project-codeflare · Maxusmusti · Jun 22, 2023 · May 10, 2023 · May 19, 2023 · May 19, 2023
diff --git a/demo-notebooks/interactive/local_interactive.ipynb b/demo-notebooks/interactive/local_interactive.ipynb
@@ -0,0 +1,341 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "9a44568b-61ef-41c7-8ad1-9a3b128f03a7",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# Import pieces from codeflare-sdk\n",
+    "from codeflare_sdk.cluster.cluster import Cluster, ClusterConfiguration\n",
+    "from codeflare_sdk.cluster.auth import TokenAuthentication"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "4364ac2e-dd10-4d30-ba66-12708daefb3f",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Written to: hfgputest-1.yaml\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Create our cluster and submit appwrapper\n",
+    "namespace = \"default\"\n",
+    "cluster_name = \"hfgputest-1\"\n",
+    "local_interactive = True\n",
+    "\n",
+    "cluster = Cluster(ClusterConfiguration(local_interactive=local_interactive, namespace=namespace, name=cluster_name, min_worker=1, max_worker=1, min_cpus=1, max_cpus=1, min_memory=4, max_memory=4, gpu=0, instascale=False, machine_types=[\"m5.xlarge\", \"p3.8xlarge\"]))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "69968140-15e6-482f-9529-82b0cd19524b",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "cluster.up()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "e20f9982-f671-460b-8c22-3d62e101fed9",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Waiting for requested resources to be set up...\n",
+      "Requested cluster up and running!\n"
+     ]
+    }
+   ],
+   "source": [
+    "cluster.wait_ready()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "12eef53c",
+   "metadata": {},
+   "source": [
+    "### Connect via the rayclient route"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "cf1b749e-2335-42c2-b673-26768ec9895d",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "rayclient-hfgputest-1-default.apps.tedbig412.cp.fyre.ibm.com\n"
+     ]
+    }
+   ],
+   "source": [
+    "import openshift as oc\n",
+    "from codeflare_sdk.utils import generate_cert\n",
+    "\n",
+    "if local_interactive:\n",
+    "    generate_cert.generate_tls_cert(cluster_name, namespace)\n",
+    "    generate_cert.export_env(cluster_name, namespace)\n",
+    "\n",
+    "with oc.project(namespace):\n",
+    "    routes=oc.selector(\"route\").objects()\n",
+    "    rayclient_url=\"\"\n",
+    "    for r in routes:\n",
+    "        if \"rayclient\" in r.name():\n",
+    "            rayclient_url=r.model.spec.host\n",
+    "print(rayclient_url)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "9483bb98-33b3-4beb-9b15-163d7e76c1d7",
+   "metadata": {
+    "scrolled": true,
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2023-05-31 14:12:37,816\tINFO client_builder.py:251 -- Passing the following kwargs to ray.init() on the server: logging_level\n",
+      "2023-05-31 14:12:37,820\tDEBUG worker.py:378 -- client gRPC channel state change: ChannelConnectivity.IDLE\n",
+      "2023-05-31 14:12:38,034\tDEBUG worker.py:378 -- client gRPC channel state change: ChannelConnectivity.CONNECTING\n",
+      "2023-05-31 14:12:38,246\tDEBUG worker.py:378 -- client gRPC channel state change: ChannelConnectivity.READY\n",
+      "2023-05-31 14:12:38,290\tDEBUG worker.py:807 -- Pinging server.\n",
+      "2023-05-31 14:12:40,521\tDEBUG worker.py:640 -- Retaining 00ffffffffffffffffffffffffffffffffffffff0100000001000000\n",
+      "2023-05-31 14:12:40,523\tDEBUG worker.py:564 -- Scheduling task get_dashboard_url 0 b'\\x00\\xff\\xff\\xff\\xff\\xff\\xff\\xff\\xff\\xff\\xff\\xff\\xff\\xff\\xff\\xff\\xff\\xff\\xff\\xff\\x01\\x00\\x00\\x00\\x01\\x00\\x00\\x00'\n",
+      "2023-05-31 14:12:40,535\tDEBUG worker.py:640 -- Retaining c8ef45ccd0112571ffffffffffffffffffffffff0100000001000000\n",
