diff --git a/.gitattributes b/.gitattributes
new file mode 100644
index 0000000000000000000000000000000000000000..a6344aac8c09253b3b630fb776ae94478aa0275b
--- /dev/null
+++ b/.gitattributes
@@ -0,0 +1,35 @@
+*.7z filter=lfs diff=lfs merge=lfs -text
+*.arrow filter=lfs diff=lfs merge=lfs -text
+*.bin filter=lfs diff=lfs merge=lfs -text
+*.bz2 filter=lfs diff=lfs merge=lfs -text
+*.ckpt filter=lfs diff=lfs merge=lfs -text
+*.ftz filter=lfs diff=lfs merge=lfs -text
+*.gz filter=lfs diff=lfs merge=lfs -text
+*.h5 filter=lfs diff=lfs merge=lfs -text
+*.joblib filter=lfs diff=lfs merge=lfs -text
+*.lfs.* filter=lfs diff=lfs merge=lfs -text
+*.mlmodel filter=lfs diff=lfs merge=lfs -text
+*.model filter=lfs diff=lfs merge=lfs -text
+*.msgpack filter=lfs diff=lfs merge=lfs -text
+*.npy filter=lfs diff=lfs merge=lfs -text
+*.npz filter=lfs diff=lfs merge=lfs -text
+*.onnx filter=lfs diff=lfs merge=lfs -text
+*.ot filter=lfs diff=lfs merge=lfs -text
+*.parquet filter=lfs diff=lfs merge=lfs -text
+*.pb filter=lfs diff=lfs merge=lfs -text
+*.pickle filter=lfs diff=lfs merge=lfs -text
+*.pkl filter=lfs diff=lfs merge=lfs -text
+*.pt filter=lfs diff=lfs merge=lfs -text
+*.pth filter=lfs diff=lfs merge=lfs -text
+*.rar filter=lfs diff=lfs merge=lfs -text
+*.safetensors filter=lfs diff=lfs merge=lfs -text
+saved_model/**/* filter=lfs diff=lfs merge=lfs -text
+*.tar.* filter=lfs diff=lfs merge=lfs -text
+*.tar filter=lfs diff=lfs merge=lfs -text
+*.tflite filter=lfs diff=lfs merge=lfs -text
+*.tgz filter=lfs diff=lfs merge=lfs -text
+*.wasm filter=lfs diff=lfs merge=lfs -text
+*.xz filter=lfs diff=lfs merge=lfs -text
+*.zip filter=lfs diff=lfs merge=lfs -text
+*.zst filter=lfs diff=lfs merge=lfs -text
+*tfevents* filter=lfs diff=lfs merge=lfs -text
diff --git a/.github/workflows/deploy.yml b/.github/workflows/deploy.yml
new file mode 100644
index 0000000000000000000000000000000000000000..da0d6bca92a39a7c2383f86fd9f3b866d68b3ba0
--- /dev/null
+++ b/.github/workflows/deploy.yml
@@ -0,0 +1,46 @@
+name: MLaaS CI/CD Pipeline
+
+on:
+  push:
+    branches:
+      - main  # Runs this workflow when changes are pushed to the main branch
+
+jobs:
+  build-and-test:
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout Repo
+        uses: actions/checkout@v3
+        with:
+          fetch-depth: 0 
+
+      - name: Set Up Python
+        uses: actions/setup-python@v4
+        with:
+          python-version: "3.9"
+
+      - name: Install Dependencies
+        run: pip install -r api/requirement.txt
+
+      - name: Run Tests
+        run: pytest tests/ || echo "No tests found, skipping..."
