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Improve package category ML model (#2809) 

Signed-off-by: Sergio Castaño Arteaga <tegioz@icloud.com>
This commit is contained in:
Sergio Castaño Arteaga 2023-02-24 11:02:30 +01:00 committed by GitHub
parent 35097b26c5
commit 64efb57dfc
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5 changed files with 44 additions and 253 deletions
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72
ml/category/category.py
View File

@ -3,22 +3,13 @@ import os
import shutil
import tempfile
import tensorflow as tf
import time
from tensorflow import keras
from keras import layers
# Set TF log level to INFO
os.environ["TF_CPP_MIN_LOG_LEVEL"] = "2"
# Paths configuration
TRAIN_CSV_PATH = "data/csv/train.csv"
TEST_CSV_PATH = "data/csv/test.csv"
TRAIN_DS_PATH = "data/generated/train"
TEST_DS_PATH = "data/generated/test"
MODEL_PATH = "model"
# Maximum vocabulary size
VOCABULARY_SIZE = 2500
# Categories
CATEGORIES = [
"0-unknown",
@ -32,44 +23,69 @@ CATEGORIES = [
"8-streaming-messaging"
]
# Datasets configuration
TRAIN_CSV_PATH = "data/csv/train.csv"
TEST_CSV_PATH = "data/csv/test.csv"
TRAIN_DS_PATH = "data/generated/train"
TEST_DS_PATH = "data/generated/test"
MODEL_PATH = "model"
VOCABULARY_SIZE = 2500
def build_model():
# Model configuration
LAYER_SIZE = 32
LEARNING_RATE = 0.001
EPOCHS = 20
def build_model(use_validation_data=True, save=False):
"""Build and train model"""
# Load train and test datasets
(train_ds, test_ds) = load_datasets()
# Load datasets
(train_ds, validation_ds, test_ds) = load_datasets(validation_split=use_validation_data)
# Create, train and save model
model = keras.Sequential([
keras.Input(shape=(1,), dtype="string"),
setup_vectorizer(train_ds),
keras.Input(shape=(VOCABULARY_SIZE,)),
layers.Dense(32, activation="relu"),
layers.Dense(LAYER_SIZE, activation="relu"),
layers.Dense(len(CATEGORIES), activation="softmax")
])
model.compile(
optimizer="rmsprop",
optimizer=keras.optimizers.RMSprop(learning_rate=LEARNING_RATE),
loss="categorical_crossentropy",
metrics=["accuracy"]
)
model.fit(
train_ds.cache(),
epochs=30
train_ds,
validation_data=validation_ds,
epochs=EPOCHS
)
model.save(MODEL_PATH)
if save:
model.save(MODEL_PATH)
# Evaluate accuracy with test data
# Evaluate model accuracy with test data
print(f"Test accuracy: {model.evaluate(test_ds)[1]:.3f}")
def load_datasets():
"""Load train and test datasets"""
def load_datasets(validation_split):
"""Load train, validation and test datasets"""
# Load train dataset
train_ds = keras.utils.text_dataset_from_directory(
TRAIN_DS_PATH,
label_mode="categorical"
)
# Load train and validation datasets
if validation_split:
(train_ds, validation_ds) = keras.utils.text_dataset_from_directory(
TRAIN_DS_PATH,
label_mode="categorical",
validation_split=0.2,
subset="both",
seed=int(time.time())
)
else:
train_ds = keras.utils.text_dataset_from_directory(
TRAIN_DS_PATH,
label_mode="categorical"
)
validation_ds = None
# Load test dataset
test_ds = keras.utils.text_dataset_from_directory(
@ -77,7 +93,7 @@ def load_datasets():
label_mode="categorical"
)
return (train_ds, test_ds)
return (train_ds, validation_ds, test_ds)
def setup_vectorizer(train_ds):
@ -159,4 +175,4 @@ def predict(raw_text):
if __name__ == "__main__":
build_data_trees()
build_model()
build_model(use_validation_data=False, save=False)

225
ml/category/data/csv/validation.csv
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@ -1,225 +0,0 @@
0-unknown;bitcoin,blockchain
0-unknown;cms,erp
0-unknown;common,helper,template,function,bitnami
0-unknown;commonground,haven,nlx,component
0-unknown;community,chat
0-unknown;demo
0-unknown;docker,dashboard
0-unknown;documents,books,wiki
0-unknown;drupal,odoo
0-unknown;game,games,gaming
0-unknown;home,assistant,automation
0-unknown;http,php
0-unknown;job,template,dry,generic
0-unknown;kubernetes
0-unknown;kubernetes,dashboard
0-unknown;media,player,browser,server
0-unknown;migration,modernization,windup,modernization & migration
0-unknown;playlist,music,m3u