+      "2023-05-31 14:12:41,379\tDEBUG worker.py:636 -- Releasing c8ef45ccd0112571ffffffffffffffffffffffff0100000001000000\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "    <div style=\"margin-left: 50px;display: flex;flex-direction: row;align-items: center\">\n",
+       "        <h3 style=\"color: var(--jp-ui-font-color0)\">Ray</h3>\n",
+       "        <svg version=\"1.1\" id=\"ray\" width=\"3em\" viewBox=\"0 0 144.5 144.6\" style=\"margin-left: 3em;margin-right: 3em\">\n",
+       "            <g id=\"layer-1\">\n",
+       "                <path fill=\"#00a2e9\" class=\"st0\" d=\"M97.3,77.2c-3.8-1.1-6.2,0.9-8.3,5.1c-3.5,6.8-9.9,9.9-17.4,9.6S58,88.1,54.8,81.2c-1.4-3-3-4-6.3-4.1\n",
+       "                    c-5.6-0.1-9.9,0.1-13.1,6.4c-3.8,7.6-13.6,10.2-21.8,7.6C5.2,88.4-0.4,80.5,0,71.7c0.1-8.4,5.7-15.8,13.8-18.2\n",
+       "                    c8.4-2.6,17.5,0.7,22.3,8c1.3,1.9,1.3,5.2,3.6,5.6c3.9,0.6,8,0.2,12,0.2c1.8,0,1.9-1.6,2.4-2.8c3.5-7.8,9.7-11.8,18-11.9\n",
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+       "                    C78.4-2,89,4.7,91.5,15.3c0.1,0.3,0.1,0.5,0.2,0.8c0.7,3.4,0.7,6.9-0.8,9.8c-1.7,3.2-0.8,5,1.5,7.2c6.7,6.5,13.3,13,19.8,19.7\n",
+       "                    c1.8,1.8,3,2.1,5.5,1.2c9.1-3.4,17.9-0.6,23.4,7c4.8,6.9,4.6,16.1-0.4,22.9c-5.4,7.2-14.2,9.9-23.1,6.5c-2.3-0.9-3.5-0.6-5.1,1.1\n",
+       "                    c-6.7,6.9-13.6,13.7-20.5,20.4c-1.8,1.8-2.5,3.2-1.4,5.9c3.5,8.7,0.3,18.6-7.7,23.6c-7.9,5-18.2,3.8-24.8-2.9\n",
+       "                    c-6.4-6.4-7.4-16.2-2.5-24.3c4.9-7.8,14.5-11,23.1-7.8c3,1.1,4.7,0.5,6.9-1.7C91.7,98.4,98,92.3,104.2,86c1.6-1.6,4.1-2.7,2.6-6.2\n",
+       "                    c-1.4-3.3-3.8-2.5-6.2-2.6C99.8,77.2,98.9,77.2,97.3,77.2z M72.1,29.7c5.5,0.1,9.9-4.3,10-9.8c0-0.1,0-0.2,0-0.3\n",
+       "                    C81.8,14,77,9.8,71.5,10.2c-5,0.3-9,4.2-9.3,9.2c-0.2,5.5,4,10.1,9.5,10.3C71.8,29.7,72,29.7,72.1,29.7z M72.3,62.3\n",
+       "                    c-5.4-0.1-9.9,4.2-10.1,9.7c0,0.2,0,0.3,0,0.5c0.2,5.4,4.5,9.7,9.9,10c5.1,0.1,9.9-4.7,10.1-9.8c0.2-5.5-4-10-9.5-10.3\n",
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+       "                    c5.6-0.2,10-4.9,9.8-10.5c-0.1-5.4-4.5-9.7-9.9-9.6C19.6,62.3,19.5,62.3,19.5,62.3z M71.8,134.6c5.9,0.2,10.3-3.9,10.4-9.6\n",
+       "                    c0.5-5.5-3.6-10.4-9.1-10.8c-5.5-0.5-10.4,3.6-10.8,9.1c0,0.5,0,0.9,0,1.4c-0.2,5.3,4,9.8,9.3,10\n",
+       "                    C71.6,134.6,71.7,134.6,71.8,134.6z\"/>\n",
+       "            </g>\n",
+       "        </svg>\n",
+       "        <table>\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left\"><b>Python version:</b></td>\n",
+       "                <td style=\"text-align: left\"><b>3.8.13</b></td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                <td style=\"text-align: left\"><b>Ray version:</b></td>\n",
+       "                <td style=\"text-align: left\"><b> 2.1.0</b></td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "    <td style=\"text-align: left\"><b>Dashboard:</b></td>\n",
+       "    <td style=\"text-align: left\"><b><a href=\"http://10.254.12.141:8265\" target=\"_blank\">http://10.254.12.141:8265</a></b></td>\n",
+       "</tr>\n",
+       "\n",
+       "        </table>\n",
+       "    </div>\n",
+       "</div>\n"
+      ],
+      "text/plain": [
+       "ClientContext(dashboard_url='10.254.12.141:8265', python_version='3.8.13', ray_version='2.1.0', ray_commit='23f34d948dae8de9b168667ab27e6cf940b3ae85', protocol_version='2022-10-05', _num_clients=1, _context_to_restore=<ray.util.client._ClientContext object at 0x10e5d2bb0>)"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import ray\n",
+    "\n",
+    "ray.shutdown()\n",
+    "ray.init(address=f\"ray://{rayclient_url}\", logging_level=\"DEBUG\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "3436eb4a-217c-4109-a3c3-309fda7e2442",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import math\n",
+    "import ray\n",
+    "\n",
+    "@ray.remote\n",
