sa-progress · sa-progress · Apr 4, 2022 · Jul 27, 2022 · Jul 27, 2022 · Jul 27, 2022
diff --git a/.github/workflows/ci-cd.yaml b/.github/workflows/ci-cd.yaml
@@ -35,12 +35,12 @@ jobs:
     - name: Test with pytest
       run: |
         pytest -v
-#    - name: Deploy to Heroku
-#      env:
-#        HEROKU_API_TOKEN: ${{ secrets.HEROKU_API_TOKEN }}
-#        HEROKU_APP_NAME: ${{ secrets.HEROKU_APP_NAME }}
-#      if: github.ref == 'refs/heads/main' && job.status == 'success'
-#      run: |
-#        echo '-----------HEROKU_APP_NAME------------'
-#        git remote add heroku https://heroku:[email protected]/$HEROKU_APP_NAME.git
-#        git push heroku HEAD:main -f
+    - name: Deploy to Heroku
+      env:
+        HEROKU_API_TOKEN: ${{ secrets.HEROKU_API_TOKEN }}
+        HEROKU_APP_NAME: ${{ secrets.HEROKU_APP_NAME }}
+      if: github.ref == 'refs/heads/main' && job.status == 'success'
+      run: |
+        echo '-----------HEROKU_APP_NAME------------'
+        git remote add heroku https://heroku:[email protected]/$HEROKU_APP_NAME.git
+        git push heroku HEAD:main -f
diff --git a/Dockerfile b/Dockerfile
@@ -15,4 +15,4 @@ RUN pip install -r requirements.txt
 
 # Run the streamlit on container startup
 # CMD [ "streamlit", "run","--server.enableCORS","false","imgwebapp.py" ]
-CMD ["app.py"]
+CMD ["python", "app.py"]
diff --git a/ElasticNet Regression/0/c62a732627a44abdaea195e7df7365f3/artifacts/model/MLmodel b/ElasticNet Regression/0/c62a732627a44abdaea195e7df7365f3/artifacts/model/MLmodel
@@ -0,0 +1,14 @@
+artifact_path: model
+flavors:
+  python_function:
+    env: conda.yaml
+    loader_module: mlflow.sklearn
+    model_path: model.pkl
+    python_version: 3.9.6
+  sklearn:
+    pickled_model: model.pkl
+    serialization_format: cloudpickle
+    sklearn_version: 1.0.1
+model_uuid: fcec9392ebc64cd79ac53c6ea8246889
+run_id: c62a732627a44abdaea195e7df7365f3
+utc_time_created: '2022-04-06 17:43:34.425149'
diff --git a/ElasticNet Regression/0/c62a732627a44abdaea195e7df7365f3/artifacts/model/conda.yaml b/ElasticNet Regression/0/c62a732627a44abdaea195e7df7365f3/artifacts/model/conda.yaml
@@ -0,0 +1,11 @@
+channels:
+- conda-forge
+dependencies:
+- python=3.9.6
+- pip
+- pip:
+  - mlflow
+  - cloudpickle==2.0.0
+  - psutil==5.9.0
+  - scikit-learn==1.0.1
+name: mlflow-env
diff --git a/ElasticNet Regression/0/c62a732627a44abdaea195e7df7365f3/artifacts/model/model.pkl b/ElasticNet Regression/0/c62a732627a44abdaea195e7df7365f3/artifacts/model/model.pkl
diff --git a/ElasticNet Regression/0/c62a732627a44abdaea195e7df7365f3/artifacts/model/requirements.txt b/ElasticNet Regression/0/c62a732627a44abdaea195e7df7365f3/artifacts/model/requirements.txt
@@ -0,0 +1,4 @@
+mlflow
+cloudpickle==2.0.0
+psutil==5.9.0
+scikit-learn==1.0.1
diff --git a/ElasticNet Regression/0/c62a732627a44abdaea195e7df7365f3/meta.yaml b/ElasticNet Regression/0/c62a732627a44abdaea195e7df7365f3/meta.yaml
