From 457fb88748f75e34f0954f97f587a2d18b463eb5 Mon Sep 17 00:00:00 2001 From: del-zhenwu <56623710+del-zhenwu@users.noreply.github.com> Date: Mon, 16 Aug 2021 11:06:10 +0800 Subject: [PATCH] [skip ci] add argo.yaml and update readme for benchmark (#7094) Signed-off-by: del-zhenwu --- tests/milvus_benchmark/Dockerfile | 6 +- tests/milvus_benchmark/README.md | 171 +++++++++++-- tests/milvus_benchmark/asserts/uml.jpg | Bin 0 -> 140944 bytes tests/milvus_benchmark/ci/argo.yaml | 232 ++++++++++++++++++ .../milvus_benchmark/chaos/chaos_opt.py | 9 +- .../milvus_benchmark/chaos/utils.py | 1 - .../milvus_benchmark/client.py | 20 +- .../milvus_benchmark/milvus_benchmark/main.py | 12 +- .../milvus_benchmark/metrics/models/server.py | 3 +- .../milvus_benchmark/runners/__init__.py | 3 +- .../milvus_benchmark/runners/accuracy.py | 2 +- .../milvus_benchmark/runners/get.py | 4 +- .../milvus_benchmark/runners/insert.py | 118 +++++++++ .../milvus_benchmark/runners/locust.py | 15 +- .../milvus_benchmark/runners/locust_tasks.py | 8 +- .../milvus_benchmark/runners/search.py | 6 +- .../milvus_benchmark/runners/test.py | 40 +++ .../milvus_benchmark/update.py | 4 +- tests/milvus_benchmark/requirements.txt | 10 +- 19 files changed, 605 insertions(+), 59 deletions(-) create mode 100644 tests/milvus_benchmark/asserts/uml.jpg create mode 100644 tests/milvus_benchmark/ci/argo.yaml create mode 100644 tests/milvus_benchmark/milvus_benchmark/runners/test.py diff --git a/tests/milvus_benchmark/Dockerfile b/tests/milvus_benchmark/Dockerfile index 55f03c113..08b14b96b 100644 --- a/tests/milvus_benchmark/Dockerfile +++ b/tests/milvus_benchmark/Dockerfile @@ -14,7 +14,7 @@ FROM python:3.6.8-jessie SHELL ["/bin/bash", "-o", "pipefail", "-c"] RUN apt-get update && apt-get install -y --no-install-recommends wget apt-transport-https && \ - wget -qO- "https://get.helm.sh/helm-v3.0.2-linux-amd64.tar.gz" | tar --strip-components=1 -xz -C /usr/local/bin linux-amd64/helm && \ + wget -qO- "https://get.helm.sh/helm-v3.6.1-linux-amd64.tar.gz" | tar --strip-components=1 -xz -C /usr/local/bin linux-amd64/helm && \ wget -P /tmp https://mirrors.aliyun.com/kubernetes/apt/doc/apt-key.gpg && \ apt-key add /tmp/apt-key.gpg && \ sh -c 'echo deb https://mirrors.aliyun.com/kubernetes/apt/ kubernetes-xenial main > /etc/apt/sources.list.d/kubernetes.list' && \ @@ -25,6 +25,6 @@ RUN apt-get update && apt-get install -y --no-install-recommends wget apt-transp COPY requirements.txt /requirements.txt -RUN python3 -m pip install -r /requirements.txt +RUN python3 -m pip install --no-cache-dir -r /requirements.txt -WORKDIR /root \ No newline at end of file +WORKDIR /root diff --git a/tests/milvus_benchmark/README.md b/tests/milvus_benchmark/README.md index b9cddafbd..37c836b1e 100644 --- a/tests/milvus_benchmark/README.md +++ b/tests/milvus_benchmark/README.md @@ -1,45 +1,184 @@ -`milvus_benchmark` is a non-functional testing tool which allows users to run tests on k8s cluster or at local, the primary use case is performance/load/stability testing, the objective is to expose problems in milvus project. +The milvus_benchmark is a non-functional testing tool or service which allows users to run tests on k8s cluster or at local, the primary use case is performance/load/stability testing, the objective is to expose problems in milvus project. ## Quick start -### Description： +### Description - Test cases in `milvus_benchmark` can be organized with `yaml` - Test can run with local mode or helm mode - local: install and start your local server, and pass the host/port param when start the tests - helm: install the server by helm, which will manage the milvus in k8s cluster, and you can interagte the test stage into argo workflow or jenkins pipeline + +### Usage -### Usage： - -1. Using jenkins: +- Using jenkins: Use `ci/main_jenkinsfile` as the jenkins pipeline file -2. Using argo： +- Using argo： example argo workflow yaml configuration: `ci/argo.yaml` -3. Local test： +- Local test： - 1). set PYTHONPATH: + 1. set PYTHONPATH: `export PYTHONPATH=/your/project/path/milvus_benchmark` - 2). prepare data: + 2. prepare data: if we need to use the sift/deep dataset as the raw data input, we need to mount NAS and update `RAW_DATA_DIR` in `config.py`, the example mount command: `sudo mount -t cifs -o username=test,vers=1.0 //172.16.70.249/test /test` - 3). install requirements: + 3. install requirements: `pip install -r requirements.txt` - 4). write test yaml and run with the yaml param: + 4. write test yaml and run with the yaml param: `cd milvus-benchmark/ && python main.py --local --host=* --port=19530 --suite=suites/2_insert_data.yaml` -### Definitions of test suite： +### Test suite + +#### Description + +Test suite yaml defines the test process, users need to add test suite yaml if adding a customized test into the current test framework. + +#### Example + +Take the test file `2_insert_data.yaml` as an example +``` +insert_performance: + collections: + - + milvus: + db_config.primary_path: /test/milvus/db_data_2/cluster/sift_1m_128_l2 + wal_enable: true + collection_name: sift_1m_128_l2 + ni_per: 50000 + build_index: false + index_type: ivf_sq8 + index_param: + nlist: 1024 +``` +- `insert_performance` + + The top level is the runner type: the other test types including: `search_performance/build_performance/insert_performance/accuracy/locust_insert/...