+    "def heavy_calculation_part(num_iterations):\n",
+    "    result = 0.0\n",
+    "    for i in range(num_iterations):\n",
+    "        for j in range(num_iterations):\n",
+    "            for k in range(num_iterations):\n",
+    "                result += math.sin(i) * math.cos(j) * math.tan(k)\n",
+    "    return result\n",
+    "@ray.remote\n",
+    "def heavy_calculation(num_iterations):\n",
+    "    results = ray.get([heavy_calculation_part.remote(num_iterations//30) for _ in range(30)])\n",
+    "    return sum(results)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "5cca1874-2be3-4631-ae48-9adfa45e3af3",
+   "metadata": {
+    "scrolled": true,
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2023-05-31 14:13:29,868\tDEBUG worker.py:640 -- Retaining 00ffffffffffffffffffffffffffffffffffffff0100000002000000\n",
+      "2023-05-31 14:13:29,870\tDEBUG worker.py:564 -- Scheduling task heavy_calculation 0 b'\\x00\\xff\\xff\\xff\\xff\\xff\\xff\\xff\\xff\\xff\\xff\\xff\\xff\\xff\\xff\\xff\\xff\\xff\\xff\\xff\\x01\\x00\\x00\\x00\\x02\\x00\\x00\\x00'\n"
+     ]
+    }
+   ],
+   "source": [
+    "ref = heavy_calculation.remote(3000)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "01172c29-e8bf-41ef-8db5-eccb07906111",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2023-05-31 14:13:32,643\tDEBUG worker.py:640 -- Retaining 16310a0f0a45af5cffffffffffffffffffffffff0100000001000000\n",
+      "2023-05-31 14:13:34,677\tDEBUG worker.py:439 -- Internal retry for get [ClientObjectRef(16310a0f0a45af5cffffffffffffffffffffffff0100000001000000)]\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "1789.4644387076714"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ray.get(ref)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "9e79b547-a457-4232-b77d-19147067b972",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2023-05-31 14:13:37,659\tDEBUG dataclient.py:287 -- Got unawaited response connection_cleanup {\n",
+      "}\n",
+      "\n",
+      "2023-05-31 14:13:38,681\tDEBUG dataclient.py:278 -- Shutting down data channel.\n"
+     ]
+    }
+   ],
+   "source": [
+    "ray.cancel(ref)\n",
+    "ray.shutdown()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "2c198f1f-68bf-43ff-a148-02b5cb000ff2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "cluster.down()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6879e471-a69f-4c74-9cec-a195cdead47c",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.13"
+  },
+  "vscode": {
+   "interpreter": {
+    "hash": "f9f85f796d01129d0dd105a088854619f454435301f6ffec2fea96ecbd9be4ac"
+   }
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/pyproject.toml b/pyproject.toml
@@ -26,6 +26,7 @@ rich = "^12.5"
 ray = {version = "2.1.0", extras = ["default"]}
 kubernetes = ">= 25.3.0, < 27"
 codeflare-torchx = "0.6.0.dev0"
+cryptography = "40.0.2"
 
 [tool.poetry.group.docs]
 optional = true

diff --git a/src/codeflare_sdk/cluster/cluster.py b/src/codeflare_sdk/cluster/cluster.py
@@ -84,6 +84,7 @@ def create_app_wrapper(self):
         instascale = self.config.instascale
         instance_types = self.config.machine_types
         env = self.config.envs
+        local_interactive = self.config.local_interactive
         return generate_appwrapper(
             name=name,
             namespace=namespace,
@@ -98,6 +99,7 @@ def create_app_wrapper(self):
             instascale=instascale,
             instance_types=instance_types,
             env=env,
+            local_interactive=local_interactive,
         )
 
     # creates a new cluster with the provided or default spec

diff --git a/src/codeflare_sdk/cluster/config.py b/src/codeflare_sdk/cluster/config.py
@@ -48,3 +48,4 @@ class ClusterConfiguration:
     instascale: bool = False
     envs: dict = field(default_factory=dict)
     image: str = "ghcr.io/foundation-model-stack/base:ray2.1.0-py38-gpu-pytorch1.12.0cu116-20221213-193103"
+    local_interactive: bool = False