0-unknown;python,django,ruby,rails
0-unknown;television,tv,streaming
0-unknown;torrent,file,sharing,fle-sharing
0-unknown;vikunja,to-do,tasks,calendar,kanban
0-unknown;webapp,webapps,web-application
0-unknown;webtrees,genealogy,family-tree
0-unknown;wordpress,cms
1-ai-machine-learning;ai,resource orchestration,noops,machine learning
1-ai-machine-learning;data-science,machine-learning
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1-ai-machine-learning;deep-learning,tensorflow,machine-learning,data-science,neural-networks
1-ai-machine-learning;durable,execution,workflow,sdk,application,distributed,developer tools,ai,machine learning
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7-storage;storage,high-performance,operator,k8s,cloud-native,persistent-storage,block-storage,high-availability,zfs,sds,software-defined-storage,storage-orchestration,drbd,csi,linstor
7-storage;storage,ipfs,p2p,libp2p,filestorage,fil,filecoin
7-storage;storage,provisioner,expanded,hostpath,microk8s,hostpath-provisioner
7-storage;storage,s3,go,kubernetes,cloud,k8s,cloudnative,objectstorage,multi-cloud,cloudstorage,amazon-s3,multi-cloud-kubernetes
7-storage;vagrant,pipeline,hpc,ceph,high-performance-computing,block-storage,object-storage,ceph-cluster,parallel-filesystem
8-streaming-messaging;audio,qt,privacy,encryption,video,communication,messaging,p2p,distributed,voip,tox,qtox
8-streaming-messaging;audit,pulsar,saltstack,nova,osquery,quasar,hubble,nebula
8-streaming-messaging;chat,communication,uwp-apps,chat-application,groupchat,team-platform,uwp-applications,uwp-app
8-streaming-messaging;chat,mqtt,iot,erlang,server,sip,stun,turn,messaging,matrix,xmpp,pubsub,broker,jabber,ejabberd,voip,groupchat,sip-server,brokers,jabber-server
8-streaming-messaging;chat,telegram,webrtc,messaging,xmpp,messenger,collaboration,whatsapp,instant-messaging,chatbots,video-call,chat-application,chatapp,video-conferencing,webchat-server,chatserver,video-chat,messaging-api
8-streaming-messaging;distributed-systems,cloud,messaging,message-bus,message-queue,cloud-computing,cloud-native,microservices-architecture,nats-server
8-streaming-messaging;docker,kubernetes,framework,scalable,websocket,websockets,realtime,pubsub,socketcluster
8-streaming-messaging;gstreamer,media-server,fiware,kurento
8-streaming-messaging;gsuite,communication,management,gmail,google-sheets,google-apps-script,teamwork,team,google-forms
8-streaming-messaging;hazelcast,rate-limiting,rate-limit,infinispan,rate-limiter,token-bucket,apache-ignite,oracle-coherence,jcache
8-streaming-messaging;hazelcast,websocket,spring-cloud,talk,netty4,teamtalk
8-streaming-messaging;kubernetes,akka,spark,flink,streaming-data,cloudflow,microservices-architectures,streaming-applications,streaming-runtimes
8-streaming-messaging;kubernetes,microservices,state-management,microservice,serverless,containers,pubsub,event-driven,sidecar
8-streaming-messaging;mqtt,iot,internet-of-things,mqtt-broker,mosquito,mqtt-protocol,iot-cloud,iot-application,message-broker,eclipse-mosquitto
8-streaming-messaging;mqtt,iot,messaging,websockets
8-streaming-messaging;networking,stream,network,zeromq,messaging,concurrency,pubsub,zmq,zmtp,libzmq,pushpull
8-streaming-messaging;notifications,communication,email,sms,push-notifications,transactional,notification-center
8-streaming-messaging;notifications,curl,rest-api,push-notifications,pubsub,ntfy,ntfysh
8-streaming-messaging;player,streaming,video,html5,stream,hls,playback,video-streaming,mediasource,http-live-streaming,ecmascript6,hacktoberfest,hlsjs,native-hls,mediasource-extensions
8-streaming-messaging;plugin,communication,addon,discord,voice,teamspeak,bridge
8-streaming-messaging;streaming,apache-spark,storm,stream-processing,spark-streaming,dataflow,flink,heron,drizzle,millwheel,s4,streaming-engine,spe,stream-processing-engine
8-streaming-messaging;streaming,h264,stream,rtsp,mp4,hls,livestream,rtmp,webrtc,ip-camera,android-sdk,broadcasting,media-server,broadcast,ios-sdk,h265,adaptive-streaming,vp8
8-streaming-messaging;streaming,messaging,eventing,cloud-native,rocketmq
