ray/python/ray/tune/TuneClient.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from ray.tune.web_server import TuneClient\n",
    "\n",
    "manager = TuneClient(tune_address=\"localhost\", port_forward=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": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "for y in x[\"trials\"][-10:]:\n",
    "    manager.stop_trial(y[\"id\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import yaml\n",
    "\n",
    "with open(\"../rllib/tuned_examples/hyperband-cartpole.yaml\") as f:\n",
    "    d = yaml.safe_load(f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "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)"
   ]
  }
 ],
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