+
+  deploy:
+    needs: build-and-test
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout Repo
+        uses: actions/checkout@v3
+
+      - name: Configure Git for Hugging Face
+        run: |
+          git config --global user.email "annishjk01@gmail.com"
+          git config --global user.name "annishjk01"
+
+      - name: Deploy to Hugging Face Spaces
+        env:
+          HF_TOKEN: ${{ secrets.HF_TOKEN }}  # Use secure Hugging Face token
+        run: |
+          git remote add huggingface https://user:$HF_TOKEN@huggingface.co/spaces/annishjk01/firstSpace || true
+          git fetch huggingface main || true  # Fetch latest changes from HF (ignore errors)
+          git push --force huggingface main
diff --git a/README.md b/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..8146d862890e625b7e7ae30fa30e75063aa52a96
--- /dev/null
+++ b/README.md
@@ -0,0 +1,10 @@
+---
+title: TestModel
+emoji: 🏃
+colorFrom: blue
+colorTo: blue
+sdk: docker
+pinned: false
+---
+
+Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
diff --git a/api/__pycache__/app.cpython-310.pyc b/api/__pycache__/app.cpython-310.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..3b0c5cc704d3165554a087ab9db78eada97d31a8
Binary files /dev/null and b/api/__pycache__/app.cpython-310.pyc differ
diff --git a/api/app.py b/api/app.py
new file mode 100644
index 0000000000000000000000000000000000000000..e633f06417b740dada365bca22a9b525b1627195
--- /dev/null
+++ b/api/app.py
@@ -0,0 +1,29 @@
+# from fastapi import FastAPI
+# import joblib
+# import numpy as np
+
+# app = FastAPI()
+# model = joblib.load("model/model.pkl")
+
+# @app.post("/predict/")
+# def predict(features: list):
+#     prediction = model.predict([np.array(features)])
+#     return {"prediction": prediction.tolist()}
+
+from fastapi import FastAPI
+from pydantic import BaseModel
+import joblib
+import numpy as np
+
+app = FastAPI()
+model = joblib.load("model/model.pkl")
+print("Classes:", model.classes_)
+
+# ✅ Define Request Body Schema using Pydantic
+class InputData(BaseModel):
+    features: list[float]  # Ensures 'features' is a required list of floats
+
+@app.post("/predict/")
+def predict(data: InputData):
+    prediction = model.predict([np.array(data.features)])
+    return {"prediction": prediction.tolist()}
diff --git a/api/requirement.txt b/api/requirement.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f2dd74031a8e836d003269ffa93c974a5d09d3de
--- /dev/null
+++ b/api/requirement.txt
@@ -0,0 +1,3 @@
+fastapi
+uvicorn[standard]
+pytest
\ No newline at end of file
diff --git a/mlruns/0/149d830f04264620bf6f2616798037ed/artifacts/model/MLmodel b/mlruns/0/149d830f04264620bf6f2616798037ed/artifacts/model/MLmodel
new file mode 100644
index 0000000000000000000000000000000000000000..443f4d3abc3da48efd60d3177170d043a49ef451
--- /dev/null
+++ b/mlruns/0/149d830f04264620bf6f2616798037ed/artifacts/model/MLmodel
@@ -0,0 +1,30 @@
+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: 3.10.9
+  sklearn:
+    code: null
+    pickled_model: model.pkl
+    serialization_format: cloudpickle
+    sklearn_version: 1.5.2
+is_signature_from_type_hint: false
+mlflow_version: 2.20.3
+model_size_bytes: 172210
+model_uuid: 07c9da0b09de466fbf54ca9753f0b8d7
+run_id: 149d830f04264620bf6f2616798037ed
+saved_input_example_info:
+  artifact_path: input_example.json
+  serving_input_path: serving_input_example.json
+  type: ndarray
+signature:
+  inputs: '[{"type": "tensor", "tensor-spec": {"dtype": "float64", "shape": [-1, 4]}}]'
+  outputs: '[{"type": "tensor", "tensor-spec": {"dtype": "int32", "shape": [-1]}}]'
+  params: null
+type_hint_from_example: false
+utc_time_created: '2025-03-07 17:45:36.126489'
diff --git a/mlruns/0/149d830f04264620bf6f2616798037ed/artifacts/model/conda.yaml b/mlruns/0/149d830f04264620bf6f2616798037ed/artifacts/model/conda.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..254c1d2843d3abe428458c3de3c8625b27eefd76
--- /dev/null
+++ b/mlruns/0/149d830f04264620bf6f2616798037ed/artifacts/model/conda.yaml
@@ -0,0 +1,16 @@
+channels:
+- conda-forge
+dependencies:
+- python=3.10.9
+- pip<=22.3.1
+- pip:
+  - mlflow==2.20.3
+  - cloudpickle==2.0.0
+  - lz4==3.1.3
+  - numpy==1.26.4
+  - pandas==1.5.3
+  - pathlib==1.0.1
+  - psutil==5.9.0
+  - scikit-learn==1.5.2
+  - scipy==1.14.1
+name: mlflow-env
diff --git a/mlruns/0/149d830f04264620bf6f2616798037ed/artifacts/model/input_example.json b/mlruns/0/149d830f04264620bf6f2616798037ed/artifacts/model/input_example.json
new file mode 100644
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--- /dev/null
+++ b/mlruns/0/149d830f04264620bf6f2616798037ed/artifacts/model/input_example.json
@@ -0,0 +1 @@
+[[6.1, 2.8, 4.7, 1.2]]
\ No newline at end of file
diff --git a/mlruns/0/149d830f04264620bf6f2616798037ed/artifacts/model/model.pkl b/mlruns/0/149d830f04264620bf6f2616798037ed/artifacts/model/model.pkl
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--- /dev/null
+++ b/mlruns/0/149d830f04264620bf6f2616798037ed/artifacts/model/model.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9c08b235d633c20ba78ea08c14fe1d94bc5f0b01cfd4233dcf8eb4caecbd80be
+size 172103
diff --git a/mlruns/0/149d830f04264620bf6f2616798037ed/artifacts/model/python_env.yaml b/mlruns/0/149d830f04264620bf6f2616798037ed/artifacts/model/python_env.yaml
new file mode 100644
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--- /dev/null
+++ b/mlruns/0/149d830f04264620bf6f2616798037ed/artifacts/model/python_env.yaml
@@ -0,0 +1,7 @@
+python: 3.10.9
+build_dependencies:
+- pip==22.3.1
+- setuptools==65.6.3
+- wheel==0.38.4
+dependencies:
+- -r requirements.txt
diff --git a/mlruns/0/149d830f04264620bf6f2616798037ed/artifacts/model/requirements.txt b/mlruns/0/149d830f04264620bf6f2616798037ed/artifacts/model/requirements.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9f5344cff29058ecc126ad937030aebd3e30a89e
--- /dev/null
+++ b/mlruns/0/149d830f04264620bf6f2616798037ed/artifacts/model/requirements.txt
@@ -0,0 +1,9 @@
+mlflow==2.20.3
+cloudpickle==2.0.0
+lz4==3.1.3
+numpy==1.26.4
+pandas==1.5.3
+pathlib==1.0.1
+psutil==5.9.0
+scikit-learn==1.5.2
+scipy==1.14.1
\ No newline at end of file
diff --git a/mlruns/0/149d830f04264620bf6f2616798037ed/artifacts/model/serving_input_example.json b/mlruns/0/149d830f04264620bf6f2616798037ed/artifacts/model/serving_input_example.json
new file mode 100644
index 0000000000000000000000000000000000000000..6e279f36c1ef33bd6f64905e610eb0e4ac25ae28
--- /dev/null
+++ b/mlruns/0/149d830f04264620bf6f2616798037ed/artifacts/model/serving_input_example.json
@@ -0,0 +1,10 @@
+{
+  "inputs": [
+    [
+      6.1,
+      2.8,
+      4.7,
+      1.2
+    ]
+  ]
+}
\ No newline at end of file
diff --git a/mlruns/0/149d830f04264620bf6f2616798037ed/meta.yaml b/mlruns/0/149d830f04264620bf6f2616798037ed/meta.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..99825de3170e993038d61d61786ad3f469df13a6
--- /dev/null
+++ b/mlruns/0/149d830f04264620bf6f2616798037ed/meta.yaml
@@ -0,0 +1,15 @@
+artifact_uri: file:///C:/Users/Annish/Documents/Mlaas/mlruns/0/149d830f04264620bf6f2616798037ed/artifacts
+end_time: 1741369540135
+entry_point_name: ''
+experiment_id: '0'
+lifecycle_stage: active
+run_id: 149d830f04264620bf6f2616798037ed
+run_name: mercurial-jay-523
+run_uuid: 149d830f04264620bf6f2616798037ed
+source_name: ''
+source_type: 4
