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637 lines
25 KiB
637 lines
25 KiB
#!/usr/bin/env python2.7 |
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# Copyright 2015-2016, Google Inc. |
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# All rights reserved. |
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# |
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# Redistribution and use in source and binary forms, with or without |
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# modification, are permitted provided that the following conditions are |
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# met: |
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# |
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# * Redistributions of source code must retain the above copyright |
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# notice, this list of conditions and the following disclaimer. |
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# * Redistributions in binary form must reproduce the above |
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# copyright notice, this list of conditions and the following disclaimer |
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# in the documentation and/or other materials provided with the |
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# distribution. |
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# * Neither the name of Google Inc. nor the names of its |
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# contributors may be used to endorse or promote products derived from |
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# this software without specific prior written permission. |
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# |
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# THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS |
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# "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT |
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# LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR |
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# A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT |
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# OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, |
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# SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT |
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# LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, |
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# DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY |
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# THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT |
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# (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE |
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# OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. |
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import argparse |
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import datetime |
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import json |
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import os |
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import subprocess |
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import sys |
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import time |
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stress_test_utils_dir = os.path.abspath(os.path.join( |
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os.path.dirname(__file__), '../../gcp/stress_test')) |
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sys.path.append(stress_test_utils_dir) |
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from stress_test_utils import BigQueryHelper |
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kubernetes_api_dir = os.path.abspath(os.path.join( |
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os.path.dirname(__file__), '../../gcp/utils')) |
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sys.path.append(kubernetes_api_dir) |
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import kubernetes_api |
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class GlobalSettings: |
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def __init__(self, gcp_project_id, build_docker_images, |
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test_poll_interval_secs, test_duration_secs, |
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kubernetes_proxy_port, dataset_id_prefix, summary_table_id, |
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qps_table_id, pod_warmup_secs): |
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self.gcp_project_id = gcp_project_id |
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self.build_docker_images = build_docker_images |
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self.test_poll_interval_secs = test_poll_interval_secs |
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self.test_duration_secs = test_duration_secs |
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self.kubernetes_proxy_port = kubernetes_proxy_port |
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self.dataset_id_prefix = dataset_id_prefix |
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self.summary_table_id = summary_table_id |
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self.qps_table_id = qps_table_id |
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self.pod_warmup_secs = pod_warmup_secs |
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class ClientTemplate: |
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""" Contains all the common settings that are used by a stress client """ |
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def __init__(self, name, client_image_path, metrics_client_image_path, |
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metrics_port, wrapper_script_path, poll_interval_secs, |
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client_args_dict, metrics_args_dict): |
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self.name = name |
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self.client_image_path = client_image_path |
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self.metrics_client_image_path = metrics_client_image_path |
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self.metrics_port = metrics_port |
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self.wrapper_script_path = wrapper_script_path |
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self.poll_interval_secs = poll_interval_secs |
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self.client_args_dict = client_args_dict |
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self.metrics_args_dict = metrics_args_dict |
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class ServerTemplate: |
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""" Contains all the common settings used by a stress server """ |
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def __init__(self, name, server_image_path, wrapper_script_path, server_port, |
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server_args_dict): |
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self.name = name |
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self.server_image_path = server_image_path |
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self.wrapper_script_path = wrapper_script_path |
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self.server_port = server_port |
