[tune] Experiment Management API (#1328)

* init for exposing external interface * revisions * http server * small * simplify * ui * fixes * test * nit * nit * merge * untested * nits * nit * init tests * tests * more tests * nit * fix hyperband * cleanup * nits * good stuff * cleanup * comments and need to test * nit * notebook * testing * test and expose server * server_tests * docs * periods * fix tests * committing test * fi
2026-09-09 11:32:43 +08:00 · 2018-01-24 13:45:10 -08:00
parent 1d2a28ab07
commit a7d544424c
15 changed files with 599 additions and 88 deletions
@@ -0,0 +1,88 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from ray.tune.web_server import TuneClient\n",
+    "\n",
+    "manager = TuneClient(tune_address=\"localhost:4321\")\n",
+    "\n",
+    "x = manager.get_all_trials()\n",
+    "\n",
+    "[((y[\"id\"]), y[\"status\"]) for y in x[\"trials\"]]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true,
+    "scrolled": false
+   },
+   "outputs": [],
+   "source": [
+    "for y in x[\"trials\"][-10:]:\n",
+    "    manager.stop_trial(y[\"id\"])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "from ray.tune.variant_generator import generate_trials\n",
+    "import yaml\n",
+    "\n",
+    "with open(\"../rllib/tuned_examples/hyperband-cartpole.yaml\") as f:\n",
+    "    d = yaml.load(f)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "name, spec = [x for x in d.items()][0]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "manager.add_trial(name, spec)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "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": "3.6.2"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}