From 3813ae34b37e974295b617fa863838fb691d1226 Mon Sep 17 00:00:00 2001 From: wangyiguang Date: Fri, 31 Aug 2018 15:26:44 +0800 Subject: [PATCH] [tune] Add AutoMLBoard: Monitoring UI (experimental) (#2574) --- python/ray/tune/automlboard/README.md | 16 + python/ray/tune/automlboard/__init__.py | 0 .../ray/tune/automlboard/backend/__init__.py | 0 .../ray/tune/automlboard/backend/collector.py | 367 ++++++++++++++++++ .../ray/tune/automlboard/common/__init__.py | 0 .../ray/tune/automlboard/common/exception.py | 15 + python/ray/tune/automlboard/common/utils.py | 112 ++++++ .../ray/tune/automlboard/frontend/__init__.py | 0 python/ray/tune/automlboard/frontend/query.py | 110 ++++++ python/ray/tune/automlboard/frontend/urls.py | 38 ++ python/ray/tune/automlboard/frontend/view.py | 182 +++++++++ python/ray/tune/automlboard/frontend/wsgi.py | 20 + python/ray/tune/automlboard/manage.py | 13 + .../ray/tune/automlboard/models/__init__.py | 1 + python/ray/tune/automlboard/models/apps.py | 12 + python/ray/tune/automlboard/models/models.py | 98 +++++ python/ray/tune/automlboard/run.py | 120 ++++++ python/ray/tune/automlboard/settings.py | 148 +++++++ .../ray/tune/automlboard/static/css/App.css | 158 ++++++++ .../automlboard/static/css/ExperimentList.css | 104 +++++ .../automlboard/static/css/ExperimentView.css | 175 +++++++++ .../tune/automlboard/static/css/HomePage.css | 36 ++ .../automlboard/static/css/bootstrap.min.css | 12 + .../ray/tune/automlboard/static/css/index.css | 9 + .../automlboard/static/js/ExperimentList.js | 11 + .../ray/tune/automlboard/templates/index.html | 157 ++++++++ .../ray/tune/automlboard/templates/job.html | 161 ++++++++ .../ray/tune/automlboard/templates/trial.html | 157 ++++++++ python/ray/tune/result.py | 17 + 29 files changed, 2249 insertions(+) create mode 100644 python/ray/tune/automlboard/README.md create mode 100644 python/ray/tune/automlboard/__init__.py create mode 100644 python/ray/tune/automlboard/backend/__init__.py create mode 100644 python/ray/tune/automlboard/backend/collector.py create mode 100644 python/ray/tune/automlboard/common/__init__.py create mode 100644 python/ray/tune/automlboard/common/exception.py create mode 100644 python/ray/tune/automlboard/common/utils.py create mode 100644 python/ray/tune/automlboard/frontend/__init__.py create mode 100644 python/ray/tune/automlboard/frontend/query.py create mode 100644 python/ray/tune/automlboard/frontend/urls.py create mode 100644 python/ray/tune/automlboard/frontend/view.py create mode 100644 python/ray/tune/automlboard/frontend/wsgi.py create mode 100755 python/ray/tune/automlboard/manage.py create mode 100644 python/ray/tune/automlboard/models/__init__.py create mode 100644 python/ray/tune/automlboard/models/apps.py create mode 100644 python/ray/tune/automlboard/models/models.py create mode 100644 python/ray/tune/automlboard/run.py create mode 100644 python/ray/tune/automlboard/settings.py create mode 100644 python/ray/tune/automlboard/static/css/App.css create mode 100644 python/ray/tune/automlboard/static/css/ExperimentList.css create mode 100644 python/ray/tune/automlboard/static/css/ExperimentView.css create mode 100644 python/ray/tune/automlboard/static/css/HomePage.css create mode 100644 python/ray/tune/automlboard/static/css/bootstrap.min.css create mode 100644 python/ray/tune/automlboard/static/css/index.css create mode 100644 python/ray/tune/automlboard/static/js/ExperimentList.js create mode 100644 python/ray/tune/automlboard/templates/index.html create mode 100644 python/ray/tune/automlboard/templates/job.html create mode 100644 python/ray/tune/automlboard/templates/trial.html diff --git a/python/ray/tune/automlboard/README.md b/python/ray/tune/automlboard/README.md new file mode 100644 index 000000000..701db57fa --- /dev/null +++ b/python/ray/tune/automlboard/README.md @@ -0,0 +1,16 @@ +## About AutoMLBoard + +AutoMLBoard can be used as a monitor who collect information about Tune jobs and +show the trial information to the frontend. + +### Install + +Install django before start AutoMLBoard. run: + +```bash +pip install django==1.11.14 +``` + +### Usage + +Please refer to `run.py -h` for more help diff --git a/python/ray/tune/automlboard/__init__.py b/python/ray/tune/automlboard/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/python/ray/tune/automlboard/backend/__init__.py b/python/ray/tune/automlboard/backend/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/python/ray/tune/automlboard/backend/collector.py b/python/ray/tune/automlboard/backend/collector.py new file mode 100644 index 000000000..d382cd629 --- /dev/null +++ b/python/ray/tune/automlboard/backend/collector.py @@ -0,0 +1,367 @@ +from __future__ import absolute_import +from __future__ import division +from __future__ import print_function + +import logging +import os +import time + +from threading import Thread + +from ray.tune.automlboard.common.exception import CollectorError +from ray.tune.automlboard.common.utils import parse_json, \ + parse_multiple_json, timestamp2date +from ray.tune.automlboard.models.models import JobRecord, \ + TrialRecord, ResultRecord +from ray.tune.result import DEFAULT_RESULTS_DIR, JOB_META_FILE, \ + EXPR_PARARM_FILE, EXPR_RESULT_FILE, EXPR_META_FILE + + +class CollectorService(object): + """Server implementation to monitor the log directory. + + The service will save the information of job and + trials information in db. + """ + + def __init__(self, + log_dir=DEFAULT_RESULTS_DIR, + reload_interval=30, + standalone=True, + log_level="INFO"): + """Initialize the collector service. + + Args: + log_dir (str): Directory of the logs about trials' information. + reload_interval (int): Sleep time period after each polling round. + standalone (boolean): The service will not stop and if True. + log_level (str): Level of logging. + """ + self.logger = self.init_logger(log_level) + self.standalone = standalone + self.collector = Collector( + reload_interval=reload_interval, + logdir=log_dir, + logger=self.logger) + + def run(self): + """Start the collector worker thread. + + If running in standalone mode, the current thread will wait + until the collector thread ends. + """ + self.collector.start() + if self.standalone: + self.collector.join() + + def stop(self): + """Stop the collector worker thread.""" + self.collector.stop() + + @classmethod + def init_logger(cls, log_level): + """Initialize logger settings.""" + logger = logging.getLogger("AutoMLBoard") + handler = logging.StreamHandler() + formatter = logging.Formatter('[%(levelname)s %(asctime)s] ' + '%(filename)s: %(lineno)d ' + '%(message)s') + handler.setFormatter(formatter) + logger.setLevel(log_level) + logger.addHandler(handler) + return logger + + +class Collector(Thread): + """Worker thread for collector service.""" + + def __init__(self, reload_interval, logdir, logger): + """Initialize collector worker thread. + + Args + reload_interval (int): Time period to sleep after each round + of polling. + logdir (str): Directory path to save the status information of + jobs and trials. + logger (Logger): Logger for collector thread. + """ + super(Collector, self).