From 50c942e148233f282fec8ac64cff4ba73bf4dda3 Mon Sep 17 00:00:00 2001 From: Dima Drogovoz Date: Mon, 25 Aug 2025 16:33:40 +0100 Subject: [PATCH] update ray.ipynb --- .../helm-chart/ai-starter-kit/files/ray.ipynb | 257 +++++++++--------- 1 file changed, 121 insertions(+), 136 deletions(-) diff --git a/ai/ai-starter-kit/helm-chart/ai-starter-kit/files/ray.ipynb b/ai/ai-starter-kit/helm-chart/ai-starter-kit/files/ray.ipynb index 552bd10a..8915e534 100644 --- a/ai/ai-starter-kit/helm-chart/ai-starter-kit/files/ray.ipynb +++ b/ai/ai-starter-kit/helm-chart/ai-starter-kit/files/ray.ipynb @@ -17,13 +17,13 @@ "output_type": "stream", "text": [ "Defaulting to user installation because normal site-packages is not writeable\n", - "Requirement already satisfied: ray==2.41.0 in /opt/bitnami/jupyterhub-singleuser/.local/lib/python3.11/site-packages (2.41.0)\n", - "Requirement already satisfied: click>=7.0 in /opt/bitnami/jupyterhub-singleuser/.local/lib/python3.11/site-packages (from ray==2.41.0) (8.2.1)\n", - "Requirement already satisfied: filelock in /opt/bitnami/jupyterhub-singleuser/.local/lib/python3.11/site-packages (from ray==2.41.0) (3.19.1)\n", + "Requirement already satisfied: ray==2.41.0 in ./models-cache/lib/python3.11/site-packages (2.41.0)\n", + "Requirement already satisfied: click>=7.0 in ./models-cache/lib/python3.11/site-packages (from ray==2.41.0) (8.2.1)\n", + "Requirement already satisfied: filelock in ./models-cache/lib/python3.11/site-packages (from ray==2.41.0) (3.19.1)\n", "Requirement already satisfied: jsonschema in /opt/bitnami/miniconda/lib/python3.11/site-packages (from ray==2.41.0) (4.22.0)\n", - "Requirement already satisfied: msgpack<2.0.0,>=1.0.0 in /opt/bitnami/jupyterhub-singleuser/.local/lib/python3.11/site-packages (from ray==2.41.0) (1.1.1)\n", + "Requirement already satisfied: msgpack<2.0.0,>=1.0.0 in ./models-cache/lib/python3.11/site-packages (from ray==2.41.0) (1.1.1)\n", "Requirement already satisfied: packaging in /opt/bitnami/miniconda/lib/python3.11/site-packages (from ray==2.41.0) (23.2)\n", - "Requirement already satisfied: protobuf!=3.19.5,>=3.15.3 in /opt/bitnami/jupyterhub-singleuser/.local/lib/python3.11/site-packages (from ray==2.41.0) (6.32.0)\n", + "Requirement already satisfied: protobuf!=3.19.5,>=3.15.3 in ./models-cache/lib/python3.11/site-packages (from ray==2.41.0) (6.32.0)\n", "Requirement already satisfied: pyyaml in /opt/bitnami/miniconda/lib/python3.11/site-packages (from ray==2.41.0) (6.0.1)\n", "Requirement already satisfied: aiosignal in /opt/bitnami/miniconda/lib/python3.11/site-packages (from ray==2.41.0) (1.3.1)\n", "Requirement already satisfied: frozenlist in /opt/bitnami/miniconda/lib/python3.11/site-packages (from ray==2.41.0) (1.4.1)\n", @@ -60,72 +60,72 @@ "output_type": "stream", "text": [ "Defaulting to user installation because normal site-packages is not writeable\n", - "Requirement already satisfied: numpy in /opt/bitnami/jupyterhub-singleuser/.local/lib/python3.11/site-packages (2.3.2)\n", - "Requirement already satisfied: mlflow in /opt/bitnami/jupyterhub-singleuser/.local/lib/python3.11/site-packages (3.3.1)\n", - 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"2025/08/25 11:15:01 INFO mlflow.tracking.fluent: Experiment with name 'Diabetes_Prediction_TensorFlow' does not exist. Creating a new experiment.\n", - "2025/08/25 11:15:03 WARNING mlflow.tracking.context.registry: Encountered unexpected error during resolving tags: 'getpwuid(): uid not found: 1001'\n", - "2025/08/25 11:15:03 WARNING mlflow.utils.git_utils: Failed to import Git (the Git executable is probably not on your PATH), so Git SHA is not available. Error: Failed to initialize: Bad git executable.\n", + "2025/08/25 15:31:13 INFO mlflow.tracking.fluent: Experiment with name 'Diabetes_Prediction_TensorFlow' does not exist. Creating a new experiment.\n", + "2025/08/25 15:31:13 WARNING mlflow.tracking.context.registry: Encountered unexpected error during resolving tags: 'getpwuid(): uid not found: 1001'\n", + "2025/08/25 15:31:14 WARNING mlflow.utils.git_utils: Failed to import Git (the Git executable is probably not on your PATH), so Git SHA is not available. Error: Failed to initialize: Bad git executable.