`, each test type corresponds to the different runner conponent defined in directory `runnners` + +- other fields under runner type + + The other parts in the test yaml is the params pass to the runner, such as: + - The field `collection_name` means which kind of collection will be created in milvus + - The field `ni_per` means the batch size + - The filed `build_index` means that whether to create index during inserting + +While using argo workflow as benchmark pipeline, the test suite is made of both `client` and `server` configmap, an example will be like this: + +`server` +``` +kind: ConfigMap +apiVersion: v1 +metadata: + name: server-cluster-8c16m + namespace: qa + uid: 3752f85c-c840-40c6-a5db-ae44146ad8b5 + resourceVersion: '42213135' + creationTimestamp: '2021-05-14T07:00:53Z' + managedFields: + - manager: dashboard + operation: Update + apiVersion: v1 + time: '2021-05-14T07:00:53Z' + fieldsType: FieldsV1 + fieldsV1: + 'f:data': + .: {} + 'f:config.yaml': {} +data: + config.yaml: | + server: + server_tag: "8c16m" + milvus: + deploy_mode: "cluster" +``` +`client` +``` +kind: ConfigMap +apiVersion: v1 +metadata: + name: client-insert-batch-1000 + namespace: qa + uid: 8604c277-f00f-47c7-8fcb-9b3bc97efa74 + resourceVersion: '42988547' + creationTimestamp: '2021-07-09T08:33:02Z' + managedFields: + - manager: dashboard + operation: Update + apiVersion: v1 + fieldsType: FieldsV1 + fieldsV1: + 'f:data': + .: {} + 'f:config.yaml': {} +data: + config.yaml: | + insert_performance: + collections: + - + milvus: + wal_enable: true + collection_name: sift_1m_128_l2 + ni_per: 1000 + build_index: false + index_type: ivf_sq8 + index_param: + nlist: 1024 +``` + +## Overview of the benchmark + +### Conponents + +- `main.py` + + The entry file: parse the input params and initialize the other conponent: `metric`, `env`, `runner` + +- `metric` + + The test result can be used to analyze the regression or improvement of the milvus system, so we upload the metrics of the test result when a test suite run finished, and then use `redash` to make sense of our data -Test suite yaml defines the test process, users need to write test suite yaml if adding a customized test into the current test framework. +- `db` -Take the test file `2_insert_data.yaml` as an example, the top level is the test type: `insert_performance`, there are lots of test types including: `search_performance/build_performance/insert_performance/accuracy/locust_insert/...`, each test type corresponds to this different runner defined in directory `runnners`, the other parts in the test yaml is the params pass to the runner, such as the field `collection_name` means which kind of collection will be created in milvus. + Currently we use the `mongodb` to store the test result -### Test result： +- `env` -Test result will be uploaded if run with the helm mode, which will be used to judge if the test run pass or failed. + The `env` component defines the server environment and environment management, the instance of the `env` corresponds to the run mode of the benchmark + + - `local`: Only defines the host and port for testing + + - `helm/docker`: Install and uninstall the server in benchmark stage + +- `runner` + + The actual executor in benchmark, each test type defined in test suite will generate the corresponding runner instance, there are three stages in `runner`: + + - `extract_cases`: There are several test cases defined in each test suite yaml, and each case shares the same server environment and shares the same `prepare` stage, but the `metric` for each case is different, so we need to extract cases from the test suite before the cases runs + + - `prepare`: Prepare the data and operations, for example, before running searching, index needs to be created and data needs to be loaded + + - `run_case`: Do the core operation and set `metric` value + +- `suites`: There are two ways to take the content to be tested as input parameters： + - Test suite files under `suites` directory + - Test suite