Spaces:
Sleeping
Sleeping
premier
Browse files- Dockerfile +32 -0
- requirements.txt +7 -0
Dockerfile
ADDED
|
@@ -0,0 +1,32 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
FROM python:3.9-slim
|
| 2 |
+
|
| 3 |
+
WORKDIR /home/app
|
| 4 |
+
|
| 5 |
+
# Installation des dépendances système
|
| 6 |
+
RUN apt-get update && apt-get install -y \
|
| 7 |
+
build-essential \
|
| 8 |
+
libpq-dev \
|
| 9 |
+
git \
|
| 10 |
+
&& rm -rf /var/lib/apt/lists/*
|
| 11 |
+
|
| 12 |
+
# Installation des dépendances Python
|
| 13 |
+
COPY requirements.txt requirements.txt
|
| 14 |
+
RUN pip install -r requirements.txt
|
| 15 |
+
|
| 16 |
+
|
| 17 |
+
|
| 18 |
+
# Exposition du port MLflow
|
| 19 |
+
EXPOSE 5000
|
| 20 |
+
|
| 21 |
+
# Définir les variables d'environnement pour AWS et MLflow
|
| 22 |
+
ENV AWS_ACCESS_KEY_ID=$AWS_ACCESS_KEY_ID
|
| 23 |
+
ENV AWS_SECRET_ACCESS_KEY=$AWS_SECRET_ACCESS_KEY
|
| 24 |
+
ENV BACKEND_STORE_URI=$BACKEND_STORE_URI
|
| 25 |
+
ENV MLFLOW_DEFAULT_ARTIFACT_ROOT=$MLFLOW_DEFAULT_ARTIFACT_ROOT
|
| 26 |
+
|
| 27 |
+
|
| 28 |
+
# Commande pour démarrer le serveur MLflow
|
| 29 |
+
CMD mlflow server -p $PORT \
|
| 30 |
+
--host 0.0.0.0 \
|
| 31 |
+
--backend-store-uri $BACKEND_STORE_URI \
|
| 32 |
+
--default-artifact-root $MLFLOW_DEFAULT_ARTIFACT_ROOT
|
requirements.txt
ADDED
|
@@ -0,0 +1,7 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
mlflow==2.15.0
|
| 2 |
+
psycopg2-binary
|
| 3 |
+
boto3
|
| 4 |
+
sqlalchemy
|
| 5 |
+
scikit-learn
|
| 6 |
+
pandas
|
| 7 |
+
numpy
|