diff --git a/AI/mlflow/3.1.0/24.03-lts-sp1/Dockerfile b/AI/mlflow/3.1.0/24.03-lts-sp1/Dockerfile
new file mode 100644
index 0000000000000000000000000000000000000000..fa48ec7e4a8ebdfcc41473fa29bfc1de982720d6
--- /dev/null
+++ b/AI/mlflow/3.1.0/24.03-lts-sp1/Dockerfile
@@ -0,0 +1,19 @@
+ARG BASE=openeuler/openeuler:24.03-lts-sp1
+
+FROM ${BASE}
+
+ARG VERSION=3.1.0
+
+RUN yum install -y python3-pip shadow-utils && yum clean all
+
+RUN pip3 install mlflow==${VERSION} -i https://pypi.tuna.tsinghua.edu.cn/simple && \
+    groupadd --gid 10001 mlflow && \
+    useradd --uid 10001 --gid mlflow --shell /bin/bash --create-home mlflow && \
+    mkdir -p /mlflow && \
+    chown mlflow:mlflow /mlflow
+
+USER 10001
+
+ENV MLFLOW_TRACKING_URI=/mlflow
+
+CMD ["mlflow", "server", "--backend-store-uri", "/mlflow", "--default-artifact-root", "/mlflow", "--host", "0.0.0.0"]
diff --git a/AI/mlflow/meta.yml b/AI/mlflow/meta.yml
index d0d8c98f94444a254c0ac974c2f2179111f07fef..e67a2b763a9d879972963376783ffc4b90787a9d 100644
--- a/AI/mlflow/meta.yml
+++ b/AI/mlflow/meta.yml
@@ -45,4 +45,6 @@
 2.19.0-oe2203sp4:
   path: 2.19.0/22.03-lts-sp4/Dockerfile
 2.19.0-oe2203sp1:
-  path: 2.19.0/22.03-lts-sp1/Dockerfile
\ No newline at end of file
+  path: 2.19.0/22.03-lts-sp1/Dockerfile
+3.1.0-oe2403sp1:
+  path: AI/mlflow/3.1.0/24.03-lts-sp1/Dockerfile
\ No newline at end of file