8-streaming-messaging;streaming,messaging,pubsub,pulsar,queuing,event-streaming
8-streaming-messaging;streaming,real-time,websocket,messaging,websockets,scalability,sockjs,grpc,pubsub,http-streaming,eventsource,http3,webtransport
1 0-unknown bitcoin,blockchain
2 0-unknown cms,erp
3 0-unknown common,helper,template,function,bitnami
4 0-unknown commonground,haven,nlx,component
5 0-unknown community,chat
6 0-unknown demo
7 0-unknown docker,dashboard
8 0-unknown documents,books,wiki
9 0-unknown drupal,odoo
10 0-unknown game,games,gaming
11 0-unknown home,assistant,automation
12 0-unknown http,php
13 0-unknown job,template,dry,generic
14 0-unknown kubernetes
15 0-unknown kubernetes,dashboard
16 0-unknown media,player,browser,server
17 0-unknown migration,modernization,windup,modernization & migration
18 0-unknown playlist,music,m3u
19 0-unknown python,django,ruby,rails
20 0-unknown television,tv,streaming
21 0-unknown torrent,file,sharing,fle-sharing
22 0-unknown vikunja,to-do,tasks,calendar,kanban
23 0-unknown webapp,webapps,web-application
24 0-unknown webtrees,genealogy,family-tree
25 0-unknown wordpress,cms
26 1-ai-machine-learning ai,resource orchestration,noops,machine learning
27 1-ai-machine-learning data-science,machine-learning
28 1-ai-machine-learning data-science,machine-learning,apache-spark,azure,artificial-intelligence,data-engineering,feature-engineering,data-quality,mlops,feature-store,feature-management
29 1-ai-machine-learning deep-learning,tensorflow,machine-learning,data-science,neural-networks
30 1-ai-machine-learning durable,execution,workflow,sdk,application,distributed,developer tools,ai,machine learning
31 1-ai-machine-learning kubernetes,machine-learning,jupyter,notebook,tensorflow,ml,minikube,google-kubernetes-engine,kubeflow
32 1-ai-machine-learning kubernetes,machine-learning,models,pipelines,datasets,mlx,notebook-jupyter,tekton,kubeflow-pipeline,mlx-catalog
33 1-ai-machine-learning kubernetes,workflow,machine-learning,airflow,microservices,framework,deep-learning,pipeline,grpc,cloud-native,semantic-search,creative-ai,aiops,multimodal,mlops,fastapi,neural-search,vector-search-engine,crossmodal,generative-ai
34 1-ai-machine-learning machine-learning,data-mining statistics,graph-algorithms,clustering,word2vec,regression,xgboost,classification,recommender,recommender-system,feature-engineering,flink,graph-embedding,flink-machine-learning
35 1-ai-machine-learning machine-learning,deep-learning,artificial-intelligence,ibm-research,explainable-ai,explainable-ml,xai,ibm-research-ai,codait,trusted-ai,trusted-ml,explainabil
36 1-ai-machine-learning machine-learning,deep-learning,facial-recognition,face-recognition,openface,facenet,face-analysis,facial-expression-recognition,emotion-recognition,age-prediction,gender-prediction,deepid,vgg-face,deepface,arcface,race-classification
37 1-ai-machine-learning machine-learning,deep-learning,hadoop,tensorflow,horovod,hadoop-yarn
38 1-ai-machine-learning machine-learning,deep-learning,neural-network,scalability,efficiency,paddlepaddle,distributed-training
39 1-ai-machine-learning machine-learning,deep-neural-networks,deep-learning,neural-network,scikit-learn,ml
40 1-ai-machine-learning machine-learning,h2o,model-deployment
41 1-ai-machine-learning machine-learning,natural-language-processing,information-retrieval,research,reinforcement-learning,computer-vision,deep-learning,distributed-computing,image-processing,metric-learning,recommender-system,object-detection
42 1-ai-machine-learning machine-learning,performance,deep-learning,metal,compiler,gpu,vulkan,opencl,tensor,spirv,rocm,tvm
43 1-ai-machine-learning machine-learning,pipeline,mlops,kedro,experiment-tracking
44 1-ai-machine-learning machine-learning,spark model,spark-streaming,online-learning,parameter-server,high-dimensional
45 1-ai-machine-learning machine-learning,spark,deep-learning,mxnet,tensorflow,mpi,keras,pytorch,machinelearning,baidu,deeplearning,ray
46 1-ai-machine-learning mlops,aiops,production,ai,machine learning