__init__() + self._is_finished = False + self._reload_interval = reload_interval + self._logdir = logdir + self._monitored_jobs = set() + self._monitored_trials = set() + self._result_offsets = {} + self.logger = logger + self.daemon = True + + def run(self): + """Run the main event loop for collector thread. + + In each round the collector traverse the results log directory + and reload trial information from the status files. + """ + self._initialize() + + self._do_collect() + while not self._is_finished: + time.sleep(self._reload_interval) + self._do_collect() + + self.logger.info("Collector stopped.") + + def stop(self): + """Stop the main polling loop.""" + self._is_finished = True + + def _initialize(self): + """Initialize collector worker thread, Log path will be checked first. + + Records in DB backend will be cleared. + """ + if not os.path.exists(self._logdir): + raise CollectorError("Log directory %s not exists" % self._logdir) + + self.logger.info("Collector started, taking %s as parent directory" + "for all job logs." % self._logdir) + + # clear old records + JobRecord.objects.filter().delete() + TrialRecord.objects.filter().delete() + ResultRecord.objects.filter().delete() + + def _do_collect(self): + sub_dirs = os.listdir(self._logdir) + job_names = filter( + lambda d: os.path.isdir(os.path.join(self._logdir, d)), sub_dirs) + for job_name in job_names: + self.sync_job_info(job_name) + + def sync_job_info(self, job_name): + """Load information of the job with the given job name. + + 1. Traverse each experiment sub-directory and sync information + for each trial. + 2. Create or update the job information, together with the job + meta file. + + Args: + job_name (str) name of the Tune experiment + """ + job_path = os.path.join(self._logdir, job_name) + + if job_name not in self._monitored_jobs: + self._create_job_info(job_path) + self._monitored_jobs.add(job_name) + else: + self._update_job_info(job_path) + + expr_dirs = filter(lambda d: os.path.isdir(os.path.join(job_path, d)), + os.listdir(job_path)) + + for expr_dir_name in expr_dirs: + self.sync_trial_info(job_path, expr_dir_name) + + self._update_job_info(job_path) + + def sync_trial_info(self, job_path, expr_dir_name): + """Load information of the trial from the given experiment directory. + + Create or update the trial information, together with the trial + meta file. + + Args: + job_path(str) + expr_dir_name(str) + + """ + expr_name = expr_dir_name[-8:] + expr_path = os.path.join(job_path, expr_dir_name) + + if expr_name not in self._monitored_trials: + self._create_trial_info(expr_path) + self._monitored_trials.add(expr_name) + else: + self._update_trial_info(expr_path) + + def _create_job_info(self, job_dir): + """Create information for given job. + + Meta file will be loaded if exists, and the job information will + be saved in db backend. + + Args: + job_dir (str): Directory path of the job. + """ + meta = self._build_job_meta(job_dir) + + self.logger.debug("Create job: %s" % meta) + + job_record = JobRecord.from_json(meta) + job_record.save() + + @classmethod + def _update_job_info(cls, job_dir): + """Update information for given job. + + Meta file will be loaded if exists, and the job information in + in db backend will be updated. + + Args: + job_dir (str): Directory path of the job. + + Return: + Updated dict of job meta info + """ + meta_file = os.path.join(job_dir, JOB_META_FILE) + meta = parse_json(meta_file) + + if meta: + logging.debug("Update job info for %s" % meta["job_id"]) + JobRecord.objects \ + .filter(job_id=meta["job_id"]) \ + .update(end_time=timestamp2date(meta["end_time"])) + + def _create_trial_info(self, expr_dir): + """Create information for given trial. + + Meta file will be loaded if exists, and the trial information + will be saved in db backend. + + Args: + expr_dir (str): Directory path of the experiment. + """ + meta = self._build_trial_meta(expr_dir) + + self.logger.debug("Create trial for %s" % meta) + + trial_record = TrialRecord.from_json(meta) + trial_record.save() + + def _update_trial_info(self, expr_dir): + """Update information for given trial. + + Meta file will be loaded if exists, and the trial information + in db backend will be updated. + + Args: + expr_dir(str) + """ + trial_id = expr_dir[-8:] + + meta_file = os.path.join(expr_dir, EXPR_META_FILE) + meta = parse_json(meta_file) + + result_file = os.path.join(expr_dir, EXPR_RESULT_FILE) + offset = self._result_offsets.get(trial_id, 0) + results, new_offset = parse_multiple_json(result_file, offset) + self._add_results(results, trial_id) + self._result_offsets[trial_id] = new_offset + + if meta: + TrialRecord.objects \ + .filter(trial_id=trial_id) \ + .update(trial_status=meta["status"], + end_time=timestamp2date(meta.get("end_time", None))) + elif len(results) > 0: + metrics = { + "episode_reward": results[-1].get("episode_reward_mean", None), + "accuracy": results[-1].get("mean_accuracy", None), + "loss": results[-1].get("loss", None) + } + if results[-1].get("done"): + TrialRecord.objects \ + .filter(trial_id=trial_id) \ + .update(trial_status="TERMINATED", + end_time=results[-1].get("date", None), + metrics=str(metrics)) + else: + TrialRecord.objects \ + .filter(trial_id=trial_id) \ + .update(metrics=str(metrics)) + + @classmethod + def _build_job_meta(cls, job_dir): + """Build meta file for job. + + Args: + job_dir (str): Directory path of the job. + + Return: + A dict of job meta info. + """ + meta_file = os.path.join(job_dir, JOB_META_FILE) + meta = parse_json(meta_file) + + if not meta: + job_name = job_dir.split('/')[-1] + user = os.environ.get("USER", None) + meta = { + "job_id": job_name, + "job_name": job_name, + "user": user, + "type": "ray", + "start_time": os.path.getctime(job_dir), + "end_time": None, + "best_trial_id": None, + } + + if meta.get("start_time", None): + meta["start_time"] = timestamp2date(meta["start_time"]) + + return meta + + @classmethod + def _build_trial_meta(cls, expr_dir): + """Build meta file for trial. + + Args: + expr_dir (str): Directory path of the experiment. + + Return: + A dict of trial meta info. + """ + meta_file = os.path.join(expr_dir, EXPR_META_FILE) + meta = parse_json(meta_file) + + if not meta: + job_id = expr_dir.split('/')[-2] + trial_id = expr_dir[-8:] + params = parse_json(os.path.join(expr_dir, EXPR_PARARM_FILE)) + meta = { + "trial_id": trial_id, + "job_id": job_id, + "status": "RUNNING", + "type": "TUNE", + "start_time": os.path.getctime(expr_dir), + "end_time": None, + "progress_offset": 0, + "result_offset": 0, + "params": params + } + + if not meta.get("start_time", None): + meta["start_time"] = os.path.getctime(expr_dir) + + if isinstance(meta["start_time"], float): + meta["start_time"] = timestamp2date(meta["start_time"]) + + if meta.get("end_time", None): + meta["end_time"] = timestamp2date(meta["end_time"]) + + meta["params"] = parse_json(os.path.join(expr_dir, EXPR_PARARM_FILE)) + + return meta + + def _add_results(self, results, trial_id): + """Add a list of results into db. + + Args: + results (list): A list of json results. + trial_id (str): Id of the trial. + """ + for result in results: + self.logger.debug("Appending result: %s" % result) + result["trial_id"] = trial_id + result_record = ResultRecord.from_json(result) + result_record.save() diff --git a/python/ray/tune/automlboard/common/__init__.py b/python/ray/tune/automlboard/common/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/python/ray/tune/automlboard/common/exception.py b/python/ray/tune/automlboard/common/exception.py