@@ -0,0 +1,15 @@
+artifact_uri: ElasticNet Regression/0/c62a732627a44abdaea195e7df7365f3/artifacts
+end_time: 1649267016976
+entry_point_name: ''
+experiment_id: '0'
+lifecycle_stage: active
+name: ''
+run_id: c62a732627a44abdaea195e7df7365f3
+run_uuid: c62a732627a44abdaea195e7df7365f3
+source_name: ''
+source_type: 4
+source_version: ''
+start_time: 1649267014388
+status: 4
+tags: []
+user_id: sanand
diff --git a/ElasticNet Regression/0/c62a732627a44abdaea195e7df7365f3/metrics/mae b/ElasticNet Regression/0/c62a732627a44abdaea195e7df7365f3/metrics/mae
@@ -0,0 +1 @@
+1649267014416 0.65671588782232 0
diff --git a/ElasticNet Regression/0/c62a732627a44abdaea195e7df7365f3/metrics/r2 b/ElasticNet Regression/0/c62a732627a44abdaea195e7df7365f3/metrics/r2
@@ -0,0 +1 @@
+1649267014418 0.009995540913424361 0
diff --git a/ElasticNet Regression/0/c62a732627a44abdaea195e7df7365f3/metrics/rmse b/ElasticNet Regression/0/c62a732627a44abdaea195e7df7365f3/metrics/rmse
@@ -0,0 +1 @@
+1649267014415 0.804346762796031 0
diff --git a/ElasticNet Regression/0/c62a732627a44abdaea195e7df7365f3/params/alpha b/ElasticNet Regression/0/c62a732627a44abdaea195e7df7365f3/params/alpha
@@ -0,0 +1 @@
+0.7
diff --git a/ElasticNet Regression/0/c62a732627a44abdaea195e7df7365f3/params/l1_ratio b/ElasticNet Regression/0/c62a732627a44abdaea195e7df7365f3/params/l1_ratio
@@ -0,0 +1 @@
+0.6
diff --git a/ElasticNet Regression/0/c62a732627a44abdaea195e7df7365f3/params/random_state b/ElasticNet Regression/0/c62a732627a44abdaea195e7df7365f3/params/random_state
@@ -0,0 +1 @@
+42
diff --git a/ElasticNet Regression/0/c62a732627a44abdaea195e7df7365f3/tags/mlflow.log-model.history b/ElasticNet Regression/0/c62a732627a44abdaea195e7df7365f3/tags/mlflow.log-model.history
@@ -0,0 +1 @@
+[{"run_id": "c62a732627a44abdaea195e7df7365f3", "artifact_path": "model", "utc_time_created": "2022-04-06 17:43:34.425149", "flavors": {"python_function": {"model_path": "model.pkl", "loader_module": "mlflow.sklearn", "python_version": "3.9.6", "env": "conda.yaml"}, "sklearn": {"pickled_model": "model.pkl", "sklearn_version": "1.0.1", "serialization_format": "cloudpickle"}}, "model_uuid": "fcec9392ebc64cd79ac53c6ea8246889"}]
diff --git a/ElasticNet Regression/0/c62a732627a44abdaea195e7df7365f3/tags/mlflow.runName b/ElasticNet Regression/0/c62a732627a44abdaea195e7df7365f3/tags/mlflow.runName
@@ -0,0 +1 @@
+ElasticNetWineModel
diff --git a/ElasticNet Regression/0/c62a732627a44abdaea195e7df7365f3/tags/mlflow.source.git.commit b/ElasticNet Regression/0/c62a732627a44abdaea195e7df7365f3/tags/mlflow.source.git.commit
@@ -0,0 +1 @@
+e62a81860e2f9ec863a8867270843e1f5bd5a0c1
diff --git a/ElasticNet Regression/0/c62a732627a44abdaea195e7df7365f3/tags/mlflow.source.name b/ElasticNet Regression/0/c62a732627a44abdaea195e7df7365f3/tags/mlflow.source.name
@@ -0,0 +1 @@
+src/models/train_and_evaluate.py