47 1-ai-machine-learning tensorflow,machine-learning,deep-learning,neural-network,python,deep-neural-networks,ml distributed
48 1-ai-machine-learning training,learning,machine-learning,intelligence,ai,neural-network,tizen,hacktoberfest,tensorflow-lite
49 1-ai-machine-learning workflow,data-science,data,machine-learning,scale,grpc,dataops,data-analysis,mlops,battle-tested,production-grade,orchestration-engine
50 1-ai-machine-learning workflow,data-science,machine-learning,ai,deep-learning,tensorflow,pytorch,production-ready,automl,mlops,metadata-tracking
51 2-database cache,azuredatabase,asparadb,cloudsql
52 2-database couchdb,redis,website,memcached,cassandra,mongodb,solr,cache,dynamodb,driver,predis,couchbase,speed,arangodb,ssdb,firestore
53 2-database data,database,nosql,storage,hbase,baidu,bigtable
54 2-database database,nosql,bigtable
55 2-database database,sql,grds cloud
56 2-database datagrid,caching,key-value,distributed
57 2-database db,search,opensearch,database
58 2-database db2,sql,rhocp,commercial,limited
59 2-database db2u,mpp,dashdb,db2,sql
60 2-database elasticsearch,cassandra,graph,solr,hbase,graph-database,gremlin,graphdb,tinkerpop,bigtable
61 2-database graph-database,graph,elasticsearch,cassandra,solr,hbase,gremlin,graphdb,tinkerpop,bigtable
62 2-database in-memory,caching,keyvalue
63 2-database influxdb,timeseries
64 2-database kanister,sql,database
65 2-database key-value,consensus,distributed-transactions,tikv,tidb
66 2-database mongodb,atlas,database,replica set,cluster
67 2-database mongodb,nosql,cluster,replicaset,replication
68 2-database mysql,cluster,proxysql
69 2-database mysql,database,sql,galera
70 2-database mysql,docker,redis,elasticsearch,mongodb,rabbitmq,elk,swagger-ui,springcloud
71 2-database mysql,postgres,data,database,analytics,postgresql,data-analysis,sql-editor
72 2-database mysql,sql,database,nosql,sqlite,postgresql,oracle,db2,sqlserver
73 2-database percona,sql,xtradb,galera,wsrep
74 2-database rethinkdb,nosql
75 2-database startx,fedora,database,couchbase
76 3-integration-delivery alerting,adapter,metrics,wavefront
77 3-integration-delivery ansible,jenkins,integration,repository,yum,continuous,delivery
78 3-integration-delivery cluster,multicluster,hive,hypershift,selfservice,openshift,quota,helm,argocd,openshift optional,integration & delivery
79 3-integration-delivery continiuos-delivery,drone,drone.io,continuos-integration
80 3-integration-delivery continuous-integration,continuous-delivery,ci,elm,pipelines,ci-cd,concourse
81 3-integration-delivery developer tools,cloud provider
82 3-integration-delivery devops,ci,github-actions
83 3-integration-delivery docker,devops,continuous-integration,ci,build-pipelines,build-automation,ci-cd
84 3-integration-delivery docker,devops,deployment,continuous-integration,continuous-delivery,containers,continuous-deployment,ci-cd,buildkit
85 3-integration-delivery docker,kubernetes,dockerfile,devops,continuous-integration,continuous-delivery,helm,docker-image,ci-cd,iac,gitops,buildah,werf,giterminism
86 3-integration-delivery docker,kubernetes,jenkins,microservice,openshift,continuous-integration,continuous-delivery,ci-cd,developer-tools,continuous,developer-experience
87 3-integration-delivery docker,shipping,package,integration,ci,cd,continuous,dag,delivery
88 3-integration-delivery dockerfiles,build,framework,ci,build-automation,ci-cd,build-tool,build-system,docker-images,cicd,reproducible-builds
89 3-integration-delivery github,agent,integration,repository,guidelines,developer-infrastructure
90 3-integration-delivery github,git,docker,kubernetes,devops,gitlab,continuous-integration,continuous-delivery,continuous-deployment,ci-cd,distributed,gitea,high-availability,cicd
91 3-integration-delivery gocd,ci,cd,ci/cd,continuos-integration,continuos-delivery,continuos-deployment,continuos-testing
92 3-integration-delivery infrastructure,automation,cloud,integration,ci,cd,delivery
93 3-integration-delivery integration,camel
94 3-integration-delivery jenkins,ci,cd,http,we,application
