|
| 1 | +import requests |
| 2 | +from time import sleep |
| 3 | + |
| 4 | +from torchx.specs.api import AppState, is_terminal |
| 5 | + |
| 6 | +from codeflare_sdk import Cluster, ClusterConfiguration, TokenAuthentication |
| 7 | +from codeflare_sdk.job.jobs import DDPJobDefinition |
| 8 | + |
| 9 | +import pytest |
| 10 | + |
| 11 | +from support import * |
| 12 | +from codeflare_sdk.cluster.cluster import get_cluster |
| 13 | + |
| 14 | +namespace = "test-ns-rayupgrade" |
| 15 | + |
| 16 | + |
| 17 | +# Creates a Ray cluster |
| 18 | +@pytest.mark.openshift |
| 19 | +class TestMNISTRayClusterUp: |
| 20 | + def setup_method(self): |
| 21 | + initialize_kubernetes_client(self) |
| 22 | + |
| 23 | + def test_mnist_ray_cluster_sdk_auth(self): |
| 24 | + create_namespace_with_name(self, namespace) |
| 25 | + self.run_mnist_raycluster_sdk_oauth() |
| 26 | + |
| 27 | + def run_mnist_raycluster_sdk_oauth(self): |
| 28 | + ray_image = get_ray_image() |
| 29 | + |
| 30 | + auth = TokenAuthentication( |
| 31 | + token=run_oc_command(["whoami", "--show-token=true"]), |
| 32 | + server=run_oc_command(["whoami", "--show-server=true"]), |
| 33 | + skip_tls=True, |
| 34 | + ) |
| 35 | + auth.login() |
| 36 | + |
| 37 | + cluster = Cluster( |
| 38 | + ClusterConfiguration( |
| 39 | + name="mnist", |
| 40 | + namespace=self.namespace, |
| 41 | + num_workers=1, |
| 42 | + head_cpus="1", |
| 43 | + head_memory=2, |
| 44 | + min_cpus="1", |
| 45 | + max_cpus=1, |
| 46 | + min_memory=1, |
| 47 | + max_memory=2, |
| 48 | + num_gpus=0, |
| 49 | + instascale=False, |
| 50 | + image=ray_image, |
| 51 | + openshift_oauth=True, |
| 52 | + write_to_file=True, |
| 53 | + ) |
| 54 | + ) |
| 55 | + |
| 56 | + try: |
| 57 | + cluster.up() |
| 58 | + # check if Appwrapper has been created in namespace |
| 59 | + self.assert_appwrapper_exists() |
| 60 | + cluster.status() |
| 61 | + # wait for raycluster to be Ready |
| 62 | + cluster.wait_ready() |
| 63 | + cluster.status() |
| 64 | + # Check cluster details |
| 65 | + cluster.details() |
| 66 | + # Assert the cluster status is READY |
| 67 | + _, ready = cluster.status() |
| 68 | + assert ready, "Cluster is not ready!" |
| 69 | + |
| 70 | + except Exception as e: |
| 71 | + print(f"An unexpected error occurred. Error: ", e) |
| 72 | + delete_namespace(self) |
| 73 | + |
| 74 | + def assert_appwrapper_exists(self): |
| 75 | + try: |
| 76 | + self.custom_api.get_namespaced_custom_object( |
| 77 | + "workload.codeflare.dev", |
| 78 | + "v1beta1", |
| 79 | + self.namespace, |
| 80 | + "appwrappers", |
| 81 | + "mnist", |
| 82 | + ) |
| 83 | + print( |
| 84 | + f"AppWrapper 'mnist' has been created in the namespace: '{self.namespace}'" |
| 85 | + ) |
| 86 | + assert True |
| 87 | + except Exception as e: |
| 88 | + print(f"AppWrapper 'mnist' has not been created. Error: {e}") |
| 89 | + assert False |
| 90 | + |
| 91 | + |
| 92 | +class TestMnistJobSubmit: |
| 93 | + def setup_method(self): |
| 94 | + initialize_kubernetes_client(self) |
| 95 | + self.namespace = namespace |
| 96 | + self.cluster = get_cluster("mnist", self.namespace) |
| 97 | + if not self.cluster: |
| 98 | + raise RuntimeError("TestRayClusterUp needs to be run before this test") |
| 99 | + |
| 100 | + def teardown_method(self): |
| 101 | + delete_namespace(self) |
| 102 | + |
| 103 | + def test_mnist_job_submission(self): |
| 104 | + auth = TokenAuthentication( |
| 105 | + token=run_oc_command(["whoami", "--show-token=true"]), |
| 106 | + server=run_oc_command(["whoami", "--show-server=true"]), |
| 107 | + skip_tls=True, |
| 108 | + ) |
| 109 | + auth.login() |
| 110 | + |
| 111 | + self.assert_jobsubmit_withoutLogin(self.cluster) |
| 112 | + self.assert_jobsubmit_withlogin(self.cluster) |
| 113 | + self.cluster.down() |
| 114 | + |
| 115 | + # Assertions |
| 116 | + def assert_jobsubmit_withoutLogin(self, cluster): |
| 117 | + dashboard_url = cluster.cluster_dashboard_uri() |
| 118 | + jobdata = { |
| 119 | + "entrypoint": "python mnist.py", |
| 120 | + "runtime_env": { |
| 121 | + "working_dir": "./tests/e2e/", |
| 122 | + "pip": "mnist_pip_requirements.txt", |
| 123 | + }, |
| 124 | + } |
| 125 | + try: |
| 126 | + response = requests.post( |
| 127 | + dashboard_url + "/api/jobs/", verify=False, json=jobdata |
| 128 | + ) |
| 129 | + if response.status_code == 403: |
| 130 | + assert True |
| 131 | + else: |
| 132 | + response.raise_for_status() |
| 133 | + assert False |
| 134 | + |
| 135 | + except Exception as e: |
| 136 | + print(f"An unexpected error occurred. Error: {e}") |
| 137 | + assert False |
| 138 | + |
| 139 | + def assert_jobsubmit_withlogin(self, cluster): |
| 140 | + jobdef = DDPJobDefinition( |
| 141 | + name="mnist", |
| 142 | + script="./tests/e2e/mnist.py", |
| 143 | + scheduler_args={"requirements": "./tests/e2e/mnist_pip_requirements.txt"}, |
| 144 | + ) |
| 145 | + job = jobdef.submit(cluster) |
| 146 | + |
| 147 | + done = False |
| 148 | + time = 0 |
| 149 | + timeout = 900 |
| 150 | + while not done: |
| 151 | + status = job.status() |
| 152 | + if is_terminal(status.state): |
| 153 | + break |
| 154 | + if not done: |
| 155 | + print(status) |
| 156 | + if timeout and time >= timeout: |
| 157 | + raise TimeoutError(f"job has timed out after waiting {timeout}s") |
| 158 | + sleep(5) |
| 159 | + time += 5 |
| 160 | + |
| 161 | + print(job.status()) |
| 162 | + self.assert_job_completion(status) |
| 163 | + |
| 164 | + print(job.logs()) |
| 165 | + |
| 166 | + def assert_job_completion(self, status): |
| 167 | + if status.state == AppState.SUCCEEDED: |
| 168 | + print(f"Job has completed: '{status.state}'") |
| 169 | + assert True |
| 170 | + else: |
| 171 | + print(f"Job has completed: '{status.state}'") |
| 172 | + assert False |
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