diff --git a/ElasticNet Regression/0/c62a732627a44abdaea195e7df7365f3/tags/mlflow.source.type b/ElasticNet Regression/0/c62a732627a44abdaea195e7df7365f3/tags/mlflow.source.type
@@ -0,0 +1 @@
+LOCAL
diff --git a/ElasticNet Regression/0/c62a732627a44abdaea195e7df7365f3/tags/mlflow.user b/ElasticNet Regression/0/c62a732627a44abdaea195e7df7365f3/tags/mlflow.user
@@ -0,0 +1 @@
+sanand
diff --git a/ElasticNet Regression/0/c92363bfed564b87910fc53950a43a2e/artifacts/model/MLmodel b/ElasticNet Regression/0/c92363bfed564b87910fc53950a43a2e/artifacts/model/MLmodel
@@ -0,0 +1,14 @@
+artifact_path: model
+flavors:
+  python_function:
+    env: conda.yaml
+    loader_module: mlflow.sklearn
+    model_path: model.pkl
+    python_version: 3.9.6
+  sklearn:
+    pickled_model: model.pkl
+    serialization_format: cloudpickle
+    sklearn_version: 1.0.1
+model_uuid: c7cb88be9fd348ce81ee7e1f01c131ad
+run_id: c92363bfed564b87910fc53950a43a2e
+utc_time_created: '2022-04-06 19:29:29.121091'
diff --git a/ElasticNet Regression/0/c92363bfed564b87910fc53950a43a2e/artifacts/model/conda.yaml b/ElasticNet Regression/0/c92363bfed564b87910fc53950a43a2e/artifacts/model/conda.yaml
@@ -0,0 +1,11 @@
+channels:
+- conda-forge
+dependencies:
+- python=3.9.6
+- pip
+- pip:
+  - mlflow
+  - cloudpickle==2.0.0
+  - psutil==5.9.0
+  - scikit-learn==1.0.1
+name: mlflow-env
diff --git a/ElasticNet Regression/0/c92363bfed564b87910fc53950a43a2e/artifacts/model/model.pkl b/ElasticNet Regression/0/c92363bfed564b87910fc53950a43a2e/artifacts/model/model.pkl
diff --git a/ElasticNet Regression/0/c92363bfed564b87910fc53950a43a2e/artifacts/model/requirements.txt b/ElasticNet Regression/0/c92363bfed564b87910fc53950a43a2e/artifacts/model/requirements.txt
@@ -0,0 +1,4 @@
+mlflow
+cloudpickle==2.0.0
+psutil==5.9.0
+scikit-learn==1.0.1
diff --git a/ElasticNet Regression/0/c92363bfed564b87910fc53950a43a2e/meta.yaml b/ElasticNet Regression/0/c92363bfed564b87910fc53950a43a2e/meta.yaml
@@ -0,0 +1,15 @@
+artifact_uri: ElasticNet Regression/0/c92363bfed564b87910fc53950a43a2e/artifacts
+end_time: 1649273371592
+entry_point_name: ''
+experiment_id: '0'
+lifecycle_stage: active
+name: ''
+run_id: c92363bfed564b87910fc53950a43a2e
+run_uuid: c92363bfed564b87910fc53950a43a2e
+source_name: ''
+source_type: 4
+source_version: ''
+start_time: 1649273369082
+status: 4
+tags: []
+user_id: sanand
diff --git a/ElasticNet Regression/0/c92363bfed564b87910fc53950a43a2e/metrics/mae b/ElasticNet Regression/0/c92363bfed564b87910fc53950a43a2e/metrics/mae
@@ -0,0 +1 @@
+1649273369113 0.65671588782232 0
diff --git a/ElasticNet Regression/0/c92363bfed564b87910fc53950a43a2e/metrics/r2 b/ElasticNet Regression/0/c92363bfed564b87910fc53950a43a2e/metrics/r2
@@ -0,0 +1 @@
+1649273369114 0.009995540913424361 0
diff --git a/ElasticNet Regression/0/c92363bfed564b87910fc53950a43a2e/metrics/rmse b/ElasticNet Regression/0/c92363bfed564b87910fc53950a43a2e/metrics/rmse
@@ -0,0 +1 @@
+1649273369111 0.804346762796031 0
diff --git a/ElasticNet Regression/0/c92363bfed564b87910fc53950a43a2e/params/alpha b/ElasticNet Regression/0/c92363bfed564b87910fc53950a43a2e/params/alpha
@@ -0,0 +1 @@
+0.7
diff --git a/ElasticNet Regression/0/c92363bfed564b87910fc53950a43a2e/params/l1_ratio b/ElasticNet Regression/0/c92363bfed564b87910fc53950a43a2e/params/l1_ratio
@@ -0,0 +1 @@
+0.6
diff --git a/ElasticNet Regression/0/c92363bfed564b87910fc53950a43a2e/params/random_state b/ElasticNet Regression/0/c92363bfed564b87910fc53950a43a2e/params/random_state
@@ -0,0 +1 @@
+42
diff --git a/ElasticNet Regression/0/c92363bfed564b87910fc53950a43a2e/tags/mlflow.log-model.history b/ElasticNet Regression/0/c92363bfed564b87910fc53950a43a2e/tags/mlflow.log-model.history
@@ -0,0 +1 @@
+[{"run_id": "c92363bfed564b87910fc53950a43a2e", "artifact_path": "model", "utc_time_created": "2022-04-06 19:29:29.121091", "flavors": {"python_function": {"model_path": "model.pkl", "loader_module": "mlflow.sklearn", "python_version": "3.9.6", "env": "conda.yaml"}, "sklearn": {"pickled_model": "model.pkl", "sklearn_version": "1.0.1", "serialization_format": "cloudpickle"}}, "model_uuid": "c7cb88be9fd348ce81ee7e1f01c131ad"}]
diff --git a/ElasticNet Regression/0/c92363bfed564b87910fc53950a43a2e/tags/mlflow.runName b/ElasticNet Regression/0/c92363bfed564b87910fc53950a43a2e/tags/mlflow.runName
@@ -0,0 +1 @@
+ElasticNetWineModel
diff --git a/ElasticNet Regression/0/c92363bfed564b87910fc53950a43a2e/tags/mlflow.source.git.commit b/ElasticNet Regression/0/c92363bfed564b87910fc53950a43a2e/tags/mlflow.source.git.commit
@@ -0,0 +1 @@
+e62a81860e2f9ec863a8867270843e1f5bd5a0c1
diff --git a/ElasticNet Regression/0/c92363bfed564b87910fc53950a43a2e/tags/mlflow.source.name b/ElasticNet Regression/0/c92363bfed564b87910fc53950a43a2e/tags/mlflow.source.name
@@ -0,0 +1 @@
+src/models/train_and_evaluate.py
diff --git a/ElasticNet Regression/0/c92363bfed564b87910fc53950a43a2e/tags/mlflow.source.type b/ElasticNet Regression/0/c92363bfed564b87910fc53950a43a2e/tags/mlflow.source.type
@@ -0,0 +1 @@
+LOCAL
diff --git a/ElasticNet Regression/0/c92363bfed564b87910fc53950a43a2e/tags/mlflow.user b/ElasticNet Regression/0/c92363bfed564b87910fc53950a43a2e/tags/mlflow.user
@@ -0,0 +1 @@
+sanand
diff --git a/ElasticNet Regression/0/meta.yaml b/ElasticNet Regression/0/meta.yaml
@@ -0,0 +1,4 @@
+artifact_location: ElasticNet Regression/0
+experiment_id: '0'
+lifecycle_stage: active
+name: Default
diff --git a/ElasticNetRegression/0/8333c552040b40a19faabc0ef5c77dfc/artifacts/model/MLmodel b/ElasticNetRegression/0/8333c552040b40a19faabc0ef5c77dfc/artifacts/model/MLmodel
@@ -0,0 +1,14 @@
+artifact_path: model
+flavors:
+  python_function:
+    env: conda.yaml
+    loader_module: mlflow.sklearn
+    model_path: model.pkl
+    python_version: 3.9.6
+  sklearn:
+    pickled_model: model.pkl
+    serialization_format: cloudpickle