95 3-integration-delivery limited,integration,runtime,framework,icp
96 3-integration-delivery pystol,cloud native,open source,chaos engineering,fault injection,software product line,integration & delivery
97 3-integration-delivery solace,pubsubplus,messaging,event broker,event mesh,data streaming,event integration,middleware
98 3-integration-delivery swagger,ui,restful,openapi
99 3-integration-delivery webhook,webhooks,devops,automation,integration,ci,deploy,automate,redeploy
100 3-integration-delivery workspace,ci-cd,build-tool,build-system
101 4-monitoring-logging benchmark,haskell,performance,monitoring,logging
102 4-monitoring-logging datadog,monitoring,alerting,metrics,logs,tracing
103 4-monitoring-logging devops,monitor,monitoring,crash-reporting,error-monitoring,sentry,crash-reports,csp-report,apm,error-logging
104 4-monitoring-logging docker,kubernetes,filebeat,logging,container,fluentd,log-pilot
105 4-monitoring-logging docker,kubernetes,monitoring,logging,logs,fluentd,dashboards,k8s,observability,log-analytics,logging-analytics
106 4-monitoring-logging events,clojure,monitoring,metrics,logging,riemann,monitoring-tool
107 4-monitoring-logging grafana,logging,prometheus,loki,cloudnative
108 4-monitoring-logging kubernetes,cloud,monitoring,metrics,azure,containers,logging,hybrid,aks,loganalytics
109 4-monitoring-logging lightweight,logging,stack-traces,loglevel,setlevel
110 4-monitoring-logging logging,cncf,data-collector,fluentd
111 4-monitoring-logging logging,logrus
112 4-monitoring-logging logging,loki,logging & tracing
113 4-monitoring-logging monitor,docker,monitoring,responsive,single-page-app,websocket,socket-io,selfhosted self-hosted,uptime,webapp,hacktoberfest,uptime-monitoring
114 4-monitoring-logging monitoring,analytics,time-series,graphite,devops,containers,notifications,docker kubernetes,iot,dashboard,influxdb,grafana,alerting,cncf,statsd,prometheus,graphing observability,netdata
115 4-monitoring-logging monitoring,command-line,tui,top,system-monitoring
116 4-monitoring-logging monitoring,metrics,time-series,telegraf
117 4-monitoring-logging notifications,agent,rss,scraper,automation,twitter,monitoring,huginn,feed feedgenerator,webscraping,twitter-streaming
118 4-monitoring-logging redis,json,logstash,tcp,udp,logging,logging-library
119 4-monitoring-logging security,kafka,log-analysis,gelf,graylog,log-viewer,amqp,logging,syslog,logging-server,secure-logging,log-collector,siem,log-management
120 4-monitoring-logging spring-boot,logger,logging,developer-tools,logviewer
121 4-monitoring-logging storage,prometheus,metrics,monitoring,s3,google-cloud-storage high-availability,observability,prometheus-ha-pairs,thanos,prometheus-setup
122 4-monitoring-logging terminal,monitoring,visualization,shell,charts,command-line,alerting,cmd sampler,command-line-tool,dashbord
123 4-monitoring-logging terminal,nginx,cli,privacy,real-time,monitoring,dashboard,analytics,command-line webserver,google-analytics,web-analytics,apache,tui,ncurses,data-analysis,goaccess gdpr
124 4-monitoring-logging uptime,monitoring,status,status-page
125 4-monitoring-logging web-performance,metrics,logging,prometheus,zabbix,telegraf,apm,dapper,ebpf,service-mesh,observability,distributed-tracing,skywalking,open-telemetry
126 5-networking caching,http,ipv6,https,high-performance,proxy,cache,http2,load-balancer,reverse-proxy,haproxy,high-availability,fastcgi,proxy-protocol,ddos-mitigation,tls13
127 5-networking caching,http,nosql,key-value,https,high-performance,proxy,cache,http2,restful,load-balancer,reverse-proxy,haproxy,http-cache,nuster
128 5-networking cli,tunnel,networking,tcp,proxy,self-hosted,localhost
129 5-networking cloudflare,dns,ipv4,ipv6,ddns,dnspod,alidns,dnscom
130 5-networking dns,privacy,networking,firewall,privacy-enhancing-technologies,privacy-protection,privacy-tools,application-firewall,privacy-by-design
131 5-networking dns,proxy,dns-over-https,dnscrypt,doh,dnscrypt-proxy,dnscrypt-proxy2,anonymized odoh,anonymized-dns,oblivious-dns-over-https,oblivious-doh
