update ray image to use quay mirror

MichaelClifford · anishasthana · commit baec8585b2bd · 2023-07-10T11:29:13.000-04:00
diff --git a/demo-notebooks/batch-job/batch_mnist_ray.ipynb b/demo-notebooks/batch-job/batch_mnist_ray.ipynb
@@ -63,7 +63,7 @@
     "    min_memory=16,\n",
     "    max_memory=16,\n",
     "    gpu=4,\n",
-    "    image=\"rayproject/ray:2.5.0-py38-cu116\",\n",
+    "    image=\"quay.io/project-codeflare/ray:2.5.0-py38-cu116\",\n",
     "    instascale=True, # Can be set to false if scaling not needed\n",
     "    machine_types=[\"m5.xlarge\", \"g4dn.xlarge\"] # Can be removed if above is false\n",
     "))"
diff --git a/demo-notebooks/guided-demos/0_basic_ray.ipynb b/demo-notebooks/guided-demos/0_basic_ray.ipynb
@@ -64,7 +64,7 @@
     "    max_cpus=1,\n",
     "    min_memory=4,\n",
     "    max_memory=4,\n",
-    "    image=\"rayproject/ray:2.5.0-py38-cu116\",\n",
+    "    image=\"quay.io/project-codeflare/ray:2.5.0-py38-cu116\",\n",
     "    gpu=0,\n",
     "    instascale=False\n",
     "))"
diff --git a/demo-notebooks/guided-demos/1_basic_instascale.ipynb b/demo-notebooks/guided-demos/1_basic_instascale.ipynb
@@ -62,7 +62,7 @@
     "    min_memory=8,\n",
     "    max_memory=8,\n",
     "    gpu=1,\n",
-    "    image=\"rayproject/ray:2.5.0-py38-cu116\",\n",
+    "    image=\"quay.io/project-codeflare/ray:2.5.0-py38-cu116\",\n",
     "    instascale=True, # InstaScale now enabled, will scale OCP cluster to guarantee resource request\n",
     "    machine_types=[\"m5.xlarge\", \"g4dn.xlarge\"] # Head, worker AWS machine types desired\n",
     "))"
diff --git a/demo-notebooks/guided-demos/2_basic_jobs.ipynb b/demo-notebooks/guided-demos/2_basic_jobs.ipynb
@@ -62,7 +62,7 @@
     "    min_memory=4,\n",
     "    max_memory=4,\n",
     "    gpu=0,\n",
-    "    image=\"rayproject/ray:2.5.0-py38-cu116\",\n",
+    "    image=\"quay.io/project-codeflare/ray:2.5.0-py38-cu116\",\n",
     "    instascale=False\n",
     "))"
    ]
diff --git a/demo-notebooks/guided-demos/3_basic_interactive.ipynb b/demo-notebooks/guided-demos/3_basic_interactive.ipynb
@@ -62,7 +62,7 @@
     "    min_memory=8,\n",
     "    max_memory=8,\n",
     "    gpu=1,\n",
-    "    image=\"rayproject/ray:2.5.0-py38-cu116\",\n",
+    "    image=\"quay.io/project-codeflare/ray:2.5.0-py38-cu116\",\n",
     "    instascale=True,\n",
     "    machine_types=[\"m5.xlarge\", \"g4dn.xlarge\"]\n",
     "    \n",
diff --git a/demo-notebooks/guided-demos/4_gpt.ipynb b/demo-notebooks/guided-demos/4_gpt.ipynb
@@ -45,7 +45,7 @@
     "    min_memory=8,\n",
     "    max_memory=8,\n",
     "    gpu=1,\n",
-    "    image=\"rayproject/ray:2.5.0-py38-cu116\",\n",
+    "    image=\"quay.io/project-codeflare/ray:2.5.0-py38-cu116\",\n",
     "    instascale=True,\n",
     "    machine_types=[\"m5.xlarge\", \"g4dn.xlarge\"],\n",
     "))"
diff --git a/demo-notebooks/interactive/hf_interactive.ipynb b/demo-notebooks/interactive/hf_interactive.ipynb
@@ -95,7 +95,7 @@
     "                                       min_memory=16, \n",
     "                                       max_memory=16, \n",
     "                                       gpu=4,\n",
-    "                                       image=\"rayproject/ray:2.5.0-py38-cu116\",\n",
+    "                                       image=\"quay.io/project-codeflare/ray:2.5.0-py38-cu116\",\n",
     "                                       instascale=True, machine_types=[\"m5.xlarge\", \"p3.8xlarge\"]))"
    ]
   },
diff --git a/src/codeflare_sdk/cluster/config.py b/src/codeflare_sdk/cluster/config.py
@@ -47,6 +47,6 @@ class ClusterConfiguration:
     template: str = f"{dir}/templates/base-template.yaml"
     instascale: bool = False