+source_version: ''
+start_time: 1741369536110
+status: 3
+tags: []
+user_id: Annish
diff --git a/mlruns/0/149d830f04264620bf6f2616798037ed/metrics/accuracy b/mlruns/0/149d830f04264620bf6f2616798037ed/metrics/accuracy
new file mode 100644
index 0000000000000000000000000000000000000000..c5431422fd4477a4ffcf7a12dab15c0331011e5f
--- /dev/null
+++ b/mlruns/0/149d830f04264620bf6f2616798037ed/metrics/accuracy
@@ -0,0 +1 @@
+1741369536126 1.0 0
diff --git a/mlruns/0/149d830f04264620bf6f2616798037ed/tags/mlflow.log-model.history b/mlruns/0/149d830f04264620bf6f2616798037ed/tags/mlflow.log-model.history
new file mode 100644
index 0000000000000000000000000000000000000000..e394ca5c2473f0d8904d9c8554deb684b1a2cb06
--- /dev/null
+++ b/mlruns/0/149d830f04264620bf6f2616798037ed/tags/mlflow.log-model.history
@@ -0,0 +1 @@
+[{"run_id": "149d830f04264620bf6f2616798037ed", "artifact_path": "model", "utc_time_created": "2025-03-07 17:45:36.126489", "model_uuid": "07c9da0b09de466fbf54ca9753f0b8d7", "flavors": {"python_function": {"model_path": "model.pkl", "predict_fn": "predict", "loader_module": "mlflow.sklearn", "python_version": "3.10.9", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "sklearn": {"pickled_model": "model.pkl", "sklearn_version": "1.5.2", "serialization_format": "cloudpickle", "code": null}}}]
\ No newline at end of file
diff --git a/mlruns/0/149d830f04264620bf6f2616798037ed/tags/mlflow.runName b/mlruns/0/149d830f04264620bf6f2616798037ed/tags/mlflow.runName
new file mode 100644
index 0000000000000000000000000000000000000000..bae48d628efa8fb5ab9ea2e8c268a8c558800e5f
--- /dev/null
+++ b/mlruns/0/149d830f04264620bf6f2616798037ed/tags/mlflow.runName
@@ -0,0 +1 @@
+mercurial-jay-523
\ No newline at end of file
diff --git a/mlruns/0/149d830f04264620bf6f2616798037ed/tags/mlflow.source.git.commit b/mlruns/0/149d830f04264620bf6f2616798037ed/tags/mlflow.source.git.commit
new file mode 100644
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--- /dev/null
+++ b/mlruns/0/149d830f04264620bf6f2616798037ed/tags/mlflow.source.git.commit
@@ -0,0 +1 @@
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diff --git a/mlruns/0/149d830f04264620bf6f2616798037ed/tags/mlflow.source.name b/mlruns/0/149d830f04264620bf6f2616798037ed/tags/mlflow.source.name
new file mode 100644
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--- /dev/null
+++ b/mlruns/0/149d830f04264620bf6f2616798037ed/tags/mlflow.source.name
@@ -0,0 +1 @@
+model/train.py
\ No newline at end of file
diff --git a/mlruns/0/149d830f04264620bf6f2616798037ed/tags/mlflow.source.type b/mlruns/0/149d830f04264620bf6f2616798037ed/tags/mlflow.source.type
new file mode 100644
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--- /dev/null
+++ b/mlruns/0/149d830f04264620bf6f2616798037ed/tags/mlflow.source.type
@@ -0,0 +1 @@
+LOCAL
\ No newline at end of file
diff --git a/mlruns/0/149d830f04264620bf6f2616798037ed/tags/mlflow.user b/mlruns/0/149d830f04264620bf6f2616798037ed/tags/mlflow.user
new file mode 100644
index 0000000000000000000000000000000000000000..064b49c9481e2ce4508c64ae068c02be8a068bbb
--- /dev/null
+++ b/mlruns/0/149d830f04264620bf6f2616798037ed/tags/mlflow.user
@@ -0,0 +1 @@
+Annish
\ No newline at end of file
diff --git a/mlruns/0/24c681814a5546c9889f73990b06eea6/artifacts/model/MLmodel b/mlruns/0/24c681814a5546c9889f73990b06eea6/artifacts/model/MLmodel
new file mode 100644
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--- /dev/null
+++ b/mlruns/0/24c681814a5546c9889f73990b06eea6/artifacts/model/MLmodel
@@ -0,0 +1,20 @@
+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: 3.10.9
+  sklearn:
+    code: null
+    pickled_model: model.pkl