configmap name including `server_config_map` and `client_config_map` if using argo workflow + +- `update.py`: While using argo workflow as benchmark pipeline, we have two steps in workflow template: `install-milvus` and `client-test` + - In stage `install-milvus`, `update.py` is used to generate a new `values.yaml` which will be a param while in `helm install` operation + - In stage `client-test`, it runs `main.py` and receives the milvus host and port as the cmd params, with the run mode `local` + +### Conceptual overview + + The following diagram 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'2021-05-25T11:04:40Z' + labels: + workflows.argoproj.io/creator: system-serviceaccount-argo-argo-server + managedFields: + - manager: argo + operation: Update + apiVersion: argoproj.io/v1alpha1 + fieldsType: FieldsV1 + fieldsV1: + 'f:metadata': + 'f:labels': + .: {} + 'f:workflows.argoproj.io/creator': {} + 'f:spec': + .: {} + 'f:arguments': + .: {} + 'f:parameters': {} + 'f:entrypoint': {} + 'f:nodeSelector': + .: {} + 'f:node-role.kubernetes.io/benchmark': {} + 'f:onExit': {} + 'f:serviceAccountName': {} + 'f:templates': {} + 'f:tolerations': {} + 'f:volumes': {} +spec: + templates: + - name: benchmark-loop + inputs: {} + outputs: {} + metadata: {} + steps: + - - name: call-benchmark-test + template: benchmark + arguments: + parameters: + - name: server-instance + value: '{{workflow.name}}-{{item.instanceId}}' + - name: server-configmap + value: '{{item.server-configmap}}' + - name: client-configmap + value: '{{item.client-configmap}}' + withParam: '{{workflow.parameters.configmaps}}' + - name: uninstall-all + inputs: {} + outputs: {} + metadata: {} + steps: + - - name: uninstall-milvus + template: uninstall-milvus + arguments: + parameters: + - name: server-instance + value: '{{workflow.name}}-{{item.instanceId}}' + withParam: '{{workflow.parameters.configmaps}}' + - name: benchmark + inputs: + parameters: + - name: server-instance + - name: server-configmap + - name: client-configmap + outputs: {} + metadata: {} + steps: + - - name: install-milvus + template: install-milvus + arguments: + parameters: + - name: server-instance + value: '{{inputs.parameters.server-instance}}' + - name: server-configmap + value: '{{inputs.parameters.server-configmap}}' + - - name: client-test + template: client-test + arguments: + parameters: + - name: server-instance + value: '{{inputs.parameters.server-instance}}' + - name: server-configmap + value: '{{inputs.parameters.server-configmap}}' + - name: client-configmap + value: '{{inputs.parameters.client-configmap}}' + - name: uninstall-milvus + inputs: + parameters: + - name: server-instance + outputs: {} + metadata: {} + container: + name: '' + image: 'registry.zilliz.com/milvus/milvus-test-env:v0.5' + command: + - /bin/sh + - '-c' + args: + - ' helm uninstall -n qa-milvus {{inputs.parameters.server-instance}} && kubectl delete pvc -l app.kubernetes.io/instance={{inputs.parameters.server-instance}} -n qa-milvus ' + resources: {} + volumeMounts: + - name: kube-config + mountPath: /root/.kube + - name: install-milvus + inputs: + parameters: + - name: server-instance + - name: server-configmap + artifacts: + - name: charts + path: /src/helm + git: + repo: 'git@github.com:milvus-io/milvus-helm.git' + revision: master + sshPrivateKeySecret: + name: github-key + key: ssh-private-key + - name: benchmark-src + path: /src/benchmark + git: + repo: 'git@github.com:zilliztech/milvus_benchmark.git' + revision: '{{workflow.parameters.test-client-branch}}' + sshPrivateKeySecret: + name: github-key + key: ssh-private-key + outputs: {} + metadata: {} + container: + name: '' + image: 'registry.zilliz.com/milvus/milvus-test-env:v0.5' + command: + - /bin/sh + - '-c' + args: + - ' cd /src/helm/charts/milvus && cp -r /src/benchmark/milvus_benchmark/* . && cp /configmap-server/config.yaml . && python update.py --src-values=values.yaml --deploy-params=config.yaml && cat values.yaml && helm install -n qa-milvus --set image.all.repository={{workflow.parameters.milvus-image-repository}} --set image.all.tag={{workflow.parameters.milvus-image-tag}} --set image.all.pullPolicy=Always --set etcd.persistence.enabled=false --set servicemonitor.enabled=true --wait --timeout 15m {{inputs.parameters.server-instance}} . && kubectl get pods -n qa-milvus -l app.kubernetes.io/instance={{inputs.parameters.server-instance}} ' + resources: {} + volumeMounts: + - name: kube-config + readOnly: true + mountPath: /root/.kube + - name: benchmark-server-configmap + mountPath: /configmap-server + volumes: + - name: benchmark-server-configmap + configMap: + name: '{{inputs.parameters.server-configmap}}' + - name: client-test + inputs: + parameters: + - name: server-instance + - name: server-configmap + - name: client-configmap + artifacts: + - name: source + path: /src + git: + repo: 'git@github.com:zilliztech/milvus_benchmark.git' + revision: '{{workflow.parameters.test-client-branch}}' + sshPrivateKeySecret: + name: github-key + key: ssh-private-key + outputs: {} + metadata: {} + container: + name: '' + image: 'registry.zilliz.com/milvus/milvus-test-env:v0.5' + command: + - /bin/sh + - '-c' + args: + - ' cd /src && pip install -r requirements.txt -i https://pypi.doubanio.com/simple/ --trusted-host pypi.doubanio.com && pip install -i https://test.pypi.org/simple/ pymilvus=={{workflow.parameters.test-sdk-version}} && cd milvus_benchmark && export PYTHONPATH=/src && python main.py --host={{inputs.parameters.server-instance}}-milvus.qa-milvus.svc.cluster.local --local --suite=/configmap-client/config.yaml --server-config=/configmap-server/config.yaml' + resources: + limits: + cpu: '4' + memory: 4Gi + volumeMounts: + - name: kube-config + readOnly: true + mountPath: /root/.kube + - name: benchmark-server-configmap + mountPath: /configmap-server + - name: benchmark-client-configmap + mountPath: /configmap-client + - name: db-data-path + mountPath: /test + volumes: + - name: benchmark-server-configmap + configMap: + name: '{{inputs.parameters.server-configmap}}' + - name: benchmark-client-configmap + configMap: + name: '{{inputs.parameters.client-configmap}}' + - name: db-data-path + flexVolume: + driver: fstab/cifs + fsType: cifs + secretRef: + name: cifs-test-secret + options: + mountOptions: vers=1.0 + networkPath: //172.16.70.249/test + activeDeadlineSeconds: 21600 + entrypoint: benchmark-loop + arguments: + parameters: + - name: milvus-image-repository + value: harbor.zilliz.cc/dockerhub/milvusdb/milvus-dev + - name: milvus-image-tag + value: master-latest + - name: test-client-branch + value: master + - name: test-sdk-version + value: 2.0.0rc4.dev1 + - name: configmaps + value: ' [ {"instanceId":"1", "server-configmap": "server-single-8c16m", "client-configmap": "client-acc-sift-ivf-flat" } ]' + serviceAccountName: qa-admin + volumes: + - name: kube-config + secret: + secretName: qa-admin-config + nodeSelector: + node-role.kubernetes.io/benchmark: '' + tolerations: + - key: node-role.kubernetes.io/benchmark + operator: Exists + effect: NoSchedule + onExit: uninstall-all diff --git a/tests/milvus_benchmark/milvus_benchmark/chaos/chaos_opt.py b/tests/milvus_benchmark/milvus_benchmark/chaos/chaos_opt.py index 76965a6ef..a502f00ee 100644 --- a/tests/milvus_benchmark/milvus_benchmark/chaos/chaos_opt.py +++ b/tests/milvus_benchmark/milvus_benchmark/chaos/chaos_opt.py @@ -6,11 +6,8 @@ from kubernetes import client, config from kubernetes.client.rest import ApiException from milvus_benchmark import config as cf -config.load_kube_config() -api_instance = client.CustomObjectsApi() logger = logging.getLogger("milvus_benchmark.chaos.chaosOpt") - class ChaosOpt(object): def __init__(self, kind, group=cf.DEFAULT_GROUP, version=cf.DEFAULT_VERSION, namespace=cf.CHAOS_NAMESPACE): self.group = group @@ -25,6 +22,8 @@ class ChaosOpt(object): # body = create_chaos_config(self.plural, self.metadata_name, spec_params) # logger.info(body) pretty = 'true' + config.load_kube_config() + api_instance = client.CustomObjectsApi() try: api_response = api_instance.create_namespaced_custom_object(self.group, self.version, self.namespace, plural=self.plural, body=body, pretty=pretty) @@ -37,6 +36,8 @@ class ChaosOpt(object): def delete_chaos_object(self, metadata_name): print(metadata_name) try: + config.load_kube_config() + api_instance = client.CustomObjectsApi() data = api_instance.delete_namespaced_custom_object(self.group, self.version, self.namespace, self.plural, metadata_name) logger.info(data) @@ -46,6 +47,8 @@ class ChaosOpt(object): def list_chaos_object(self): try: + config.load_kube_config() + api_instance = client.CustomObjectsApi() data = api_instance.list_namespaced_custom_object(self.group, self.version, self.namespace, plural=self.plural) # pprint(data) diff --git a/tests/milvus_benchmark/milvus_benchmark/chaos/utils.py b/tests/milvus_benchmark/milvus_benchmark/chaos/utils.py index 8f41838f2..6ab89fcc8 100644 --- a/tests/milvus_benchmark/milvus_benchmark/chaos/utils.py +++ b/tests/milvus_benchmark/milvus_benchmark/chaos/utils.py @@ -4,7 +4,6 @@ from operator import methodcaller from kubernetes import client, config from milvus_benchmark import config as cf - logger = logging.getLogger("milvus_benchmark.chaos.utils") diff --git a/tests/milvus_benchmark/milvus_benchmark/client.py b/tests/milvus_benchmark/milvus_benchmark/client.py