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self.server_args_dict = server_args_dict |
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class DockerImage: |
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""" Represents a docker image properties and has methods to build the image and |
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push it to GKE registry |
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""" |
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def __init__(self, gcp_project_id, image_name, build_script_path, |
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dockerfile_dir, build_type): |
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"""Args: |
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image_name: The docker image name |
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tag_name: The additional tag name. This is the name used when pushing the |
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docker image to GKE registry |
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build_script_path: The path to the build script that builds this docker |
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image |
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dockerfile_dir: The name of the directory under |
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'<grpc_root>/tools/dockerfile' that contains the dockerfile |
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""" |
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self.image_name = image_name |
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self.gcp_project_id = gcp_project_id |
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self.build_script_path = build_script_path |
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self.dockerfile_dir = dockerfile_dir |
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self.build_type = build_type |
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self.tag_name = self._make_tag_name(gcp_project_id, image_name) |
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def _make_tag_name(self, project_id, image_name): |
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return 'gcr.io/%s/%s' % (project_id, image_name) |
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def build_image(self): |
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print 'Building docker image: %s (tag: %s)' % (self.image_name, |
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self.tag_name) |
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os.environ['INTEROP_IMAGE'] = self.image_name |
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os.environ['INTEROP_IMAGE_REPOSITORY_TAG'] = self.tag_name |
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os.environ['BASE_NAME'] = self.dockerfile_dir |
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os.environ['BUILD_TYPE'] = self.build_type |
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print 'DEBUG: path: ', self.build_script_path |
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if subprocess.call(args=[self.build_script_path]) != 0: |
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print 'Error in building the Docker image' |
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return False |
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return True |
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def push_to_gke_registry(self): |
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cmd = ['gcloud', 'docker', 'push', self.tag_name] |
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print 'Pushing %s to the GKE registry..' % self.tag_name |
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if subprocess.call(args=cmd) != 0: |
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print 'Error in pushing the image %s to the GKE registry' % self.tag_name |
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return False |
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return True |
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class ServerPodSpec: |
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""" Contains the information required to launch server pods. """ |
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def __init__(self, name, server_template, docker_image, num_instances): |
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self.name = name |
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self.template = server_template |
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self.docker_image = docker_image |
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self.num_instances = num_instances |
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def pod_names(self): |
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""" Return a list of names of server pods to create. """ |
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return ['%s-%d' % (self.name, i) for i in range(1, self.num_instances + 1)] |
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def server_addresses(self): |
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""" Return string of server addresses in the following format: |
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'<server_pod_name_1>:<server_port>,<server_pod_name_2>:<server_port>...' |
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""" |
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return ','.join(['%s:%d' % (pod_name, self.template.server_port) |
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for pod_name in self.pod_names()]) |
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class ClientPodSpec: |
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""" Contains the information required to launch client pods """ |
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def __init__(self, name, client_template, docker_image, num_instances, |
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server_addresses): |
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self.name = name |
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self.template = client_template |
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self.docker_image = docker_image |
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self.num_instances = num_instances |
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self.server_addresses = server_addresses |
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def pod_names(self): |
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""" Return a list of names of client pods to create """ |
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return ['%s-%d' % (self.name, i) for i in range(1, self.num_instances + 1)] |
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# The client args in the template do not have server addresses. This function |
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# adds the server addresses and returns the updated client args |
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def get_client_args_dict(self): |
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args_dict = self.template.client_args_dict.copy() |
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args_dict['server_addresses'] = self.server_addresses |
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return args_dict |
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class Gke: |
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""" Class that has helper methods to interact with GKE """ |
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class KubernetesProxy: |
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"""Class to start a proxy on localhost to talk to the Kubernetes API server""" |