     envs: dict = field(default_factory=dict)
-    image: str = "rayproject/ray:2.5.0-py38-cu116"
+    image: str = "quay.io/project-codeflare/ray:2.5.0-py38-cu116"
     local_interactive: bool = False
     image_pull_secrets: list = field(default_factory=list)
diff --git a/tests/test-case-bad.yaml b/tests/test-case-bad.yaml
@@ -73,7 +73,7 @@ spec:
                     valueFrom:
                       fieldRef:
                         fieldPath: status.podIP
-                  image: rayproject/ray:2.5.0-py38-cu116
+                  image: quay.io/project-codeflare/ray:2.5.0-py38-cu116
                   imagePullPolicy: Always
                   lifecycle:
                     preStop:
@@ -130,7 +130,7 @@ spec:
                     valueFrom:
                       fieldRef:
                         fieldPath: status.podIP
-                  image: rayproject/ray:2.5.0-py38-cu116\
+                  image: quay.io/project-codeflare/ray:2.5.0-py38-cu116
                   lifecycle:
                     preStop:
                       exec:
diff --git a/tests/test-case.yaml b/tests/test-case.yaml
@@ -81,7 +81,7 @@ spec:
                     value: /home/ray/workspace/tls/server.key
                   - name: RAY_TLS_CA_CERT
                     value: /home/ray/workspace/tls/ca.crt
-                  image: rayproject/ray:2.5.0-py38-cu116
+                  image: quay.io/project-codeflare/ray:2.5.0-py38-cu116
                   imagePullPolicy: Always
                   lifecycle:
                     preStop:
@@ -148,7 +148,7 @@ spec:
                     value: /home/ray/workspace/tls/server.key
                   - name: RAY_TLS_CA_CERT
                     value: /home/ray/workspace/tls/ca.crt
-                  image: rayproject/ray:2.5.0-py38-cu116
+                  image: quay.io/project-codeflare/ray:2.5.0-py38-cu116
                   lifecycle:
                     preStop:
                       exec:
diff --git a/tests/unit_test.py b/tests/unit_test.py
@@ -228,7 +228,7 @@ def test_config_creation():
     assert config.min_cpus == 3 and config.max_cpus == 4
     assert config.min_memory == 5 and config.max_memory == 6
     assert config.gpu == 7
-    assert config.image == "rayproject/ray:2.5.0-py38-cu116"
+    assert config.image == "quay.io/project-codeflare/ray:2.5.0-py38-cu116"
     assert config.template == f"{parent}/src/codeflare_sdk/templates/base-template.yaml"
     assert config.instascale
     assert config.machine_types == ["cpu.small", "gpu.large"]
@@ -665,7 +665,7 @@ def get_ray_obj(cls=None):
                         "spec": {
                             "containers": [
                                 {
-                                    "image": "rayproject/ray:2.5.0-py38-cu116",
+                                    "image": "quay.io/project-codeflare/ray:2.5.0-py38-cu116",
                                     "imagePullPolicy": "Always",
                                     "lifecycle": {
                                         "preStop": {
@@ -735,7 +735,7 @@ def get_ray_obj(cls=None):
                                                 },
                                             }
                                         ],
-                                        "image": "rayproject/ray:2.5.0-py38-cu116",
+                                        "image": "quay.io/project-codeflare/ray:2.5.0-py38-cu116",
                                         "lifecycle": {
                                             "preStop": {
                                                 "exec": {
@@ -799,7 +799,7 @@ def get_aw_obj():
             "kind": "AppWrapper",
             "metadata": {
                 "annotations": {