index 2a554f721..41a66964e 100644 --- a/tests/milvus_benchmark/milvus_benchmark/client.py +++ b/tests/milvus_benchmark/milvus_benchmark/client.py @@ -145,10 +145,10 @@ class MilvusClient(object): self._milvus.create_partition(collection_name, tag) @time_wrapper - def insert(self, entities, collection_name=None): + def insert(self, entities, collection_name=None, timeout=None): tmp_collection_name = self._collection_name if collection_name is None else collection_name try: - insert_res = self._milvus.insert(tmp_collection_name, entities) + insert_res = self._milvus.insert(tmp_collection_name, entities, timeout=timeout) return insert_res.primary_keys except Exception as e: logger.error(str(e)) @@ -234,9 +234,9 @@ class MilvusClient(object): # raise Exception("Error occured") @time_wrapper - def flush(self,_async=False, collection_name=None): + def flush(self, _async=False, collection_name=None, timeout=None): tmp_collection_name = self._collection_name if collection_name is None else collection_name - self._milvus.flush([tmp_collection_name], _async=_async) + self._milvus.flush([tmp_collection_name], _async=_async, timeout=timeout) @time_wrapper def compact(self, collection_name=None): @@ -246,11 +246,11 @@ class MilvusClient(object): # only support "in" in expr @time_wrapper - def get(self, ids, collection_name=None): + def get(self, ids, collection_name=None, timeout=None): tmp_collection_name = self._collection_name if collection_name is None else collection_name # res = self._milvus.get(tmp_collection_name, ids, output_fields=None, partition_names=None) ids_expr = "id in %s" % (str(ids)) - res = self._milvus.query(tmp_collection_name, ids_expr, output_fields=None, partition_names=None) + res = self._milvus.query(tmp_collection_name, ids_expr, output_fields=None, partition_names=None, timeout=timeout) return res @time_wrapper @@ -343,7 +343,7 @@ class MilvusClient(object): ids.append(res.ids) return ids - def query_rand(self, nq_max=100): + def query_rand(self, nq_max=100, timeout=None): # for ivf search dimension = 128 top_k = random.randint(1, 100) @@ -360,9 +360,9 @@ class MilvusClient(object): "metric_type": utils.metric_type_trans(metric_type), "params": search_param} }} - self.query(vector_query) + self.query(vector_query, timeout=timeout) - def load_query_rand(self, nq_max=100): + def load_query_rand(self, nq_max=100, timeout=None): # for ivf search dimension = 128 top_k = random.randint(1, 100) @@ -379,7 +379,7 @@ class MilvusClient(object): "metric_type": utils.metric_type_trans(metric_type), "params": search_param} }} - self.load_and_query(vector_query) + self.load_and_query(vector_query, timeout=timeout) # TODO: need to check def count(self, collection_name=None): diff --git a/tests/milvus_benchmark/milvus_benchmark/main.py b/tests/milvus_benchmark/milvus_benchmark/main.py index 9219ed7f4..d97c3f8be 100644 --- a/tests/milvus_benchmark/milvus_benchmark/main.py +++ b/tests/milvus_benchmark/milvus_benchmark/main.py @@ -1,5 +1,6 @@ import os import sys +import time import argparse import logging import traceback @@ -45,16 +46,17 @@ def get_image_tag(image_version): # back_scheduler.shutdown(wait=False) -def run_suite(run_type, suite, env_mode, env_params): +def run_suite(run_type, suite, env_mode, env_params, timeout=None): try: start_status = False metric = api.Metric() deploy_mode = env_params["deploy_mode"] + deploy_opology = env_params["deploy_opology"] if "deploy_opology" in env_params else None env = get_env(env_mode, deploy_mode) metric.set_run_id() metric.set_mode(env_mode) metric.env = Env() - metric.server = Server(version=config.SERVER_VERSION, mode=deploy_mode) + metric.server = Server(version=config.SERVER_VERSION, mode=deploy_mode, deploy_opology=deploy_opology) logger.info(env_params) if env_mode == "local": metric.hardware = Hardware("") @@ -228,7 +230,8 @@ def main(): "host": args.host, "port": args.port, "deploy_mode": deploy_mode, - "server_tag": server_tag + "server_tag": server_tag, + "deploy_opology": deploy_params_dict } suite_file = args.suite with open(suite_file) as f: @@ -242,8 +245,9 @@ def main(): # ensure there is only one case in suite # suite = {"run_type": run_type, "run_params": collections[0]} suite = collections[0] + timeout = suite["timeout"] if "timeout" in suite else None env_mode = "local" - return run_suite(run_type, suite, env_mode, env_params) + return run_suite(run_type, suite, env_mode, env_params, timeout=timeout) # job = back_scheduler.add_job(run_suite, args=[run_type, suite, env_mode, env_params], misfire_grace_time=36000) # logger.info(job) # logger.info(job.id) diff --git a/tests/milvus_benchmark/milvus_benchmark/metrics/models/server.py