new file mode 100644 index 000000000..c8918f416 --- /dev/null +++ b/python/ray/tune/automlboard/common/exception.py @@ -0,0 +1,15 @@ +from __future__ import absolute_import +from __future__ import division +from __future__ import print_function + + +class CollectorError(Exception): + """Error raised from the collector service.""" + + pass + + +class DatabaseError(Exception): + """Error raised from the database manager.""" + + pass diff --git a/python/ray/tune/automlboard/common/utils.py b/python/ray/tune/automlboard/common/utils.py new file mode 100644 index 000000000..9de1118ac --- /dev/null +++ b/python/ray/tune/automlboard/common/utils.py @@ -0,0 +1,112 @@ +from __future__ import absolute_import +from __future__ import division +from __future__ import print_function + +import logging +import json +import os +import time + + +def dump_json(json_info, json_file, overwrite=True): + """Dump a whole json record into the given file. + + Overwrite the file if the overwrite flag set. + + Args: + json_info (dict): Information dict to be dumped. + json_file (str): File path to be dumped to. + overwrite(boolean) + """ + if overwrite: + mode = 'w' + else: + mode = 'w+' + + try: + with open(json_file, mode) as f: + f.write(json.dumps(json_info)) + except BaseException as e: + logging.error(e.message) + + +def parse_json(json_file): + """Parse a whole json record from the given file. + + Return None if the json file does not exists or exception occurs. + + Args: + json_file (str): File path to be parsed. + + Returns: + A dict of json info. + """ + if not os.path.exists(json_file): + return None + + try: + with open(json_file, 'r') as f: + info_str = f.readlines() + info_str = "".join(info_str) + json_info = json.loads(info_str) + return unicode2str(json_info) + except BaseException as e: + logging.error(e.message) + return None + + +def parse_multiple_json(json_file, offset=None): + """Parse multiple json records from the given file. + + Seek to the offset as the start point before parsing + if offset set. return empty list if the json file does + not exists or exception occurs. + + Args: + json_file (str): File path to be parsed. + offset (int): Initial seek position of the file. + + Returns: + A dict of json info. + New offset after parsing. + + """ + json_info_list = [] + if not os.path.exists(json_file): + return json_info_list + + try: + with open(json_file, 'r') as f: + if offset: + f.seek(offset) + for line in f: + if line[-1] != '\n': + # Incomplete line + break + json_info = json.loads(line) + json_info_list.append(json_info) + offset += len(line) + except BaseException as e: + logging.error(e.message) + + return json_info_list, offset + + +def timestamp2date(timestamp): + """Convert a timestamp to date.""" + return time.strftime('%Y-%m-%d %H:%M:%S', time.localtime(timestamp)) + + +def unicode2str(content): + """Convert the unicode element of the content to str recursively.""" + if isinstance(content, dict): + result = {} + for key in content.keys(): + result[unicode2str(key)] = unicode2str(content[key]) + return result + elif isinstance(content, list): + return [unicode2str(element) for element in content] + elif isinstance(content, int) or isinstance(content, float): + return content + else: + return content.encode('utf-8') diff --git a/python/ray/tune/automlboard/frontend/__init__.py b/python/ray/tune/automlboard/frontend/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/python/ray/tune/automlboard/frontend/query.py b/python/ray/tune/automlboard/frontend/query.py new file mode 100644 index 000000000..75b9fa431 --- /dev/null +++ b/python/ray/tune/automlboard/frontend/query.py @@ -0,0 +1,110 @@ +from __future__ import absolute_import +from __future__ import division +from __future__ import print_function +from __future__ import unicode_literals + +from django.shortcuts import HttpResponse + +from ray.tune.automlboard.models.models import JobRecord, TrialRecord +from ray.tune.trial import Trial + +import json + + +def query_job(request): + """Rest API to query the job info, with the given job_id. + + The url pattern should be like this: + + curl http://:/query_job?job_id= + + The response may be: + + { + "running_trials": 0, + "start_time": "2018-07-19 20:49:40", + "current_round": 1, + "failed_trials": 0, + "best_trial_id": "2067R2ZD", + "name": "asynchyperband_test", + "job_id": "asynchyperband_test", + "user": "Grady", + "type": "RAY TUNE", + "total_trials": 4, + "end_time": "2018-07-19 20:50:10", + "progress": 100, + "success_trials": 4 + } + """ + job_id = request.GET.get('job_id') + jobs = JobRecord.objects.filter(job_id=job_id) + trials = TrialRecord.objects.filter(job_id=job_id) + + total_num = len(trials) + running_num = sum(t.trial_status == Trial.RUNNING for t in trials) + success_num = sum(t.trial_status == Trial.TERMINATED for t in trials) + failed_num = sum(t.trial_status == Trial.ERROR for t in trials) + if total_num == 0: + progress = 0 + else: + progress = int(float(success_num) / total_num * 100) + + if len(jobs) == 0: + resp = "Unkonwn job id %s.\n" % job_id + else: + job = jobs[0] + result = { + "job_id": job.job_id, + "name": job.name, + "user": job.user, + "type": job.type, + "start_time": job.start_time, + "end_time": job.end_time, + "success_trials": success_num, + "failed_trials": failed_num, + "running_trials": running_num, + "total_trials": total_num, + "best_trial_id": job.best_trial_id, + "progress": progress + } + resp = json.dumps(result) + return HttpResponse(resp, content_type='application/json;charset=utf-8') + + +def query_trial(request): + """Rest API to query the trial info, with the given trial_id. + + The url pattern should be like this: + + curl http://:/query_trial?trial_id= + + The response may be: + + { + "app_url": "None", + "trial_status": "TERMINATED", + "params": {'a': 1, 'b': 2}, + "job_id": "asynchyperband_test", + "end_time": "2018-07-19 20:49:44", + "start_time": "2018-07-19 20:49:40", + "trial_id": "2067R2ZD", + } + """ + trial_id = request.GET.get('trial_id') + trials = TrialRecord.objects \ + .filter(trial_id=trial_id) \ + .order_by('-start_time') + if len(trials) == 0: + resp = "Unkonwn trial id %s.\n" % trials + else: + trial = trials[0] + result = { + "trial_id": trial.trial_id, + "job_id": trial.job_id, + "trial_status": trial.trial_status, + "start_time": trial.start_time, + "end_time": trial.end_time, + "params": trial.params + } + resp = json.dumps(result) + return HttpResponse(resp, content_type='application/json;charset=utf-8') diff --git a/python/ray/tune/automlboard/frontend/urls.py b/python/ray/tune/automlboard/frontend/urls.py new file mode 100644 index 000000000..672176f66 --- /dev/null +++ b/python/ray/tune/automlboard/frontend/urls.py @@ -0,0 +1,38 @@ +""" +Monitor URL Configuration. + +The `urlpatterns` list routes URLs to views. For more information please see: + https://docs.djangoproject.com/en/1.11/topics/http/urls/ + +Examples: +Function views + 1. Add an import: from my_app import views + 2. Add a URL to urlpatterns: url(r'^$', views.home, name='home') + +Class-based views + 1. Add an import: from other_app.views import Home + 2. Add a URL to urlpatterns: url(r'^$', Home.as_view(), name='home') + +Including another URLconf + 1. Import the include() function: from django.conf.urls import url, include + 