+    sklearn_version: 1.0.1
+model_uuid: 8b7d64fae99e4e18ac42ea03ec6e3d15
+run_id: 8333c552040b40a19faabc0ef5c77dfc
+utc_time_created: '2022-04-06 17:49:37.722370'
diff --git a/ElasticNetRegression/0/8333c552040b40a19faabc0ef5c77dfc/artifacts/model/conda.yaml b/ElasticNetRegression/0/8333c552040b40a19faabc0ef5c77dfc/artifacts/model/conda.yaml
@@ -0,0 +1,11 @@
+channels:
+- conda-forge
+dependencies:
+- python=3.9.6
+- pip
+- pip:
+  - mlflow
+  - cloudpickle==2.0.0
+  - psutil==5.9.0
+  - scikit-learn==1.0.1
+name: mlflow-env
diff --git a/ElasticNetRegression/0/8333c552040b40a19faabc0ef5c77dfc/artifacts/model/model.pkl b/ElasticNetRegression/0/8333c552040b40a19faabc0ef5c77dfc/artifacts/model/model.pkl
diff --git a/ElasticNetRegression/0/8333c552040b40a19faabc0ef5c77dfc/artifacts/model/requirements.txt b/ElasticNetRegression/0/8333c552040b40a19faabc0ef5c77dfc/artifacts/model/requirements.txt
@@ -0,0 +1,4 @@
+mlflow
+cloudpickle==2.0.0
+psutil==5.9.0
+scikit-learn==1.0.1
diff --git a/ElasticNetRegression/0/8333c552040b40a19faabc0ef5c77dfc/meta.yaml b/ElasticNetRegression/0/8333c552040b40a19faabc0ef5c77dfc/meta.yaml
@@ -0,0 +1,15 @@
+artifact_uri: ElasticNetRegression/0/8333c552040b40a19faabc0ef5c77dfc/artifacts
+end_time: 1649267380172
+entry_point_name: ''
+experiment_id: '0'
+lifecycle_stage: active
+name: ''
+run_id: 8333c552040b40a19faabc0ef5c77dfc
+run_uuid: 8333c552040b40a19faabc0ef5c77dfc
+source_name: ''
+source_type: 4
+source_version: ''
+start_time: 1649267377685
+status: 4
+tags: []
+user_id: sanand
diff --git a/ElasticNetRegression/0/8333c552040b40a19faabc0ef5c77dfc/metrics/mae b/ElasticNetRegression/0/8333c552040b40a19faabc0ef5c77dfc/metrics/mae
@@ -0,0 +1 @@
+1649267377713 0.65671588782232 0
diff --git a/ElasticNetRegression/0/8333c552040b40a19faabc0ef5c77dfc/metrics/r2 b/ElasticNetRegression/0/8333c552040b40a19faabc0ef5c77dfc/metrics/r2
@@ -0,0 +1 @@
+1649267377714 0.009995540913424361 0
diff --git a/ElasticNetRegression/0/8333c552040b40a19faabc0ef5c77dfc/metrics/rmse b/ElasticNetRegression/0/8333c552040b40a19faabc0ef5c77dfc/metrics/rmse
@@ -0,0 +1 @@
+1649267377711 0.804346762796031 0
diff --git a/ElasticNetRegression/0/8333c552040b40a19faabc0ef5c77dfc/params/alpha b/ElasticNetRegression/0/8333c552040b40a19faabc0ef5c77dfc/params/alpha
@@ -0,0 +1 @@
+0.7
diff --git a/ElasticNetRegression/0/8333c552040b40a19faabc0ef5c77dfc/params/l1_ratio b/ElasticNetRegression/0/8333c552040b40a19faabc0ef5c77dfc/params/l1_ratio
@@ -0,0 +1 @@
+0.6
diff --git a/ElasticNetRegression/0/8333c552040b40a19faabc0ef5c77dfc/params/random_state b/ElasticNetRegression/0/8333c552040b40a19faabc0ef5c77dfc/params/random_state
@@ -0,0 +1 @@
+42
diff --git a/ElasticNetRegression/0/8333c552040b40a19faabc0ef5c77dfc/tags/mlflow.log-model.history b/ElasticNetRegression/0/8333c552040b40a19faabc0ef5c77dfc/tags/mlflow.log-model.history
@@ -0,0 +1 @@