-                    "kubectl.kubernetes.io/last-applied-configuration": '{"apiVersion":"mcad.ibm.com/v1beta1","kind":"AppWrapper","metadata":{"annotations":{},"name":"quicktest1","namespace":"ns"},"spec":{"priority":9,"resources":{"GenericItems":[{"custompodresources":[{"limits":{"cpu":2,"memory":"8G","nvidia.com/gpu":0},"replicas":1,"requests":{"cpu":2,"memory":"8G","nvidia.com/gpu":0}},{"limits":{"cpu":1,"memory":"2G","nvidia.com/gpu":0},"replicas":1,"requests":{"cpu":1,"memory":"2G","nvidia.com/gpu":0}}],"generictemplate":{"apiVersion":"ray.io/v1alpha1","kind":"RayCluster","metadata":{"labels":{"appwrapper.mcad.ibm.com":"quicktest1","controller-tools.k8s.io":"1.0"},"name":"quicktest1","namespace":"ns"},"spec":{"autoscalerOptions":{"idleTimeoutSeconds":60,"imagePullPolicy":"Always","resources":{"limits":{"cpu":"500m","memory":"512Mi"},"requests":{"cpu":"500m","memory":"512Mi"}},"upscalingMode":"Default"},"enableInTreeAutoscaling":false,"headGroupSpec":{"rayStartParams":{"block":"true","dashboard-host":"0.0.0.0","num-gpus":"0"},"serviceType":"ClusterIP","template":{"spec":{"containers":[{"image":"rayproject/ray:2.5.0-py38-cu116","imagePullPolicy":"Always","lifecycle":{"preStop":{"exec":{"command":["/bin/sh","-c","ray stop"]}}},"name":"ray-head","ports":[{"containerPort":6379,"name":"gcs"},{"containerPort":8265,"name":"dashboard"},{"containerPort":10001,"name":"client"}],"resources":{"limits":{"cpu":2,"memory":"8G","nvidia.com/gpu":0},"requests":{"cpu":2,"memory":"8G","nvidia.com/gpu":0}}}]}}},"rayVersion":"1.12.0","workerGroupSpecs":[{"groupName":"small-group-quicktest","maxReplicas":1,"minReplicas":1,"rayStartParams":{"block":"true","num-gpus":"0"},"replicas":1,"template":{"metadata":{"annotations":{"key":"value"},"labels":{"key":"value"}},"spec":{"containers":[{"env":[{"name":"MY_POD_IP","valueFrom":{"fieldRef":{"fieldPath":"status.podIP"}}}],"image":"rayproject/ray:2.5.0-py38-cu116","lifecycle":{"preStop":{"exec":{"command":["/bin/sh","-c","ray stop"]}}},"name":"machine-learning","resources":{"limits":{"cpu":1,"memory":"2G","nvidia.com/gpu":0},"requests":{"cpu":1,"memory":"2G","nvidia.com/gpu":0}}}],"initContainers":[{"command":["sh","-c","until nslookup $RAY_IP.$(cat /var/run/secrets/kubernetes.io/serviceaccount/namespace).svc.cluster.local; do echo waiting for myservice; sleep 2; done"],"image":"busybox:1.28","name":"init-myservice"}]}}}]}},"replicas":1},{"generictemplate":{"apiVersion":"route.openshift.io/v1","kind":"Route","metadata":{"labels":{"odh-ray-cluster-service":"quicktest-head-svc"},"name":"ray-dashboard-quicktest","namespace":"default"},"spec":{"port":{"targetPort":"dashboard"},"to":{"kind":"Service","name":"quicktest-head-svc"}}},"replica":1}],"Items":[]}}}\n'
+                    "kubectl.kubernetes.io/last-applied-configuration": '{"apiVersion":"mcad.ibm.com/v1beta1","kind":"AppWrapper","metadata":{"annotations":{},"name":"quicktest1","namespace":"ns"},"spec":{"priority":9,"resources":{"GenericItems":[{"custompodresources":[{"limits":{"cpu":2,"memory":"8G","nvidia.com/gpu":0},"replicas":1,"requests":{"cpu":2,"memory":"8G","nvidia.com/gpu":0}},{"limits":{"cpu":1,"memory":"2G","nvidia.com/gpu":0},"replicas":1,"requests":{"cpu":1,"memory":"2G","nvidia.com/gpu":0}}],"generictemplate":{"apiVersion":"ray.io/v1alpha1","kind":"RayCluster","metadata":{"labels":{"appwrapper.mcad.ibm.com":"quicktest1","controller-tools.k8s.io":"1.0"},"name":"quicktest1","namespace":"ns"},"spec":{"autoscalerOptions":{"idleTimeoutSeconds":60,"imagePullPolicy":"Always","resources":{"limits":{"cpu":"500m","memory":"512Mi"},"requests":{"cpu":"500m","memory":"512Mi"}},"upscalingMode":"Default"},"enableInTreeAutoscaling":false,"headGroupSpec":{"rayStartParams":{"block":"true","dashboard-host":"0.0.0.0","num-gpus":"0"},"serviceType":"ClusterIP","template":{"spec":{"containers":[{"image":"quay.io/project-codeflare/ray:2.5.0-py38-cu116","imagePullPolicy":"Always","lifecycle":{"preStop":{"exec":{"command":["/bin/sh","-c","ray