2. Add a URL to urlpatterns: url(r'^blog/', include('blog.urls')) + +""" +from __future__ import absolute_import +from __future__ import division +from __future__ import print_function + +from django.conf.urls import url +from django.contrib import admin + +import ray.tune.automlboard.frontend.view as view +import ray.tune.automlboard.frontend.query as query + +urlpatterns = [ + url(r'^admin/', admin.site.urls), + url(r'^$', view.index), + url(r'^job$', view.job), + url(r'^trial$', view.trial), + url(r'^query_job', query.query_job), + url(r'^query_trial', query.query_trial) +] diff --git a/python/ray/tune/automlboard/frontend/view.py b/python/ray/tune/automlboard/frontend/view.py new file mode 100644 index 000000000..e3ff4636a --- /dev/null +++ b/python/ray/tune/automlboard/frontend/view.py @@ -0,0 +1,182 @@ +from __future__ import absolute_import +from __future__ import division +from __future__ import print_function +from __future__ import unicode_literals + +from django.shortcuts import render + +from ray.tune.automlboard.settings import AUTOMLBOARD_RELOAD_INTERVAL, \ + AUTOMLBOARD_LOG_DIR +from ray.tune.automlboard.models.models import JobRecord, \ + TrialRecord, ResultRecord +from ray.tune.trial import Trial + +import datetime + + +def index(request): + """View for the home page.""" + recent_jobs = JobRecord.objects.order_by('-start_time')[0:100] + recent_trials = TrialRecord.objects.order_by('-start_time')[0:500] + + total_num = len(recent_trials) + running_num = sum(t.trial_status == Trial.RUNNING for t in recent_trials) + success_num = sum( + t.trial_status == Trial.TERMINATED for t in recent_trials) + failed_num = sum(t.trial_status == Trial.ERROR for t in recent_trials) + + job_records = [] + for recent_job in recent_jobs: + job_records.append(get_job_info(recent_job)) + context = { + 'log_dir': AUTOMLBOARD_LOG_DIR, + 'reload_interval': AUTOMLBOARD_RELOAD_INTERVAL, + 'recent_jobs': job_records, + 'job_num': len(job_records), + 'trial_num': total_num, + 'running_num': running_num, + 'success_num': success_num, + 'failed_num': failed_num + } + return render(request, 'index.html', context) + + +def job(request): + """View for a single job.""" + job_id = request.GET.get('job_id') + recent_jobs = JobRecord.objects.order_by('-start_time')[0:100] + recent_trials = TrialRecord.objects \ + .filter(job_id=job_id) \ + .order_by('-start_time') + trial_records = [] + for recent_trial in recent_trials: + trial_records.append(get_trial_info(recent_trial)) + current_job = JobRecord.objects \ + .filter(job_id=job_id) \ + .order_by('-start_time')[0] + + if len(trial_records) > 0: + param_keys = trial_records[0]["params"].keys() + else: + param_keys = [] + + # TODO: support custom metrics here + metric_keys = ["episode_reward", "accuracy", "loss"] + context = { + 'current_job': get_job_info(current_job), + 'recent_jobs': recent_jobs, + 'recent_trials': trial_records, + 'param_keys': param_keys, + 'param_num': len(param_keys), + 'metric_keys': metric_keys, + 'metric_num': len(metric_keys) + } + return render(request, 'job.html', context) + + +def trial(request): + """View for a single trial.""" + job_id = request.GET.get('job_id') + trial_id = request.GET.get('trial_id') + recent_trials = TrialRecord.objects \ + .filter(job_id=job_id) \ + .order_by('-start_time') + recent_results = ResultRecord.objects \ + .filter(trial_id=trial_id) \ + .order_by('-date')[0:2000] + current_trial = TrialRecord.objects \ + .filter(trial_id=trial_id) \ + .order_by('-start_time')[0] + context = { + 'job_id': job_id, + 'trial_id': trial_id, + 'current_trial': current_trial, + 'recent_results': recent_results, + 'recent_trials': recent_trials + } + return render(request, 'trial.html', context) + + +def get_job_info(current_job): + """Get job information for current job.""" + trials = TrialRecord.objects.filter(job_id=current_job.job_id) + total_num = len(trials) + running_num = sum(t.trial_status == Trial.RUNNING for t in trials) + success_num = sum(t.trial_status == Trial.TERMINATED for t in trials) + failed_num = sum(t.trial_status == Trial.ERROR for t in trials) + + if total_num == 0: + progress = 0 + else: + progress = int(float(success_num) / total_num * 100) + + winner = get_winner(trials) + + job_info = { + "job_id": current_job.job_id, + "job_name": current_job.name, + "user": current_job.user, + "type": current_job.type, + "start_time": current_job.start_time, + "end_time": current_job.end_time, + "total_num": total_num, + "running_num": running_num, + "success_num": success_num, + "failed_num": failed_num, + "best_trial_id": current_job.best_trial_id, + "progress": progress, + "winner": winner + } + + return job_info + + +def get_trial_info(current_trial): + """Get job information for current trial.""" + if current_trial.end_time and ('_' in current_trial.end_time): + # end time is parsed from result.json and the format + # is like: yyyy-mm-dd_hh-MM-ss, which will be converted + # to yyyy-mm-dd hh:MM:ss here + time_obj = datetime.datetime.strptime(current_trial.end_time, + "%Y-%m-%d_%H-%M-%S") + end_time = time_obj.strftime("%Y-%m-%d %H:%M:%S") + else: + end_time = current_trial.end_time + + if current_trial.metrics: + metrics = eval(current_trial.metrics) + else: + metrics = None + + trial_info = { + "trial_id": current_trial.trial_id, + "job_id": current_trial.job_id, + "trial_status": current_trial.trial_status, + "start_time": current_trial.start_time, + "end_time": end_time, + "params": eval(current_trial.params.encode("utf-8")), + "metrics": metrics + } + + return trial_info + + +def get_winner(trials): + """Get winner trial of a job.""" + winner = {} + # TODO: sort_key should be customized here + sort_key = "accuracy" + if trials and len(trials) > 0: + first_metrics = get_trial_info(trials[0])["metrics"] + if first_metrics and not first_metrics.get("accuracy", None): + sort_key = "episode_reward" + max_metric = float('-Inf') + for t in trials: + metrics = get_trial_info(t).get("metrics", None) + if metrics and metrics.get(sort_key, None): + current_metric = float(metrics[sort_key]) + if current_metric > max_metric: + winner["trial_id"] = t.trial_id + winner["metric"] = sort_key + ": " + str(current_metric) + max_metric = current_metric + return winner diff --git a/python/ray/tune/automlboard/frontend/wsgi.py b/python/ray/tune/automlboard/frontend/wsgi.py new file mode 100644 index 000000000..45806a653 --- /dev/null +++ b/python/ray/tune/automlboard/frontend/wsgi.py @@ -0,0 +1,20 @@ +""" +WSGI config for monitor project. + +It exposes the WSGI callable as a module-level variable named ``application``. + +For more information on this file, see +https://docs.djangoproject.com/en/1.11/howto/deployment/wsgi/ + +""" +from __future__ import absolute_import +from __future__ import division +from __future__ import print_function + +from django.core.wsgi import get_wsgi_application + +import os + +os.environ.setdefault("DJANGO_SETTINGS_MODULE", + "ray.tune.automlboard.settings") +application = get_wsgi_application() diff --git a/python/ray/tune/automlboard/manage.py b/python/ray/tune/automlboard/manage.py new file mode 100755 index 000000000..1e4845d8e --- /dev/null +++ b/python/ray/tune/automlboard/manage.py @@ -0,0 +1,13 @@ +#!