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Title: GitHub - SYSU-Workflow-Lab/DeepScaler · GitHub

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Description: Contribute to SYSU-Workflow-Lab/DeepScaler development by creating an account on GitHub.

Open Graph Description: Contribute to SYSU-Workflow-Lab/DeepScaler development by creating an account on GitHub.

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Mail addresses
songshj6@mail2.sysu.edu.cn
mengchy3@mail2.sysu.edu.cn

Opengraph URL: https://github.com/SYSU-Workflow-Lab/DeepScaler

X: @github

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calculate.pyhttps://github.com/SYSU-Workflow-Lab/DeepScaler/blob/main/calculate.py
calculate.pyhttps://github.com/SYSU-Workflow-Lab/DeepScaler/blob/main/calculate.py
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data_process.pyhttps://github.com/SYSU-Workflow-Lab/DeepScaler/blob/main/data_process.py
dataset.pyhttps://github.com/SYSU-Workflow-Lab/DeepScaler/blob/main/dataset.py
dataset.pyhttps://github.com/SYSU-Workflow-Lab/DeepScaler/blob/main/dataset.py
grafana.jsonhttps://github.com/SYSU-Workflow-Lab/DeepScaler/blob/main/grafana.json
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k8sop.pyhttps://github.com/SYSU-Workflow-Lab/DeepScaler/blob/main/k8sop.py
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metrics_fetch.pyhttps://github.com/SYSU-Workflow-Lab/DeepScaler/blob/main/metrics_fetch.py
overview.pnghttps://github.com/SYSU-Workflow-Lab/DeepScaler/blob/main/overview.png
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prepareData.pyhttps://github.com/SYSU-Workflow-Lab/DeepScaler/blob/main/prepareData.py
requirement.txthttps://github.com/SYSU-Workflow-Lab/DeepScaler/blob/main/requirement.txt
requirement.txthttps://github.com/SYSU-Workflow-Lab/DeepScaler/blob/main/requirement.txt
setUp-k8s.mdhttps://github.com/SYSU-Workflow-Lab/DeepScaler/blob/main/setUp-k8s.md
setUp-k8s.mdhttps://github.com/SYSU-Workflow-Lab/DeepScaler/blob/main/setUp-k8s.md
similarity.pyhttps://github.com/SYSU-Workflow-Lab/DeepScaler/blob/main/similarity.py
similarity.pyhttps://github.com/SYSU-Workflow-Lab/DeepScaler/blob/main/similarity.py
READMEhttps://github.com/SYSU-Workflow-Lab/DeepScaler
https://github.com/SYSU-Workflow-Lab/DeepScaler#deepscaler-holistic-autoscaling-for-microservices-based-on-spatiotemporal-gnn-with-adaptive-graph-learning
https://camo.githubusercontent.com/2a739f49318fbe32343865d7dbc3e6fe488e2fe4e5cf5456657d9a37f2e4084b/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f707974686f6e2d332e362d626c7565
https://camo.githubusercontent.com/8fd700635bb4585af849ca4a2b110c256390288b4d03bd53016555438622bacc/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f5079546f7263682d726564
Overviewhttps://github.com/SYSU-Workflow-Lab/DeepScaler#overview
I. Machine Prerequishttps://github.com/SYSU-Workflow-Lab/DeepScaler#i-machine-prerequis
II. Installationhttps://github.com/SYSU-Workflow-Lab/DeepScaler#ii-installation
1. Setup Required Packageshttps://github.com/SYSU-Workflow-Lab/DeepScaler#1-setup-required-packages
2. Setup Dockerhttps://github.com/SYSU-Workflow-Lab/DeepScaler#2-setup-docker
3. Setup Kubernetes Clusterhttps://github.com/SYSU-Workflow-Lab/DeepScaler#3-setup-kubernetes-cluster
4. Setup Prometheushttps://github.com/SYSU-Workflow-Lab/DeepScaler#4-setup-prometheus
5. Setup Istiohttps://github.com/SYSU-Workflow-Lab/DeepScaler#5-setup-istio
6. Setup Locusthttps://github.com/SYSU-Workflow-Lab/DeepScaler#6-setup-locust
7. Setup Jaegerhttps://github.com/SYSU-Workflow-Lab/DeepScaler#7-setup-jaeger
III. Deploy Benchmark Microserviceshttps://github.com/SYSU-Workflow-Lab/DeepScaler#iii-deploye-benchmark-microservices
1. Bookinfohttps://github.com/SYSU-Workflow-Lab/DeepScaler#1-bookinfo
2. Online-boutiquehttps://github.com/SYSU-Workflow-Lab/DeepScaler#2-online-boutique
3. Train-tickethttps://github.com/SYSU-Workflow-Lab/DeepScaler#3-train-ticket
IV. Workload Generationhttps://github.com/SYSU-Workflow-Lab/DeepScaler#iv-workload-generation
