I am trying to set up a load test for an endpoint. This is what I have followed so far:
Dockerfile
FROM python:3.8
# Add the external tasks directory into /tasks
WORKDIR /src
ADD requirements.txt .
RUN pip install --no-cache-dir --upgrade locust==2.10.1
ADD run.sh .
ADD load_test.py .
ADD load_test.conf .
# Expose the required Locust ports
EXPOSE 5557 5558 8089
# Set script to be executable
RUN chmod 755 run.sh
# Start Locust using LOCUS_OPTS environment variable
CMD ["bash", "run.sh"]
# Modified from:
# https://github.com/scrollocks/locust-loadtesting/blob/master/locust/docker/Dockerfile
run.sh
#!/bin/bash
LOCUST="locust"
LOCUS_OPTS="--config=load_test.conf"
LOCUST_MODE=${LOCUST_MODE:-standalone}
if [[ "$LOCUST_MODE" = "master" ]]; then
LOCUS_OPTS="$LOCUS_OPTS --master"
elif [[ "$LOCUST_MODE" = "worker" ]]; then
LOCUS_OPTS="$LOCUS_OPTS --worker --master-host=$LOCUST_MASTER_HOST"
fi
echo "${LOCUST} ${LOCUS_OPTS}"
$LOCUST $LOCUS_OPTS
# Copied from
# https://github.com/scrollocks/locust-loadtesting/blob/master/locust/docker/locust/run.sh
This is how I have written the load test locust script:
import json
from locust import HttpUser, constant, task
class CategorizationUser(HttpUser):
wait_time = constant(1)
@task
def predict(self):
payload = json.dumps(
{
"text": "Face and Body Paint washable Rubies Halloween item 91#385"
}
)
_ = self.client.post("/predict", data=payload)
I am invoking that with a configuration:
locustfile = load_test.py
headless = false
users = 1000
spawn-rate = 1
run-time = 5m
host = IP
html = locust_report.html
So, after building and pushing the Docker image and creating a k8s cluster on GKE, I am deploying it. This is how the deployment.yaml
looks like:
# Copied from
# https://github.com/scrollocks/locust-loadtesting/blob/master/locust/kubernetes/templates/deployment.yaml
---
kind: Deployment
apiVersion: apps/v1
metadata:
namespace: default
name: locust-master-deployment
labels:
name: locust
role: master
spec:
replicas: 1
selector:
matchLabels:
name: locust
role: master
template:
metadata:
labels:
name: locust
role: master
spec:
containers:
- name: locust
image: gcr.io/PROJECT_ID/IMAGE_URI
imagePullPolicy: Always
env:
- name: LOCUST_MODE
value: master
- name: LOCUST_LOG_LEVEL
value: DEBUG
ports:
- name: loc-master-web
containerPort: 8089
protocol: TCP
- name: loc-master-p1
containerPort: 5557
protocol: TCP
- name: loc-master-p2
containerPort: 5558
protocol: TCP
---
kind: Deployment
apiVersion: apps/v1
metadata:
namespace: default
name: locust-worker-deployment
labels:
name: locust
role: worker
spec:
replicas: 2
selector:
matchLabels:
name: locust
role: worker
template:
metadata:
labels:
name: locust
role: worker
spec:
containers:
- name: locust
image: gcr.io/PROJECT_ID/IMAGE_URI
imagePullPolicy: Always
env:
- name: LOCUST_MODE
value: worker
- name: LOCUST_MASTER
value: locust-master-service
- name: LOCUST_LOG_LEVEL
value: DEBUG
After deployment, I am exposing the required ports like so:
kubectl expose pod locust-master-deployment-f9d4c4f59-8q6wk \
--type NodePort \
--port 5558 \
--target-port 5558 \
--name locust-5558
kubectl expose pod locust-master-deployment-f9d4c4f59-8q6wk \
--type NodePort \
--port 5557 \
--target-port 5557 \
--name locust-5557
kubectl expose pod locust-master-deployment-f9d4c4f59-8q6wk \
--type LoadBalancer \
--port 80 \
--target-port 8089 \
--name locust-web
The cluster and the nodes provision successfully. But the moment I hit the IP of locust-web
, I am getting:
Any suggestions on how to resolve the bug?
CodePudding user response:
Since you are exposing your pods
and you are trying to access to them outside the cluster (your web application), you have to port-forward
them or add an Ingress
in order to access to your locust pods
.
My first approach will be trying to ping
or send requests to your locust pods
with a simple port-forward.
More infos about the port forwarding here.
CodePudding user response:
Probably the environment variables set by k8s is colliding with locust’s (LOCUST_WEB_PORT specifically). Change your setup so that no containers are named ”locust”.
See https://github.com/locustio/locust/issues/1226 for a similar issue.