stop"]}}},"name":"ray-head","ports":[{"containerPort":6379,"name":"gcs"},{"containerPort":8265,"name":"dashboard"},{"containerPort":10001,"name":"client"}],"resources":{"limits":{"cpu":2,"memory":"8G","nvidia.com/gpu":0},"requests":{"cpu":2,"memory":"8G","nvidia.com/gpu":0}}}]}}},"rayVersion":"1.12.0","workerGroupSpecs":[{"groupName":"small-group-quicktest","maxReplicas":1,"minReplicas":1,"rayStartParams":{"block":"true","num-gpus":"0"},"replicas":1,"template":{"metadata":{"annotations":{"key":"value"},"labels":{"key":"value"}},"spec":{"containers":[{"env":[{"name":"MY_POD_IP","valueFrom":{"fieldRef":{"fieldPath":"status.podIP"}}}],"image":"quay.io/project-codeflare/ray:2.5.0-py38-cu116","lifecycle":{"preStop":{"exec":{"command":["/bin/sh","-c","ray stop"]}}},"name":"machine-learning","resources":{"limits":{"cpu":1,"memory":"2G","nvidia.com/gpu":0},"requests":{"cpu":1,"memory":"2G","nvidia.com/gpu":0}}}],"initContainers":[{"command":["sh","-c","until nslookup $RAY_IP.$(cat /var/run/secrets/kubernetes.io/serviceaccount/namespace).svc.cluster.local; do echo waiting for myservice; sleep 2; done"],"image":"busybox:1.28","name":"init-myservice"}]}}}]}},"replicas":1},{"generictemplate":{"apiVersion":"route.openshift.io/v1","kind":"Route","metadata":{"labels":{"odh-ray-cluster-service":"quicktest-head-svc"},"name":"ray-dashboard-quicktest","namespace":"default"},"spec":{"port":{"targetPort":"dashboard"},"to":{"kind":"Service","name":"quicktest-head-svc"}}},"replica":1}],"Items":[]}}}\n'
                 },
                 "creationTimestamp": "2023-02-22T16:26:07Z",
                 "generation": 4,
@@ -928,7 +928,7 @@ def get_aw_obj():
                                             "spec": {
                                                 "containers": [
                                                     {
-                                                        "image": "rayproject/ray:2.5.0-py38-cu116",
+                                                        "image": "quay.io/project-codeflare/ray:2.5.0-py38-cu116",
                                                         "imagePullPolicy": "Always",
                                                         "lifecycle": {
                                                             "preStop": {
@@ -1002,7 +1002,7 @@ def get_aw_obj():
                                                                     },
                                                                 }
                                                             ],
-                                                            "image": "rayproject/ray:2.5.0-py38-cu116",
+                                                            "image": "quay.io/project-codeflare/ray:2.5.0-py38-cu116",
                                                             "lifecycle": {
                                                                 "preStop": {
                                                                     "exec": {
@@ -1121,7 +1121,7 @@ def get_aw_obj():
             "kind": "AppWrapper",
             "metadata": {
                 "annotations": {