132 5-networking dns,tls,ssl,http,irc,async,network,xmpp,imap,twisted smtp,event-driven
133 5-networking docker,consul,vault,load-balancer
134 5-networking downloader,cloud,dotnet,nuget,proxy,management,file-sharing,api-wrapper,uploader,netstandard20,progress-tracking
135 5-networking enterprise,kibana,proxy,management,cerebro,es,sense,xpack,elasticsearch-sql
136 5-networking json,sql,networking,cross-platform,xml,logging,configuration,http-client,http-server,poco,database-access
137 5-networking kubernetes,cloud,twilio,webrtc,telephony,voip,cpaas,programmable-voice,customer-experience,customer-engagement,ucaas,cloud-communications-platform
138 5-networking kubernetes,http,distributed-systems,microservices,microservice,api-gateway,raft,gateway,proxy-server,traffic,load-balancer,etcd,reverse-proxy,mesh,cloud-native,service-mesh,sidecar
139 5-networking kubernetes,security,cloud,networking,network,self-hosted,vpn,mesh,vpn-server,k8s,wireguard,virtual-network,devsecops,zero-trust,wireguard-vpn,wg-quick,virtual-networking,wireguard-ui
140 5-networking kubernetes,security,networking,monitoring,kernel,containers,k8s,ebpf,xdp,troubleshooting,observability,cni,loadbalancing,bpf,kubernetes-networking
141 5-networking middleware,router,microservice,api-gateway,gateway,proxies,load-balancer,backend-services,gateway-api,krakend
142 5-networking networking,async,io,async-await,trio,structured-concurrency
143 5-networking networking,asynchronous
144 5-networking networking,event-loop,reactor,event-driven,kqueue,epoll,non-blocking
145 5-networking networking,peer-to-peer,vpn,sdn,decentralization,virtual-network,sd-wan
146 5-networking networking,xcode,cocoapods,carthage,swift-package-manager,alamofire,request,response,urlsession,certificate-pinning,public-key-pinning,urlrequest,httpurlresponse,parameter-encoding
147 5-networking nginx,gui,management,webapp
148 5-networking serverless,service-worker,api-gateway,load-balancer,reverse-proxy,quic,cloudflare-workers
149 5-networking tunnel,nat,proxy,http,network,firewall,ngrok,noise,frp,noise-protocol
150 5-networking wireguard,docker,pi-hole,vpn,dns,adblock,dns-provider,unbound,pihole,ad-blocking
151 6-security automation,scanner,bruteforce,owasp,penetration-testing,pentesting,cve,network-analysis,vulnerability-management,vulnerability-scanners,information-gathering,portscanner,security-tools,vulnerability-scanner,penetration-testing-framework,hacking-tools,pentesting-tools,cves
152 6-security aws,arm,cloudformation,azure,terraform,sonarqube,cloudformation-templates,cwe,devsecops,nist800-53,cfn-nag,checkov,800-53,quality-profiles,sonar-cloudformation-plugin,cloudformation-rules
153 6-security cryptography,privacy,encryption,portable,argon2,password,reed-solomon,blake2b,serpent,sha3,file-encryption,security-tools,privacy-tools,xchacha20
154 6-security devsecops,security-tools,kubernetes,owasp,kubernetes-operator,owasp-zap,security-automation,security-testing,securecodebox
155 6-security distributed-systems,identity,encryption,kafka,authentication,credentials,messaging,authorization,encrypted-connections,trust,encrypted-messages,e2ee,security-tools,end-to-end-encryption,zero-trust,identity-managment
156 6-security hacking,penetration-testing,bounty,vulnerability,bugbounty,pentest,bypass,payload,payloads,privilege-escalation,redteam
157 6-security hook,opengl,compiler,shaders,vulkan,glsl,preprocessor,spir-v,injector,hlsl,d3d12,d3d11,post-processing,d3d9
158 6-security iac,infrastructure-as-code,cloudnative,appsec,vulnerability-detection,vulnerability-scanners,security-tools,devsecops,open-policy-agent
159 6-security jenkins,npm,security,devops,gradle,maven,ci,nuget,docker-registry,nexus,gocd,artifactory,gradlew,sonatype-nexus,jfrog-artifactory,sonatype,artifact,jfrog
160 6-security kubernetes,infrastructure,aws,security,devops,terraform,architecture,iac,infrastructure-as-code,scans,aws-security,security-tools,cloudsecurity,devsecops,cloud-security,sast,azure-security,gcp-security,terrascan,security-violations
161 6-security kubernetes,open-source,security,scanner,kubernetes-cluster,policy,opa,service-mesh,istio,open-policy-agent