+    serialization_format: cloudpickle
+    sklearn_version: 1.5.2
+mlflow_version: 2.20.3
+model_size_bytes: 175629
+model_uuid: 6577a639374b4bae8dbc2d985c3154aa
+run_id: 24c681814a5546c9889f73990b06eea6
+utc_time_created: '2025-03-07 17:43:50.283416'
diff --git a/mlruns/0/24c681814a5546c9889f73990b06eea6/artifacts/model/conda.yaml b/mlruns/0/24c681814a5546c9889f73990b06eea6/artifacts/model/conda.yaml
new file mode 100644
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--- /dev/null
+++ b/mlruns/0/24c681814a5546c9889f73990b06eea6/artifacts/model/conda.yaml
@@ -0,0 +1,16 @@
+channels:
+- conda-forge
+dependencies:
+- python=3.10.9
+- pip<=22.3.1
+- pip:
+  - mlflow==2.20.3
+  - cloudpickle==2.0.0
+  - lz4==3.1.3
+  - numpy==1.26.4
+  - pandas==1.5.3
+  - pathlib==1.0.1
+  - psutil==5.9.0
+  - scikit-learn==1.5.2
+  - scipy==1.14.1
+name: mlflow-env
diff --git a/mlruns/0/24c681814a5546c9889f73990b06eea6/artifacts/model/model.pkl b/mlruns/0/24c681814a5546c9889f73990b06eea6/artifacts/model/model.pkl
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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+size 175629
diff --git a/mlruns/0/24c681814a5546c9889f73990b06eea6/artifacts/model/python_env.yaml b/mlruns/0/24c681814a5546c9889f73990b06eea6/artifacts/model/python_env.yaml
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--- /dev/null
+++ b/mlruns/0/24c681814a5546c9889f73990b06eea6/artifacts/model/python_env.yaml
@@ -0,0 +1,7 @@
+python: 3.10.9
+build_dependencies:
+- pip==22.3.1
+- setuptools==65.6.3
+- wheel==0.38.4
+dependencies:
+- -r requirements.txt
diff --git a/mlruns/0/24c681814a5546c9889f73990b06eea6/artifacts/model/requirements.txt b/mlruns/0/24c681814a5546c9889f73990b06eea6/artifacts/model/requirements.txt
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@@ -0,0 +1,9 @@
+mlflow==2.20.3
+cloudpickle==2.0.0
+lz4==3.1.3
+numpy==1.26.4
+pandas==1.5.3
+pathlib==1.0.1
+psutil==5.9.0
+scikit-learn==1.5.2
+scipy==1.14.1
\ No newline at end of file
diff --git a/mlruns/0/24c681814a5546c9889f73990b06eea6/meta.yaml b/mlruns/0/24c681814a5546c9889f73990b06eea6/meta.yaml
new file mode 100644
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--- /dev/null
+++ b/mlruns/0/24c681814a5546c9889f73990b06eea6/meta.yaml
@@ -0,0 +1,15 @@
+artifact_uri: file:///C:/Users/Annish/Documents/Mlaas/mlruns/0/24c681814a5546c9889f73990b06eea6/artifacts
+end_time: 1741369434436
+entry_point_name: ''
+experiment_id: '0'
+lifecycle_stage: active
+run_id: 24c681814a5546c9889f73990b06eea6
+run_name: agreeable-wolf-200
+run_uuid: 24c681814a5546c9889f73990b06eea6
+source_name: ''
+source_type: 4
+source_version: ''
+start_time: 1741369430251
+status: 3
+tags: []
+user_id: Annish
diff --git a/mlruns/0/24c681814a5546c9889f73990b06eea6/metrics/accuracy b/mlruns/0/24c681814a5546c9889f73990b06eea6/metrics/accuracy
new file mode 100644
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--- /dev/null
+++ b/mlruns/0/24c681814a5546c9889f73990b06eea6/metrics/accuracy
@@ -0,0 +1 @@
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diff --git a/mlruns/0/24c681814a5546c9889f73990b06eea6/tags/mlflow.log-model.history b/mlruns/0/24c681814a5546c9889f73990b06eea6/tags/mlflow.log-model.history
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--- /dev/null
+++ b/mlruns/0/24c681814a5546c9889f73990b06eea6/tags/mlflow.log-model.history
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/mlruns/0/24c681814a5546c9889f73990b06eea6/tags/mlflow.runName b/mlruns/0/24c681814a5546c9889f73990b06eea6/tags/mlflow.runName
new file mode 100644
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\ No newline at end of file
