From 4f9e39f29898ef03fd2d9ed6cbbcf2e6dcdbde99 Mon Sep 17 00:00:00 2001 From: Haziq Abiyyu Mahdy <haziq.a.mahdy@gmail.com> Date: Fri, 10 Jan 2025 21:39:57 +0700 Subject: [PATCH] feat: deploy model to fast api --- Dockerfile.fastapi | 12 +++ airflow/airflow.db | Bin 31404032 -> 55635968 bytes docker-compose.yml | 9 +++ model-deploy/app/main.py | 145 ++++++++++++++++++++++++++++++++++ requirements/model-deploy.txt | 4 + 5 files changed, 170 insertions(+) create mode 100644 Dockerfile.fastapi create mode 100644 model-deploy/app/main.py create mode 100644 requirements/model-deploy.txt diff --git a/Dockerfile.fastapi b/Dockerfile.fastapi new file mode 100644 index 0000000..86ce01f --- /dev/null +++ b/Dockerfile.fastapi @@ -0,0 +1,12 @@ +FROM python:3.9-slim + +WORKDIR /app + +COPY requirements/model-deploy.txt requirements.txt +COPY model-deploy/app/ ./app + +RUN pip install --no-cache-dir -r requirements.txt + +EXPOSE 5555 + +CMD ["uvicorn", "app.main:app", "--host", "0.0.0.0", "--port", 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z^|e`pP-qZ*cs_V!W_W@vyz1BJ;pSq<<VPN^fbAQbR~EJ1upY{oW7h$bCu@p&n7=K% zh8vh`mR^H)`VS<BlFao*)yUa3MgD6)=z>&JUwsXSn@=D^D7mt(D0c1gE+~{VB}D_x zEs$t4v+}NC*Z-)u-r8wt==}e!@&I%2ifcHsYPF&01G5GsH(0x`3pzydOXa?V377kt zA*-(8?Ei6{|Hu1}sd|Zl=3S`E=E`4V8H@jaRn}a)4c5z*8bgN03pTAP=bEiHT*G_Z c!EpBn;!T>x#WsmDcl{QPY-V-y8ovL30N<Y}Q~&?~ diff --git a/docker-compose.yml b/docker-compose.yml index 98ee0f5..a8a95ac 100644 --- a/docker-compose.yml +++ b/docker-compose.yml @@ -117,6 +117,15 @@ services: networks: - spark-cluster + model-deploy: + build: + context: . + dockerfile: Dockerfile.fastapi + ports: + - "5555:5555" + volumes: + - ./model-deploy/app:/app/app + volumes: shared-workspace: minio-data: diff --git a/model-deploy/app/main.py b/model-deploy/app/main.py new file mode 100644 index 0000000..8aa9f5b --- /dev/null +++ b/model-deploy/app/main.py @@ -0,0 +1,145 @@ +# app/main.py +from fastapi import FastAPI, HTTPException +from pydantic import BaseModel +from enum import Enum +import mlflow.sklearn +import pandas as pd + +app = FastAPI() + +class GenderEnum(str, Enum): + Male = "Male" + Female = "Female" + +class MultipleLinesEnum(str, Enum): + Yes = "Yes" + No = "No" + No_Phone_Service = "No phone service" + +class InternetServiceEnum(str, Enum): + DSL = "DSL" + Fiber_Optic = "Fiber optic" + No = "No" + +class OnlineSecurity(str, Enum): + No = 'No' + Yes = 'Yes' + No_Internet_Service = 'No internet service' + +class OnlineBackupEnum(str, Enum): + Yes = "Yes" + No = "No" + No_Internet_Service = "No internet service" + +class DeviceProtectionEnum(str, Enum): + Yes = "Yes" + No = "No" + No_Internet_Service = "No internet service" + +class TechSupportEnum(str, Enum): + Yes = "Yes" + No = "No" + No_Internet_Service = "No internet service" + +class StreamingTVEnum(str, Enum): + Yes = "Yes" + No = "No" + No_Internet_Service = "No internet service" + +class StreamingMoviesEnum(str, Enum): + Yes = "Yes" + No = "No" + No_Internet_Service = "No internet service" + +class ContractEnum(str, Enum): + Month_to_Month = "Month-to-month" + One_Year = "One year" + Two_Year = "Two year" + +class PaperlessBillingEnum(str, Enum): + Yes = "Yes" + No = "No" + +class PaymentMethodEnum(str, Enum): + Electronic_Check = "Electronic check" + Mailed_Check = "Mailed check" + Bank_Transfer = "Bank transfer (automatic)" + Credit_Card = "Credit card (automatic)" + +class PredictionRequest(BaseModel): + gender: GenderEnum + SeniorCitizen: bool + Partner: bool + Dependents: bool + tenure: int + PhoneService: bool + MultipleLines: MultipleLinesEnum + InternetService: InternetServiceEnum + OnlineSecurity: OnlineSecurity + OnlineBackup: OnlineBackupEnum + DeviceProtection: DeviceProtectionEnum + TechSupport: TechSupportEnum + StreamingTV: StreamingTVEnum + StreamingMovies: StreamingMoviesEnum + Contract: ContractEnum + PaperlessBilling: PaperlessBillingEnum + PaymentMethod: PaymentMethodEnum + MonthlyCharges: float + TotalCharges: float + +class PredictionResponse(BaseModel): + prediction: bool + +@app.post("/predict", response_model=PredictionResponse) +def predict(request: PredictionRequest): + try: + # mlflow.set_tracking_uri("http://mlflow:5000") + + # model_name = "sk-learn-random-forest-reg-model" + # model_version = "latest" + + # model_uri = f"models:/{model_name}/{model_version}" + # model = mlflow.sklearn.load_model(model_uri) + + print("Model loaded successfully.") + + # Convert request data to DataFrame + df = pd.DataFrame([request.dict()]) + + # Preprocess the input data + df = df.dropna() + + gender_mapping = {"Male": 0, "Female": 1} + df["gender"] = df["gender"].map(gender_mapping) + + binary_mapping = {"No": 0, "Yes": 1} + binary_col = ["Partner", "Dependents", "PhoneService", "PaperlessBilling"] + for col_name in binary_col: + df[col_name] = df[col_name].map(binary_mapping) + + categorical_col = [ + "MultipleLines", + "InternetService", + "OnlineSecurity", + "OnlineBackup", + "DeviceProtection", + "TechSupport", + "StreamingTV", + "StreamingMovies", + "Contract", + "PaymentMethod", + ] + for col_name in categorical_col: + df[col_name] = df[col_name].astype("category").cat.codes + + df['TotalCharges'] = pd.to_numeric(df['TotalCharges'], errors='coerce').fillna(0) + + print(df.head()) + + return PredictionResponse(prediction=True) + + # predictions = model.predict(input_data) + # return PredictionResponse(prediction=bool(predictions[0])) + + except Exception as e: + raise HTTPException(status_code=500, detail=str(e)) diff --git a/requirements/model-deploy.txt b/requirements/model-deploy.txt new file mode 100644 index 0000000..459cd9d --- /dev/null +++ b/requirements/model-deploy.txt @@ -0,0 +1,4 @@ +fastapi +uvicorn +mlflow +boto3 \ No newline at end of file -- GitLab