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def __init__(self, port): |
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cmd = ['kubectl', 'proxy', '--port=%d' % port] |
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self.p = subprocess.Popen(args=cmd) |
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time.sleep(2) |
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print '\nStarted kubernetes proxy on port: %d' % port |
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def __del__(self): |
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if self.p is not None: |
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print 'Shutting down Kubernetes proxy..' |
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self.p.kill() |
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def __init__(self, project_id, run_id, dataset_id, summary_table_id, |
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qps_table_id, kubernetes_port): |
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self.project_id = project_id |
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self.run_id = run_id |
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self.dataset_id = dataset_id |
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self.summary_table_id = summary_table_id |
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self.qps_table_id = qps_table_id |
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# The environment variables we would like to pass to every pod (both client |
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# and server) launched in GKE |
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self.gke_env = { |
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'RUN_ID': self.run_id, |
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'GCP_PROJECT_ID': self.project_id, |
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'DATASET_ID': self.dataset_id, |
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'SUMMARY_TABLE_ID': self.summary_table_id, |
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'QPS_TABLE_ID': self.qps_table_id |
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} |
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self.kubernetes_port = kubernetes_port |
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# Start kubernetes proxy |
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self.kubernetes_proxy = Gke.KubernetesProxy(kubernetes_port) |
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def _args_dict_to_str(self, args_dict): |
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return ' '.join('--%s=%s' % (k, args_dict[k]) for k in args_dict.keys()) |
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def launch_servers(self, server_pod_spec): |
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is_success = True |
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# The command to run inside the container is the wrapper script (which then |
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# launches the actual server) |
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container_cmd = server_pod_spec.template.wrapper_script_path |
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# The parameters to the wrapper script (defined in |
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# server_pod_spec.template.wrapper_script_path) are are injected into the |
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# container via environment variables |
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server_env = self.gke_env.copy() |
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server_env.update({ |
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'STRESS_TEST_IMAGE_TYPE': 'SERVER', |
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'STRESS_TEST_IMAGE': server_pod_spec.template.server_image_path, |
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'STRESS_TEST_ARGS_STR': self._args_dict_to_str( |
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server_pod_spec.template.server_args_dict) |
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}) |
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for pod_name in server_pod_spec.pod_names(): |
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server_env['POD_NAME'] = pod_name |
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print 'Creating server: %s' % pod_name |
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is_success = kubernetes_api.create_pod_and_service( |
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'localhost', |
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self.kubernetes_port, |
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'default', # Use 'default' namespace |
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pod_name, |
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server_pod_spec.docker_image.tag_name, |
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[server_pod_spec.template.server_port], # Ports to expose on the pod |
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[container_cmd], |
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[], # Args list is empty since we are passing all args via env variables |
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server_env, |
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True # Headless = True for server to that GKE creates a DNS record for pod_name |
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) |
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if not is_success: |
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print 'Error in launching server: %s' % pod_name |
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break |
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if is_success: |
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print 'Successfully created server(s)' |
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return is_success |
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def launch_clients(self, client_pod_spec): |
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is_success = True |
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# The command to run inside the container is the wrapper script (which then |
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# launches the actual stress client) |
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container_cmd = client_pod_spec.template.wrapper_script_path |
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# The parameters to the wrapper script (defined in |
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# client_pod_spec.template.wrapper_script_path) are are injected into the |
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# container via environment variables |
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client_env = self.gke_env.copy() |
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client_env.update({ |
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'STRESS_TEST_IMAGE_TYPE': 'CLIENT', |
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'STRESS_TEST_IMAGE': client_pod_spec.template.client_image_path, |
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'STRESS_TEST_ARGS_STR': self._args_dict_to_str( |
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client_pod_spec.get_client_args_dict()), |
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'METRICS_CLIENT_IMAGE': |
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client_pod_spec.template.metrics_client_image_path, |
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'METRICS_CLIENT_ARGS_STR': self._args_dict_to_str( |
