From 15667ef2d53d90670d919a64c0db4966417723da Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Wed, 10 Jan 2024 23:27:51 +0100 Subject: [PATCH 1/2] create locust load test definition --- app/requirements-dev.txt | 1 + benchmarks/load_test.py | 25 +++++++++++++++++++++++++ 2 files changed, 26 insertions(+) create mode 100644 benchmarks/load_test.py diff --git a/app/requirements-dev.txt b/app/requirements-dev.txt index 423d211..16cdb7a 100644 --- a/app/requirements-dev.txt +++ b/app/requirements-dev.txt @@ -8,3 +8,4 @@ accelerate==0.25.0 datasets==2.16.1 wandb==0.16.1 httpx==0.23.0 +locust==2.20.1 diff --git a/benchmarks/load_test.py b/benchmarks/load_test.py new file mode 100644 index 0000000..efacf6c --- /dev/null +++ b/benchmarks/load_test.py @@ -0,0 +1,25 @@ +import numpy as np +from locust import HttpUser, between, task + +movie_reviews = [ + "Scientists Discover New Species in Amazon Rainforest", + "Breakthrough in Cancer Research Offers Hope for Patients", + "Global Leaders Unveil Plan for Sustainable Energy Future", + "Artificial Intelligence Revolutionizing Healthcare Diagnostics", + "Mars Rover Sends Stunning Images of Martian Landscape", + "World-renowned Chef Opens Innovative Plant-Based Restaurant", + "International Space Station Celebrates 25 Years in Orbit", + "Groundbreaking Study Reveals Secrets of Longevity", + "Major Tech Company Launches Cutting-edge Augmented Reality Device", + "Humanitarian Aid Reaches Remote Areas Amidst Global Crisis" +] + + +class PredictUser(HttpUser): + wait_time = between(1, 5) + + @task + def predict(self): + num_of_review = np.random.randint(1, 100) + reviews = np.random.choice(movie_reviews, size=num_of_review, replace=True) + self.client.post("/predict", json={"text": reviews.tolist()}) From 705ed3c125e73f038b304ef4a5fee4c8ef7f5965 Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Wed, 10 Jan 2024 23:29:10 +0100 Subject: [PATCH 2/2] update readme --- README.md | 8 ++++++++ assets/locust.png | Bin 0 -> 261680 bytes 2 files changed, 8 insertions(+) create mode 100644 assets/locust.png diff --git a/README.md b/README.md index e7b9f3e..1d60926 100644 --- a/README.md +++ b/README.md @@ -77,3 +77,11 @@ Deploy k8s: kubectl create -f deployment/kserve.yaml kubectl get inferenceservice custom-model ``` + +### Load testing + +![Alt text](assets/locust.png) + +``` +locust -f benchmarks/load_test.py --host=http://localhost:9933 --users 50 --spawn-rate 10 --autostart --run-time 600s +``` diff --git a/assets/locust.png b/assets/locust.png new file mode 100644 index 0000000000000000000000000000000000000000..3bb281c688d6626d1b42e45f2759d79031860738 GIT binary patch literal 261680 zcmb@t1zeO}n>ai$zz|X*BGRCsAR*nIQqmwL4bt6>f+!)4ba!`yAR#eycMUx-ZXJru% z6|uN;-d=3F906o5{~-S2tbz-GNutNhj*6N)yqb~Nu6M%9axWs zfqC+fbVPlXkyJ@*)z>NIN}IdK7Et)MNl%U*@F6YQ;xUXp>(e}-M~SxmEm{CSk#R?B z>r0=o3F`VlZsRbs>-61~UDG>74qxrq!C~^=@TUGRZ=%@@QwP&d{PQ>b6I=Cmqw$%v zi*#ZtwdYcemhCnbuo8_Jdl1=Yg_dD;)P4+`gNHQIFLlN%(LM@&=pVG`PVIs`c*`Kn 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