-                    "kubectl.kubernetes.io/last-applied-configuration": '{"apiVersion":"mcad.ibm.com/v1beta1","kind":"AppWrapper","metadata":{"annotations":{},"name":"quicktest2","namespace":"ns"},"spec":{"priority":9,"resources":{"GenericItems":[{"custompodresources":[{"limits":{"cpu":2,"memory":"8G","nvidia.com/gpu":0},"replicas":1,"requests":{"cpu":2,"memory":"8G","nvidia.com/gpu":0}},{"limits":{"cpu":1,"memory":"2G","nvidia.com/gpu":0},"replicas":1,"requests":{"cpu":1,"memory":"2G","nvidia.com/gpu":0}}],"generictemplate":{"apiVersion":"ray.io/v1alpha1","kind":"RayCluster","metadata":{"labels":{"appwrapper.mcad.ibm.com":"quicktest2","controller-tools.k8s.io":"1.0"},"name":"quicktest2","namespace":"ns"},"spec":{"autoscalerOptions":{"idleTimeoutSeconds":60,"imagePullPolicy":"Always","resources":{"limits":{"cpu":"500m","memory":"512Mi"},"requests":{"cpu":"500m","memory":"512Mi"}},"upscalingMode":"Default"},"enableInTreeAutoscaling":false,"headGroupSpec":{"rayStartParams":{"block":"true","dashboard-host":"0.0.0.0","num-gpus":"0"},"serviceType":"ClusterIP","template":{"spec":{"containers":[{"image":"rayproject/ray:2.5.0-py38-cu116","imagePullPolicy":"Always","lifecycle":{"preStop":{"exec":{"command":["/bin/sh","-c","ray stop"]}}},"name":"ray-head","ports":[{"containerPort":6379,"name":"gcs"},{"containerPort":8265,"name":"dashboard"},{"containerPort":10001,"name":"client"}],"resources":{"limits":{"cpu":2,"memory":"8G","nvidia.com/gpu":0},"requests":{"cpu":2,"memory":"8G","nvidia.com/gpu":0}}}]}}},"rayVersion":"1.12.0","workerGroupSpecs":[{"groupName":"small-group-quicktest","maxReplicas":1,"minReplicas":1,"rayStartParams":{"block":"true","num-gpus":"0"},"replicas":1,"template":{"metadata":{"annotations":{"key":"value"},"labels":{"key":"value"}},"spec":{"containers":[{"env":[{"name":"MY_POD_IP","valueFrom":{"fieldRef":{"fieldPath":"status.podIP"}}}],"image":"rayproject/ray:2.5.0-py38-cu116","lifecycle":{"preStop":{"exec":{"command":["/bin/sh","-c","ray stop"]}}},"name":"machine-learning","resources":{"limits":{"cpu":1,"memory":"2G","nvidia.com/gpu":0},"requests":{"cpu":1,"memory":"2G","nvidia.com/gpu":0}}}],"initContainers":[{"command":["sh","-c","until nslookup $RAY_IP.$(cat /var/run/secrets/kubernetes.io/serviceaccount/namespace).svc.cluster.local; do echo waiting for myservice; sleep 2; done"],"image":"busybox:1.28","name":"init-myservice"}]}}}]}},"replicas":1},{"generictemplate":{"apiVersion":"route.openshift.io/v1","kind":"Route","metadata":{"labels":{"odh-ray-cluster-service":"quicktest-head-svc"},"name":"ray-dashboard-quicktest","namespace":"default"},"spec":{"port":{"targetPort":"dashboard"},"to":{"kind":"Service","name":"quicktest-head-svc"}}},"replica":1}],"Items":[]}}}\n'
+                    "kubectl.kubernetes.io/last-applied-configuration": '{"apiVersion":"mcad.ibm.com/v1beta1","kind":"AppWrapper","metadata":{"annotations":{},"name":"quicktest2","namespace":"ns"},"spec":{"priority":9,"resources":{"GenericItems":[{"custompodresources":[{"limits":{"cpu":2,"memory":"8G","nvidia.com/gpu":0},"replicas":1,"requests":{"cpu":2,"memory":"8G","nvidia.com/gpu":0}},{"limits":{"cpu":1,"memory":"2G","nvidia.com/gpu":0},"replicas":1,"requests":{"cpu":1,"memory":"2G","nvidia.com/gpu":0}}],"generictemplate":{"apiVersion":"ray.io/v1alpha1","kind":"RayCluster","metadata":{"labels":{"appwrapper.mcad.ibm.com":"quicktest2","controller-tools.k8s.io":"1.0"},"name":"quicktest2","namespace":"ns"},"spec":{"autoscalerOptions":{"idleTimeoutSeconds":60,"imagePullPolicy":"Always","resources":{"limits":{"cpu":"500m","memory":"512Mi"},"requests":{"cpu":"500m","memory":"512Mi"}},"upscalingMode":"Default"},"enableInTreeAutoscaling":false,"headGroupSpec":{"rayStartParams":{"block":"true","dashboard-host":"0.0.0.0","num-gpus":"0"},"serviceType":"ClusterIP","template":{"spec":{"containers":[{"image":"quay.io/project-codeflare/ray:2.5.0-py38-cu116","imagePullPolicy":"Always","lifecycle":{"preStop":{"exec":{"command":["/bin/sh","-c","ray