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\ No newline at end of file
diff --git a/mlruns/0/24c681814a5546c9889f73990b06eea6/tags/mlflow.source.type b/mlruns/0/24c681814a5546c9889f73990b06eea6/tags/mlflow.source.type
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diff --git a/mlruns/0/24c681814a5546c9889f73990b06eea6/tags/mlflow.user b/mlruns/0/24c681814a5546c9889f73990b06eea6/tags/mlflow.user
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diff --git a/mlruns/0/5f9014db532e46d8807022080d626f26/meta.yaml b/mlruns/0/5f9014db532e46d8807022080d626f26/meta.yaml
new file mode 100644
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@@ -0,0 +1,15 @@
+artifact_uri: file:///C:/Users/Annish/Documents/Mlaas/mlruns/0/5f9014db532e46d8807022080d626f26/artifacts
+end_time: 1741369300203
+entry_point_name: ''
+experiment_id: '0'
+lifecycle_stage: active
+run_id: 5f9014db532e46d8807022080d626f26
+run_name: adventurous-rat-262
+run_uuid: 5f9014db532e46d8807022080d626f26
+source_name: ''
+source_type: 4
+source_version: ''
+start_time: 1741369300198
+status: 3
+tags: []
+user_id: Annish
diff --git a/mlruns/0/5f9014db532e46d8807022080d626f26/tags/mlflow.runName b/mlruns/0/5f9014db532e46d8807022080d626f26/tags/mlflow.runName
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@@ -0,0 +1 @@
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diff --git a/mlruns/0/5f9014db532e46d8807022080d626f26/tags/mlflow.source.type b/mlruns/0/5f9014db532e46d8807022080d626f26/tags/mlflow.source.type
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diff --git a/mlruns/0/be9c34aa8e2246f0839998181f359b4d/artifacts/model/MLmodel b/mlruns/0/be9c34aa8e2246f0839998181f359b4d/artifacts/model/MLmodel
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--- /dev/null
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@@ -0,0 +1,30 @@
+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: 3.10.9
+  sklearn:
+    code: null
+    pickled_model: model.pkl
+    serialization_format: cloudpickle
+    sklearn_version: 1.5.2
+is_signature_from_type_hint: false
+mlflow_version: 2.20.3
+model_size_bytes: 172741
+model_uuid: f03866081fda48f991bc9b2c9103fd77
+run_id: be9c34aa8e2246f0839998181f359b4d
+saved_input_example_info:
+  artifact_path: input_example.json
+  serving_input_path: serving_input_example.json
+  type: ndarray
+signature:
+  inputs: '[{"type": "tensor", "tensor-spec": {"dtype": "float64", "shape": [-1, 4]}}]'
+  outputs: '[{"type": "tensor", "tensor-spec": {"dtype": "int32", "shape": [-1]}}]'
+  params: null
+type_hint_from_example: false
+utc_time_created: '2025-03-07 17:45:07.365170'
diff --git a/mlruns/0/be9c34aa8e2246f0839998181f359b4d/artifacts/model/conda.yaml b/mlruns/0/be9c34aa8e2246f0839998181f359b4d/artifacts/model/conda.yaml
new file mode 100644
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--- /dev/null
+++ b/mlruns/0/be9c34aa8e2246f0839998181f359b4d/artifacts/model/conda.yaml
@@ -0,0 +1,16 @@
+channels:
+- conda-forge
+dependencies:
+- python=3.10.9
+- pip<=22.3.1
+- pip:
+  - mlflow==2.20.3
+  - cloudpickle==2.0.0
+  - lz4==3.1.3
+  - numpy==1.26.4
+  - pandas==1.5.3
+  - pathlib==1.0.1
+  - psutil==5.9.0
+  - scikit-learn==1.5.2
+  - scipy==1.14.1
+name: mlflow-env
diff --git a/mlruns/0/be9c34aa8e2246f0839998181f359b4d/artifacts/model/input_example.json b/mlruns/0/be9c34aa8e2246f0839998181f359b4d/artifacts/model/input_example.json
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+++ b/mlruns/0/be9c34aa8e2246f0839998181f359b4d/artifacts/model/input_example.json
@@ -0,0 +1 @@
+[[6.1, 2.8, 4.7, 1.2]]
\ No newline at end of file
diff --git a/mlruns/0/be9c34aa8e2246f0839998181f359b4d/artifacts/model/model.pkl b/mlruns/0/be9c34aa8e2246f0839998181f359b4d/artifacts/model/model.pkl
