requirements.txt

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+mlflow==2.12.2
+cloudpickle==2.2.1
+configparser==5.0.2
+lz4==4.3.2
+psutil==5.9.0
+scikit-learn==1.2.2
+typing-extensions==4.9.0