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client_pod_spec.template.metrics_args_dict), |
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'POLL_INTERVAL_SECS': str(client_pod_spec.template.poll_interval_secs) |
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}) |
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for pod_name in client_pod_spec.pod_names(): |
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client_env['POD_NAME'] = pod_name |
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print 'Creating client: %s' % pod_name |
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is_success = kubernetes_api.create_pod_and_service( |
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'localhost', |
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self.kubernetes_port, |
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'default', # default namespace, |
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pod_name, |
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client_pod_spec.docker_image.tag_name, |
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[client_pod_spec.template.metrics_port], # Ports to expose on the pod |
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[container_cmd], |
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[], # Empty args list since all args are passed via env variables |
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client_env, |
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False # Client is not a headless service. |
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) |
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if not is_success: |
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print 'Error in launching client %s' % pod_name |
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break |
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if is_success: |
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print 'Successfully created all client(s)' |
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return is_success |
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def _delete_pods(self, pod_name_list): |
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is_success = True |
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for pod_name in pod_name_list: |
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print 'Deleting %s' % pod_name |
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is_success = kubernetes_api.delete_pod_and_service( |
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'localhost', |
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self.kubernetes_port, |
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'default', # default namespace |
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pod_name) |
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if not is_success: |
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print 'Error in deleting pod %s' % pod_name |
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break |
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if is_success: |
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print 'Successfully deleted all pods' |
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return is_success |
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def delete_servers(self, server_pod_spec): |
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return self._delete_pods(server_pod_spec.pod_names()) |
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def delete_clients(self, client_pod_spec): |
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return self._delete_pods(client_pod_spec.pod_names()) |
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class Config: |
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def __init__(self, config_filename, gcp_project_id): |
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print 'Loading configuration...' |
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config_dict = self._load_config(config_filename) |
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self.global_settings = self._parse_global_settings(config_dict, |
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gcp_project_id) |
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self.docker_images_dict = self._parse_docker_images( |
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config_dict, self.global_settings.gcp_project_id) |
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self.client_templates_dict = self._parse_client_templates(config_dict) |
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self.server_templates_dict = self._parse_server_templates(config_dict) |
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self.server_pod_specs_dict = self._parse_server_pod_specs( |
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config_dict, self.docker_images_dict, self.server_templates_dict) |
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self.client_pod_specs_dict = self._parse_client_pod_specs( |
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config_dict, self.docker_images_dict, self.client_templates_dict, |
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self.server_pod_specs_dict) |
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print 'Loaded Configuaration.' |
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def _parse_global_settings(self, config_dict, gcp_project_id): |
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global_settings_dict = config_dict['globalSettings'] |
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return GlobalSettings(gcp_project_id, |
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global_settings_dict['buildDockerImages'], |
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global_settings_dict['pollIntervalSecs'], |
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global_settings_dict['testDurationSecs'], |
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global_settings_dict['kubernetesProxyPort'], |
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global_settings_dict['datasetIdNamePrefix'], |
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global_settings_dict['summaryTableId'], |
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global_settings_dict['qpsTableId'], |
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global_settings_dict['podWarmupSecs']) |
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def _parse_docker_images(self, config_dict, gcp_project_id): |
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"""Parses the 'dockerImages' section of the config file and returns a |
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Dictionary of 'DockerImage' objects keyed by docker image names""" |
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docker_images_dict = {} |
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docker_config_dict = config_dict['dockerImages'] |
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for image_name in docker_config_dict.keys(): |
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build_script_path = docker_config_dict[image_name]['buildScript'] |
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dockerfile_dir = docker_config_dict[image_name]['dockerFileDir'] |
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build_type = docker_config_dict[image_name]['buildType'] |
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docker_images_dict[image_name] = DockerImage(gcp_project_id, image_name, |
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build_script_path, |
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dockerfile_dir, build_type) |