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--- /dev/null
+++ b/mlruns/0/be9c34aa8e2246f0839998181f359b4d/artifacts/model/model.pkl
@@ -0,0 +1,3 @@
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+size 172634
diff --git a/mlruns/0/be9c34aa8e2246f0839998181f359b4d/artifacts/model/python_env.yaml b/mlruns/0/be9c34aa8e2246f0839998181f359b4d/artifacts/model/python_env.yaml
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--- /dev/null
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@@ -0,0 +1,7 @@
+python: 3.10.9
+build_dependencies:
+- pip==22.3.1
+- setuptools==65.6.3
+- wheel==0.38.4
+dependencies:
+- -r requirements.txt
diff --git a/mlruns/0/be9c34aa8e2246f0839998181f359b4d/artifacts/model/requirements.txt b/mlruns/0/be9c34aa8e2246f0839998181f359b4d/artifacts/model/requirements.txt
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--- /dev/null
+++ b/mlruns/0/be9c34aa8e2246f0839998181f359b4d/artifacts/model/requirements.txt
@@ -0,0 +1,9 @@
+mlflow==2.20.3
+cloudpickle==2.0.0
+lz4==3.1.3
+numpy==1.26.4
+pandas==1.5.3
+pathlib==1.0.1
+psutil==5.9.0
+scikit-learn==1.5.2
+scipy==1.14.1
\ No newline at end of file
diff --git a/mlruns/0/be9c34aa8e2246f0839998181f359b4d/artifacts/model/serving_input_example.json b/mlruns/0/be9c34aa8e2246f0839998181f359b4d/artifacts/model/serving_input_example.json
new file mode 100644
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--- /dev/null
+++ b/mlruns/0/be9c34aa8e2246f0839998181f359b4d/artifacts/model/serving_input_example.json
@@ -0,0 +1,10 @@
+{
+  "inputs": [
+    [
+      6.1,
+      2.8,
+      4.7,
+      1.2
+    ]
+  ]
+}
\ No newline at end of file
diff --git a/mlruns/0/be9c34aa8e2246f0839998181f359b4d/meta.yaml b/mlruns/0/be9c34aa8e2246f0839998181f359b4d/meta.yaml
new file mode 100644
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--- /dev/null
+++ b/mlruns/0/be9c34aa8e2246f0839998181f359b4d/meta.yaml
@@ -0,0 +1,15 @@
+artifact_uri: file:///C:/Users/Annish/Documents/Mlaas/mlruns/0/be9c34aa8e2246f0839998181f359b4d/artifacts
+end_time: 1741369511518
+entry_point_name: ''
+experiment_id: '0'
+lifecycle_stage: active
+run_id: be9c34aa8e2246f0839998181f359b4d
+run_name: sneaky-skink-760
+run_uuid: be9c34aa8e2246f0839998181f359b4d
+source_name: ''
+source_type: 4
+source_version: ''
+start_time: 1741369507349
+status: 3
+tags: []
+user_id: Annish
diff --git a/mlruns/0/be9c34aa8e2246f0839998181f359b4d/metrics/accuracy b/mlruns/0/be9c34aa8e2246f0839998181f359b4d/metrics/accuracy
new file mode 100644
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--- /dev/null
+++ b/mlruns/0/be9c34aa8e2246f0839998181f359b4d/metrics/accuracy
@@ -0,0 +1 @@
+1741369507365 1.0 0
diff --git a/mlruns/0/be9c34aa8e2246f0839998181f359b4d/tags/mlflow.log-model.history b/mlruns/0/be9c34aa8e2246f0839998181f359b4d/tags/mlflow.log-model.history
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--- /dev/null
+++ b/mlruns/0/be9c34aa8e2246f0839998181f359b4d/tags/mlflow.log-model.history
@@ -0,0 +1 @@
+[{"run_id": "be9c34aa8e2246f0839998181f359b4d", "artifact_path": "model", "utc_time_created": "2025-03-07 17:45:07.365170", "model_uuid": "f03866081fda48f991bc9b2c9103fd77", "flavors": {"python_function": {"model_path": "model.pkl", "predict_fn": "predict", "loader_module": "mlflow.sklearn", "python_version": "3.10.9", "env": {"conda": "conda.yaml", "virtualenv": "python_env.yaml"}}, "sklearn": {"pickled_model": "model.pkl", "sklearn_version": "1.5.2", "serialization_format": "cloudpickle", "code": null}}}]
\ No newline at end of file