b/tests/milvus_benchmark/milvus_benchmark/metrics/models/server.py index 2c8fe9e97..c4aa9ea06 100644 --- a/tests/milvus_benchmark/milvus_benchmark/metrics/models/server.py +++ b/tests/milvus_benchmark/milvus_benchmark/metrics/models/server.py @@ -13,12 +13,13 @@ class Server: } """ - def __init__(self, version=None, mode=None, build_commit=None): + def __init__(self, version=None, mode=None, build_commit=None, deploy_opology=None): self._version = '0.1' self._type = 'server' self.version = version self.mode = mode self.build_commit = build_commit + self.deploy_opology = deploy_opology # self.md5 = md5 def json_md5(self): diff --git a/tests/milvus_benchmark/milvus_benchmark/runners/__init__.py b/tests/milvus_benchmark/milvus_benchmark/runners/__init__.py index 6bd372859..eeb734d39 100644 --- a/tests/milvus_benchmark/milvus_benchmark/runners/__init__.py +++ b/tests/milvus_benchmark/milvus_benchmark/runners/__init__.py @@ -1,4 +1,4 @@ -from .insert import InsertRunner +from .insert import InsertRunner, BPInsertRunner from .locust import LocustInsertRunner, LocustSearchRunner, LocustRandomRunner from .search import SearchRunner, InsertSearchRunner from .build import BuildRunner, InsertBuildRunner @@ -11,6 +11,7 @@ from .chaos import SimpleChaosRunner def get_runner(name, env, metric): return { "insert_performance": InsertRunner(env, metric), + "bp_insert_performance": BPInsertRunner(env, metric), "search_performance": SearchRunner(env, metric), "insert_search_performance": InsertSearchRunner(env, metric), "locust_insert_performance": LocustInsertRunner(env, metric), diff --git a/tests/milvus_benchmark/milvus_benchmark/runners/accuracy.py b/tests/milvus_benchmark/milvus_benchmark/runners/accuracy.py index a56ebcfc6..0ec2a1aaa 100644 --- a/tests/milvus_benchmark/milvus_benchmark/runners/accuracy.py +++ b/tests/milvus_benchmark/milvus_benchmark/runners/accuracy.py @@ -90,7 +90,7 @@ class AccuracyRunner(BaseRunner): self.milvus.set_collection(collection_name) if not self.milvus.exists_collection(): logger.info("collection not exist") - self.milvus.load_collection() + self.milvus.load_collection(timeout=600) def run_case(self, case_metric, **case_param): collection_size = case_param["collection_size"] diff --git a/tests/milvus_benchmark/milvus_benchmark/runners/get.py b/tests/milvus_benchmark/milvus_benchmark/runners/get.py index 10e2b7987..4a95a668d 100644 --- a/tests/milvus_benchmark/milvus_benchmark/runners/get.py +++ b/tests/milvus_benchmark/milvus_benchmark/runners/get.py @@ -116,4 +116,6 @@ class InsertGetRunner(GetRunner): flush_time = round(time.time() - start_time, 2) logger.debug({"collection count": self.milvus.count()}) logger.debug({"flush_time": flush_time}) - self.milvus.load_collection() + logger.debug("Start load collection") + self.milvus.load_collection(timeout=1200) + logger.debug("Load collection end") diff --git a/tests/milvus_benchmark/milvus_benchmark/runners/insert.py b/tests/milvus_benchmark/milvus_benchmark/runners/insert.py index 0f5119e19..236fe68e1 100644 --- a/tests/milvus_benchmark/milvus_benchmark/runners/insert.py +++ b/tests/milvus_benchmark/milvus_benchmark/runners/insert.py @@ -123,3 +123,121 @@ class InsertRunner(BaseRunner): build_time = round(time.time()-start_time, 2) tmp_result.update({"flush_time": flush_time, "build_time": build_time}) return tmp_result + + +class BPInsertRunner(BaseRunner): + """run insert""" + name = "bp_insert_performance" + + def __init__(self, env, metric): + super(BPInsertRunner, self).__init__(env, metric) + + def extract_cases(self, collection): + collection_name = collection["collection_name"] if "collection_name" in collection else None + (data_type, collection_size, dimension, metric_type) = parser.collection_parser(collection_name) + ni_pers = collection["ni_pers"] + build_index = collection["build_index"] if "build_index" in collection else False + index_info = None + vector_type = utils.get_vector_type(data_type) + other_fields = collection["other_fields"] if "other_fields" in collection else None + index_field_name = None + index_type = None + index_param = None + if build_index is True: + index_type = collection["index_type"] + index_param = collection["index_param"] + index_info = { + "index_type": index_type, + "index_param": index_param + } + index_field_name = utils.get_default_field_name(vector_type) + flush = True + if "flush" in collection and collection["flush"] == "no": + flush = False + case_metrics = list() + case_params = list() + + for ni_per in ni_pers: + collection_info = { + "dimension": dimension, + "metric_type": metric_type, + "dataset_name": collection_name, + "collection_size": collection_size, + "other_fields": other_fields, + "ni_per": ni_per + } + self.init_metric(self.name, collection_info, index_info, None) + case_metric = copy.deepcopy(self.metric) + case_metric.set_case_metric_type() + case_metrics.append(case_metric) + case_param = { + "collection_name": collection_name, + "data_type": data_type, + "dimension": dimension, + "collection_size": collection_size, + "ni_per": ni_per, + "metric_type": metric_type, + "vector_type": vector_type, + "other_fields": other_fields, + "build_index": build_index, + "flush_after_insert": flush, + "index_field_name": index_field_name, + "index_type": index_type, + "index_param": index_param, + } + case_params.append(case_param) + return case_params, case_metrics + + def prepare(self, **case_param): + collection_name = case_param["collection_name"] + dimension = case_param["dimension"] + vector_type = case_param["vector_type"] + other_fields = case_param["other_fields"] + index_field_name = case_param["index_field_name"] + build_index = case_param["build_index"] + + self.milvus.set_collection(collection_name) + if self.milvus.exists_collection(): + logger.debug("Start drop collection") + self.milvus.drop() + time.sleep(utils.DELETE_INTERVAL_TIME) + self.milvus.create_collection(dimension, data_type=vector_type, + other_fields=other_fields) + # TODO: update fields in collection_info + # fields = self.get_fields(self.milvus, collection_name) + # collection_info = { + # "dimension": dimension, + # "metric_type": metric_type, + # "dataset_name": collection_name, + # "fields": fields + # } + if build_index is True: + if case_param["index_type"]: + self.milvus.create_index(index_field_name, case_param["index_type"], case_param["metric_type"], index_param=case_param["index_param"]) + logger.debug(self.milvus.describe_index(index_field_name)) + else: + build_index = False + logger.warning("Please specify the index_type") + + # TODO: error handler + def run_case(self, case_metric, **case_param): + collection_name = case_param["collection_name"] + dimension = case_param["dimension"] + index_field_name = case_param["index_field_name"] + build_index = case_param["build_index"] + # TODO: + tmp_result = self.insert(self.milvus, collection_name, case_param["data_type"], dimension, case_param["collection_size"], case_param["ni_per"]) + flush_time = 0.0 + build_time = 0.0 + if case_param["flush_after_insert"] is True: + start_time = time.time() + self.milvus.flush() + flush_time = round(time.time()-start_time, 2) + logger.debug(self.milvus.count()) + if build_index is True: + logger.debug("Start build index for last file") + start_time = time.time() + self.milvus.create_index(index_field_name, case_param["index_type"], case_param["metric_type"], index_param=case_param["index_param"]) + build_time = round(time.time()-start_time, 2) + tmp_result.update({"flush_time": flush_time, "build_time": build_time}) + return tmp_result diff --git a/tests/milvus_benchmark/milvus_benchmark/runners/locust.py b/tests/milvus_benchmark/milvus_benchmark/runners/locust.py index 1ebfc4c6e..4bf268fa0 100644 --- a/tests/milvus_benchmark/milvus_benchmark/runners/locust.py +++ b/tests/milvus_benchmark/milvus_benchmark/runners/locust.py @@ -269,13 +269,14 @@ class LocustSearchRunner(LocustRunner): load_start_time = time.time() self.milvus.load_collection() logger.debug({"load_time": round(time.time()-load_start_time, 2)}) - search_param = None - for op in case_param["task"]["types"]: - if op["type"] == "query": - search_param = op["params"]["search_param"] - break - logger.info("index_field_name: {}".format(index_field_name)) - self.milvus.warm_query(index_field_name, search_param, metric_type, times=2) + # search_param = None + # for op in case_param["task"]["types"]: + # if op["type"] == "query": + # search_param = op["params"]["search_param"] + # break + # logger.info("index_field_name: {}".format(index_field_name)) + # TODO: enable warm query + # self.milvus.warm_query(index_field_name, search_param, metric_type, times=2) class LocustRandomRunner(LocustRunner): diff --git a/tests/milvus_benchmark/milvus_benchmark/runners/locust_tasks.py b/tests/milvus_benchmark/milvus_benchmark/runners/locust_tasks.py index 1f18c580d..b00cc538c 100644 --- a/tests/milvus_benchmark/milvus_benchmark/runners/locust_tasks.py +++ b/tests/milvus_benchmark/milvus_benchmark/runners/locust_tasks.py @@ -28,20 +28,20 @@ class Tasks(TaskSet): if isinstance(filter, dict) and "term" in filter: filter_query.append(eval(filter["term"])) # logger.debug(filter_query) - self.client.query(vector_query, filter_query=filter_query, log=False, timeout=120) + self.client.query(vector_query, filter_query=filter_query, log=False, timeout=30) @task def