\n", "The git executable must be specified in one of the following ways:\n", " - be included in your $PATH\n", " - be set via $GIT_PYTHON_GIT_EXECUTABLE\n", @@ -228,7 +228,7 @@ "Example:\n", " export GIT_PYTHON_REFRESH=quiet\n", "\n", - "/opt/bitnami/jupyterhub-singleuser/.local/lib/python3.11/site-packages/keras/src/layers/core/dense.py:92: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n", + "/tmp/models-cache/lib/python3.11/site-packages/keras/src/layers/core/dense.py:92: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n", " super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n" ] }, @@ -236,7 +236,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "๐Ÿƒ View run adorable-gull-286 at: http://ai-starter-kit-mlflow:5000/#/experiments/1/runs/658d3b2739694df9bff0321c4a585320\n", + "๐Ÿƒ View run industrious-mare-919 at: http://ai-starter-kit-mlflow:5000/#/experiments/1/runs/b4024c97d9bd4a058ae7f005bf520d60\n", "๐Ÿงช View experiment at: http://ai-starter-kit-mlflow:5000/#/experiments/1\n" ] } @@ -254,8 +254,6 @@ "from tensorflow import keras\n", "from tensorflow.keras import layers\n", "\n", - "mlflow.set_tracking_uri(uri=\"http://ai-starter-kit-mlflow:5000\")\n", - "\n", "# -------------------\n", "# Prepare Data\n", "# -------------------\n", @@ -323,50 +321,37 @@ "name": "stderr", "output_type": "stream", "text": [ - "2025-08-25 11:15:11,422\tINFO worker.py:1514 -- Using address ray://ai-starter-kit-kuberay-head-svc:10001 set in the environment variable RAY_ADDRESS\n", - "2025-08-25 11:15:11,423\tINFO client_builder.py:244 -- Passing the following kwargs to ray.init() on the server: log_to_driver\n", - "SIGTERM handler is not set because current thread is not the main thread.\n", - "2025-08-25 11:15:14,124\tWARNING utils.py:1591 -- Python patch version mismatch: The cluster was started with:\n", + "2025-08-25 15:31:54,495\tINFO worker.py:1514 -- Using address ray://ai-starter-kit-kuberay-head-svc:10001 set in the environment variable RAY_ADDRESS\n", + "2025-08-25 15:31:54,496\tINFO client_builder.py:244 -- Passing the following kwargs to ray.init() on the server: log_to_driver\n", + "2025-08-25 15:31:56,843\tWARNING utils.py:1591 -- Python patch version mismatch: The cluster was started with:\n", " Ray: 2.41.0\n", " Python: 3.11.11\n", "This process on Ray Client was started with:\n", " Ray: 2.41.0\n", " Python: 3.11.9\n", "\n", - "\u001b[36m(ProxyActor pid=3273)\u001b[0m INFO 2025-08-25 04:15:16,987 proxy 10.244.0.18 -- Proxy starting on node 4cd814840117f862bcdc92fddfa989481f52ea30c083098e8bd63ad5 (HTTP port: 8000).\n", - "\u001b[36m(ProxyActor pid=3273)\u001b[0m INFO 2025-08-25 04:15:17,082 proxy 10.244.0.18 -- Got updated endpoints: {}.\n", - "INFO 2025-08-25 11:15:17,113 serve 29 -- Started Serve in namespace \"serve\".\n", - "\u001b[36m(ServeController pid=3272)\u001b[0m INFO 2025-08-25 04:15:17,264 controller 3272 -- Deploying new version of Deployment(name='TensorFlowMLflowDeployment', app='default') (initial target replicas: 1).\n", - "\u001b[36m(ProxyActor pid=3273)\u001b[0m INFO 2025-08-25 04:15:17,267 proxy 10.244.0.18 -- Got updated endpoints: {Deployment(name='TensorFlowMLflowDeployment', app='default'): EndpointInfo(route='/predict', app_is_cross_language=False)}.\n", - "\u001b[36m(ServeController pid=3272)\u001b[0m INFO 2025-08-25 04:15:17,370 controller 3272 -- Adding 1 replica to Deployment(name='TensorFlowMLflowDeployment', app='default').\n", - "\u001b[36m(ServeController pid=3272)\u001b[0m ERROR 2025-08-25 04:15:43,807 controller 3272 -- Exception updating cluster node info cache.