import json
import logging
import threading
from typing import Tuple, List, TYPE_CHECKING
from urllib.parse import urljoin, urlparse
from http.server import SimpleHTTPRequestHandler, HTTPServer
import ray.cloudpickle as cloudpickle
from ray.tune import TuneError
from ray.tune.search import BasicVariantGenerator
from ray._private.utils import binary_to_hex, hex_to_binary
from ray.util.annotations import DeveloperAPI
if TYPE_CHECKING:
from ray.tune.execution.tune_controller import TuneController
logger = logging.getLogger(__name__)
try:
import requests # `requests` is not part of stdlib.
except ImportError:
requests = None
logger.exception(
"Couldn't import `requests` library. "
"Be sure to install it on the client side."
)
[docs]@DeveloperAPI
class TuneClient:
"""Client to interact with an ongoing Tune experiment.
Requires a TuneServer to have started running.
Attributes:
tune_address: Address of running TuneServer
port_forward: Port number of running TuneServer
"""
def __init__(self, tune_address: str, port_forward: int):
self._tune_address = tune_address
self._port_forward = port_forward
self._path = "http://{}:{}".format(tune_address, port_forward)
[docs] def get_all_trials(self, timeout=None):
"""Returns a list of all trials' information."""
response = requests.get(urljoin(self._path, "trials"), timeout=timeout)
return self._deserialize(response)
[docs] def get_trial(self, trial_id, timeout=None):
"""Returns trial information by trial_id."""
response = requests.get(
urljoin(self._path, "trials/{}".format(trial_id)), timeout=timeout
)
return self._deserialize(response)
[docs] def add_trial(self, name, specification):
"""Adds a trial by name and specification (dict)."""
payload = {"name": name, "spec": specification}
response = requests.post(urljoin(self._path, "trials"), json=payload)
return self._deserialize(response)
[docs] def stop_trial(self, trial_id):
"""Requests to stop trial by trial_id."""
response = requests.put(urljoin(self._path, "trials/{}".format(trial_id)))
return self._deserialize(response)
[docs] def stop_experiment(self):
"""Requests to stop the entire experiment."""
response = requests.put(urljoin(self._path, "stop_experiment"))
return self._deserialize(response)
@property
def server_address(self):
return self._tune_address
@property
def server_port(self):
return self._port_forward
def _load_trial_info(self, trial_info):
trial_info["config"] = cloudpickle.loads(hex_to_binary(trial_info["config"]))
trial_info["result"] = cloudpickle.loads(hex_to_binary(trial_info["result"]))
def _deserialize(self, response):
parsed = response.json()
if "trial" in parsed:
self._load_trial_info(parsed["trial"])
elif "trials" in parsed:
for trial_info in parsed["trials"]:
self._load_trial_info(trial_info)
return parsed
@DeveloperAPI
def RunnerHandler(runner):
class Handler(SimpleHTTPRequestHandler):
"""A Handler is a custom handler for TuneServer.
Handles all requests and responses coming into and from
the TuneServer.
"""
def _do_header(self, response_code: int = 200, headers: List[Tuple] = None):
"""Sends the header portion of the HTTP response.
Parameters:
response_code: Standard HTTP response code
headers: Standard HTTP response headers
"""
if headers is None:
headers = [("Content-type", "application/json")]
self.send_response(response_code)
for key, value in headers:
self.send_header(key, value)
self.end_headers()
def do_HEAD(self):
"""HTTP HEAD handler method."""
self._do_header()
def do_GET(self):
"""HTTP GET handler method."""
response_code = 200
message = ""
try:
result = self._get_trial_by_url(self.path)
resource = {}
if result:
if isinstance(result, list):
infos = [self._trial_info(t) for t in result]
resource["trials"] = infos
else:
resource["trial"] = self._trial_info(result)
message = json.dumps(resource)
except TuneError as e:
response_code = 404
message = str(e)
self._do_header(response_code=response_code)
self.wfile.write(message.encode())
def do_PUT(self):
"""HTTP PUT handler method."""
response_code = 200
message = ""
try:
resource = {}
if self.path.endswith("stop_experiment"):
runner.request_stop_experiment()
trials = list(runner.get_trials())
else:
trials = self._get_trial_by_url(self.path)
if trials:
if not isinstance(trials, list):
trials = [trials]
for t in trials:
runner.request_stop_trial(t)
resource["trials"] = [self._trial_info(t) for t in trials]
message = json.dumps(resource)
except TuneError as e:
response_code = 404
message = str(e)
self._do_header(response_code=response_code)
self.wfile.write(message.encode())
def do_POST(self):
"""HTTP POST handler method."""
response_code = 201
content_len = int(self.headers.get("Content-Length"), 0)
raw_body = self.rfile.read(content_len)
parsed_input = json.loads(raw_body.decode())
resource = self._add_trials(parsed_input["name"], parsed_input["spec"])
headers = [("Content-type", "application/json"), ("Location", "/trials/")]
self._do_header(response_code=response_code, headers=headers)
self.wfile.write(json.dumps(resource).encode())
def _trial_info(self, trial):
"""Returns trial information as JSON."""
if trial.last_result:
result = trial.last_result.copy()
else:
result = None
info_dict = {
"id": trial.trial_id,
"trainable_name": trial.trainable_name,
"config": binary_to_hex(cloudpickle.dumps(trial.config)),
"status": trial.status,
"result": binary_to_hex(cloudpickle.dumps(result)),
}
return info_dict
def _get_trial_by_url(self, url):
"""Parses url to get either all trials or trial by trial_id."""
parts = urlparse(url)
path = parts.path
if path == "/trials":
return list(runner.get_trials())
else:
trial_id = path.split("/")[-1]
return runner.get_trial(trial_id)
def _add_trials(self, name, spec):
"""Add trial by invoking TuneController."""
resource = {}
resource["trials"] = []
trial_generator = BasicVariantGenerator()
trial_generator.add_configurations({name: spec})
while not trial_generator.is_finished():
trial = trial_generator.next_trial()
if not trial:
break
runner.add_trial(trial)
resource["trials"].append(self._trial_info(trial))
return resource
return Handler
@DeveloperAPI
class TuneServer(threading.Thread):
"""A TuneServer is a thread that initializes and runs a HTTPServer.
The server handles requests from a TuneClient.
Attributes:
runner: Runner that modifies and accesses trials.
port_forward: Port number of TuneServer.
"""
DEFAULT_PORT = 4321
def __init__(self, runner: "TuneController", port: int = None):
"""Initialize HTTPServer and serve forever by invoking self.run()"""
threading.Thread.__init__(self)
self._port = port if port else self.DEFAULT_PORT
address = ("localhost", self._port)
logger.info("Starting Tune Server...")
self._server = HTTPServer(address, RunnerHandler(runner))
self.daemon = True
self.start()
def run(self):
self._server.serve_forever()
def shutdown(self):
"""Shutdown the underlying server."""
self._server.shutdown()