V. Train and Testhttps://github.com/SYSU-Workflow-Lab/DeepScaler#v-train-and-test
1. Model Configurationhttps://github.com/SYSU-Workflow-Lab/DeepScaler#1-model-configuration
2. Collect the original datasethttps://github.com/SYSU-Workflow-Lab/DeepScaler#2-collect-the-original-dataset
3. Process the datasethttps://github.com/SYSU-Workflow-Lab/DeepScaler#3-process-the-dataset
4. Export the well-trained modelhttps://github.com/SYSU-Workflow-Lab/DeepScaler#4-export-the-well-trained-model
VI. Autoscalinghttps://github.com/SYSU-Workflow-Lab/DeepScaler#vi-autoscaling
VII. Evaluationhttps://github.com/SYSU-Workflow-Lab/DeepScaler#vii-evaluation
1. Analyze the similarity between the original graph relationship and od, cc.https://github.com/SYSU-Workflow-Lab/DeepScaler#1-analyze-the-similarity-between-the-original-graph-relationship-and-od--cc
2. Compute relevant metrics.https://github.com/SYSU-Workflow-Lab/DeepScaler#2-compute-relevant-metrics
VIII. Citationhttps://github.com/SYSU-Workflow-Lab/DeepScaler#viii-citation
IX. Contacthttps://github.com/SYSU-Workflow-Lab/DeepScaler#ix-contact
https://github.com/SYSU-Workflow-Lab/DeepScaler#overview
https://github.com/SYSU-Workflow-Lab/DeepScaler#i-machine-prerequisite
https://github.com/SYSU-Workflow-Lab/DeepScaler#ii-installation
https://github.com/SYSU-Workflow-Lab/DeepScaler#1-setup-required-packages
https://github.com/SYSU-Workflow-Lab/DeepScaler#2-setup-docker
https://github.com/SYSU-Workflow-Lab/DeepScaler#3-setup-kubernetes-cluster
thishttps://github.com/SYSU-Workflow-Lab/DeepScaler/blob/main/setUp-k8s.md
https://github.com/SYSU-Workflow-Lab/DeepScaler#4-setup-prometheus
thishttps://prometheus.io/docs/introduction/first_steps/
https://github.com/SYSU-Workflow-Lab/DeepScaler#5-setup-istio
these stepshttps://istio.io/latest/docs/setup/getting-started/
https://github.com/SYSU-Workflow-Lab/DeepScaler#6-setup-locust
Locusthttps://locust.io/
https://github.com/SYSU-Workflow-Lab/DeepScaler#7-setup-jaeger
these stepshttps://www.jaegertracing.io/docs/1.14/getting-started/
https://github.com/SYSU-Workflow-Lab/DeepScaler#iii-deploy-benchmark-microservices
https://github.com/SYSU-Workflow-Lab/DeepScaler#1-bookinfo
https://github.com/SYSU-Workflow-Lab/DeepScaler#2-online-boutique
https://github.com/SYSU-Workflow-Lab/DeepScaler#3-train-ticket
https://github.com/SYSU-Workflow-Lab/DeepScaler#iv-workload-generation
filehttps://github.com/SYSU-Workflow-Lab/DeepScaler/blob/main/sendFlow/random-100max.req
load_generator.pyhttps://github.com/SYSU-Workflow-Lab/DeepScaler/blob/main/sendFlow/load_generator.py
load_generator_train.pyhttps://github.com/SYSU-Workflow-Lab/DeepScaler/blob/main/sendFlow/load_generator_train.py
webpagehttps://blog.techbridge.cc/2019/05/29/how-to-use-python-locust-to-do-load-testing/
https://github.com/SYSU-Workflow-Lab/DeepScaler#v-train-and-test
https://github.com/SYSU-Workflow-Lab/DeepScaler#1-model-configuration
config/train_config.yamlhttps://github.com/SYSU-Workflow-Lab/DeepScaler/blob/main/config/train_config.yaml
config/train_datasets_speed.yamlhttps://github.com/SYSU-Workflow-Lab/DeepScaler/blob/main/config/train_dataset_speed.yaml
https://github.com/SYSU-Workflow-Lab/DeepScaler#2-collect-the-original-dataset
https://github.com/SYSU-Workflow-Lab/DeepScaler#3-process-the-dataset
https://github.com/SYSU-Workflow-Lab/DeepScaler#4-export-the-well-trained-model
model_stateshttps://github.com/SYSU-Workflow-Lab/DeepScaler/blob/main/model_states
https://github.com/SYSU-Workflow-Lab/DeepScaler#vi-autoscaling
https://github.com/SYSU-Workflow-Lab/DeepScaler#vii-evaluation
https://github.com/SYSU-Workflow-Lab/DeepScaler#1-analyze-the-similarity-between-the-original-graph-relationship-and-od-cc
https://github.com/SYSU-Workflow-Lab/DeepScaler#2-compute-relevant-metrics
https://github.com/SYSU-Workflow-Lab/DeepScaler#viii-citation
https://github.com/SYSU-Workflow-Lab/DeepScaler#ix-contact
Readme https://github.com/SYSU-Workflow-Lab/DeepScaler#readme-ov-file
Please reload this pagehttps://github.com/SYSU-Workflow-Lab/DeepScaler
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