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return docker_images_dict |
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def _parse_client_templates(self, config_dict): |
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"""Parses the 'clientTemplates' section of the config file and returns a |
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Dictionary of 'ClientTemplate' objects keyed by client template names. |
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Note: The 'baseTemplates' sub section of the config file contains templates |
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with default values and the 'templates' sub section contains the actual |
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client templates (which refer to the base template name to use for default |
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values). |
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""" |
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client_templates_dict = {} |
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templates_dict = config_dict['clientTemplates']['templates'] |
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base_templates_dict = config_dict['clientTemplates'].get('baseTemplates', |
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{}) |
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for template_name in templates_dict.keys(): |
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# temp_dict is a temporary dictionary that merges base template dictionary |
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# and client template dictionary (with client template dictionary values |
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# overriding base template values) |
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temp_dict = {} |
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base_template_name = templates_dict[template_name].get('baseTemplate') |
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if not base_template_name is None: |
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temp_dict = base_templates_dict[base_template_name].copy() |
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temp_dict.update(templates_dict[template_name]) |
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# Create and add ClientTemplate object to the final client_templates_dict |
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client_templates_dict[template_name] = ClientTemplate( |
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template_name, temp_dict['clientImagePath'], |
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temp_dict['metricsClientImagePath'], temp_dict['metricsPort'], |
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temp_dict['wrapperScriptPath'], temp_dict['pollIntervalSecs'], |
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temp_dict['clientArgs'].copy(), temp_dict['metricsArgs'].copy()) |
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return client_templates_dict |
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def _parse_server_templates(self, config_dict): |
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"""Parses the 'serverTemplates' section of the config file and returns a |
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Dictionary of 'serverTemplate' objects keyed by server template names. |
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|
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Note: The 'baseTemplates' sub section of the config file contains templates |
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with default values and the 'templates' sub section contains the actual |
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server templates (which refer to the base template name to use for default |
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values). |
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""" |
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server_templates_dict = {} |
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templates_dict = config_dict['serverTemplates']['templates'] |
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base_templates_dict = config_dict['serverTemplates'].get('baseTemplates', |
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{}) |
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for template_name in templates_dict.keys(): |
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# temp_dict is a temporary dictionary that merges base template dictionary |
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# and server template dictionary (with server template dictionary values |
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# overriding base template values) |
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temp_dict = {} |
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base_template_name = templates_dict[template_name].get('baseTemplate') |
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if not base_template_name is None: |
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temp_dict = base_templates_dict[base_template_name].copy() |
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temp_dict.update(templates_dict[template_name]) |
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# Create and add ServerTemplate object to the final server_templates_dict |
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server_templates_dict[template_name] = ServerTemplate( |
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template_name, temp_dict['serverImagePath'], |
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temp_dict['wrapperScriptPath'], temp_dict['serverPort'], |
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temp_dict['serverArgs'].copy()) |
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return server_templates_dict |
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def _parse_server_pod_specs(self, config_dict, docker_images_dict, |
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server_templates_dict): |
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"""Parses the 'serverPodSpecs' sub-section (under 'testMatrix' section) of |
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the config file and returns a Dictionary of 'ServerPodSpec' objects keyed |
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by server pod spec names""" |
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server_pod_specs_dict = {} |
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pod_specs_dict = config_dict['testMatrix'].get('serverPodSpecs', {}) |
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for pod_name in pod_specs_dict.keys(): |
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server_template_name = pod_specs_dict[pod_name]['serverTemplate'] |
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docker_image_name = pod_specs_dict[pod_name]['dockerImage'] |
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num_instances = pod_specs_dict[pod_name].get('numInstances', 1) |
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|
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# Create and add the ServerPodSpec object to the final |
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# server_pod_specs_dict |
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server_pod_specs_dict[pod_name] = ServerPodSpec( |
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pod_name, server_templates_dict[server_template_name], |
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docker_images_dict[docker_image_name], num_instances) |
