fix: kubernetes host is inferred from env vars.

Uses $KUBERNETES_SERVICE_HOST and $KUBERNETES_SERVICE_PORT to infer the
kubernetes host.

Signed-off-by: ltbringer <amresh.venugopal@wise.com>

python/ray/autoscaler/_private/kuberay/node_provider.py

@@ -45,6 +45,15 @@
 
 RAY_HEAD_POD_NAME = os.getenv("RAY_HEAD_POD_NAME")
 
+# https://kubernetes.io/docs/tasks/run-application/access-api-from-pod
+# While running in a Pod, your container can create an HTTPS URL for the
+# Kubernetes API server by fetching the KUBERNETES_SERVICE_HOST and
+# KUBERNETES_SERVICE_PORT_HTTPS environment variables.
+KUBERNETES_SERVICE_HOST = os.getenv(
+    "KUBERNETES_SERVICE_HOST", "https://kubernetes.default"
+)
+KUBERNETES_SERVICE_PORT = os.getenv("KUBERNETES_SERVICE_PORT", "443")
+KUBERNETES_HOST = f"{KUBERNETES_SERVICE_HOST}:{KUBERNETES_SERVICE_PORT}"
 # Key for GKE label that identifies which multi-host replica a pod belongs to
 REPLICA_INDEX_KEY = "replicaIndex"
 
@@ -177,29 +186,40 @@ def load_k8s_secrets() -> Tuple[Dict[str, str], str]:
 
 
 def url_from_resource(
-    namespace: str, path: str, kuberay_crd_version: str = KUBERAY_CRD_VER
+    namespace: str,
+    path: str,
+    kuberay_crd_version: str = KUBERAY_CRD_VER,
+    kubernetes_host: str = KUBERNETES_HOST,
 ) -> str:
     """Convert resource path to REST URL for Kubernetes API server.
 
     Args:
         namespace: The K8s namespace of the resource
         path: The part of the resource path that starts with the resource type.
             Supported resource types are "pods" and "rayclusters".
+        kuberay_crd_version: The API version of the KubeRay CRD.
+            Looks like "v1alpha1", "v1".
+        kubernetes_host: The host of the Kubernetes API server.
+            Uses $KUBERNETES_SERVICE_HOST and
+            $KUBERNETES_SERVICE_PORT to construct the kubernetes_host if not provided.
+
+            When set by Kubernetes,
+            $KUBERNETES_SERVICE_HOST could be an IP address. That's why the https
+            scheme is added here.
+
+            Defaults to "https://kubernetes.default:443".
     """
+    if kubernetes_host.startswith("http://"):
+        raise ValueError("Kubernetes host must be accessed over HTTPS.")
+    if not kubernetes_host.startswith("https://"):
+        kubernetes_host = "https://" + kubernetes_host
     if path.startswith("pods"):
         api_group = "/api/v1"
     elif path.startswith("rayclusters"):
         api_group = "/apis/ray.io/" + kuberay_crd_version
     else:
         raise NotImplementedError("Tried to access unknown entity at {}".format(path))
-    return (
-        "https://kubernetes.default:443"
-        + api_group
-        + "/namespaces/"
-        + namespace
-        + "/"
-        + path
-    )
+    return kubernetes_host + api_group + "/namespaces/" + namespace + "/" + path
 
 
 def _worker_group_index(raycluster: Dict[str, Any], group_name: str) -> int: