[SPARK-54829][PYTHON][INFRA] Refresh docker images for numpy 2.4

### What changes were proposed in this pull request?
Refresh docker images for numpy 2.4

### Why are the changes needed?
to test against latest numpy 2.4

### Does this PR introduce _any_ user-facing change?
no

### How was this patch tested?
1, for `dev/spark-test-image/python-311/Dockerfile`, test in PR builder;
2, for others, will monitor the scheduled jobs

### Was this patch authored or co-authored using generative AI tooling?
no

Closes #53589 from zhengruifeng/upgrade_numpy.

Authored-by: Ruifeng Zheng <[email protected]>
Signed-off-by: Ruifeng Zheng <[email protected]>

Author: zhengruifeng

dev/spark-test-image/python-310/Dockerfile

@@ -24,7 +24,7 @@ LABEL org.opencontainers.image.ref.name="Apache Spark Infra Image For PySpark wi
 # Overwrite this label to avoid exposing the underlying Ubuntu OS version label
 LABEL org.opencontainers.image.version=""
 
-ENV FULL_REFRESH_DATE=20250618
+ENV FULL_REFRESH_DATE=20251224
 
 ENV DEBIAN_FRONTEND=noninteractive
 ENV DEBCONF_NONINTERACTIVE_SEEN=true

dev/spark-test-image/python-311-classic-only/Dockerfile

@@ -24,7 +24,7 @@ LABEL org.opencontainers.image.ref.name="Apache Spark Infra Image For PySpark Cl
 # Overwrite this label to avoid exposing the underlying Ubuntu OS version label
 LABEL org.opencontainers.image.version=""
 
-ENV FULL_REFRESH_DATE=20250618
+ENV FULL_REFRESH_DATE=20251224
 
 ENV DEBIAN_FRONTEND=noninteractive
 ENV DEBCONF_NONINTERACTIVE_SEEN=true

dev/spark-test-image/python-311/Dockerfile

@@ -24,7 +24,7 @@ LABEL org.opencontainers.image.ref.name="Apache Spark Infra Image For PySpark wi
 # Overwrite this label to avoid exposing the underlying Ubuntu OS version label
 LABEL org.opencontainers.image.version=""
 
-ENV FULL_REFRESH_DATE=20250618
+ENV FULL_REFRESH_DATE=20251224
 
 ENV DEBIAN_FRONTEND=noninteractive
 ENV DEBCONF_NONINTERACTIVE_SEEN=true

dev/spark-test-image/python-313-nogil/Dockerfile

@@ -24,7 +24,7 @@ LABEL org.opencontainers.image.ref.name="Apache Spark Infra Image For PySpark wi
 # Overwrite this label to avoid exposing the underlying Ubuntu OS version label
 LABEL org.opencontainers.image.version=""
 
-ENV FULL_REFRESH_DATE=20250618
+ENV FULL_REFRESH_DATE=20251224
 
 ENV DEBIAN_FRONTEND=noninteractive
 ENV DEBCONF_NONINTERACTIVE_SEEN=true

dev/spark-test-image/python-313/Dockerfile

@@ -24,7 +24,7 @@ LABEL org.opencontainers.image.ref.name="Apache Spark Infra Image For PySpark wi
 # Overwrite this label to avoid exposing the underlying Ubuntu OS version label
 LABEL org.opencontainers.image.version=""
 
-ENV FULL_REFRESH_DATE=20250618
+ENV FULL_REFRESH_DATE=20251224
 
 ENV DEBIAN_FRONTEND=noninteractive
 ENV DEBCONF_NONINTERACTIVE_SEEN=true

dev/spark-test-image/python-314/Dockerfile

@@ -24,7 +24,7 @@ LABEL org.opencontainers.image.ref.name="Apache Spark Infra Image For PySpark wi
 # Overwrite this label to avoid exposing the underlying Ubuntu OS version label
 LABEL org.opencontainers.image.version=""
 
-ENV FULL_REFRESH_DATE=20251007
+ENV FULL_REFRESH_DATE=20251224
 
 ENV DEBIAN_FRONTEND=noninteractive
 ENV DEBCONF_NONINTERACTIVE_SEEN=true