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|
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return server_pod_specs_dict |
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|
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def _parse_client_pod_specs(self, config_dict, docker_images_dict, |
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client_templates_dict, server_pod_specs_dict): |
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"""Parses the 'clientPodSpecs' sub-section (under 'testMatrix' section) of |
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the config file and returns a Dictionary of 'ClientPodSpec' objects keyed |
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by client pod spec names""" |
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client_pod_specs_dict = {} |
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pod_specs_dict = config_dict['testMatrix'].get('clientPodSpecs', {}) |
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for pod_name in pod_specs_dict.keys(): |
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client_template_name = pod_specs_dict[pod_name]['clientTemplate'] |
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docker_image_name = pod_specs_dict[pod_name]['dockerImage'] |
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num_instances = pod_specs_dict[pod_name]['numInstances'] |
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|
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# Get the server addresses from the server pod spec object |
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server_pod_spec_name = pod_specs_dict[pod_name]['serverPodSpec'] |
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server_addresses = server_pod_specs_dict[ |
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server_pod_spec_name].server_addresses() |
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|
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client_pod_specs_dict[pod_name] = ClientPodSpec( |
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pod_name, client_templates_dict[client_template_name], |
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docker_images_dict[docker_image_name], num_instances, |
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server_addresses) |
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|
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return client_pod_specs_dict |
|
|
|
def _load_config(self, config_filename): |
|
"""Opens the config file and converts the Json text to Dictionary""" |
|
if not os.path.isabs(config_filename): |
|
raise Exception('Config objects expects an absolute file path. ' |
|
'config file name passed: %s' % config_filename) |
|
with open(config_filename) as config_file: |
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return json.load(config_file) |
|
|
|
|
|
def run_tests(config): |
|
""" The main function that launches the stress tests """ |
|
# Build docker images and push to GKE registry |
|
if config.global_settings.build_docker_images: |
|
for name, docker_image in config.docker_images_dict.iteritems(): |
|
if not (docker_image.build_image() and |
|
docker_image.push_to_gke_registry()): |
|
return False |
|
|
|
# Create a unique id for this run (Note: Using timestamp instead of UUID to |
|
# make it easier to deduce the date/time of the run just by looking at the run |
|
# run id. This is useful in debugging when looking at records in Biq query) |
|
run_id = datetime.datetime.now().strftime('%Y_%m_%d_%H_%M_%S') |
|
dataset_id = '%s_%s' % (config.global_settings.dataset_id_prefix, run_id) |
|
|
|
bq_helper = BigQueryHelper(run_id, '', '', |
|
config.global_settings.gcp_project_id, dataset_id, |
|
config.global_settings.summary_table_id, |
|
config.global_settings.qps_table_id) |
|
bq_helper.initialize() |
|
|
|
gke = Gke(config.global_settings.gcp_project_id, run_id, dataset_id, |
|
config.global_settings.summary_table_id, |
|
config.global_settings.qps_table_id, |
|
config.global_settings.kubernetes_proxy_port) |
|
|
|
is_success = True |
|
|
|
try: |
|
print 'Launching servers..' |
|
for name, server_pod_spec in config.server_pod_specs_dict.iteritems(): |
|
if not gke.launch_servers(server_pod_spec): |
|
is_success = False # is_success is checked in the 'finally' block |
|
return False |
|
|
|
print('Launched servers. Waiting for %d seconds for the server pods to be ' |
|
'fully online') % config.global_settings.pod_warmup_secs |
|
time.sleep(config.global_settings.pod_warmup_secs) |
|
|
|
for name, client_pod_spec in config.client_pod_specs_dict.iteritems(): |
|
if not gke.launch_clients(client_pod_spec): |
|
is_success = False # is_success is checked in the 'finally' block |
|
return False |
|
|
|
print('Launched all clients. Waiting for %d seconds for the client pods to ' |
|
'be fully online') % config.global_settings.pod_warmup_secs |
|
time.sleep(config.global_settings.pod_warmup_secs) |
|
|
|
start_time = datetime.datetime.now() |
|
end_time = start_time + datetime.timedelta( |
|
seconds=config.global_settings.test_duration_secs) |
|
print 'Running the test until %s' % end_time.isoformat() |
|
|
|
while True: |
|
if datetime.datetime.now() > end_time: |
|
print 'Test was run for %d seconds' % config.global_settings.test_duration_secs |
|
break |
|
|
|
# Check if either stress server or clients have failed (btw, the bq_helper |
|
# monitors all the rows in the summary table and checks if any of them |
|
# have a failure status) |
|
if bq_helper.check_if_any_tests_failed(): |
|
is_success = False |
|
print 'Some tests failed.' |
|
break # Don't 'return' here. We still want to call bq_helper to print qps/summary tables |
|
|
|
# Tests running fine. Wait until next poll time to check the status |
|
print 'Sleeping for %d seconds..' % config.global_settings.test_poll_interval_secs |
|
time.sleep(config.global_settings.test_poll_interval_secs) |
|
|
|
# Print BiqQuery tables |
|
bq_helper.print_qps_records() |
|
bq_helper.print_summary_records() |
|
|
|
finally: |
|
# If there was a test failure, we should not delete the pods since they |
|
# would contain useful debug information (logs, core dumps etc) |
|
if is_success: |
|
for name, server_pod_spec in config.server_pod_specs_dict.iteritems(): |
|
gke.delete_servers(server_pod_spec) |
|
for name, client_pod_spec in config.client_pod_specs_dict.iteritems(): |
|
gke.delete_clients(client_pod_spec) |
|
|
|
return is_success |
|
|
|
|
|
argp = argparse.ArgumentParser( |
|
description='Launch stress tests in GKE', |
|
formatter_class=argparse.ArgumentDefaultsHelpFormatter) |
|
argp.add_argument('--gcp_project_id', |
|
required=True, |
|
help='The Google Cloud Platform Project Id') |
|
argp.add_argument('--config_file', |
|
required=True, |
|
type=str, |
|
help='The test config file') |
|
|
|
if __name__ == '__main__': |
|
args = argp.parse_args() |
|
|
|
config_filename = args.config_file |
|
|
|
# Since we will be changing the current working directory to grpc root in the |
|
# next step, we should check if the config filename path is a relative path |
|
# (i.e a path relative to the current working directory) and if so, convert it |
|
# to abosulte path |
|
if not os.path.isabs(config_filename): |
|
config_filename = os.path.abspath(config_filename) |
|
|
|
config = Config(config_filename, args.gcp_project_id) |
|
|
|
# Change current working directory to grpc root |
|
# (This is important because all relative file paths in the config file are |
|
# supposed to interpreted as relative to the GRPC root) |
|
grpc_root = os.path.abspath(os.path.join( |
|
os.path.dirname(sys.argv[0]), '../../..')) |
|
os.chdir(grpc_root) |
|
|
|
run_tests(config)
|
|
|