162 6-security linux,security,networking,firewall,data-breach,application-firewall
163 6-security nextjs,secret-management,secrets,environment-variables,end-to-end-encryption
164 6-security nginx,ssl,letsencrypt,hsts,digitalocean,drupal,gzip,cdn,https,http2,rate-limiting,ssl-certificate,nginx-configuration,nginx-configs,security-headers,digitalocean-community-tools
165 6-security oauth2,microservices,authentication,api-management,api-gateway,proxy,openidconnect,authorization,sso,saml2,identity-management,identity-provider,scim,service-mesh,access-management,enforce-policies,request-routing,identity-governance,identity-provisioning
166 6-security permissions,acl,authorization,permission,access-control,abac,iam-policy,authz,policy-management,attribute-based-access-control
167 6-security privacy,protection,anti-virus,malware,ad-blocker,unified-hosts,porn-filter,social-media-filter,hosts,gambling-filter,ransomware,pornblocker,trojans,curated-sources
168 6-security protection,ddos,ddos-attacks,sql-injection,web-security,denial-of-service,hacking-tool,linux-tools,ddos-tool,ddos-protection,attack-defense,ddos-attack-tools,ddos-attack,hacking-tools,internet-traffic,deface-website,ddos-attack-tool,ddos-ripper,attack-server
169 6-security security,assessment,safety,access-control,secure-access
170 6-security security,dpdk,suricata,network-analysis,network-security,anti-ddos,kernel-bypass
171 6-security security,maven,maven-plugin,vulnerabilities,snyk,monitors,security-tools,snyk-cli
172 6-security security,scanner,hacking,owasp,penetration-testing,vulnerability,web-security,pentesting,vulnerabilities,appsec,metasploit,web-hacking,hacking-tools
173 6-security svg,html,dom,xss,mathml,sanitizer,dompurify,cross-site-scripting,prevent-xss-attacks
174 6-security tools,hack,exploit,scanner,hacking,password,poc,brute-force,pentest,portscan,security-scanner,exp,security-tools,ladon,ipscanner,getshell,netscan
175 6-security vpn,wireguard,security,ansible,encryption,ipsec,vpn-server,vpn-client,ikev2,strongswan,ssh-tunnel
176 7-storage ansible,storage,ansible-role,remote-storage,block-storage,iscsi-target,iscsi,ansible-roles
177 7-storage aws,storage,aws-s3,ftp-client,dotnet-standard,azure-storage,storage-providers,in-memory-storage,azure-blob,storage-abstractions,blob-storage,data-lake-store
178 7-storage aws,streaming,azure,s3,gcp,stream-processing,data-structures,blob-storage,digitalocean-spaces,ibm-cloud-object-storage,gcp-cloud-storage,zadara
179 7-storage block-storage,software-defined-storage,object-storage,kubernetes-storage,file-storage,s3fs,s3fs-fuse,container-storage
180 7-storage cloud,storage,decentralized,blockchain,distributed,sia
181 7-storage distributed-computing,in-memory-storage,graph-engine,in-memory-computations,graph-query-language
182 7-storage docker,kubernetes,backup,storage,helm,s3-bucket,minio,volume
183 7-storage inclusivity,distributed-systems,storage,s3,s3-storage,objectstore,distributed-storage,software-defined-storage,objectstorage,storage-api,object-storage,object-storage-service
184 7-storage kubernetes,ceph,rbd,csi,cephfs
185 7-storage kubernetes,local,storage,latency,high-performance,raw,lvm,csi,autotiering,opsfree
186 7-storage kubernetes,oss,disk,ebs,nas,lvm,csi,storage-driver,k8s-sig-cloud-provider,cpfs,csi-plugins
187 7-storage kubernetes,storage,ceph,rook,rook-ceph
188 7-storage kubernetes,storage,cluster,kubernetes-cluster,persistent,persistent-storage,volume,csi,moosefs,claim,persistent-volume,persistent-volume-claim,storage-providers-moosefs
189 7-storage kubernetes,storage,k8s,cloud-native,docker,devops,ebs-volumes,ebs,storage-container,persistent-storage,pod,block-storage,openebs,containerization,persistent-workloads
190 7-storage kubernetes,storage,linode,volume,csi,pvc
191 7-storage kubernetes,storage,minio,csi,stateful,jbod,csi-driver
192 7-storage software-defined-storage,provisioner,virtuozzo,acronis,vstorage,external-provisioners,sig-storage
193 7-storage storage,aws-s3,s3,ceph,ceph-cluster,radosgw,radosgw4j,radosgw-setup
