Upload 5 files

MLmodel

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+artifact_path: train/model
+flavors:
+  python_function:
+    artifacts:
+      model_path:
+        path: artifacts/sk_model
+        uri: /root/.mlflow/recipes/4c2ae726e39ef14e08ea28562d30aac9ba189acb8d78192ad8e73c4b61e025c2/steps/train/outputs/sk_model
+    cloudpickle_version: 3.1.1
+    code: code
+    env:
+      conda: conda.yaml
+      virtualenv: python_env.yaml
+    loader_module: mlflow.pyfunc.model
+    python_model: python_model.pkl
+    python_version: 3.11.11
+    streamable: false
+  sklearn:
+    code: code
+    pickled_model: artifacts/sk_model/model.pkl
+    serialization_format: cloudpickle
+    sklearn_version: 1.6.1
+is_signature_from_type_hint: false
+mlflow_version: 2.20.0
+model_uuid: 5be7b92373ce4c78b9e3f53e8d969109
+run_id: 0951b451e9554321adaebc8f9f15ac8c
+signature:
+  inputs: '[{"type": "long", "name": "id", "required": true}, {"type": "string", "name":
+    "gender", "required": true}, {"type": "double", "name": "age", "required": true},
+    {"type": "long", "name": "hypertension", "required": true}, {"type": "long", "name":
+    "heart_disease", "required": true}, {"type": "string", "name": "ever_married",
+    "required": true}, {"type": "string", "name": "work_type", "required": true},
+    {"type": "string", "name": "Residence_type", "required": true}, {"type": "double",
+    "name": "avg_glucose_level", "required": true}, {"type": "double", "name": "bmi",
+    "required": false}, {"type": "string", "name": "smoking_status", "required": true}]'
+  outputs: '[{"type": "double", "name": "predicted_score_0", "required": true}, {"type":
+    "double", "name": "predicted_score_1", "required": true}, {"type": "double", "name":
+    "predicted_score", "required": true}, {"type": "long", "name": "predicted_label",
+    "required": true}]'
+  params: null
+type_hint_from_example: false
+utc_time_created: '2025-01-25 01:10:23.931434'

conda.yaml

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+channels:
+- conda-forge
+dependencies:
+- python=3.11.11
+- pip<=24.1.2
+- pip:
+  - mlflow==2.20.0
+  - cloudpickle==3.1.1
+  - google-cloud-aiplatform==1.74.0
+  - google-cloud-bigquery-connection==1.17.0
+  - google-cloud-bigquery-storage==2.27.0
+  - google-cloud-bigtable==2.28.1
+  - google-cloud-datastore==2.20.2
+  - google-cloud-firestore==2.19.0
+  - google-cloud-functions==1.19.0
+  - google-cloud-iam==2.17.0
+  - google-cloud-language==2.16.0
+  - google-cloud-pubsub==2.25.0
+  - google-cloud-translate==3.19.0
+  - google-colab==1.0.0
+  - google-genai==0.3.0
+  - google-generativeai==0.8.4
+  - numpy==1.26.4
+  - pandas==2.2.2
+  - pathlib==1.0.1
+  - scikit-learn==1.6.1
+  - scipy==1.13.1
+name: mlflow-env

python_env.yaml

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+python: 3.11.11
+build_dependencies:
+- pip==24.1.2
+- setuptools==75.1.0
+- wheel==0.45.1
+dependencies:
+- -r requirements.txt

python_model.pkl

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+version https://git-lfs.github.com/spec/v1
+oid sha256:71a39d0acc1f478927d986126d68eb6addada954079754da07d5412dcb99780c
+size 400

requirements.txt

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+mlflow==2.20.0
+cloudpickle==3.1.1
+google-cloud-aiplatform==1.74.0
+google-cloud-bigquery-connection==1.17.0
+google-cloud-bigquery-storage==2.27.0
+google-cloud-bigtable==2.28.1
+google-cloud-datastore==2.20.2
+google-cloud-firestore==2.19.0
+google-cloud-functions==1.19.0
+google-cloud-iam==2.17.0
+google-cloud-language==2.16.0
+google-cloud-pubsub==2.25.0
+google-cloud-translate==3.19.0
+google-colab==1.0.0
+google-genai==0.3.0
+google-generativeai==0.8.4
+numpy==1.26.4
+pandas==2.2.2
+pathlib==1.0.1
+scikit-learn==1.6.1
+scipy==1.13.1