stop"]}}},"name":"ray-head","ports":[{"containerPort":6379,"name":"gcs"},{"containerPort":8265,"name":"dashboard"},{"containerPort":10001,"name":"client"}],"resources":{"limits":{"cpu":2,"memory":"8G","nvidia.com/gpu":0},"requests":{"cpu":2,"memory":"8G","nvidia.com/gpu":0}}}]}}},"rayVersion":"1.12.0","workerGroupSpecs":[{"groupName":"small-group-quicktest","maxReplicas":1,"minReplicas":1,"rayStartParams":{"block":"true","num-gpus":"0"},"replicas":1,"template":{"metadata":{"annotations":{"key":"value"},"labels":{"key":"value"}},"spec":{"containers":[{"env":[{"name":"MY_POD_IP","valueFrom":{"fieldRef":{"fieldPath":"status.podIP"}}}],"image":"quay.io/project-codeflare/ray:2.5.0-py38-cu116","lifecycle":{"preStop":{"exec":{"command":["/bin/sh","-c","ray stop"]}}},"name":"machine-learning","resources":{"limits":{"cpu":1,"memory":"2G","nvidia.com/gpu":0},"requests":{"cpu":1,"memory":"2G","nvidia.com/gpu":0}}}],"initContainers":[{"command":["sh","-c","until nslookup $RAY_IP.$(cat /var/run/secrets/kubernetes.io/serviceaccount/namespace).svc.cluster.local; do echo waiting for myservice; sleep 2; done"],"image":"busybox:1.28","name":"init-myservice"}]}}}]}},"replicas":1},{"generictemplate":{"apiVersion":"route.openshift.io/v1","kind":"Route","metadata":{"labels":{"odh-ray-cluster-service":"quicktest-head-svc"},"name":"ray-dashboard-quicktest","namespace":"default"},"spec":{"port":{"targetPort":"dashboard"},"to":{"kind":"Service","name":"quicktest-head-svc"}}},"replica":1}],"Items":[]}}}\n'
                 },
                 "creationTimestamp": "2023-02-22T16:26:07Z",
                 "generation": 4,
@@ -1250,7 +1250,7 @@ def get_aw_obj():
                                             "spec": {
                                                 "containers": [
                                                     {
-                                                        "image": "rayproject/ray:2.5.0-py38-cu116",
+                                                        "image": "quay.io/project-codeflare/ray:2.5.0-py38-cu116",
                                                         "imagePullPolicy": "Always",
                                                         "lifecycle": {
                                                             "preStop": {
@@ -1324,7 +1324,7 @@ def get_aw_obj():
                                                                     },
                                                                 }
                                                             ],
-                                                            "image": "rayproject/ray:2.5.0-py38-cu116",
+                                                            "image": "quay.io/project-codeflare/ray:2.5.0-py38-cu116",
                                                             "lifecycle": {
                                                                 "preStop": {
                                                                     "exec": {

Original file line number	Diff line number	Diff line change
`@@ -62,7 +62,7 @@`
`62`	`62`	`" min_memory=4,\n",`
`63`	`63`	`" max_memory=4,\n",`
`64`	`64`	`" gpu=0,\n",`
`65`		`- " image=\"rayproject/ray:2.5.0-py38-cu116\",\n",`
	`65`	`+ " image=\"quay.io/project-codeflare/ray:2.5.0-py38-cu116\",\n",`
`66`	`66`	`" instascale=False\n",`
`67`	`67`	`"))"`
`68`	`68`	`]`
Original file line number	Diff line number	Diff line change
`@@ -95,7 +95,7 @@`
`95`	`95`	`" min_memory=16, \n",`
`96`	`96`	`" max_memory=16, \n",`
`97`	`97`	`" gpu=4,\n",`
`98`		`- " image=\"rayproject/ray:2.5.0-py38-cu116\",\n",`
	`98`	`+ " image=\"quay.io/project-codeflare/ray:2.5.0-py38-cu116\",\n",`
`99`	`99`	`" instascale=True, machine_types=[\"m5.xlarge\", \"p3.8xlarge\"]))"`
`100`	`100`	`]`
`101`	`101`	`},`