+[{"run_id": "8333c552040b40a19faabc0ef5c77dfc", "artifact_path": "model", "utc_time_created": "2022-04-06 17:49:37.722370", "flavors": {"python_function": {"model_path": "model.pkl", "loader_module": "mlflow.sklearn", "python_version": "3.9.6", "env": "conda.yaml"}, "sklearn": {"pickled_model": "model.pkl", "sklearn_version": "1.0.1", "serialization_format": "cloudpickle"}}, "model_uuid": "8b7d64fae99e4e18ac42ea03ec6e3d15"}]
diff --git a/ElasticNetRegression/0/8333c552040b40a19faabc0ef5c77dfc/tags/mlflow.runName b/ElasticNetRegression/0/8333c552040b40a19faabc0ef5c77dfc/tags/mlflow.runName
@@ -0,0 +1 @@
+ElasticNetWineModel
diff --git a/ElasticNetRegression/0/8333c552040b40a19faabc0ef5c77dfc/tags/mlflow.source.git.commit b/ElasticNetRegression/0/8333c552040b40a19faabc0ef5c77dfc/tags/mlflow.source.git.commit
@@ -0,0 +1 @@
+e62a81860e2f9ec863a8867270843e1f5bd5a0c1
diff --git a/ElasticNetRegression/0/8333c552040b40a19faabc0ef5c77dfc/tags/mlflow.source.name b/ElasticNetRegression/0/8333c552040b40a19faabc0ef5c77dfc/tags/mlflow.source.name
@@ -0,0 +1 @@
+src/models/train_and_evaluate.py
diff --git a/ElasticNetRegression/0/8333c552040b40a19faabc0ef5c77dfc/tags/mlflow.source.type b/ElasticNetRegression/0/8333c552040b40a19faabc0ef5c77dfc/tags/mlflow.source.type
@@ -0,0 +1 @@
+LOCAL
diff --git a/ElasticNetRegression/0/8333c552040b40a19faabc0ef5c77dfc/tags/mlflow.user b/ElasticNetRegression/0/8333c552040b40a19faabc0ef5c77dfc/tags/mlflow.user
@@ -0,0 +1 @@
+sanand
diff --git a/ElasticNetRegression/0/meta.yaml b/ElasticNetRegression/0/meta.yaml
@@ -0,0 +1,4 @@
+artifact_location: ElasticNetRegression/0
+experiment_id: '0'
+lifecycle_stage: active
+name: Default
diff --git a/README.md b/README.md
@@ -1,7 +1,17 @@
-mlops_demo
-==============================
+Model Development and Productionization 
+=======================================
+    |-- Project Organization
+    |  |               <- Cookiecutter `https://cookiecutter.readthedocs.io/en/stable/`
+    |-- Data Version Control
+    |  |               <- DVC `https://dvc.org/`
+    |-- CI+CD - Github
+    |-- Model Productionization/Deployment
+    |  |-- UI                                             <- Flask
+    |  |-- Scalability and high availability              <- k8
+    |-- FeedBack and Retrain 
+
+
 
-Mlops demo 
 
 Project Organization
 ------------
@@ -73,4 +83,10 @@ Project Organization
 `6. search for cloud build >> trigger`</br>
 ```7. gcloud projects add-iam-policy-binding hft-demo-v1 --member=serviceAccount:[email protected] --role=roles/container.developer```</br>
 `8. k8s  deploy`</br>
-`9. k8s failing due to permission issue and time out`</br>
+`9. k8s failing due to permission issue and time out`</br>
+`10. Configure terraform for k8s creation: https://registry.terraform.io/providers/hashicorp/kubernetes/latest/docs/guides/getting-started`
+
+
+`Ml flow execute--`
+