/usr/bin/env python +from __future__ import absolute_import +from __future__ import division +from __future__ import print_function + +from django.core.management import execute_from_command_line +import os +import sys + +if __name__ == "__main__": + os.environ.setdefault("DJANGO_SETTINGS_MODULE", + "ray.tune.automlboard.settings") + execute_from_command_line(sys.argv) diff --git a/python/ray/tune/automlboard/models/__init__.py b/python/ray/tune/automlboard/models/__init__.py new file mode 100644 index 000000000..a94877d90 --- /dev/null +++ b/python/ray/tune/automlboard/models/__init__.py @@ -0,0 +1 @@ +default_app_config = "ray.tune.automlboard.models.apps.ModelConfig" diff --git a/python/ray/tune/automlboard/models/apps.py b/python/ray/tune/automlboard/models/apps.py new file mode 100644 index 000000000..7535e3250 --- /dev/null +++ b/python/ray/tune/automlboard/models/apps.py @@ -0,0 +1,12 @@ +from __future__ import absolute_import +from __future__ import division +from __future__ import print_function +from __future__ import unicode_literals + +from django.apps import AppConfig + + +class ModelConfig(AppConfig): + """Model Congig for models.""" + + name = 'ray.tune.automlboard.models' diff --git a/python/ray/tune/automlboard/models/models.py b/python/ray/tune/automlboard/models/models.py new file mode 100644 index 000000000..c3770bce2 --- /dev/null +++ b/python/ray/tune/automlboard/models/models.py @@ -0,0 +1,98 @@ +from __future__ import absolute_import +from __future__ import division +from __future__ import print_function + +from django.db import models + + +class JobRecord(models.Model): + """Information of an AutoML Job.""" + + job_id = models.CharField(max_length=50) + name = models.CharField(max_length=20) + user = models.CharField(max_length=20) + type = models.CharField(max_length=20) + start_time = models.CharField(max_length=50) + end_time = models.CharField(max_length=50) + best_trial_id = models.CharField(max_length=50) + + @classmethod + def from_json(cls, json_info): + """Build a Job instance from a json string.""" + if json_info is None: + return None + return JobRecord( + job_id=json_info["job_id"], + name=json_info["job_name"], + user=json_info["user"], + type=json_info["type"], + start_time=json_info["start_time"]) + + def is_finished(self): + """Judge whether this is a record for a finished job.""" + return self.end_time is not None + + +class TrialRecord(models.Model): + """Information of a single AutoML trial of the job.""" + + trial_id = models.CharField(max_length=50) + job_id = models.CharField(max_length=50) + trial_status = models.CharField(max_length=20) + start_time = models.CharField(max_length=50) + end_time = models.CharField(max_length=50) + params = models.CharField(max_length=50, blank=True, null=True) + metrics = models.CharField(max_length=256, null=True, blank=True) + + @classmethod + def from_json(cls, json_info): + """Build a Trial instance from a json string.""" + if json_info is None: + return None + return TrialRecord( + trial_id=json_info["trial_id"], + job_id=json_info["job_id"], + trial_status=json_info["status"], + start_time=json_info["start_time"], + params=json_info["params"]) + + +class ResultRecord(models.Model): + """Information of a single result of a trial.""" + + trial_id = models.CharField(max_length=50) + timesteps_total = models.BigIntegerField(blank=True, null=True) + done = models.CharField(max_length=30, blank=True, null=True) + episode_reward_mean = models.CharField( + max_length=30, blank=True, null=True) + mean_accuracy = models.FloatField(blank=True, null=True) + mean_loss = models.FloatField(blank=True, null=True) + trainning_iteration = models.BigIntegerField(blank=True, null=True) + timesteps_this_iter = models.BigIntegerField(blank=True, null=True) + time_this_iter_s = models.BigIntegerField(blank=True, null=True) + time_total_s = models.BigIntegerField(blank=True, null=True) + date = models.CharField(max_length=30, blank=True, null=True) + hostname = models.CharField(max_length=50, blank=True, null=True) + node_ip = models.CharField(max_length=50, blank=True, null=True) + config = models.CharField(max_length=256, blank=True, null=True) + + @classmethod + def from_json(cls, json_info): + """Build a Result instance from a json string.""" + if json_info is None: + return None + return ResultRecord( + trial_id=json_info["trial_id"], + timesteps_total=json_info["timesteps_total"], + done=json_info.get("done", None), + episode_reward_mean=json_info.get("episode_reward_mean", None), + mean_accuracy=json_info.get("mean_accuracy", None), + mean_loss=json_info.get("mean_loss", None), + trainning_iteration=json_info.get("training_iteration", None), + timesteps_this_iter=json_info.get("timesteps_this_iter", None), + time_this_iter_s=json_info.get("time_this_iter_s", None), + time_total_s=json_info.get("time_total_s", None), + date=json_info.get("date", None), + hostname=json_info.get("hostname", None), + node_ip=json_info.get("node_ip", None), + config=json_info.get("config", None)) diff --git a/python/ray/tune/automlboard/run.py b/python/ray/tune/automlboard/run.py new file mode 100644 index 000000000..45a393447 --- /dev/null +++ b/python/ray/tune/automlboard/run.py @@ -0,0 +1,120 @@ +from __future__ import absolute_import +from __future__ import division +from __future__ import print_function + +import os +import re +import django +import argparse + +from django.core.management import execute_from_command_line +from common.exception import DatabaseError + +root_path = os.path.dirname(os.path.abspath(__file__)) + + +def run_board(args): + """ + Run main entry for AutoMLBoard. + + Args: + args: args parsed from command line + """ + init_config(args) + + # backend service, should import after django settings initialized + from backend.collector import CollectorService + + service = CollectorService( + args.logdir, + args.reload_interval, + standalone=False, + log_level=args.log_level) + service.run() + + # frontend service + print("Try to start automlboard on port %s\n" % args.port) + command = [ + os.path.join(root_path, 'manage.py'), 'runserver', + '0.0.0.0:%s' % args.port, '--noreload' + ] + execute_from_command_line(command) + + +def init_config(args): + """ + Initialize configs of the service. + + Do the following things: + 1. automl board settings + 2. database settings + 3. django settings + """ + os.environ["AUTOMLBOARD_LOGDIR"] = args.logdir + os.environ["AUTOMLBOARD_LOGLEVEL"] = args.log_level + os.environ["AUTOMLBOARD_RELOAD_INTERVAL"] = str(args.reload_interval) + + if args.db: + try: + db_address_reg = re.compile(r"(.*)://(.*):(.*)@(.*):(.*)/(.