194 7-storage storage,concurrency,ceph,rados
195 7-storage storage,distributed-systems,opensource,storage-engine,high-performance,raft,block-storage,sds,fuse-filesystem,filestorage,posix-compatible,cloud-native-storage
196 7-storage storage,high-performance,operator,k8s,cloud-native,persistent-storage,block-storage,high-availability,zfs,sds,software-defined-storage,storage-orchestration,drbd,csi,linstor
197 7-storage storage,ipfs,p2p,libp2p,filestorage,fil,filecoin
198 7-storage storage,provisioner,expanded,hostpath,microk8s,hostpath-provisioner
199 7-storage storage,s3,go,kubernetes,cloud,k8s,cloudnative,objectstorage,multi-cloud,cloudstorage,amazon-s3,multi-cloud-kubernetes
200 7-storage vagrant,pipeline,hpc,ceph,high-performance-computing,block-storage,object-storage,ceph-cluster,parallel-filesystem
201 8-streaming-messaging audio,qt,privacy,encryption,video,communication,messaging,p2p,distributed,voip,tox,qtox
202 8-streaming-messaging audit,pulsar,saltstack,nova,osquery,quasar,hubble,nebula
203 8-streaming-messaging chat,communication,uwp-apps,chat-application,groupchat,team-platform,uwp-applications,uwp-app
204 8-streaming-messaging chat,mqtt,iot,erlang,server,sip,stun,turn,messaging,matrix,xmpp,pubsub,broker,jabber,ejabberd,voip,groupchat,sip-server,brokers,jabber-server
205 8-streaming-messaging chat,telegram,webrtc,messaging,xmpp,messenger,collaboration,whatsapp,instant-messaging,chatbots,video-call,chat-application,chatapp,video-conferencing,webchat-server,chatserver,video-chat,messaging-api
206 8-streaming-messaging distributed-systems,cloud,messaging,message-bus,message-queue,cloud-computing,cloud-native,microservices-architecture,nats-server
207 8-streaming-messaging docker,kubernetes,framework,scalable,websocket,websockets,realtime,pubsub,socketcluster
208 8-streaming-messaging gstreamer,media-server,fiware,kurento
209 8-streaming-messaging gsuite,communication,management,gmail,google-sheets,google-apps-script,teamwork,team,google-forms
210 8-streaming-messaging hazelcast,rate-limiting,rate-limit,infinispan,rate-limiter,token-bucket,apache-ignite,oracle-coherence,jcache
211 8-streaming-messaging hazelcast,websocket,spring-cloud,talk,netty4,teamtalk
212 8-streaming-messaging kubernetes,akka,spark,flink,streaming-data,cloudflow,microservices-architectures,streaming-applications,streaming-runtimes
213 8-streaming-messaging kubernetes,microservices,state-management,microservice,serverless,containers,pubsub,event-driven,sidecar
214 8-streaming-messaging mqtt,iot,internet-of-things,mqtt-broker,mosquito,mqtt-protocol,iot-cloud,iot-application,message-broker,eclipse-mosquitto
215 8-streaming-messaging mqtt,iot,messaging,websockets
216 8-streaming-messaging networking,stream,network,zeromq,messaging,concurrency,pubsub,zmq,zmtp,libzmq,pushpull
217 8-streaming-messaging notifications,communication,email,sms,push-notifications,transactional,notification-center
218 8-streaming-messaging notifications,curl,rest-api,push-notifications,pubsub,ntfy,ntfysh
219 8-streaming-messaging player,streaming,video,html5,stream,hls,playback,video-streaming,mediasource,http-live-streaming,ecmascript6,hacktoberfest,hlsjs,native-hls,mediasource-extensions
220 8-streaming-messaging plugin,communication,addon,discord,voice,teamspeak,bridge
221 8-streaming-messaging streaming,apache-spark,storm,stream-processing,spark-streaming,dataflow,flink,heron,drizzle,millwheel,s4,streaming-engine,spe,stream-processing-engine
222 8-streaming-messaging streaming,h264,stream,rtsp,mp4,hls,livestream,rtmp,webrtc,ip-camera,android-sdk,broadcasting,media-server,broadcast,ios-sdk,h265,adaptive-streaming,vp8
223 8-streaming-messaging streaming,messaging,eventing,cloud-native,rocketmq
224 8-streaming-messaging streaming,messaging,pubsub,pulsar,queuing,event-streaming
225 8-streaming-messaging streaming,real-time,websocket,messaging,websockets,scalability,sockjs,grpc,pubsub,http-streaming,eventsource,http3,webtransport

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