+`mlflow server --backend-store-uri sqlite:///mlflow.db --default-artifact-root ./artifact --host 0.0.0.0 -p 123`
diff --git a/app.py b/app.py
@@ -34,4 +34,4 @@ def index():
 
 
 if __name__ == "__main__":
-    app.run(host='0.0.0.0', port=5001, debug=True)
+    app.run(host='0.0.0.0', port=5000, debug=True)
diff --git a/artifact/0/12d1df0e748445e3827d2c5bca9a255b/artifacts/model/MLmodel b/artifact/0/12d1df0e748445e3827d2c5bca9a255b/artifacts/model/MLmodel
@@ -0,0 +1,14 @@
+artifact_path: model
+flavors:
+  python_function:
+    env: conda.yaml
+    loader_module: mlflow.sklearn
+    model_path: model.pkl
+    python_version: 3.9.6
+  sklearn:
+    pickled_model: model.pkl
+    serialization_format: cloudpickle
+    sklearn_version: 1.0.1
+model_uuid: ef2527ce53194b8d97def52f652735a9
+run_id: 12d1df0e748445e3827d2c5bca9a255b
+utc_time_created: '2022-04-06 19:51:30.072091'
diff --git a/artifact/0/12d1df0e748445e3827d2c5bca9a255b/artifacts/model/conda.yaml b/artifact/0/12d1df0e748445e3827d2c5bca9a255b/artifacts/model/conda.yaml
@@ -0,0 +1,11 @@
+channels:
+- conda-forge
+dependencies:
+- python=3.9.6
+- pip
+- pip:
+  - mlflow
+  - cloudpickle==2.0.0
+  - psutil==5.9.0
+  - scikit-learn==1.0.1
+name: mlflow-env
diff --git a/artifact/0/12d1df0e748445e3827d2c5bca9a255b/artifacts/model/model.pkl b/artifact/0/12d1df0e748445e3827d2c5bca9a255b/artifacts/model/model.pkl
diff --git a/artifact/0/12d1df0e748445e3827d2c5bca9a255b/artifacts/model/requirements.txt b/artifact/0/12d1df0e748445e3827d2c5bca9a255b/artifacts/model/requirements.txt
@@ -0,0 +1,4 @@
+mlflow
+cloudpickle==2.0.0
+psutil==5.9.0
+scikit-learn==1.0.1
diff --git a/artifact/0/c97263c68b474462b4a0532fb88c042c/artifacts/model/MLmodel b/artifact/0/c97263c68b474462b4a0532fb88c042c/artifacts/model/MLmodel
@@ -0,0 +1,14 @@
+artifact_path: model
+flavors:
+  python_function:
+    env: conda.yaml
+    loader_module: mlflow.sklearn
+    model_path: model.pkl
+    python_version: 3.9.6
+  sklearn:
+    pickled_model: model.pkl
+    serialization_format: cloudpickle
+    sklearn_version: 1.0.1
+model_uuid: 96b3a88e1fc24b838149a9bd8d7c829e
+run_id: c97263c68b474462b4a0532fb88c042c
+utc_time_created: '2022-04-06 19:50:48.751639'
diff --git a/artifact/0/c97263c68b474462b4a0532fb88c042c/artifacts/model/conda.yaml b/artifact/0/c97263c68b474462b4a0532fb88c042c/artifacts/model/conda.yaml
@@ -0,0 +1,11 @@
+channels:
+- conda-forge
+dependencies:
+- python=3.9.6
+- pip
+- pip:
+  - mlflow
+  - cloudpickle==2.0.0
+  - psutil==5.9.0
+  - scikit-learn==1.0.1
+name: mlflow-env
diff --git a/artifact/0/c97263c68b474462b4a0532fb88c042c/artifacts/model/model.pkl b/artifact/0/c97263c68b474462b4a0532fb88c042c/artifacts/model/model.pkl
diff --git a/artifact/0/c97263c68b474462b4a0532fb88c042c/artifacts/model/requirements.txt b/artifact/0/c97263c68b474462b4a0532fb88c042c/artifacts/model/requirements.txt
@@ -0,0 +1,4 @@
+mlflow
+cloudpickle==2.0.0
+psutil==5.9.0
+scikit-learn==1.0.1