*)") + match = re.match(db_address_reg, args.db_address) + os.environ["AUTOMLBOARD_DB_ENGINE"] = match.group(1) + os.environ["AUTOMLBOARD_DB_USER"] = match.group(2) + os.environ["AUTOMLBOARD_DB_PASSWORD"] = match.group(3) + os.environ["AUTOMLBOARD_DB_HOST"] = match.group(4) + os.environ["AUTOMLBOARD_DB_PORT"] = match.group(5) + os.environ["AUTOMLBOARD_DB_NAME"] = match.group(6) + print("Using %s as the database backend." % match.group(1)) + except BaseException as e: + raise DatabaseError(e) + else: + print("Using sqlite3 as the database backend, " + "information will be stored in automlboard.db") + + os.environ.setdefault("DJANGO_SETTINGS_MODULE", + "ray.tune.automlboard.settings") + django.setup() + command = [os.path.join(root_path, 'manage.py'), 'migrate', '--run-syncdb'] + execute_from_command_line(command) + + +def main(): + parser = argparse.ArgumentParser() + parser.add_argument( + "--logdir", + type=str, + required=True, + help="Directory where AutoML Board will " + "look to find tuning logs it can display") + parser.add_argument( + "--port", + type=int, + default=8008, + help="What port to serve AutoMLBoard on, " + "(default: %(default)s)") + parser.add_argument( + "--db", + type=str, + default=None, + help="Set SQL database URI in " + "schema://user:password@host:port/database, " + "(default: sqlite3)"), + parser.add_argument( + "--reload_interval", + type=int, + default=5, + help="How often the backend should load more data, " + "(default: %(default)s)") + parser.add_argument( + "--log_level", + type=str, + default="INFO", + help="Set the logging level, " + "(default: %(default)s)") + cmd_args = parser.parse_args() + + run_board(cmd_args) + + +if __name__ == "__main__": + main() diff --git a/python/ray/tune/automlboard/settings.py b/python/ray/tune/automlboard/settings.py new file mode 100644 index 000000000..378f9b418 --- /dev/null +++ b/python/ray/tune/automlboard/settings.py @@ -0,0 +1,148 @@ +""" +Django settings for monitor project. + +Generated by 'django-admin startproject' using Django 1.11.14. + +For more information on this file, see +https://docs.djangoproject.com/en/1.11/topics/settings/ + +For the full list of settings and their values, see +https://docs.djangoproject.com/en/1.11/ref/settings/ +""" + +from __future__ import absolute_import +from __future__ import division +from __future__ import print_function + +import os + +# Build paths inside the project like this: +# os.path.join(BASE_DIR, ...) +BASE_DIR = os.path.dirname(os.path.abspath(__file__)) + +# You can specify your own secret key, here we just pick one randomly. +SECRET_KEY = 'tktks103=$7a#5axn)52&b87!#w_qm(%*72^@hsq!nur%dtk4b' + +# SECURITY WARNING: don't run with debug turned on in production! +DEBUG = True + +ALLOWED_HOSTS = ['*'] + +# Application definition + +INSTALLED_APPS = [ + 'django.contrib.admin', + 'django.contrib.auth', + 'django.contrib.contenttypes', + 'django.contrib.sessions', + 'django.contrib.messages', + 'django.contrib.staticfiles', + 'ray.tune.automlboard.models', +] + +MIDDLEWARE = [ + 'django.middleware.security.SecurityMiddleware', + 'django.contrib.sessions.middleware.SessionMiddleware', + 'django.middleware.common.CommonMiddleware', + 'django.middleware.csrf.CsrfViewMiddleware', + 'django.contrib.auth.middleware.AuthenticationMiddleware', + 'django.contrib.messages.middleware.MessageMiddleware', + 'django.middleware.clickjacking.XFrameOptionsMiddleware', +] + +ROOT_URLCONF = 'ray.tune.automlboard.frontend.urls' + +TEMPLATES = [ + { + 'BACKEND': 'django.template.backends.django.DjangoTemplates', + 'DIRS': [BASE_DIR + "/templates"], + 'APP_DIRS': True, + 'OPTIONS': { + 'context_processors': [ + 'django.template.context_processors.debug', + 'django.template.context_processors.request', + 'django.contrib.auth.context_processors.auth', + 'django.contrib.messages.context_processors.messages', + ], + }, + }, +] + +WSGI_APPLICATION = 'ray.tune.automlboard.frontend.wsgi.application' + +DB_ENGINE_NAME_MAP = { + "mysql": "django.db.backends.mysql", + "sqllite": "django.db.backends.sqlite3" +} + + +def lookup_db_engine(name): + """Lookup db engine class name for engine name.""" + return DB_ENGINE_NAME_MAP.get(name, DB_ENGINE_NAME_MAP["sqllite"]) + + +# Database +# https://docs.djangoproject.com/en/1.11/ref/settings/#databases +if not os.environ.get("AUTOMLBOARD_DB_ENGINE", None): + DATABASES = { + 'default': { + 'ENGINE': 'django.db.backends.sqlite3', + 'NAME': 'automlboard.db', + } + } +else: + DATABASES = { + 'default': { + 'ENGINE': lookup_db_engine(os.environ["AUTOMLBOARD_DB_ENGINE"]), + 'NAME': os.environ["AUTOMLBOARD_DB_NAME"], + 'USER': os.environ["AUTOMLBOARD_DB_USER"], + "PASSWORD": os.environ["AUTOMLBOARD_DB_PASSWORD"], + "HOST": os.environ["AUTOMLBOARD_DB_HOST"], + "PORT": os.environ["AUTOMLBOARD_DB_PORT"] + } + } + +# Password validation +# https://docs.djangoproject.com/en/1.11/ref/settings/#auth-password-validators + +VALIDATION_PREFIX = "django.contrib.auth.password_validation." + +AUTH_PASSWORD_VALIDATORS = [ + { + 'NAME': VALIDATION_PREFIX + "UserAttributeSimilarityValidator", + }, + { + 'NAME': VALIDATION_PREFIX + "MinimumLengthValidator", + }, + { + 'NAME': VALIDATION_PREFIX + "CommonPasswordValidator", + }, + { + 'NAME': VALIDATION_PREFIX + "NumericPasswordValidator", + }, +] + +# Internationalization +# https://docs.djangoproject.com/en/1.11/topics/i18n/ + +LANGUAGE_CODE = 'en-us' + +TIME_ZONE = 'Asia/Shanghai' + +USE_I18N = True + +USE_L10N = True + +USE_TZ = False + +# Static files (CSS, JavaScript, Images) +# https://docs.djangoproject.com/en/1.11/howto/static-files/ + +STATIC_URL = '/static/' +STATICFILES_DIRS = (os.path.join(BASE_DIR, 'static').replace('\\', '/'), ) + +# automlboard settings +AUTOMLBOARD_LOG_DIR = os.environ.get("AUTOMLBOARD_LOGDIR", None) +AUTOMLBOARD_RELOAD_INTERVAL = os.environ.get("AUTOMLBOARD_RELOAD_INTERVAL", + None) +AUTOMLBOARD_LOG_LEVEL = os.environ.get("AUTOMLBOARD_LOGLEVEL", None) diff --git a/python/ray/tune/automlboard/static/css/App.css b/python/ray/tune/automlboard/static/css/App.css new file mode 100644 index 000000000..dc6099a82 --- /dev/null +++ b/python/ray/tune/automlboard/static/css/App.css @@ -0,0 +1,158 @@ +body { + font-size: 14px; +} + +input[type=text], textarea { + font-size: 14px; + padding: 5px 10px; + border-radius: 4px; + border: 1px solid #ccc; + -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075); + box-shadow: inset 0 1px 1px rgba(0,0,0,.075); +} + +::-webkit-input-placeholder { + opacity: 0.6; +} + +:-ms-input-placeholder { + opacity: 0.6; +} + +::-ms-input-placeholder { + opacity: 0.6; +} + +::placeholder { + opacity: 0.6; +} + +button, .btn { + font-size: 14px; + background-color: #f5f5f5; + border-color: #cccccc; +} + +button:hover, .btn:hover { + border-color: #c0c0c0; +} + +a { + color: #017fcb; +} + +a:hover, a:focus { + color: #015693; +} + +.btn-primary { + background-color: #0193e1; + border-color: #0193e1; +} + +.btn-primary:hover { + background-color: #017fcb; + border-color: #017fcb; +} + +.btn-primary[disabled], .btn-primary[disabled]:hover { + background-color: #0193e1; + border-color: #0193e1; + opacity: 0.4; +} + +.App-header { + background-color: #082142; + height: 60px; + color: white; + display: block; +} + +.App-header-text { + position: relative; + top: 40%; +} + +.App-experiments { + width: 200px; +} + +.App-content { + width: 80%; + margin-right: auto; + margin-left: auto; +} + +div.mlflow-logo { + display: inline-block; +} + +img.mlflow-logo { + height: 40px; + margin-left: 64px; + margin-top: 10px; + margin-bottom: 10px; +} + +div.github { + display: inline-block; + padding-right: 24px; + color: #ffffff; +} + +div.docs { + display: inline-block; + color: #ffffff; +} + +div.header-links { + display: inline-block; + float: right; + padding-top: 21px; + padding-right: 10%; + font-size: 16px; +} + +h1 { + margin-top: 32px; + font-size: 24px; + font-weight: bold; + color: #333; +} + +h2 { + font-size: 18px; + font-weight: normal; + color: #333; +} + +label { + font-size: 14px; + font-weight: normal; + color: #333; + margin: 0; +} + +div.metadata { + margin-top: 32px; +} + +span.metadata { + font-size: 16px; + font-weight: normal; + white-space: nowrap; + margin-right: 100px; +} + +span.metadata-header { + font-size: 16px; + font-weight: normal; + color: #888; + margin-right: 4px; +} + +table th { + background-color: #fafafa; + color: #888888; + font-weight: 500; +} diff --git a/python/ray/tune/automlboard/static/css/ExperimentList.css b/python/ray/tune/automlboard/static/css/ExperimentList.css new file mode 100644 index 000000000..e7e147964 --- /dev/null +++ b/python/ray/tune/automlboard/static/css/ExperimentList.css @@ -0,0 +1,104 @@ +.experiment-list-outer-container { + padding-left: 64px; +} + +.experiment-list-container { + overflow-y: scroll; + overflow-x: hidden; + width: 236px; + min-height: 100%; +} + +.active-experiment-list-item { + background: rgba(67, 199, 234, 0.1); + font-weight: bold; +} + +.experiment-list-item { + overflow:hidden; + -o-text-overflow: ellipsis; + text-overflow: ellipsis; + white-space: nowrap; + font-size: 16px; + height: 40px; + width: 220px; + line-height: 40px; + padding-left: 12px; +} + +.experiments-header { + font-weight: normal; + display: inline-block; + padding-bottom: 6px; +} + +.collapser-container { + display: inline-block; + position: relative; + top: -2px; +} + +.collapser { + display: inline-block; + background-color: #082142d6; + color: #FFFFFF; + font-size: 16px; + line-height: 24px; + width: 24px; + height: 24px; + text-align: center; + margin-left: 68px; +} + +.login-icon { + background-color: #E95420; +} + +.login-icon:hover { + background-color: #AEA79F; +} + +.fa, .fas { + font-weight: 900; + padding-top: 3px; +} + +.collapsed { + display: none; /* hide it for small displays */ +} + +@media (min-width: 992px) { + .collapsed { + display: block; + margin-left: -18%; /* same width as sidebar */ + } +} + +#row-main { + overflow-x: hidden; /* necessary to hide collapsed sidebar */ +} + +#sidebar { + -webkit-transition: margin 0.3s ease; + -moz-transition: margin 0.3s ease; + -o-transition: margin 0.3s ease; + transition: margin 0.3s ease; +} + +#content { + -webkit-transition: width 0.3s ease; + -moz-transition: width 0.3s ease; + -o-transition: width 0.3s ease; + transition: width 0.3s ease; +} + +.experiment-list-container .nav .nav-item .nav-link:hover { + padding-left: 25px; + margin-right: 25px; + color: #0193e1; + background-color: #e9ecef; +} + +.nav-item .nav-link { + color: #888888; +} \ No newline at end of file diff --git a/python/ray/tune/automlboard/static/css/ExperimentView.css b/python/ray/tune/automlboard/static/css/ExperimentView.css new file mode 100644 index 000000000..c5d664685 --- /dev/null +++ b/python/ray/tune/automlboard/static/css/ExperimentView.css @@ -0,0 +1,175 @@ +.ExperimentView input[type=checkbox] { + width: auto; +} + +.ExperimentView th { + background-color: #fafafa; + color: #888888; + font-weight: 500; +} + +.ExperimentView td, .ExperimentView th { + border-top: 1px solid #e2e2e2; + border-bottom: 1px solid #e2e2e2; +} + +.ExperimentView th.top-row { + text-align: center; + border-bottom: none; + border-top: none; +} + +.ExperimentView th.bottom-row { + text-align: left; + border-top: none; +} + +.ExperimentView .left-border { + border-left: 1px solid #e2e2e2; +} + +.ExperimentView-run-buttons .btn { + margin-left: 16px; +} + +.ExperimentView-run-buttons .run-count { + font-size: 14px; + color: #888888; +} + +.ExperimentView-evenRow { + background-color: #bbbbbb; +} + +.ExperimentView-evenRow:hover { + background-color: #acacac; +} + +.ExperimentView-oddRow:hover { + background-color: #e1e1e1; +} + +.ExperimentView-downloadCsv { + float: right; +} + +.ExperimentView-search-controls { + margin-top: 30px; +} + +.ExperimentView-run-buttons{ + margin-top: 30px; + margin-bottom: 30px; +} + +.ExperimentView-paramKeyFilter, .ExperimentView-metricKeyFilter { + display: inline-block; + width: 100%; + min-width: 210px; + margin-top: 16px; +} + +.ExperimentView-paramKeyFilter, .ExperimentView-metricKeyFilter, .ExperimentView-search { + padding-right: 16px; +} + +.ExperimentView-search-buttons { + float: right; + width: 100px; +} + +.ExperimentView-search-buttons .btn { + display: block; + width: 100%; + margin-bottom: 12px; +} + +.ExperimentView-search-inputs { + margin-right: 100px; +} + +.ExperimentView-search-controls .filter-label { + width: 110px; + float: left; + margin-top: 6px; +} + +.ExperimentView-search-controls .filter-wrapper { + margin-left: 110px; +} + +.ExperimentView-search-controls input { + width: 100%; +} + +.search-button { + margin-right: 30px; +} + +div.error-message { + margin-left: 100px; + /*width: auto;*/ +} +span.error-message { + color: red; +} + +.metric-filler-bg { + position: relative; +} + +.metric-filler-fg { + background-color: #def1ff; + position: absolute; + left: -3px; + top: -1px; + height: 22px; +} + +.metric-text { + position: relative; +} + +.fixed-table-container { + border: none; +} + +.fixed-table-toolbar .btn-group .keep-open .btn-secondary { + color: #868e96; +} + +.fixed-table-toolbar .btn-group .show .btn-secondary { + color: #fff; +} + +.fixed-table-toolbar .btn-group .keep-open .btn-secondary:hover { + background-color: #9c948a; + color: #fff; +} + +.fixed-table-container .fixed-table-body { + overflow-x: auto; + overflow-y: auto; + height: 50%; +} + +.page-list .btn-group .btn-secondary { + color: #868e96; +} + +.page-list .btn-group .btn-secondary:hover { + background-color: #9c948a; + color: #fff; +} + +hr.divider { + -moz-border-bottom-colors: none; + -moz-border-image: none; + -moz-border-left-colors: none; + -moz-border-right-colors: none; + -moz-border-top-colors: none; + border-color: #EEEEEE -moz-use-text-color #FFFFFF; + border-style: solid none; + border-width: 1px 0; + margin: 18px 0; +} \ No newline at end of file diff --git a/python/ray/tune/automlboard/static/css/HomePage.css b/python/ray/tune/automlboard/static/css/HomePage.css new file mode 100644 index 000000000..13da3b417 --- /dev/null +++ b/python/ray/tune/automlboard/static/css/HomePage.css @@ -0,0 +1,36 @@ +.outer-container { + display: -ms-flexbox; + display: flex; +} +.HomePage-experiment-list-container { + width: 10%; + min-width: 333px; +} +.experiment-view-container { + width: 80%; +} +.experiment-view-right { + width: 10%; +} + + +/* BEGIN css for when experiment list collapsed */ +.experiment-page-container { + width: 80%; + margin: 0 auto; +} +.collapsed-expander-container { + float: left; +} + +.expander { + display: inline-block; + background-color: #082142d6; + color: #FFFFFF; + font-size: 16px; + line-height: 24px; + width: 24px; + height: 24px; + text-align: center; + vertical-align: bottom; +} \ No newline at end of file diff --git a/python/ray/tune/automlboard/static/css/bootstrap.min.css b/python/ray/tune/automlboard/static/css/bootstrap.min.css new file mode 100644 index 000000000..a86a2fac5 --- /dev/null +++ b/python/ray/tune/automlboard/static/css/bootstrap.min.css @@ -0,0 +1,12 @@ +/*! + * Bootswatch v4.1.3 + * Homepage: https://bootswatch.com + * Copyright 2012-2018 Thomas Park + * Licensed under MIT + * Based on Bootstrap +*//*! + * Bootstrap v4.1.3 (https://getbootstrap.com/) + * Copyright 2011-2018 The Bootstrap Authors + * Copyright 2011-2018 Twitter, Inc. + * Licensed under MIT (https://github.com/twbs/bootstrap/blob/master/LICENSE) + */@import 