flush(self): - self.client.flush(log=False) + self.client.flush(log=False, timeout=30) @task def load(self): - self.client.load_collection() + self.client.load_collection(timeout=30) @task def release(self): self.client.release_collection() - self.client.load_collection() + self.client.load_collection(timeout=30) # @task # def release_index(self): diff --git a/tests/milvus_benchmark/milvus_benchmark/runners/search.py b/tests/milvus_benchmark/milvus_benchmark/runners/search.py index 03a0f1875..29b7d0eb2 100644 --- a/tests/milvus_benchmark/milvus_benchmark/runners/search.py +++ b/tests/milvus_benchmark/milvus_benchmark/runners/search.py @@ -96,7 +96,7 @@ class SearchRunner(BaseRunner): return False logger.debug(self.milvus.count()) logger.info("Start load collection") - self.milvus.load_collection() + self.milvus.load_collection(timeout=1200) # TODO: enable warm query # self.milvus.warm_query(index_field_name, search_params[0], times=2) @@ -262,7 +262,7 @@ class InsertSearchRunner(BaseRunner): logger.info(self.milvus.count()) logger.info("Start load collection") load_start_time = time.time() - self.milvus.load_collection() + self.milvus.load_collection(timeout=1200) logger.debug({"load_time": round(time.time()-load_start_time, 2)}) def run_case(self, case_metric, **case_param): @@ -284,7 +284,7 @@ class InsertSearchRunner(BaseRunner): tmp_result = {"insert": self.insert_result, "build_time": self.build_time, "search_time": min_query_time, "avc_search_time": avg_query_time} # # logger.info("Start load collection") - # self.milvus.load_collection() + # self.milvus.load_collection(timeout=1200) # logger.info("Release load collection") # self.milvus.release_collection() return tmp_result \ No newline at end of file diff --git a/tests/milvus_benchmark/milvus_benchmark/runners/test.py b/tests/milvus_benchmark/milvus_benchmark/runners/test.py new file mode 100644 index 000000000..9ece3b042 --- /dev/null +++ b/tests/milvus_benchmark/milvus_benchmark/runners/test.py @@ -0,0 +1,40 @@ +import math +from locust import User, TaskSet, task, constant +from locust import LoadTestShape + + +class StepLoadShape(LoadTestShape): + """ + A step load shape + Keyword arguments: + step_time -- Time between steps + step_load -- User increase amount at each step + spawn_rate -- Users to stop/start per second at every step + time_limit -- Time limit in seconds + """ + + step_time = 30 + step_load = 10 + spawn_rate = 10 + time_limit = 600 + + def tick(self): + run_time = self.get_run_time() + + if run_time > self.time_limit: + return None + + current_step = math.floor(run_time / self.step_time) + 1 + return (current_step * self.step_load, self.spawn_rate) + + +class UserTasks(TaskSet): + @task + def get_root(self): + print("in usertasks") + + +class WebsiteUser(User): + wait_time = constant(0.5) + tasks = [UserTasks] + shape = StepLoadShape diff --git a/tests/milvus_benchmark/milvus_benchmark/update.py b/tests/milvus_benchmark/milvus_benchmark/update.py index 78f08e5dd..db0b9474f 100644 --- a/tests/milvus_benchmark/milvus_benchmark/update.py +++ b/tests/milvus_benchmark/milvus_benchmark/update.py @@ -113,7 +113,7 @@ def update_values(src_values_file, deploy_params_file): logging.info("TODO: Need to schedule pod on GPU server") logging.debug("Add tolerations into standalone server") values_dict['standalone']['tolerations'] = perf_tolerations - # values_dict['minio']['tolerations'] = perf_tolerations + values_dict['minio']['tolerations'] = perf_tolerations values_dict['etcd']['tolerations'] = perf_tolerations else: # TODO: mem limits on distributed mode @@ -146,7 +146,7 @@ def update_values(src_values_file, deploy_params_file): values_dict['indexNode']['tolerations'] = perf_tolerations values_dict['dataNode']['tolerations'] = perf_tolerations values_dict['etcd']['tolerations'] = perf_tolerations - # values_dict['minio']['tolerations'] = perf_tolerations + values_dict['minio']['tolerations'] = perf_tolerations values_dict['pulsarStandalone']['tolerations'] = perf_tolerations # TODO: for distributed deployment # values_dict['pulsar']['autoRecovery']['tolerations'] = perf_tolerations diff --git a/tests/milvus_benchmark/requirements.txt b/tests/milvus_benchmark/requirements.txt index 8fa17d7f7..18546eeec 100644 --- a/tests/milvus_benchmark/requirements.txt +++ b/tests/milvus_benchmark/requirements.txt @@ -1,7 +1,13 @@ # pymilvus==0.2.14 # pymilvus-distributed>=0.0.61 ---extra-index-url https://test.pypi.org/simple/ -pymilvus==2.0.0rc2.dev12 + +# for local install +# --extra-index-url https://test.pypi.org/simple/ +# pymilvus==2.0.0rc3.dev8 + +grpcio==1.37.1 +grpcio-testing==1.37.1 +grpcio-tools==1.37.1 scipy==1.3.1 scikit-learn==0.19.1 -- GitLab