diff --git a/mlruns/0/be9c34aa8e2246f0839998181f359b4d/tags/mlflow.runName b/mlruns/0/be9c34aa8e2246f0839998181f359b4d/tags/mlflow.runName
new file mode 100644
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--- /dev/null
+++ b/mlruns/0/be9c34aa8e2246f0839998181f359b4d/tags/mlflow.runName
@@ -0,0 +1 @@
+sneaky-skink-760
\ No newline at end of file
diff --git a/mlruns/0/be9c34aa8e2246f0839998181f359b4d/tags/mlflow.source.git.commit b/mlruns/0/be9c34aa8e2246f0839998181f359b4d/tags/mlflow.source.git.commit
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@@ -0,0 +1 @@
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diff --git a/mlruns/0/be9c34aa8e2246f0839998181f359b4d/tags/mlflow.source.name b/mlruns/0/be9c34aa8e2246f0839998181f359b4d/tags/mlflow.source.name
new file mode 100644
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--- /dev/null
+++ b/mlruns/0/be9c34aa8e2246f0839998181f359b4d/tags/mlflow.source.name
@@ -0,0 +1 @@
+model/train.py
\ No newline at end of file
diff --git a/mlruns/0/be9c34aa8e2246f0839998181f359b4d/tags/mlflow.source.type b/mlruns/0/be9c34aa8e2246f0839998181f359b4d/tags/mlflow.source.type
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--- /dev/null
+++ b/mlruns/0/be9c34aa8e2246f0839998181f359b4d/tags/mlflow.source.type
@@ -0,0 +1 @@
+LOCAL
\ No newline at end of file
diff --git a/mlruns/0/be9c34aa8e2246f0839998181f359b4d/tags/mlflow.user b/mlruns/0/be9c34aa8e2246f0839998181f359b4d/tags/mlflow.user
new file mode 100644
index 0000000000000000000000000000000000000000..064b49c9481e2ce4508c64ae068c02be8a068bbb
--- /dev/null
+++ b/mlruns/0/be9c34aa8e2246f0839998181f359b4d/tags/mlflow.user
@@ -0,0 +1 @@
+Annish
\ No newline at end of file
diff --git a/mlruns/0/meta.yaml b/mlruns/0/meta.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..e62c72e73c77edf2a59fa0187f567a1f9e014599
--- /dev/null
+++ b/mlruns/0/meta.yaml
@@ -0,0 +1,6 @@
+artifact_location: file:///C:/Users/Annish/Documents/Mlaas/mlruns/0
+creation_time: 1741369299273
+experiment_id: '0'
+last_update_time: 1741369299273
+lifecycle_stage: active
+name: Default
diff --git a/model/model.pkl b/model/model.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..ef04674c78b85d780811512bde67b8399e5b9776
--- /dev/null
+++ b/model/model.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:884d083100ccc6e7bfd9f8af71c218b821b0484c7377137997b2b318e1a66c69
+size 181809
diff --git a/model/train.py b/model/train.py
new file mode 100644
index 0000000000000000000000000000000000000000..36248b5ce751e629a36529aa081713c74696074a
--- /dev/null
+++ b/model/train.py
@@ -0,0 +1,25 @@
+from sklearn.datasets import load_iris
+from sklearn.model_selection import train_test_split
+from sklearn.ensemble import RandomForestClassifier
+import joblib
+import mlflow
+import numpy as np
+# Load dataset
+data = load_iris()
+X_train, X_test, y_train, y_test = train_test_split(data.data, data.target, test_size=0.2, random_state=42)
+
+input_example = np.array([X_test[0]])
+# Train the model
+model = RandomForestClassifier(n_estimators=100)
+model.fit(X_train, y_train)
+accuracy = model.score(X_test, y_test)
+mlflow.start_run()
+mlflow.log_metric("accuracy", accuracy)
+mlflow.sklearn.log_model(model, "model", input_example=input_example)
+mlflow.end_run()
+<<<<<<< HEAD
+#this is pushed to github
+=======
+>>>>>>> 7406396a4ff708543244d85f087a3cc86f1fc22a
+# Save the model
+joblib.dump(model, "model/model.pkl")
\ No newline at end of file
diff --git a/tests/test.py b/tests/test.py
new file mode 100644
index 0000000000000000000000000000000000000000..927fc5abb330399de7c39a614e9cf4091f2035f3
--- /dev/null
+++ b/tests/test.py
@@ -0,0 +1,2 @@
+def test_placeholder():
+    assert True  
\ No newline at end of file