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0.5rem;color:#fff;text-align:center;background-color:#000;border-radius:0.25rem}.popover{position:absolute;top:0;left:0;z-index:1060;display:block;max-width:276px;font-family:"Ubuntu", -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, "Helvetica Neue", Arial, sans-serif, "Apple Color Emoji", "Segoe UI Emoji", "Segoe UI Symbol";font-style:normal;font-weight:400;line-height:1.5;text-align:left;text-align:start;text-decoration:none;text-shadow:none;text-transform:none;letter-spacing:normal;word-break:normal;word-spacing:normal;white-space:normal;line-break:auto;font-size:0.875rem;word-wrap:break-word;background-color:#fff;background-clip:padding-box;border:1px solid rgba(0,0,0,0.2);border-radius:0.3rem}.popover .arrow{position:absolute;display:block;width:1rem;height:0.5rem;margin:0 0.3rem}.popover .arrow::before,.popover 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!important}.text-hide{font:0/0 a;color:transparent;text-shadow:none;background-color:transparent;border:0}.visible{visibility:visible !important}.invisible{visibility:hidden !important}@media print{*,*::before,*::after{text-shadow:none !important;-webkit-box-shadow:none !important;box-shadow:none !important}a:not(.btn){text-decoration:underline}abbr[title]::after{content:" (" attr(title) ")"}pre{white-space:pre-wrap !important}pre,blockquote{border:1px solid #AEA79F;page-break-inside:avoid}thead{display:table-header-group}tr,img{page-break-inside:avoid}p,h2,h3{orphans:3;widows:3}h2,h3{page-break-after:avoid}@page{size:a3}body{min-width:992px !important}.container{min-width:992px !important}.navbar{display:none}.badge{border:1px solid #000}.table{border-collapse:collapse !important}.table td,.table th{background-color:#fff !important}.table-bordered th,.table-bordered td{border:1px solid #dee2e6 !important}.table-dark{color:inherit}.table-dark th,.table-dark td,.table-dark thead th,.table-dark tbody+tbody{border-color:#dee2e6}.table .thead-dark th{color:inherit;border-color:#dee2e6}} diff --git a/python/ray/tune/automlboard/static/css/index.css b/python/ray/tune/automlboard/static/css/index.css new file mode 100644 index 000000000..9b0217b47 --- /dev/null +++ b/python/ray/tune/automlboard/static/css/index.css @@ -0,0 +1,9 @@ +body { + margin: 0; + padding: 0; + font-family: sans-serif; +} + +.fa-chevron-left:before { + content: "\f053"; +} \ No newline at end of file diff --git a/python/ray/tune/automlboard/static/js/ExperimentList.js b/python/ray/tune/automlboard/static/js/ExperimentList.js new file mode 100644 index 000000000..2504028fd --- /dev/null +++ b/python/ray/tune/automlboard/static/js/ExperimentList.js @@ -0,0 +1,11 @@ +function collapse_experiment_list() { + $("#sidebar").toggleClass("collapsed"); + $("#content").toggleClass("col-md-8"); + $(".collapser").toggleClass("fa-chevron-left fa-chevron-right"); + var over_flow_attr = $(".experiment-list-container").css("overflow-y"); + if (over_flow_attr == "scroll") { + $(".experiment-list-container").css("overflow-y", "visible") + } else { + $(".experiment-list-container").css("overflow-y", "scroll") + } +} diff --git a/python/ray/tune/automlboard/templates/index.html b/python/ray/tune/automlboard/templates/index.html new file mode 100644 index 000000000..7339198b1 --- /dev/null +++ b/python/ray/tune/automlboard/templates/index.html @@ -0,0 +1,157 @@ + + + AutoMLBoard + + + {% load staticfiles %} + + + + + + + + + + + + + + + + + + + + + + +
+
+ +
+
+
+
+

Summary

+
+ + Log Path: + {{ log_dir }} + +
+ + Reload Interval: + {{ reload_interval }} s + +
+
+
+ + Jobs: + {{ job_num }} + + + Trials: + + {{ trial_num }} + {{ running_num }} Running + {{ success_num }} Success + {{ failed_num }} Failed + +
+ + + + + + + + + + + + + + {% for job in recent_jobs %} + + + + + + + + + + {% endfor %} + +
Job IDUserStart TimeStatus (Succ / Run / Fail / Total)ProgressWinner TrialWinner Metric
{{ job.job_id }}{{ job.user }}{{ job.start_time }}{{ job.success_num }} / {{ job.running_num }}/ {{ job.failed_num }} / {{ job.total_num }} +
+
+ {{ job.progress }} +
+
+ 		{{ job.winner.trial_id }}{{ job.winner.metric}}
+
+
+
+
+
+
+
+ + + \ No newline at end of file diff --git a/python/ray/tune/automlboard/templates/job.html b/python/ray/tune/automlboard/templates/job.html new file mode 100644 index 000000000..401bf473f --- /dev/null +++ b/python/ray/tune/automlboard/templates/job.html @@ -0,0 +1,161 @@ + + + AutoMLBoard + + + {% load staticfiles %} + + + + + + + + + + + + + + + + + + + + + + +
+
+ +
+
+
+
+

{{ current_job.job_id }}

+
+
+ + User: + {{ current_job.user }} + + + Progress: + + {{ current_job.total_num }} Trials + {{ current_job.running_num }} Running + {{ current_job.success_num }} Success + {{ current_job.failed_num }} Failed + + + + + + Start Time: + {{ current_job.start_time }} + +
+
+
+ + + + + + + + + + + + + {% for param in param_keys %} + + {% endfor %} + {% for metric in metric_keys %} + + {% endfor %} + + + + {% for trial in recent_trials %} + + + + + + {% for param in trial.params.items %} + + {% endfor %} + + + + + {% endfor %} + +
TrialsParametersMetrics
Trial-IDStatusStart TimeEnd Time{{ param }}{{ metric }}
{{ trial.trial_id }}{{ trial.trial_status}} {{ trial.start_time }}{{ trial.end_time }}{{ param.1 }}{{ trial.metrics.episode_reward }}{{ trial.metrics.loss }}{{ trial.metrics.accuracy }}
+
+
+
+
+
+
+
+
+ + \ No newline at end of file diff --git a/python/ray/tune/automlboard/templates/trial.html b/python/ray/tune/automlboard/templates/trial.html new file mode 100644 index 000000000..1c081732b --- /dev/null +++ b/python/ray/tune/automlboard/templates/trial.html @@ -0,0 +1,157 @@ + + + AutoMLBoard + + + {% load staticfiles %} + + + + + + + + + + + + + + + + + + + + + + +
+
+ +
+
+
+
+

Trial-{{ current_trial.trial_id }}

+
+
+ + Status: + {{ current_trial.trial_status }} + +
+ + Start Time: + {{ current_trial.start_time }} + + + End Time: + {{ current_trial.end_time }} + +
+
+
+ + + + +
+
+
+ + + + + + + + + + + + + + + + + {% for result in recent_results %} + + + + + + + + + + + + + {% endfor %} + +
Trial IdTimestepsTrain IterationEpisode Reward MeanEpisodes TotalMean AccuracyMean LossTime TotalDateHostname
{{ result.trial_id }}{{ result.timesteps_total }}{{ result.trainning_iteration }}{{ result.episode_reward_mean }}{{ result.episodes_total }}{{ result.mean_accuracy }}{{ result.loss }}{{ result.time_total_s }}{{ result.date }}{{ result.hostname }}
+
+
+
+
+
+
+
+
+ + \ No newline at end of file diff --git a/python/ray/tune/result.py b/python/ray/tune/result.py index bd7561a54..41eecfd0f 100644 --- a/python/ray/tune/result.py +++ b/python/ray/tune/result.py @@ -34,3 +34,20 @@ TRAINING_ITERATION = "training_iteration" # Where Tune writes result files by default DEFAULT_RESULTS_DIR = os.path.expanduser("~/ray_results") + +# Meta file about status under each experiment directory, can be +# parsed by automlboard if exists. +JOB_META_FILE = "job_status.json" + +# Meta file about status under each trial directory, can be parsed +# by automlboard if exists. +EXPR_META_FILE = "trial_status.json" + +# File that stores parameters of the trial. +EXPR_PARARM_FILE = "params.json" + +# File that stores the progress of the trial. +EXPR_PROGRESS_FILE = "progress.csv" + +# File that stores results of the trial. +EXPR_RESULT_FILE = "result.json"