\n", - "\u001b[36m(ServeController pid=3272)\u001b[0m Traceback (most recent call last):\n", - "\u001b[36m(ServeController pid=3272)\u001b[0m File \"/opt/bitnami/jupyterhub-singleuser/.local/lib/python3.11/site-packages/ray/serve/_private/controller.py\", line 380, in run_control_loop\n", - "\u001b[36m(ServeController pid=3272)\u001b[0m File \"/home/ray/anaconda3/lib/python3.11/site-packages/ray/serve/_private/cluster_node_info_cache.py\", line 27, in update\n", - "\u001b[36m(ServeController pid=3272)\u001b[0m nodes = self._gcs_client.get_all_node_info(timeout=RAY_GCS_RPC_TIMEOUT_S)\n", - "\u001b[36m(ServeController pid=3272)\u001b[0m ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", - "\u001b[36m(ServeController pid=3272)\u001b[0m File \"python/ray/includes/gcs_client.pxi\", line 332, in ray._raylet.InnerGcsClient.get_all_node_info\n", - "\u001b[36m(ServeController pid=3272)\u001b[0m File \"python/ray/includes/gcs_client.pxi\", line 623, in ray._raylet.raise_or_return\n", - "\u001b[36m(ServeController pid=3272)\u001b[0m File \"python/ray/includes/gcs_client.pxi\", line 644, in ray._raylet.convert_get_all_node_info\n", - "\u001b[36m(ServeController pid=3272)\u001b[0m File \"python/ray/includes/common.pxi\", line 118, in ray._raylet.check_status_timeout_as_rpc_error\n", - "\u001b[36m(ServeController pid=3272)\u001b[0m ray.exceptions.RpcError: RPC Error message: Deadline Exceeded; RPC Error details: \n", - "\u001b[36m(ServeController pid=3272)\u001b[0m WARNING 2025-08-25 04:15:48,192 controller 3272 -- Deployment 'TensorFlowMLflowDeployment' in application 'default' has 1 replicas that have taken more than 30s to be scheduled. This may be due to waiting for the cluster to auto-scale or for a runtime environment to be installed. Resources required for each replica: {\"CPU\": 1}, total resources available: {\"CPU\": 7.0}. Use `ray status` for more details.\n" + "\u001b[36m(ProxyActor pid=1468)\u001b[0m INFO 2025-08-25 08:31:59,214 proxy 10.244.0.10 -- Proxy starting on node 81c358455800f2bdc4877c485050214e6401aeba80d5f886b0b5c76b (HTTP port: 8000).\n", + "INFO 2025-08-25 15:31:59,273 serve 33 -- Started Serve in namespace \"serve\".\n", + "\u001b[36m(ProxyActor pid=1468)\u001b[0m INFO 2025-08-25 08:31:59,263 proxy 10.244.0.10 -- Got updated endpoints: {}.\n", + "\u001b[36m(ServeController pid=1467)\u001b[0m INFO 2025-08-25 08:31:59,381 controller 1467 -- Deploying new version of Deployment(name='TensorFlowMLflowDeployment', app='default') (initial target replicas: 1).\n", + "\u001b[36m(ProxyActor pid=1468)\u001b[0m INFO 2025-08-25 08:31:59,382 proxy 10.244.0.10 -- Got updated endpoints: {Deployment(name='TensorFlowMLflowDeployment', app='default'): EndpointInfo(route='/predict', app_is_cross_language=False)}.\n", + "\u001b[36m(ServeController pid=1467)\u001b[0m INFO 2025-08-25 08:31:59,485 controller 1467 -- Adding 1 replica to Deployment(name='TensorFlowMLflowDeployment', app='default').\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "\u001b[36m(ServeReplica:default:TensorFlowMLflowDeployment pid=3746)\u001b[0m Loading model from MLflow...\n", - "\u001b[36m(ServeReplica:default:TensorFlowMLflowDeployment pid=3746)\u001b[0m Model loaded successfully.\n" + "\u001b[36m(ServeReplica:default:TensorFlowMLflowDeployment pid=1892)\u001b[0m Loading model...\n", + "\u001b[36m(ServeReplica:default:TensorFlowMLflowDeployment pid=1892)\u001b[0m Model loaded successfully.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "INFO 2025-08-25 11:15:56,439 serve 29 -- Application 'default' is ready at http://127.0.0.1:8000/predict.\n", - "INFO 2025-08-25 11:15:56,442 serve 29 -- Deployed app 'default' successfully.\n" + "INFO 2025-08-25 15:32:27,755 serve 33 -- Application 'default' is ready at http://127.0.0.1:8000/predict.\n", + "INFO 2025-08-25 15:32:27,763 serve 33 -- Deployed app 'default' successfully.\n" ] }, { @@ -379,18 +364,18 @@ "metadata": {}, "output_type": "execute_result" }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\u001b[1m1/1\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 51ms/step\n" - ] - }, { "name": "stderr", "output_type": "stream", "text": [ - "\u001b[36m(ServeReplica:default:TensorFlowMLflowDeployment pid=3746)\u001b[0m INFO 2025-08-25 04:17:27,855 default_TensorFlowMLflowDeployment b49h5feu 4055705b-13e4-4323-9577-bb22db4b6396 -- POST /predict 200 141.7ms\n" + "\u001b[36m(ServeReplica:default:TensorFlowMLflowDeployment pid=1892)\u001b[0m INFO 2025-08-25 08:32:31,791 default_TensorFlowMLflowDeployment hxdk1mul 2fb49464-68f5-4bb3-a884-f57f44ab36f1 -- POST /predict 200 118.2ms\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m1/1\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 50ms/step\n" ] } ],