added model for production

model_for_production/MLmodel

@@ -0,0 +1,20 @@
+artifact_path: simple_light_gbm
+flavors:
+  python_function:
+    env:
+      conda: conda.yaml
+      virtualenv: python_env.yaml
+    loader_module: mlflow.sklearn
+    model_path: model.pkl
+    predict_fn: predict
+    python_version: 3.8.10
+  sklearn:
+    code: null
+    pickled_model: model.pkl
+    serialization_format: cloudpickle
+    sklearn_version: 1.3.2
+mlflow_version: 2.10.0
+model_size_bytes: 5569563
+model_uuid: d75b66f1c4434297bc414374ce72daef
+run_id: 592c725ee8b44e668875efc222ebe0bb
+utc_time_created: '2024-02-08 13:24:52.081137'

model_for_production/conda.yaml

@@ -0,0 +1,21 @@
+channels:
+- conda-forge
+dependencies:
+- python=3.8.10
+- pip<=20.0.2
+- pip:
+  - mlflow==2.10.0
+  - cffi==1.16.0
+  - cloudpickle==3.0.0
+  - defusedxml==0.7.1
+  - lightgbm==4.3.0
+  - matplotlib==3.7.4
+  - numpy==1.24.4
+  - packaging==23.2
+  - pandas==2.0.3
+  - psutil==5.9.8
+  - pyarrow==15.0.0
+  - pyyaml==6.0.1
+  - scikit-learn==1.3.2
+  - scipy==1.10.1
+name: mlflow-env

model_for_production/model.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:41ce9e25d22741fc8590e873e85c99e94f7e645a0b37a07a27693b2cacee572b
+size 5569563

model_for_production/python_env.yaml

@@ -0,0 +1,7 @@
+python: 3.8.10
+build_dependencies:
+- pip==20.0.2
+- setuptools==44.0.0
+- wheel
+dependencies:
+- -r requirements.txt

model_for_production/requirements.txt

@@ -0,0 +1,14 @@
+mlflow==2.10.0
+cffi==1.16.0
+cloudpickle==3.0.0
+defusedxml==0.7.1
+lightgbm==4.3.0
+matplotlib==3.7.4
+numpy==1.24.4
+packaging==23.2
+pandas==2.0.3
+psutil==5.9.8
+pyarrow==15.0.0
+pyyaml==6.0.1
+scikit-learn==1.3.2
+scipy==1.10.1